=======================================================   RESTART [11-25 08:51:44]   =======================================================
/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-20241124_165308-o9vgkhkp
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run valiant-vortex-546
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/o9vgkhkp
/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(6840x28, 28x1024)
  triton_mm_12 0.0256 ms 100.0%
  triton_mm_7 0.0256 ms 99.8%
  triton_mm_6 0.0257 ms 99.5%
  triton_mm_8 0.0257 ms 99.5%
  triton_mm_11 0.0258 ms 99.0%
  triton_mm_9 0.0259 ms 98.9%
  triton_mm_4 0.0272 ms 94.1%
  triton_mm_14 0.0273 ms 93.8%
  triton_mm_16 0.0273 ms 93.8%
  triton_mm_3 0.0282 ms 90.8%
SingleProcess AUTOTUNE benchmarking takes 2.1727 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x2048, 6864x1024, 1024x2048)
  triton_mm_591 0.1296 ms 100.0%
  triton_mm_592 0.1323 ms 98.0%
  bias_addmm 0.1517 ms 85.5%
  triton_mm_586 0.1582 ms 82.0%
  triton_mm_588 0.1605 ms 80.7%
  triton_mm_584 0.1609 ms 80.6%
  triton_mm_593 0.1646 ms 78.7%
  addmm 0.1691 ms 76.7%
  triton_mm_585 0.1774 ms 73.1%
  triton_mm_589 0.1812 ms 71.6%
SingleProcess AUTOTUNE benchmarking takes 2.7219 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1024, 1024x2048)
  triton_mm_1566 0.0138 ms 100.0%
  triton_mm_1574 0.0143 ms 96.6%
  triton_mm_1570 0.0144 ms 96.0%
  triton_mm_1578 0.0156 ms 88.3%
  mm 0.0163 ms 84.9%
  triton_mm_1565 0.0163 ms 84.7%
  triton_mm_1563 0.0176 ms 78.5%
  triton_mm_1569 0.0178 ms 77.8%
  triton_mm_1564 0.0178 ms 77.5%
  triton_mm_1573 0.0181 ms 76.2%
SingleProcess AUTOTUNE benchmarking takes 2.1959 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x32768, 6864x1024, 1024x32768)
  bias_addmm 1.9741 ms 100.0%
  triton_mm_1595 2.0968 ms 94.2%
  triton_mm_1596 2.0986 ms 94.1%
  triton_mm_1597 2.5098 ms 78.7%
  triton_mm_1590 2.5309 ms 78.0%
  triton_mm_1592 2.5938 ms 76.1%
  triton_mm_1588 2.6122 ms 75.6%
  addmm 2.6535 ms 74.4%
  triton_mm_1593 2.9101 ms 67.8%
  triton_mm_1589 2.9106 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 3.2387 seconds and 0.0000 seconds precompiling
/home/user/VAR/trainer.py:170: 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(2048x24, 24x1024)
  triton_mm_1658 0.0108 ms 100.0%
  triton_mm_1659 0.0108 ms 99.7%
  triton_mm_1660 0.0108 ms 99.7%
  triton_mm_1661 0.0108 ms 99.7%
  triton_mm_1665 0.0118 ms 91.3%
  triton_mm_1664 0.0119 ms 90.3%
  triton_mm_1666 0.0119 ms 90.3%
  triton_mm_1656 0.0121 ms 88.9%
  triton_mm_1657 0.0121 ms 88.7%
  triton_mm_1654 0.0124 ms 86.6%
SingleProcess AUTOTUNE benchmarking takes 2.1985 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2048, 2048x1024)
  triton_mm_1640 0.0148 ms 100.0%
  mm 0.0167 ms 89.1%
  triton_mm_1644 0.0191 ms 77.7%
  triton_mm_1639 0.0213 ms 69.8%
  triton_mm_1652 0.0228 ms 65.3%
  triton_mm_1648 0.0236 ms 63.0%
  triton_mm_1638 0.0239 ms 62.2%
  triton_mm_1647 0.0246 ms 60.3%
  triton_mm_1643 0.0248 ms 59.9%
  triton_mm_1637 0.0249 ms 59.6%
SingleProcess AUTOTUNE benchmarking takes 2.2116 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x32768, 32768x1024)
  mm 1.7235 ms 100.0%
  triton_mm_1614 1.8441 ms 93.5%
  triton_mm_1615 1.8800 ms 91.7%
  triton_mm_1616 1.9199 ms 89.8%
  triton_mm_1609 2.4194 ms 71.2%
  triton_mm_1610 2.4546 ms 70.2%
  triton_mm_1607 2.5041 ms 68.8%
  triton_mm_1608 2.6037 ms 66.2%
  triton_mm_1611 2.6716 ms 64.5%
  triton_mm_1612 2.6761 ms 64.4%
SingleProcess AUTOTUNE benchmarking takes 3.0332 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/trainer.py:170: 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/trainer.py:170: 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(6840x28, 28x1024)
  triton_mm_7 0.0244 ms 100.0%
  triton_mm_6 0.0256 ms 95.6%
  triton_mm_12 0.0257 ms 95.3%
  triton_mm_9 0.0258 ms 94.7%
  triton_mm_4 0.0261 ms 93.6%
  triton_mm_8 0.0266 ms 91.8%
  triton_mm_11 0.0267 ms 91.6%
  triton_mm_2 0.0274 ms 89.4%
  triton_mm_16 0.0275 ms 88.8%
  triton_mm_15 0.0282 ms 86.7%
SingleProcess AUTOTUNE benchmarking takes 2.1743 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x2048, 6864x1024, 1024x2048)
  triton_mm_591 0.1300 ms 100.0%
  triton_mm_592 0.1326 ms 98.1%
  bias_addmm 0.1534 ms 84.8%
  triton_mm_586 0.1564 ms 83.1%
  triton_mm_584 0.1604 ms 81.1%
  triton_mm_588 0.1615 ms 80.5%
  triton_mm_593 0.1648 ms 78.9%
  triton_mm_585 0.1777 ms 73.2%
  triton_mm_589 0.1808 ms 71.9%
  addmm 0.1996 ms 65.1%
SingleProcess AUTOTUNE benchmarking takes 2.7198 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1024, 1024x2048)
  triton_mm_1570 0.0133 ms 100.0%
  triton_mm_1566 0.0139 ms 95.9%
  triton_mm_1574 0.0143 ms 93.1%
  triton_mm_1578 0.0156 ms 85.4%
  triton_mm_1565 0.0161 ms 82.7%
  mm 0.0165 ms 80.8%
  triton_mm_1569 0.0168 ms 79.1%
  triton_mm_1564 0.0169 ms 78.9%
  triton_mm_1563 0.0171 ms 77.9%
  triton_mm_1573 0.0190 ms 69.9%
SingleProcess AUTOTUNE benchmarking takes 2.1632 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x32768, 6864x1024, 1024x32768)
  bias_addmm 2.0164 ms 100.0%
  triton_mm_1595 2.0971 ms 96.2%
  triton_mm_1596 2.1095 ms 95.6%
  triton_mm_1590 2.5116 ms 80.3%
  triton_mm_1597 2.5131 ms 80.2%
  triton_mm_1592 2.5841 ms 78.0%
  triton_mm_1588 2.6441 ms 76.3%
  addmm 2.6454 ms 76.2%
  triton_mm_1593 2.9034 ms 69.4%
  triton_mm_1589 2.9154 ms 69.2%
SingleProcess AUTOTUNE benchmarking takes 3.2176 seconds and 0.0000 seconds precompiling
/home/user/VAR/trainer.py:170: 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(32768x6864, 6864x1024)
  triton_mm_1633 1.8212 ms 100.0%
  triton_mm_1634 1.8776 ms 97.0%
  triton_mm_1635 1.9595 ms 92.9%
  mm 1.9830 ms 91.8%
  triton_mm_1626 2.3477 ms 77.6%
  triton_mm_1628 2.4019 ms 75.8%
  triton_mm_1630 2.4420 ms 74.6%
  triton_mm_1629 2.5270 ms 72.1%
  triton_mm_1631 2.5650 ms 71.0%
  triton_mm_1627 2.5892 ms 70.3%
SingleProcess AUTOTUNE benchmarking takes 3.0041 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2048x24, 24x1024)
  triton_mm_1658 0.0116 ms 100.0%
  triton_mm_1662 0.0116 ms 100.0%
  triton_mm_1657 0.0119 ms 97.6%
  triton_mm_1660 0.0121 ms 95.5%
  triton_mm_1668 0.0122 ms 95.3%
  triton_mm_1655 0.0122 ms 94.6%
  triton_mm_1656 0.0123 ms 94.0%
  triton_mm_1659 0.0123 ms 94.0%
  triton_mm_1665 0.0124 ms 93.8%
  triton_mm_1664 0.0124 ms 93.3%
SingleProcess AUTOTUNE benchmarking takes 2.2043 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2048, 2048x1024)
  triton_mm_1640 0.0152 ms 100.0%
  mm 0.0169 ms 89.6%
  triton_mm_1644 0.0194 ms 78.3%
  triton_mm_1652 0.0220 ms 69.0%
  triton_mm_1639 0.0224 ms 67.7%
  triton_mm_1638 0.0228 ms 66.5%
  triton_mm_1643 0.0249 ms 60.9%
  triton_mm_1648 0.0249 ms 60.9%
  triton_mm_1647 0.0255 ms 59.4%
  triton_mm_1637 0.0258 ms 58.7%
SingleProcess AUTOTUNE benchmarking takes 2.1909 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x32768, 32768x1024)
  mm 1.7304 ms 100.0%
  triton_mm_1614 1.8559 ms 93.2%
  triton_mm_1615 1.9061 ms 90.8%
  triton_mm_1616 1.9418 ms 89.1%
  triton_mm_1609 2.4014 ms 72.1%
  triton_mm_1610 2.4677 ms 70.1%
  triton_mm_1607 2.5192 ms 68.7%
  triton_mm_1608 2.5783 ms 67.1%
  triton_mm_1611 2.6725 ms 64.7%
  triton_mm_1612 2.6821 ms 64.5%
SingleProcess AUTOTUNE benchmarking takes 3.0118 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2048x6864, 6864x1024)
  triton_mm_3638 0.1596 ms 100.0%
  triton_mm_3634 0.1608 ms 99.2%
  mm 0.1636 ms 97.5%
  triton_mm_3636 0.1663 ms 96.0%
  triton_mm_3641 0.1761 ms 90.6%
  triton_mm_3637 0.1857 ms 85.9%
  triton_mm_3642 0.1879 ms 84.9%
  triton_mm_3643 0.1900 ms 84.0%
  triton_mm_3639 0.1974 ms 80.8%
  triton_mm_3633 0.1985 ms 80.4%
SingleProcess AUTOTUNE benchmarking takes 2.5686 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x2048, 2048x1024)
  mm 0.1188 ms 100.0%
  triton_mm_3622 0.1209 ms 98.3%
  triton_mm_3623 0.1243 ms 95.6%
  triton_mm_3624 0.1295 ms 91.8%
  triton_mm_3617 0.1501 ms 79.2%
  triton_mm_3615 0.1521 ms 78.1%
  triton_mm_3619 0.1530 ms 77.7%
  triton_mm_3616 0.1651 ms 72.0%
  triton_mm_3618 0.1656 ms 71.8%
  triton_mm_3620 0.1678 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.5649 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/trainer.py:170: 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/trainer.py:170: 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(6840x28, 28x1024)
  triton_mm_7 0.0245 ms 100.0%
  triton_mm_12 0.0265 ms 92.7%
  triton_mm_6 0.0265 ms 92.5%
  triton_mm_8 0.0265 ms 92.5%
  triton_mm_9 0.0267 ms 92.1%
  triton_mm_11 0.0268 ms 91.7%
  triton_mm_4 0.0271 ms 90.4%
  triton_mm_2 0.0273 ms 89.9%
  triton_mm_13 0.0273 ms 89.8%
  triton_mm_16 0.0274 ms 89.6%
SingleProcess AUTOTUNE benchmarking takes 2.1699 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x2048, 6864x1024, 1024x2048)
  triton_mm_591 0.1296 ms 100.0%
  triton_mm_592 0.1334 ms 97.1%
  bias_addmm 0.1508 ms 85.9%
  triton_mm_586 0.1585 ms 81.8%
  triton_mm_588 0.1609 ms 80.5%
  triton_mm_584 0.1614 ms 80.3%
  triton_mm_593 0.1646 ms 78.7%
  triton_mm_585 0.1770 ms 73.2%
  triton_mm_589 0.1804 ms 71.8%
  addmm 0.1977 ms 65.5%
SingleProcess AUTOTUNE benchmarking takes 2.7073 seconds and 0.0000 seconds precompiling
/home/user/VAR/trainer.py:170: 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(32768x6864, 6864x1024)
  triton_mm_1633 1.8627 ms 100.0%
  triton_mm_1634 1.9183 ms 97.1%
  mm 1.9542 ms 95.3%
  triton_mm_1635 2.0291 ms 91.8%
  triton_mm_1628 2.4105 ms 77.3%
  triton_mm_1626 2.4509 ms 76.0%
  triton_mm_1630 2.4982 ms 74.6%
  triton_mm_1629 2.5684 ms 72.5%
  triton_mm_1627 2.6497 ms 70.3%
  triton_mm_1631 2.6554 ms 70.1%
SingleProcess AUTOTUNE benchmarking takes 3.0391 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2048x24, 24x1024)
  triton_mm_1665 0.0113 ms 100.0%
  triton_mm_1660 0.0115 ms 98.3%
  triton_mm_1666 0.0115 ms 98.3%
  triton_mm_1658 0.0116 ms 97.0%
  triton_mm_1664 0.0117 ms 96.2%
  triton_mm_1659 0.0118 ms 95.5%
  triton_mm_1661 0.0119 ms 95.3%
  triton_mm_1655 0.0121 ms 93.1%
  triton_mm_1656 0.0121 ms 93.1%
  triton_mm_1662 0.0123 ms 92.0%
SingleProcess AUTOTUNE benchmarking takes 2.2202 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2048, 2048x1024)
  triton_mm_1640 0.0159 ms 100.0%
  mm 0.0164 ms 97.1%
  triton_mm_1644 0.0201 ms 79.4%
  triton_mm_1639 0.0212 ms 75.0%
  triton_mm_1652 0.0226 ms 70.6%
  triton_mm_1638 0.0228 ms 69.7%
  triton_mm_1648 0.0246 ms 64.7%
  triton_mm_1643 0.0248 ms 64.4%
  triton_mm_1647 0.0256 ms 62.2%
  triton_mm_1637 0.0258 ms 61.8%
SingleProcess AUTOTUNE benchmarking takes 2.2245 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x32768, 32768x1024)
  mm 1.7671 ms 100.0%
  triton_mm_1614 1.8818 ms 93.9%
  triton_mm_1615 1.9237 ms 91.9%
  triton_mm_1616 1.9664 ms 89.9%
  triton_mm_1610 2.4668 ms 71.6%
  triton_mm_1609 2.4754 ms 71.4%
  triton_mm_1607 2.5131 ms 70.3%
  triton_mm_1608 2.6374 ms 67.0%
  triton_mm_1611 2.6980 ms 65.5%
  triton_mm_1612 2.7106 ms 65.2%
SingleProcess AUTOTUNE benchmarking takes 3.0440 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2048x6864, 6864x1024)
  triton_mm_3638 0.1583 ms 100.0%
  triton_mm_3634 0.1633 ms 96.9%
  mm 0.1649 ms 96.0%
  triton_mm_3636 0.1661 ms 95.3%
  triton_mm_3641 0.1767 ms 89.6%
  triton_mm_3637 0.1865 ms 84.9%
  triton_mm_3642 0.1884 ms 84.0%
  triton_mm_3643 0.1911 ms 82.8%
  triton_mm_3639 0.1986 ms 79.7%
  triton_mm_3633 0.1996 ms 79.3%
SingleProcess AUTOTUNE benchmarking takes 2.5525 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1024x6840, 6840x28)
  mm 0.0353 ms 100.0%
  triton_mm_4771 0.0478 ms 73.8%
  triton_mm_4764 0.0479 ms 73.6%
  triton_mm_4762 0.0576 ms 61.3%
  triton_mm_4763 0.0639 ms 55.2%
  triton_mm_4770 0.0686 ms 51.4%
  triton_mm_4767 0.0704 ms 50.1%
  triton_mm_4761 0.0717 ms 49.2%
  triton_mm_4776 0.0748 ms 47.2%
  triton_mm_4769 0.0781 ms 45.2%
SingleProcess AUTOTUNE benchmarking takes 2.1858 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/trainer.py:170: 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/trainer.py:170: 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(6840x28, 28x1024)
  triton_mm_7 0.0254 ms 100.0%
  triton_mm_6 0.0256 ms 99.5%
  triton_mm_8 0.0256 ms 99.5%
  triton_mm_9 0.0257 ms 99.0%
  triton_mm_12 0.0263 ms 96.6%
  triton_mm_11 0.0265 ms 96.0%
  triton_mm_4 0.0269 ms 94.5%
  triton_mm_3 0.0270 ms 94.1%
  triton_mm_15 0.0271 ms 94.0%
  triton_mm_13 0.0273 ms 93.1%
SingleProcess AUTOTUNE benchmarking takes 2.1688 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1024, 1024x2048)
  triton_mm_1566 0.0134 ms 100.0%
  triton_mm_1570 0.0141 ms 95.2%
  triton_mm_1574 0.0141 ms 95.0%
  triton_mm_1565 0.0160 ms 83.8%
  triton_mm_1578 0.0162 ms 82.9%
  triton_mm_1563 0.0163 ms 82.7%
  triton_mm_1569 0.0165 ms 81.2%
  triton_mm_1564 0.0167 ms 80.3%
  mm 0.0168 ms 79.8%
  triton_mm_1573 0.0187 ms 71.9%
SingleProcess AUTOTUNE benchmarking takes 2.1857 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x32768, 6864x1024, 1024x32768)
  bias_addmm 2.0062 ms 100.0%
  triton_mm_1595 2.1117 ms 95.0%
  triton_mm_1596 2.1127 ms 95.0%
  triton_mm_1597 2.5371 ms 79.1%
  triton_mm_1590 2.5652 ms 78.2%
  triton_mm_1592 2.6166 ms 76.7%
  triton_mm_1588 2.6721 ms 75.1%
  addmm 2.7098 ms 74.0%
  triton_mm_1589 2.9123 ms 68.9%
  triton_mm_1593 2.9442 ms 68.1%
SingleProcess AUTOTUNE benchmarking takes 3.1775 seconds and 0.0000 seconds precompiling
/home/user/VAR/trainer.py:170: 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(2048x24, 24x1024)
  triton_mm_1661 0.0105 ms 100.0%
  triton_mm_1665 0.0110 ms 95.9%
  triton_mm_1664 0.0110 ms 95.4%
  triton_mm_1657 0.0114 ms 92.4%
  triton_mm_1658 0.0114 ms 92.3%
  triton_mm_1659 0.0116 ms 90.6%
  triton_mm_1668 0.0116 ms 90.6%
  triton_mm_1666 0.0117 ms 90.1%
  triton_mm_1660 0.0117 ms 89.6%
  triton_mm_1662 0.0118 ms 89.3%
SingleProcess AUTOTUNE benchmarking takes 2.1884 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2048, 2048x1024)
  triton_mm_1640 0.0146 ms 100.0%
  mm 0.0164 ms 88.7%
  triton_mm_1644 0.0189 ms 77.2%
  triton_mm_1639 0.0209 ms 69.8%
  triton_mm_1652 0.0215 ms 67.8%
  triton_mm_1638 0.0222 ms 65.7%
  triton_mm_1643 0.0235 ms 62.2%
  triton_mm_1648 0.0245 ms 59.6%
  triton_mm_1647 0.0250 ms 58.5%
  triton_mm_1637 0.0252 ms 58.0%
SingleProcess AUTOTUNE benchmarking takes 2.2182 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x32768, 32768x1024)
  mm 1.7332 ms 100.0%
  triton_mm_1614 1.8762 ms 92.4%
  triton_mm_1615 1.9142 ms 90.5%
  triton_mm_1616 1.9759 ms 87.7%
  triton_mm_1609 2.4550 ms 70.6%
  triton_mm_1610 2.4712 ms 70.1%
  triton_mm_1607 2.5455 ms 68.1%
  triton_mm_1608 2.6351 ms 65.8%
  triton_mm_1611 2.6996 ms 64.2%
  triton_mm_1612 2.7059 ms 64.1%
SingleProcess AUTOTUNE benchmarking takes 3.0414 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2048x6864, 6864x1024)
  triton_mm_3638 0.1585 ms 100.0%
  triton_mm_3634 0.1612 ms 98.3%
  mm 0.1646 ms 96.3%
  triton_mm_3636 0.1671 ms 94.9%
  triton_mm_3641 0.1758 ms 90.2%
  triton_mm_3637 0.1866 ms 84.9%
  triton_mm_3642 0.1882 ms 84.2%
  triton_mm_3643 0.1906 ms 83.2%
  triton_mm_3639 0.1979 ms 80.1%
  triton_mm_3633 0.1980 ms 80.0%
SingleProcess AUTOTUNE benchmarking takes 2.5502 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x2048, 2048x1024)
  mm 0.1201 ms 100.0%
  triton_mm_3622 0.1218 ms 98.6%
  triton_mm_3623 0.1258 ms 95.5%
  triton_mm_3624 0.1306 ms 91.9%
  triton_mm_3617 0.1527 ms 78.6%
  triton_mm_3615 0.1535 ms 78.2%
  triton_mm_3619 0.1552 ms 77.4%
  triton_mm_3618 0.1645 ms 73.0%
  triton_mm_3616 0.1647 ms 72.9%
  triton_mm_3620 0.1678 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.5525 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/trainer.py:170: 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/trainer.py:170: 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(10296x1024, 1024x4096)
  triton_mm_4882 0.7155 ms 100.0%
  mm 0.8393 ms 85.2%
  triton_mm_4875 0.8813 ms 81.2%
  triton_mm_4879 0.8828 ms 81.0%
  triton_mm_4883 0.9252 ms 77.3%
  triton_mm_4880 0.9545 ms 75.0%
  triton_mm_4876 0.9616 ms 74.4%
  triton_mm_4877 0.9998 ms 71.6%
  triton_mm_4872 1.1746 ms 60.9%
  triton_mm_4873 1.2396 ms 57.7%
SingleProcess AUTOTUNE benchmarking takes 2.2449 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  triton_mm_5068 0.7184 ms 100.0%
  mm 0.7248 ms 99.1%
  triton_mm_5061 0.8780 ms 81.8%
  triton_mm_5065 0.8808 ms 81.6%
  triton_mm_5069 0.9253 ms 77.6%
  triton_mm_5066 0.9627 ms 74.6%
  triton_mm_5062 0.9695 ms 74.1%
  triton_mm_5063 0.9985 ms 72.0%
  triton_mm_5058 1.1735 ms 61.2%
  triton_mm_5059 1.2500 ms 57.5%
SingleProcess AUTOTUNE benchmarking takes 2.1393 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  mm 0.7258 ms 100.0%
  triton_mm_5254 0.7259 ms 100.0%
  triton_mm_5251 0.8816 ms 82.3%
  triton_mm_5247 0.8856 ms 82.0%
  triton_mm_5255 0.9253 ms 78.4%
  triton_mm_5252 0.9636 ms 75.3%
  triton_mm_5248 0.9692 ms 74.9%
  triton_mm_5249 0.9996 ms 72.6%
  triton_mm_5244 1.1721 ms 61.9%
  triton_mm_5245 1.2497 ms 58.1%
SingleProcess AUTOTUNE benchmarking takes 2.1367 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  triton_mm_5905 0.7203 ms 100.0%
  mm 0.7285 ms 98.9%
  triton_mm_5902 0.8748 ms 82.3%
  triton_mm_5898 0.8767 ms 82.2%
  triton_mm_5906 0.9305 ms 77.4%
  triton_mm_5899 0.9698 ms 74.3%
  triton_mm_5903 0.9739 ms 74.0%
  triton_mm_5900 1.0022 ms 71.9%
  triton_mm_5895 1.1728 ms 61.4%
  triton_mm_5896 1.2380 ms 58.2%
SingleProcess AUTOTUNE benchmarking takes 2.1338 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  triton_mm_6184 0.7260 ms 100.0%
  mm 0.7293 ms 99.5%
  triton_mm_6177 0.8789 ms 82.6%
  triton_mm_6181 0.8860 ms 81.9%
  triton_mm_6185 0.9262 ms 78.4%
  triton_mm_6182 0.9682 ms 75.0%
  triton_mm_6178 0.9692 ms 74.9%
  triton_mm_6179 1.0064 ms 72.1%
  triton_mm_6174 1.1727 ms 61.9%
  triton_mm_6175 1.2500 ms 58.1%
SingleProcess AUTOTUNE benchmarking takes 2.1519 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x2048)
  triton_mm_6334 0.3593 ms 100.0%
  mm 0.3640 ms 98.7%
  triton_mm_6327 0.4324 ms 83.1%
  triton_mm_6331 0.4411 ms 81.5%
  triton_mm_6328 0.4736 ms 75.9%
  triton_mm_6335 0.4754 ms 75.6%
  triton_mm_6332 0.4854 ms 74.0%
  triton_mm_6329 0.4956 ms 72.5%
  triton_mm_6324 0.5735 ms 62.7%
  triton_mm_6323 0.5898 ms 60.9%
SingleProcess AUTOTUNE benchmarking takes 2.1474 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x32768, 10296x1024, 1024x32768)
  triton_mm_6315 5.7852 ms 100.0%
  bias_addmm 6.2066 ms 93.2%
  triton_mm_6312 7.0581 ms 82.0%
  triton_mm_6308 7.1965 ms 80.4%
  addmm 7.2693 ms 79.6%
  triton_mm_6316 7.5043 ms 77.1%
  triton_mm_6313 7.8135 ms 74.0%
  triton_mm_6309 7.8387 ms 73.8%
  triton_mm_6310 8.0334 ms 72.0%
  triton_mm_6305 9.5231 ms 60.7%
SingleProcess AUTOTUNE benchmarking takes 3.2051 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x768, 10296x2048, 2048x768)
  triton_mm_6372 0.2857 ms 100.0%
  bias_addmm 0.2950 ms 96.9%
  triton_mm_6365 0.3250 ms 87.9%
  triton_mm_6369 0.3273 ms 87.3%
  addmm 0.3298 ms 86.6%
  triton_mm_6366 0.3481 ms 82.1%
  triton_mm_6373 0.3525 ms 81.0%
  triton_mm_6370 0.3529 ms 81.0%
  triton_mm_6367 0.3537 ms 80.8%
  triton_mm_6362 0.4483 ms 63.7%
SingleProcess AUTOTUNE benchmarking takes 2.2486 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 [01:32<1:06:05, 92.21s/it]AUTOTUNE mm(10296x1024, 1024x4096)
  triton_mm_4882 0.7246 ms 100.0%
  mm 0.8301 ms 87.3%
  triton_mm_4875 0.8832 ms 82.0%
  triton_mm_4879 0.8887 ms 81.5%
  triton_mm_4883 0.9304 ms 77.9%
  triton_mm_4876 0.9680 ms 74.9%
  triton_mm_4880 0.9725 ms 74.5%
  triton_mm_4877 0.9941 ms 72.9%
  triton_mm_4872 1.1697 ms 61.9%
  triton_mm_4873 1.2457 ms 58.2%
SingleProcess AUTOTUNE benchmarking takes 2.2108 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  mm 0.7338 ms 100.0%
  triton_mm_5719 0.7348 ms 99.9%
  triton_mm_5716 0.8885 ms 82.6%
  triton_mm_5712 0.8937 ms 82.1%
  triton_mm_5720 0.9324 ms 78.7%
  triton_mm_5713 0.9800 ms 74.9%
  triton_mm_5717 0.9832 ms 74.6%
  triton_mm_5714 1.0043 ms 73.1%
  triton_mm_5709 1.1700 ms 62.7%
  triton_mm_5718 1.2581 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1422 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  triton_mm_5812 0.7332 ms 100.0%
  mm 0.7336 ms 99.9%
  triton_mm_5805 0.8936 ms 82.0%
  triton_mm_5809 0.8989 ms 81.6%
  triton_mm_5813 0.9395 ms 78.0%
  triton_mm_5810 0.9831 ms 74.6%
  triton_mm_5806 0.9909 ms 74.0%
  triton_mm_5807 1.0052 ms 72.9%
  triton_mm_5802 1.1846 ms 61.9%
  triton_mm_5811 1.2580 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1441 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  triton_mm_5998 0.7320 ms 100.0%
  mm 0.7332 ms 99.8%
  triton_mm_5995 0.8886 ms 82.4%
  triton_mm_5991 0.9031 ms 81.1%
  triton_mm_5999 0.9330 ms 78.5%
  triton_mm_5996 0.9828 ms 74.5%
  triton_mm_5992 0.9907 ms 73.9%
  triton_mm_5993 1.0077 ms 72.6%
  triton_mm_5988 1.1862 ms 61.7%
  triton_mm_5989 1.2456 ms 58.8%
SingleProcess AUTOTUNE benchmarking takes 2.1412 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x2048)
  triton_mm_6334 0.3618 ms 100.0%
  mm 0.3644 ms 99.3%
  triton_mm_6327 0.4363 ms 82.9%
  triton_mm_6331 0.4427 ms 81.7%
  triton_mm_6328 0.4732 ms 76.5%
  triton_mm_6335 0.4735 ms 76.4%
  triton_mm_6332 0.4897 ms 73.9%
  triton_mm_6329 0.4934 ms 73.3%
  triton_mm_6324 0.5747 ms 63.0%
  triton_mm_6323 0.5912 ms 61.2%
SingleProcess AUTOTUNE benchmarking takes 2.1558 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x2048, 2048x2048)
  mm 0.6843 ms 100.0%
  triton_mm_6353 0.7019 ms 97.5%
  triton_mm_6346 0.8630 ms 79.3%
  triton_mm_6354 0.8641 ms 79.2%
  triton_mm_6350 0.8759 ms 78.1%
  triton_mm_6347 0.9228 ms 74.2%
  triton_mm_6348 0.9362 ms 73.1%
  triton_mm_6351 0.9408 ms 72.7%
  triton_mm_6343 1.1655 ms 58.7%
  triton_mm_6344 1.2142 ms 56.4%
SingleProcess AUTOTUNE benchmarking takes 2.2341 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1024, 1024x6144)
  mm 0.0332 ms 100.0%
  triton_mm_4791 0.0335 ms 99.1%
  triton_mm_4787 0.0341 ms 97.3%
  triton_mm_4788 0.0343 ms 96.7%
  triton_mm_4784 0.0344 ms 96.6%
  triton_mm_4790 0.0352 ms 94.4%
  triton_mm_4780 0.0365 ms 91.1%
  triton_mm_4786 0.0367 ms 90.4%
  triton_mm_4779 0.0374 ms 88.7%
  triton_mm_4778 0.0412 ms 80.6%
SingleProcess AUTOTUNE benchmarking takes 1.7124 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10260x28, 28x1024)
  triton_mm_4801 0.0326 ms 100.0%
  triton_mm_4802 0.0337 ms 96.6%
  triton_mm_4805 0.0341 ms 95.5%
  triton_mm_4806 0.0344 ms 94.7%
  triton_mm_4800 0.0347 ms 94.0%
  triton_mm_4798 0.0350 ms 93.1%
  triton_mm_4803 0.0350 ms 93.0%
  triton_mm_4810 0.0360 ms 90.5%
  triton_mm_4807 0.0363 ms 89.8%
  triton_mm_4809 0.0365 ms 89.3%
SingleProcess AUTOTUNE benchmarking takes 2.1995 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3072, 10296x1024, 1024x3072)
  triton_mm_4827 0.5485 ms 100.0%
  bias_addmm 0.5534 ms 99.1%
  triton_mm_4820 0.6618 ms 82.9%
  triton_mm_4824 0.6674 ms 82.2%
  addmm 0.7011 ms 78.2%
  triton_mm_4828 0.7290 ms 75.2%
  triton_mm_4821 0.7361 ms 74.5%
  triton_mm_4825 0.7364 ms 74.5%
  triton_mm_4822 0.7487 ms 73.3%
  triton_mm_4817 0.8792 ms 62.4%
SingleProcess AUTOTUNE benchmarking takes 2.3237 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x1024)
  triton_mm_4846 0.1835 ms 100.0%
  mm 0.1875 ms 97.8%
  triton_mm_4839 0.2188 ms 83.9%
  triton_mm_4843 0.2228 ms 82.3%
  triton_mm_4847 0.2362 ms 77.7%
  triton_mm_4840 0.2404 ms 76.3%
  triton_mm_4844 0.2446 ms 75.0%
  triton_mm_4841 0.2516 ms 72.9%
  triton_mm_4836 0.2933 ms 62.6%
  triton_mm_4835 0.3106 ms 59.1%
SingleProcess AUTOTUNE benchmarking takes 2.0887 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4096, 4096x1024)
  triton_mm_4901 0.7006 ms 100.0%
  mm 0.7136 ms 98.2%
  triton_mm_4902 0.8150 ms 86.0%
  triton_mm_4894 0.9155 ms 76.5%
  triton_mm_4898 0.9202 ms 76.1%
  triton_mm_4895 0.9610 ms 72.9%
  triton_mm_4899 0.9686 ms 72.3%
  triton_mm_4896 1.0166 ms 68.9%
  triton_mm_4900 1.1698 ms 59.9%
  triton_mm_4891 1.2059 ms 58.1%
SingleProcess AUTOTUNE benchmarking takes 2.2433 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1024, 1024x6144)
  triton_mm_5793 0.0334 ms 100.0%
  mm 0.0338 ms 99.1%
  triton_mm_5789 0.0341 ms 98.1%
  triton_mm_5786 0.0342 ms 97.9%
  triton_mm_5790 0.0344 ms 97.1%
  triton_mm_5792 0.0361 ms 92.6%
  triton_mm_5782 0.0365 ms 91.7%
  triton_mm_5788 0.0368 ms 90.9%
  triton_mm_5781 0.0368 ms 90.9%
  triton_mm_5780 0.0420 ms 79.6%
SingleProcess AUTOTUNE benchmarking takes 1.6629 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4096, 4096x1024)
  triton_mm_5831 0.7001 ms 100.0%
  mm 0.7125 ms 98.3%
  triton_mm_5832 0.8228 ms 85.1%
  triton_mm_5824 0.9142 ms 76.6%
  triton_mm_5828 0.9209 ms 76.0%
  triton_mm_5825 0.9694 ms 72.2%
  triton_mm_5829 0.9711 ms 72.1%
  triton_mm_5826 1.0273 ms 68.2%
  triton_mm_5830 1.1709 ms 59.8%
  triton_mm_5821 1.2087 ms 57.9%
SingleProcess AUTOTUNE benchmarking takes 2.1429 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3072, 10296x1024, 1024x3072)
  triton_mm_5850 0.5480 ms 100.0%
  bias_addmm 0.5480 ms 100.0%
  triton_mm_5843 0.6687 ms 81.9%
  triton_mm_5847 0.6715 ms 81.6%
  addmm 0.7067 ms 77.5%
  triton_mm_5851 0.7330 ms 74.8%
  triton_mm_5844 0.7352 ms 74.5%
  triton_mm_5848 0.7461 ms 73.4%
  triton_mm_5845 0.7557 ms 72.5%
  triton_mm_5840 0.8869 ms 61.8%
SingleProcess AUTOTUNE benchmarking takes 2.2341 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x1024)
  triton_mm_5869 0.1831 ms 100.0%
  mm 0.1880 ms 97.4%
  triton_mm_5862 0.2205 ms 83.0%
  triton_mm_5866 0.2231 ms 82.1%
  triton_mm_5870 0.2354 ms 77.8%
  triton_mm_5863 0.2419 ms 75.7%
  triton_mm_5867 0.2459 ms 74.4%
  triton_mm_5864 0.2534 ms 72.3%
  triton_mm_5859 0.2934 ms 62.4%
  triton_mm_5858 0.3112 ms 58.8%
SingleProcess AUTOTUNE benchmarking takes 2.0196 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1024, 1024x2048)
  triton_mm_6247 0.0195 ms 100.0%
  triton_mm_6246 0.0203 ms 96.2%
  mm 0.0207 ms 94.0%
  triton_mm_6251 0.0223 ms 87.5%
  triton_mm_6245 0.0234 ms 83.2%
  triton_mm_6258 0.0244 ms 79.9%
  triton_mm_6255 0.0248 ms 78.7%
  triton_mm_6257 0.0267 ms 73.1%
  triton_mm_6254 0.0282 ms 69.2%
  triton_mm_6253 0.0290 ms 67.2%
SingleProcess AUTOTUNE benchmarking takes 1.7119 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x32768, 10296x1024, 1024x32768)
  triton_mm_6315 5.9148 ms 100.0%
  bias_addmm 6.3280 ms 93.5%
  triton_mm_6312 7.1950 ms 82.2%
  triton_mm_6308 7.3293 ms 80.7%
  addmm 7.4375 ms 79.5%
  triton_mm_6316 7.6360 ms 77.5%
  triton_mm_6313 7.9018 ms 74.9%
  triton_mm_6309 7.9207 ms 74.7%
  triton_mm_6310 8.1038 ms 73.0%
  triton_mm_6305 9.5809 ms 61.7%
SingleProcess AUTOTUNE benchmarking takes 3.2048 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x768, 10296x2048, 2048x768)
  triton_mm_6372 0.2865 ms 100.0%
  bias_addmm 0.2956 ms 96.9%
  triton_mm_6369 0.3277 ms 87.4%
  triton_mm_6365 0.3279 ms 87.4%
  addmm 0.3327 ms 86.1%
  triton_mm_6366 0.3493 ms 82.0%
  triton_mm_6370 0.3545 ms 80.8%
  triton_mm_6373 0.3548 ms 80.7%
  triton_mm_6367 0.3586 ms 79.9%
  triton_mm_6362 0.4507 ms 63.6%
SingleProcess AUTOTUNE benchmarking takes 2.2350 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 [01:32<1:06:05, 92.21s/it]AUTOTUNE mm(10296x1024, 1024x4096)
  triton_mm_4882 0.7260 ms 100.0%
  mm 0.8312 ms 87.3%
  triton_mm_4879 0.8793 ms 82.6%
  triton_mm_4875 0.8820 ms 82.3%
  triton_mm_4883 0.9327 ms 77.8%
  triton_mm_4880 0.9717 ms 74.7%
  triton_mm_4876 0.9898 ms 73.3%
  triton_mm_4877 1.0001 ms 72.6%
  triton_mm_4872 1.1684 ms 62.1%
  triton_mm_4873 1.2446 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.2279 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  triton_mm_5161 0.7275 ms 100.0%
  mm 0.7303 ms 99.6%
  triton_mm_5158 0.8811 ms 82.6%
  triton_mm_5154 0.8937 ms 81.4%
  triton_mm_5162 0.9366 ms 77.7%
  triton_mm_5159 0.9849 ms 73.9%
  triton_mm_5155 1.0024 ms 72.6%
  triton_mm_5156 1.0076 ms 72.2%
  triton_mm_5151 1.1807 ms 61.6%
  triton_mm_5160 1.2584 ms 57.8%
SingleProcess AUTOTUNE benchmarking takes 2.1404 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  triton_mm_5812 0.7326 ms 100.0%
  mm 0.7337 ms 99.9%
  triton_mm_5809 0.8804 ms 83.2%
  triton_mm_5805 0.8929 ms 82.1%
  triton_mm_5813 0.9324 ms 78.6%
  triton_mm_5810 0.9722 ms 75.4%
  triton_mm_5806 1.0017 ms 73.1%
  triton_mm_5807 1.0040 ms 73.0%
  triton_mm_5802 1.1819 ms 62.0%
  triton_mm_5811 1.2564 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1446 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  triton_mm_5905 0.7256 ms 100.0%
  mm 0.7355 ms 98.6%
  triton_mm_5902 0.8804 ms 82.4%
  triton_mm_5898 0.8954 ms 81.0%
  triton_mm_5906 0.9314 ms 77.9%
  triton_mm_5899 0.9699 ms 74.8%
  triton_mm_5903 0.9828 ms 73.8%
  triton_mm_5900 1.0065 ms 72.1%
  triton_mm_5895 1.1833 ms 61.3%
  triton_mm_5904 1.2557 ms 57.8%
SingleProcess AUTOTUNE benchmarking takes 2.1448 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  triton_mm_6091 0.7327 ms 100.0%
  mm 0.7335 ms 99.9%
  triton_mm_6088 0.8900 ms 82.3%
  triton_mm_6084 0.8953 ms 81.8%
  triton_mm_6092 0.9398 ms 78.0%
  triton_mm_6085 0.9812 ms 74.7%
  triton_mm_6089 0.9827 ms 74.6%
  triton_mm_6086 1.0044 ms 73.0%
  triton_mm_6081 1.1837 ms 61.9%
  triton_mm_6090 1.2560 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.1531 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x2048, 2048x2048)
  mm 0.6965 ms 100.0%
  triton_mm_6353 0.7020 ms 99.2%
  triton_mm_6346 0.8533 ms 81.6%
  triton_mm_6354 0.8578 ms 81.2%
  triton_mm_6350 0.8673 ms 80.3%
  triton_mm_6351 0.9289 ms 75.0%
  triton_mm_6347 0.9351 ms 74.5%
  triton_mm_6348 0.9456 ms 73.6%
  triton_mm_6343 1.1664 ms 59.7%
  triton_mm_6344 1.2140 ms 57.4%
SingleProcess AUTOTUNE benchmarking takes 2.2204 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1024, 1024x6144)
  triton_mm_4791 0.0334 ms 100.0%
  mm 0.0337 ms 99.0%
  triton_mm_4784 0.0340 ms 98.2%
  triton_mm_4788 0.0346 ms 96.4%
  triton_mm_4790 0.0354 ms 94.3%
  triton_mm_4787 0.0355 ms 94.0%
  triton_mm_4780 0.0356 ms 93.9%
  triton_mm_4786 0.0372 ms 89.6%
  triton_mm_4779 0.0375 ms 89.0%
  triton_mm_4778 0.0417 ms 80.1%
SingleProcess AUTOTUNE benchmarking takes 1.7298 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10260x28, 28x1024)
  triton_mm_4806 0.0337 ms 100.0%
  triton_mm_4802 0.0340 ms 99.3%
  triton_mm_4801 0.0341 ms 98.9%
  triton_mm_4805 0.0343 ms 98.2%
  triton_mm_4800 0.0352 ms 95.9%
  triton_mm_4803 0.0354 ms 95.2%
  triton_mm_4798 0.0361 ms 93.5%
  triton_mm_4809 0.0362 ms 93.1%
  triton_mm_4808 0.0366 ms 92.1%
  triton_mm_4797 0.0371 ms 90.9%
SingleProcess AUTOTUNE benchmarking takes 2.2078 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3072, 10296x1024, 1024x3072)
  triton_mm_4827 0.5455 ms 100.0%
  bias_addmm 0.5516 ms 98.9%
  triton_mm_4820 0.6596 ms 82.7%
  triton_mm_4824 0.6688 ms 81.6%
  addmm 0.7073 ms 77.1%
  triton_mm_4828 0.7268 ms 75.1%
  triton_mm_4821 0.7275 ms 75.0%
  triton_mm_4825 0.7436 ms 73.4%
  triton_mm_4822 0.7544 ms 72.3%
  triton_mm_4817 0.8787 ms 62.1%
SingleProcess AUTOTUNE benchmarking takes 2.3196 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x1024)
  triton_mm_4846 0.1843 ms 100.0%
  mm 0.1882 ms 98.0%
  triton_mm_4839 0.2220 ms 83.0%
  triton_mm_4843 0.2242 ms 82.2%
  triton_mm_4847 0.2368 ms 77.8%
  triton_mm_4840 0.2429 ms 75.9%
  triton_mm_4844 0.2460 ms 74.9%
  triton_mm_4841 0.2514 ms 73.3%
  triton_mm_4836 0.2940 ms 62.7%
  triton_mm_4835 0.3116 ms 59.1%
SingleProcess AUTOTUNE benchmarking takes 2.0952 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4096, 4096x1024)
  triton_mm_4901 0.6976 ms 100.0%
  mm 0.7125 ms 97.9%
  triton_mm_4902 0.8196 ms 85.1%
  triton_mm_4898 0.9123 ms 76.5%
  triton_mm_4894 0.9192 ms 75.9%
  triton_mm_4895 0.9516 ms 73.3%
  triton_mm_4899 0.9651 ms 72.3%
  triton_mm_4896 1.0326 ms 67.6%
  triton_mm_4900 1.1688 ms 59.7%
  triton_mm_4891 1.2089 ms 57.7%
SingleProcess AUTOTUNE benchmarking takes 2.2120 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3072, 10296x1024, 1024x3072)
  triton_mm_5757 0.5441 ms 100.0%
  bias_addmm 0.5527 ms 98.4%
  triton_mm_5750 0.6596 ms 82.5%
  triton_mm_5754 0.6754 ms 80.6%
  addmm 0.6985 ms 77.9%
  triton_mm_5751 0.7277 ms 74.8%
  triton_mm_5758 0.7306 ms 74.5%
  triton_mm_5755 0.7438 ms 73.1%
  triton_mm_5752 0.7562 ms 71.9%
  triton_mm_5747 0.8879 ms 61.3%
SingleProcess AUTOTUNE benchmarking takes 2.2358 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x1024)
  triton_mm_5776 0.1842 ms 100.0%
  mm 0.1873 ms 98.3%
  triton_mm_5769 0.2235 ms 82.4%
  triton_mm_5773 0.2252 ms 81.8%
  triton_mm_5777 0.2370 ms 77.7%
  triton_mm_5770 0.2430 ms 75.8%
  triton_mm_5774 0.2450 ms 75.2%
  triton_mm_5771 0.2531 ms 72.8%
  triton_mm_5766 0.2951 ms 62.4%
  triton_mm_5765 0.3109 ms 59.2%
SingleProcess AUTOTUNE benchmarking takes 2.0187 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1024, 1024x6144)
  triton_mm_5793 0.0336 ms 100.0%
  mm 0.0339 ms 99.1%
  triton_mm_5786 0.0340 ms 98.7%
  triton_mm_5790 0.0344 ms 97.5%
  triton_mm_5789 0.0345 ms 97.2%
  triton_mm_5792 0.0356 ms 94.3%
  triton_mm_5782 0.0370 ms 90.8%
  triton_mm_5781 0.0372 ms 90.3%
  triton_mm_5788 0.0385 ms 87.3%
  triton_mm_5780 0.0409 ms 82.0%
SingleProcess AUTOTUNE benchmarking takes 1.6594 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4096, 4096x1024)
  triton_mm_5831 0.6934 ms 100.0%
  mm 0.7136 ms 97.2%
  triton_mm_5832 0.8141 ms 85.2%
  triton_mm_5828 0.9121 ms 76.0%
  triton_mm_5824 0.9181 ms 75.5%
  triton_mm_5825 0.9579 ms 72.4%
  triton_mm_5829 0.9701 ms 71.5%
  triton_mm_5826 1.0372 ms 66.9%
  triton_mm_5830 1.1695 ms 59.3%
  triton_mm_5821 1.2210 ms 56.8%
SingleProcess AUTOTUNE benchmarking takes 2.1381 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x1024)
  triton_mm_6055 0.1837 ms 100.0%
  mm 0.1876 ms 97.9%
  triton_mm_6048 0.2219 ms 82.8%
  triton_mm_6052 0.2246 ms 81.8%
  triton_mm_6056 0.2371 ms 77.5%
  triton_mm_6049 0.2428 ms 75.7%
  triton_mm_6053 0.2469 ms 74.4%
  triton_mm_6050 0.2514 ms 73.1%
  triton_mm_6045 0.2968 ms 61.9%
  triton_mm_6044 0.3130 ms 58.7%
SingleProcess AUTOTUNE benchmarking takes 2.0279 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1024, 1024x6144)
  mm 0.0334 ms 100.0%
  triton_mm_6072 0.0335 ms 99.5%
  triton_mm_6065 0.0340 ms 98.0%
  triton_mm_6068 0.0345 ms 96.8%
  triton_mm_6069 0.0349 ms 95.7%
  triton_mm_6071 0.0368 ms 90.8%
  triton_mm_6061 0.0370 ms 90.3%
  triton_mm_6067 0.0375 ms 89.1%
  triton_mm_6060 0.0377 ms 88.6%
  triton_mm_6059 0.0417 ms 80.0%
SingleProcess AUTOTUNE benchmarking takes 1.6664 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4096, 4096x1024)
  triton_mm_6110 0.7004 ms 100.0%
  mm 0.7116 ms 98.4%
  triton_mm_6111 0.8217 ms 85.2%
  triton_mm_6107 0.9133 ms 76.7%
  triton_mm_6103 0.9272 ms 75.5%
  triton_mm_6104 0.9622 ms 72.8%
  triton_mm_6108 0.9744 ms 71.9%
  triton_mm_6105 1.0292 ms 68.1%
  triton_mm_6109 1.1697 ms 59.9%
  triton_mm_6100 1.2211 ms 57.4%
SingleProcess AUTOTUNE benchmarking takes 2.1344 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1024, 1024x2048)
  triton_mm_6246 0.0197 ms 100.0%
  triton_mm_6247 0.0208 ms 94.7%
  mm 0.0211 ms 93.6%
  triton_mm_6251 0.0235 ms 84.0%
  triton_mm_6245 0.0235 ms 84.0%
  triton_mm_6258 0.0238 ms 82.9%
  triton_mm_6255 0.0260 ms 75.8%
  triton_mm_6257 0.0262 ms 75.3%
  triton_mm_6254 0.0283 ms 69.6%
  triton_mm_6253 0.0292 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 1.7084 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x32768, 10296x1024, 1024x32768)
  triton_mm_6315 5.8464 ms 100.0%
  bias_addmm 6.1620 ms 94.9%
  triton_mm_6312 7.1192 ms 82.1%
  triton_mm_6308 7.2624 ms 80.5%
  addmm 7.3452 ms 79.6%
  triton_mm_6316 7.5534 ms 77.4%
  triton_mm_6313 7.9096 ms 73.9%
  triton_mm_6309 7.9313 ms 73.7%
  triton_mm_6310 8.0233 ms 72.9%
  triton_mm_6305 9.4655 ms 61.8%
SingleProcess AUTOTUNE benchmarking takes 3.1910 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x768, 10296x2048, 2048x768)
  triton_mm_6372 0.2863 ms 100.0%
  bias_addmm 0.2950 ms 97.1%
  triton_mm_6365 0.3269 ms 87.6%
  triton_mm_6369 0.3271 ms 87.5%
  addmm 0.3308 ms 86.6%
  triton_mm_6366 0.3474 ms 82.4%
  triton_mm_6370 0.3536 ms 81.0%
  triton_mm_6367 0.3537 ms 81.0%
  triton_mm_6373 0.3549 ms 80.7%
  triton_mm_6362 0.4477 ms 64.0%
SingleProcess AUTOTUNE benchmarking takes 2.2436 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 [01:32<1:06:05, 92.22s/it]AUTOTUNE mm(10296x1024, 1024x4096)
  triton_mm_4882 0.7376 ms 100.0%
  mm 0.8298 ms 88.9%
  triton_mm_4879 0.8966 ms 82.3%
  triton_mm_4875 0.9016 ms 81.8%
  triton_mm_4883 0.9408 ms 78.4%
  triton_mm_4880 0.9853 ms 74.9%
  triton_mm_4876 0.9924 ms 74.3%
  triton_mm_4877 1.0071 ms 73.2%
  triton_mm_4872 1.1880 ms 62.1%
  triton_mm_4881 1.2562 ms 58.7%
SingleProcess AUTOTUNE benchmarking takes 2.2328 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  triton_mm_5161 0.7429 ms 100.0%
  mm 0.7467 ms 99.5%
  triton_mm_5158 0.9028 ms 82.3%
  triton_mm_5154 0.9072 ms 81.9%
  triton_mm_5162 0.9462 ms 78.5%
  triton_mm_5155 0.9918 ms 74.9%
  triton_mm_5159 0.9963 ms 74.6%
  triton_mm_5156 1.0178 ms 73.0%
  triton_mm_5151 1.1980 ms 62.0%
  triton_mm_5160 1.2572 ms 59.1%
SingleProcess AUTOTUNE benchmarking takes 2.1376 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  mm 0.7385 ms 100.0%
  triton_mm_5719 0.7485 ms 98.7%
  triton_mm_5712 0.9070 ms 81.4%
  triton_mm_5716 0.9091 ms 81.2%
  triton_mm_5720 0.9504 ms 77.7%
  triton_mm_5717 0.9946 ms 74.3%
  triton_mm_5713 1.0019 ms 73.7%
  triton_mm_5714 1.0194 ms 72.4%
  triton_mm_5709 1.1962 ms 61.7%
  triton_mm_5718 1.2553 ms 58.8%
SingleProcess AUTOTUNE benchmarking takes 2.1450 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  triton_mm_5905 0.7414 ms 100.0%
  mm 0.7482 ms 99.1%
  triton_mm_5902 0.8957 ms 82.8%
  triton_mm_5898 0.8986 ms 82.5%
  triton_mm_5906 0.9464 ms 78.3%
  triton_mm_5899 0.9927 ms 74.7%
  triton_mm_5903 0.9960 ms 74.4%
  triton_mm_5900 1.0108 ms 73.4%
  triton_mm_5895 1.1983 ms 61.9%
  triton_mm_5904 1.2580 ms 58.9%
SingleProcess AUTOTUNE benchmarking takes 5.1142 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x4096)
  mm 0.7407 ms 100.0%
  triton_mm_5998 0.7409 ms 100.0%
  triton_mm_5991 0.8999 ms 82.3%
  triton_mm_5995 0.9024 ms 82.1%
  triton_mm_5999 0.9479 ms 78.1%
  triton_mm_5996 0.9847 ms 75.2%
  triton_mm_5992 0.9919 ms 74.7%
  triton_mm_5993 1.0129 ms 73.1%
  triton_mm_5988 1.1980 ms 61.8%
  triton_mm_5997 1.2556 ms 59.0%
SingleProcess AUTOTUNE benchmarking takes 2.1511 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x2048)
  triton_mm_6334 0.3658 ms 100.0%
  mm 0.3712 ms 98.5%
  triton_mm_6327 0.4412 ms 82.9%
  triton_mm_6331 0.4509 ms 81.1%
  triton_mm_6335 0.4747 ms 77.1%
  triton_mm_6328 0.4846 ms 75.5%
  triton_mm_6332 0.4952 ms 73.9%
  triton_mm_6329 0.4992 ms 73.3%
  triton_mm_6324 0.5893 ms 62.1%
  triton_mm_6323 0.6030 ms 60.7%
SingleProcess AUTOTUNE benchmarking takes 2.1477 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1024, 1024x6144)
  triton_mm_4791 0.0327 ms 100.0%
  mm 0.0335 ms 97.4%
  triton_mm_4787 0.0337 ms 97.0%
  triton_mm_4784 0.0339 ms 96.4%
  triton_mm_4788 0.0341 ms 95.8%
  triton_mm_4790 0.0356 ms 91.7%
  triton_mm_4786 0.0363 ms 90.0%
  triton_mm_4779 0.0372 ms 87.7%
  triton_mm_4780 0.0373 ms 87.6%
  triton_mm_4778 0.0422 ms 77.3%
SingleProcess AUTOTUNE benchmarking takes 1.7261 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10260x28, 28x1024)
  triton_mm_4806 0.0332 ms 100.0%
  triton_mm_4801 0.0334 ms 99.5%
  triton_mm_4800 0.0335 ms 99.0%
  triton_mm_4802 0.0336 ms 98.8%
  triton_mm_4803 0.0339 ms 97.9%
  triton_mm_4798 0.0345 ms 96.3%
  triton_mm_4805 0.0347 ms 95.7%
  triton_mm_4808 0.0359 ms 92.5%
  triton_mm_4810 0.0359 ms 92.4%
  triton_mm_4809 0.0361 ms 92.1%
SingleProcess AUTOTUNE benchmarking takes 2.1993 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3072, 10296x1024, 1024x3072)
  triton_mm_4827 0.5537 ms 100.0%
  bias_addmm 0.5597 ms 98.9%
  triton_mm_4820 0.6694 ms 82.7%
  triton_mm_4824 0.6764 ms 81.9%
  addmm 0.7064 ms 78.4%
  triton_mm_4828 0.7341 ms 75.4%
  triton_mm_4821 0.7370 ms 75.1%
  triton_mm_4825 0.7479 ms 74.0%
  triton_mm_4822 0.7601 ms 72.9%
  triton_mm_4817 0.8892 ms 62.3%
SingleProcess AUTOTUNE benchmarking takes 2.3076 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1024, 1024x1024)
  triton_mm_4846 0.1865 ms 100.0%
  mm 0.1905 ms 97.9%
  triton_mm_4839 0.2239 ms 83.3%
  triton_mm_4843 0.2268 ms 82.2%
  triton_mm_4847 0.2373 ms 78.6%
  triton_mm_4840 0.2457 ms 75.9%
  triton_mm_4844 0.2492 ms 74.8%
  triton_mm_4841 0.2535 ms 73.6%
  triton_mm_4836 0.2970 ms 62.8%
  triton_mm_4835 0.3140 ms 59.4%
SingleProcess AUTOTUNE benchmarking takes 2.0960 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4096, 4096x1024)
  triton_mm_4901 0.7080 ms 100.0%
  mm 0.7228 ms 97.9%
  triton_mm_4902 0.8294 ms 85.4%
  triton_mm_4894 0.9224 ms 76.8%
  triton_mm_4898 0.9272 ms 76.4%
  triton_mm_4895 0.9643 ms 73.4%
  triton_mm_4899 0.9697 ms 73.0%
  triton_mm_4896 1.0343 ms 68.4%
  triton_mm_4900 1.1708 ms 60.5%
  triton_mm_4891 1.2136 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.2324 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1024, 1024x2048)
  triton_mm_6246 0.0202 ms 100.0%
  triton_mm_6247 0.0202 ms 100.0%
  mm 0.0209 ms 96.6%
  triton_mm_6245 0.0229 ms 88.0%
  triton_mm_6251 0.0231 ms 87.5%
  triton_mm_6258 0.0248 ms 81.5%
  triton_mm_6255 0.0252 ms 80.1%
  triton_mm_6257 0.0257 ms 78.5%
  triton_mm_6254 0.0276 ms 73.3%
  triton_mm_6253 0.0296 ms 68.2%
SingleProcess AUTOTUNE benchmarking takes 1.7155 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x32768, 10296x1024, 1024x32768)
  triton_mm_6315 5.9255 ms 100.0%
  bias_addmm 6.3298 ms 93.6%
  triton_mm_6312 7.2138 ms 82.1%
  addmm 7.3503 ms 80.6%
  triton_mm_6308 7.3628 ms 80.5%
  triton_mm_6316 7.6686 ms 77.3%
  triton_mm_6313 7.9994 ms 74.1%
  triton_mm_6309 8.0299 ms 73.8%
  triton_mm_6310 8.1273 ms 72.9%
  triton_mm_6305 9.5963 ms 61.7%
SingleProcess AUTOTUNE benchmarking takes 3.1923 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x768, 10296x2048, 2048x768)
  triton_mm_6372 0.2908 ms 100.0%
  bias_addmm 0.2994 ms 97.1%
  triton_mm_6365 0.3303 ms 88.0%
  triton_mm_6369 0.3340 ms 87.1%
  addmm 0.3356 ms 86.7%
  triton_mm_6366 0.3532 ms 82.3%
  triton_mm_6373 0.3561 ms 81.7%
  triton_mm_6367 0.3567 ms 81.5%
  triton_mm_6370 0.3582 ms 81.2%
  triton_mm_6362 0.4532 ms 64.2%
SingleProcess AUTOTUNE benchmarking takes 2.2590 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 [01:32<1:06:10, 92.34s/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 [01:34<27:37, 39.47s/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 [01:34<27:37, 39.47s/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 [01:34<27:37, 39.47s/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 [01:34<27:39, 39.52s/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 [01:35<14:58, 21.91s/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 [01:35<14:58, 21.91s/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 [01:35<14:58, 21.91s/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):

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 39%|###8      | 61/157 [00:04<00:05, 16.68it/s]
 40%|####      | 63/157 [00:04<00:05, 16.72it/s]
 41%|####1     | 65/157 [00:04<00:05, 16.78it/s]
 43%|####2     | 67/157 [00:05<00:06, 13.87it/s]
 44%|####3     | 69/157 [00:05<00:06, 13.27it/s]
 45%|####5     | 71/157 [00:05<00:06, 14.17it/s]
 46%|####6     | 73/157 [00:05<00:05, 14.91it/s]
 48%|####7     | 75/157 [00:05<00:05, 15.54it/s]
 49%|####9     | 77/157 [00:05<00:05, 15.96it/s]
 50%|#####     | 79/157 [00:05<00:04, 16.19it/s]
 52%|#####1    | 81/157 [00:06<00:04, 16.39it/s]
 53%|#####2    | 83/157 [00:06<00:04, 16.56it/s]
 54%|#####4    | 85/157 [00:06<00:04, 16.74it/s]
 55%|#####5    | 87/157 [00:06<00:04, 16.90it/s]
 57%|#####6    | 89/157 [00:06<00:04, 16.86it/s]
 58%|#####7    | 91/157 [00:06<00:03, 16.94it/s]
 59%|#####9    | 93/157 [00:06<00:03, 17.03it/s]
 61%|######    | 95/157 [00:06<00:03, 17.07it/s]
 62%|######1   | 97/157 [00:07<00:03, 17.09it/s]
 63%|######3   | 99/157 [00:07<00:03, 17.11it/s]
 64%|######4   | 101/157 [00:07<00:03, 17.13it/s]
 66%|######5   | 103/157 [00:07<00:03, 17.13it/s]
 67%|######6   | 105/157 [00:07<00:03, 17.24it/s]
 68%|######8   | 107/157 [00:07<00:02, 17.08it/s]
 69%|######9   | 109/157 [00:07<00:02, 16.97it/s]
 71%|#######   | 111/157 [00:07<00:02, 16.93it/s]
 72%|#######1  | 113/157 [00:07<00:02, 16.78it/s]
 73%|#######3  | 115/157 [00:08<00:02, 16.72it/s]
 75%|#######4  | 117/157 [00:08<00:02, 16.81it/s]
 76%|#######5  | 119/157 [00:08<00:02, 16.76it/s]
 77%|#######7  | 121/157 [00:08<00:02, 16.78it/s]
 78%|#######8  | 123/157 [00:08<00:02, 16.69it/s]
 80%|#######9  | 125/157 [00:08<00:01, 16.72it/s]
 81%|########  | 127/157 [00:08<00:01, 16.57it/s]
 82%|########2 | 129/157 [00:08<00:01, 16.72it/s]
 83%|########3 | 131/157 [00:09<00:01, 16.87it/s]
 85%|########4 | 133/157 [00:09<00:01, 13.60it/s]
 86%|########5 | 135/157 [00:09<00:01, 14.46it/s]
 87%|########7 | 137/157 [00:09<00:01, 14.98it/s]
 89%|########8 | 139/157 [00:09<00:01, 15.50it/s]
 90%|########9 | 141/157 [00:09<00:01, 15.96it/s]
 91%|#########1| 143/157 [00:09<00:00, 16.30it/s]
 92%|#########2| 145/157 [00:09<00:00, 16.55it/s]
 94%|#########3| 147/157 [00:10<00:00, 16.72it/s]
 95%|#########4| 149/157 [00:10<00:00, 16.86it/s]
 96%|#########6| 151/157 [00:10<00:00, 16.98it/s]
 97%|#########7| 153/157 [00:10<00:00, 17.07it/s]
 99%|#########8| 155/157 [00:10<00:00, 17.11it/s]
100%|##########| 157/157 [00:11<00:00,  6.15it/s]
100%|##########| 157/157 [00:11<00:00, 13.84it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 1/781 [00:00<01:22,  9.46it/s]
  0%|          | 3/781 [00:00<00:56, 13.69it/s]
  1%|          | 5/781 [00:00<00:52, 14.87it/s]
  1%|          | 7/781 [00:00<00:50, 15.24it/s]
  1%|1         | 9/781 [00:00<00:49, 15.55it/s]
  1%|1         | 11/781 [00:00<00:48, 15.78it/s]
  2%|1         | 13/781 [00:00<00:48, 15.93it/s]
  2%|1         | 15/781 [00:00<00:47, 16.18it/s]
  2%|2         | 17/781 [00:01<00:47, 16.24it/s]
  2%|2         | 19/781 [00:01<00:47, 16.15it/s]
  3%|2         | 21/781 [00:01<00:47, 16.16it/s]
  3%|2         | 23/781 [00:01<00:47, 16.00it/s]
  3%|3         | 25/781 [00:01<00:46, 16.19it/s]
  3%|3         | 27/781 [00:01<00:46, 16.26it/s]
  4%|3         | 29/781 [00:01<00:46, 16.17it/s]
  4%|3         | 31/781 [00:01<00:46, 16.02it/s]
  4%|4         | 33/781 [00:02<00:46, 15.98it/s]
  4%|4         | 35/781 [00:02<00:46, 16.12it/s]
  5%|4         | 37/781 [00:02<00:46, 16.13it/s]
  5%|4         | 39/781 [00:02<00:45, 16.18it/s]
  5%|5         | 41/781 [00:02<00:45, 16.24it/s]
  6%|5         | 43/781 [00:02<00:45, 16.17it/s]
  6%|5         | 45/781 [00:02<00:45, 16.21it/s]
  6%|6         | 47/781 [00:02<00:45, 16.17it/s]
  6%|6         | 49/781 [00:03<00:45, 16.13it/s]
  7%|6         | 51/781 [00:03<00:45, 16.14it/s]
  7%|6         | 53/781 [00:03<00:45, 16.16it/s]
  7%|7         | 55/781 [00:03<00:45, 16.04it/s]
  7%|7         | 57/781 [00:03<00:45, 16.07it/s]
  8%|7         | 59/781 [00:03<00:44, 16.09it/s]
  8%|7         | 61/781 [00:03<00:44, 16.08it/s]
  8%|8         | 63/781 [00:03<00:44, 16.09it/s]
  8%|8         | 65/781 [00:04<00:44, 16.09it/s]
  9%|8         | 67/781 [00:04<00:44, 16.11it/s]
  9%|8         | 69/781 [00:04<00:44, 16.10it/s]
  9%|9         | 71/781 [00:04<00:44, 16.11it/s]
  9%|9         | 73/781 [00:04<00:43, 16.16it/s]
 10%|9         | 75/781 [00:04<00:43, 16.16it/s]
 10%|9         | 77/781 [00:04<00:43, 16.12it/s]
 10%|#         | 79/781 [00:04<00:43, 16.18it/s]
 10%|#         | 81/781 [00:05<00:43, 16.23it/s]
 11%|#         | 83/781 [00:05<00:42, 16.34it/s]
 11%|#         | 85/781 [00:05<00:42, 16.27it/s]
 11%|#1        | 87/781 [00:05<00:42, 16.28it/s]
 11%|#1        | 89/781 [00:05<00:42, 16.33it/s]
 12%|#1        | 91/781 [00:05<00:42, 16.14it/s]
 12%|#1        | 93/781 [00:05<00:42, 16.06it/s]
 12%|#2        | 95/781 [00:05<00:42, 15.98it/s]
 12%|#2        | 97/781 [00:06<00:42, 15.91it/s]
 13%|#2        | 99/781 [00:06<00:42, 15.90it/s]
 13%|#2        | 101/781 [00:06<00:42, 15.85it/s]
 13%|#3        | 103/781 [00:06<00:42, 15.97it/s]
 13%|#3        | 105/781 [00:06<00:42, 16.05it/s]
 14%|#3        | 107/781 [00:06<00:41, 16.12it/s]
 14%|#3        | 109/781 [00:06<00:41, 16.11it/s]
 14%|#4        | 111/781 [00:06<00:41, 16.17it/s]
 14%|#4        | 113/781 [00:07<00:41, 16.07it/s]
 15%|#4        | 115/781 [00:07<00:41, 16.01it/s]
 15%|#4        | 117/781 [00:07<00:41, 16.05it/s]
 15%|#5        | 119/781 [00:07<00:41, 16.00it/s]
 15%|#5        | 121/781 [00:07<00:41, 15.97it/s]
 16%|#5        | 123/781 [00:07<00:41, 15.99it/s]
 16%|#6        | 125/781 [00:07<00:40, 16.02it/s]
 16%|#6        | 127/781 [00:07<00:40, 16.18it/s]
 17%|#6        | 129/781 [00:08<00:40, 16.20it/s]
 17%|#6        | 131/781 [00:08<00:40, 16.05it/s]
 17%|#7        | 133/781 [00:08<00:40, 16.18it/s]
 17%|#7        | 135/781 [00:08<00:39, 16.29it/s]
 18%|#7        | 137/781 [00:08<00:39, 16.31it/s]
 18%|#7        | 139/781 [00:08<00:39, 16.30it/s]
 18%|#8        | 141/781 [00:08<00:39, 16.22it/s]
 18%|#8        | 143/781 [00:08<00:39, 16.00it/s]
 19%|#8        | 145/781 [00:09<00:39, 15.99it/s]
 19%|#8        | 147/781 [00:09<00:39, 16.04it/s]
 19%|#9        | 149/781 [00:09<00:39, 16.05it/s]
 19%|#9        | 151/781 [00:09<00:39, 15.99it/s]
 20%|#9        | 153/781 [00:09<00:39, 16.08it/s]
 20%|#9        | 155/781 [00:09<00:38, 16.14it/s]
 20%|##        | 157/781 [00:09<00:38, 16.17it/s]
 20%|##        | 159/781 [00:09<00:38, 16.12it/s]
 21%|##        | 161/781 [00:10<00:38, 16.14it/s]
 21%|##        | 163/781 [00:10<00:38, 16.17it/s]
 21%|##1       | 165/781 [00:10<00:38, 16.18it/s]
 21%|##1       | 167/781 [00:10<00:37, 16.21it/s]
 22%|##1       | 169/781 [00:10<00:37, 16.22it/s]
 22%|##1       | 171/781 [00:10<00:37, 16.23it/s]
 22%|##2       | 173/781 [00:10<00:37, 16.22it/s]
 22%|##2       | 175/781 [00:10<00:37, 16.24it/s]
 23%|##2       | 177/781 [00:11<00:37, 16.13it/s]
 23%|##2       | 179/781 [00:11<00:37, 16.15it/s]
 23%|##3       | 181/781 [00:11<00:37, 16.08it/s]
 23%|##3       | 183/781 [00:11<00:37, 16.10it/s]
 24%|##3       | 185/781 [00:11<00:37, 15.97it/s]
 24%|##3       | 187/781 [00:11<00:37, 16.02it/s]
 24%|##4       | 189/781 [00:11<00:36, 16.01it/s]
 24%|##4       | 191/781 [00:11<00:36, 16.05it/s]
 25%|##4       | 193/781 [00:12<00:36, 16.08it/s]
 25%|##4       | 195/781 [00:12<00:36, 16.00it/s]
 25%|##5       | 197/781 [00:12<00:36, 16.03it/s]
 25%|##5       | 199/781 [00:12<00:36, 15.98it/s]
 26%|##5       | 201/781 [00:12<00:36, 16.08it/s]
 26%|##5       | 203/781 [00:12<00:36, 15.99it/s]
 26%|##6       | 205/781 [00:12<00:36, 15.92it/s]
 27%|##6       | 207/781 [00:12<00:36, 15.84it/s]
 27%|##6       | 209/781 [00:13<00:36, 15.80it/s]
 27%|##7       | 211/781 [00:13<00:36, 15.74it/s]
 27%|##7       | 213/781 [00:13<00:36, 15.76it/s]
 28%|##7       | 215/781 [00:13<00:35, 15.84it/s]
 28%|##7       | 217/781 [00:13<00:35, 15.92it/s]
 28%|##8       | 219/781 [00:13<00:35, 15.97it/s]
 28%|##8       | 221/781 [00:13<00:34, 16.05it/s]
 29%|##8       | 223/781 [00:13<00:34, 16.06it/s]
 29%|##8       | 225/781 [00:14<00:34, 16.11it/s]
 29%|##9       | 227/781 [00:14<00:34, 16.13it/s]
 29%|##9       | 229/781 [00:14<00:34, 16.13it/s]
 30%|##9       | 231/781 [00:14<00:34, 16.13it/s]
 30%|##9       | 233/781 [00:14<00:33, 16.15it/s]
 30%|###       | 235/781 [00:14<00:33, 16.12it/s]
 30%|###       | 237/781 [00:14<00:33, 16.12it/s]
 31%|###       | 239/781 [00:14<00:33, 16.15it/s]
 31%|###       | 241/781 [00:15<00:33, 16.18it/s]
 31%|###1      | 243/781 [00:15<00:33, 16.18it/s]
 31%|###1      | 245/781 [00:15<00:33, 16.18it/s]
 32%|###1      | 247/781 [00:15<00:32, 16.18it/s]
 32%|###1      | 249/781 [00:15<00:32, 16.20it/s]
 32%|###2      | 251/781 [00:15<00:32, 16.20it/s]
 32%|###2      | 253/781 [00:15<00:32, 16.19it/s]
 33%|###2      | 255/781 [00:15<00:32, 16.21it/s]
 33%|###2      | 257/781 [00:15<00:32, 16.20it/s]
 33%|###3      | 259/781 [00:16<00:32, 16.20it/s]
 33%|###3      | 261/781 [00:16<00:42, 12.31it/s]
 34%|###3      | 263/781 [00:16<00:39, 13.20it/s]
 34%|###3      | 265/781 [00:16<00:37, 13.94it/s]
 34%|###4      | 267/781 [00:16<00:35, 14.54it/s]
 34%|###4      | 269/781 [00:16<00:34, 14.98it/s]
 35%|###4      | 271/781 [00:16<00:33, 15.30it/s]
 35%|###4      | 273/781 [00:17<00:32, 15.42it/s]
 35%|###5      | 275/781 [00:17<00:32, 15.52it/s]
 35%|###5      | 277/781 [00:17<00:32, 15.61it/s]
 36%|###5      | 279/781 [00:17<00:32, 15.66it/s]
 36%|###5      | 281/781 [00:17<00:31, 15.71it/s]
 36%|###6      | 283/781 [00:17<00:31, 15.79it/s]
 36%|###6      | 285/781 [00:17<00:31, 15.94it/s]
 37%|###6      | 287/781 [00:18<00:30, 16.00it/s]
 37%|###7      | 289/781 [00:18<00:30, 16.06it/s]
 37%|###7      | 291/781 [00:18<00:30, 16.13it/s]
 38%|###7      | 293/781 [00:18<00:30, 16.14it/s]
 38%|###7      | 295/781 [00:18<00:30, 16.07it/s]
 38%|###8      | 297/781 [00:18<00:30, 16.10it/s]
 38%|###8      | 299/781 [00:18<00:29, 16.10it/s]
 39%|###8      | 301/781 [00:18<00:29, 16.10it/s]
 39%|###8      | 303/781 [00:18<00:29, 16.11it/s]
 39%|###9      | 305/781 [00:19<00:29, 16.13it/s]
 39%|###9      | 307/781 [00:19<00:29, 16.14it/s]
 40%|###9      | 309/781 [00:19<00:29, 16.16it/s]
 40%|###9      | 311/781 [00:19<00:29, 16.19it/s]
 40%|####      | 313/781 [00:19<00:28, 16.17it/s]
 40%|####      | 315/781 [00:19<00:28, 16.17it/s]
 41%|####      | 317/781 [00:19<00:29, 15.97it/s]
 41%|####      | 319/781 [00:19<00:29, 15.86it/s]
 41%|####1     | 321/781 [00:20<00:29, 15.82it/s]
 41%|####1     | 323/781 [00:20<00:28, 15.87it/s]
 42%|####1     | 325/781 [00:20<00:28, 15.95it/s]
 42%|####1     | 327/781 [00:20<00:28, 16.00it/s]
 42%|####2     | 329/781 [00:20<00:28, 16.05it/s]
 42%|####2     | 331/781 [00:20<00:28, 16.05it/s]
 43%|####2     | 333/781 [00:20<00:27, 16.08it/s]
 43%|####2     | 335/781 [00:20<00:27, 15.96it/s]
 43%|####3     | 337/781 [00:21<00:27, 15.89it/s]
 43%|####3     | 339/781 [00:21<00:28, 15.67it/s]
 44%|####3     | 341/781 [00:21<00:28, 15.69it/s]
 44%|####3     | 343/781 [00:21<00:27, 15.71it/s]
 44%|####4     | 345/781 [00:21<00:27, 15.74it/s]
 44%|####4     | 347/781 [00:21<00:27, 15.76it/s]
 45%|####4     | 349/781 [00:21<00:27, 15.89it/s]
 45%|####4     | 351/781 [00:22<00:27, 15.84it/s]
 45%|####5     | 353/781 [00:22<00:27, 15.84it/s]
 45%|####5     | 355/781 [00:22<00:27, 15.78it/s]
 46%|####5     | 357/781 [00:22<00:26, 15.88it/s]
 46%|####5     | 359/781 [00:22<00:26, 15.92it/s]
 46%|####6     | 361/781 [00:22<00:26, 15.78it/s]
 46%|####6     | 363/781 [00:22<00:26, 15.77it/s]
 47%|####6     | 365/781 [00:22<00:26, 15.85it/s]
 47%|####6     | 367/781 [00:23<00:26, 15.91it/s]
 47%|####7     | 369/781 [00:23<00:25, 15.92it/s]
 48%|####7     | 371/781 [00:23<00:25, 15.93it/s]
 48%|####7     | 373/781 [00:23<00:25, 15.95it/s]
 48%|####8     | 375/781 [00:23<00:25, 15.97it/s]
 48%|####8     | 377/781 [00:23<00:25, 16.02it/s]
 49%|####8     | 379/781 [00:23<00:25, 16.03it/s]
 49%|####8     | 381/781 [00:23<00:24, 16.03it/s]
 49%|####9     | 383/781 [00:24<00:24, 15.92it/s]
 49%|####9     | 385/781 [00:24<00:24, 15.85it/s]
 50%|####9     | 387/781 [00:24<00:24, 15.82it/s]
 50%|####9     | 389/781 [00:24<00:24, 15.82it/s]
 50%|#####     | 391/781 [00:24<00:24, 15.78it/s]
 50%|#####     | 393/781 [00:24<00:24, 15.79it/s]
 51%|#####     | 395/781 [00:24<00:24, 15.80it/s]
 51%|#####     | 397/781 [00:24<00:24, 15.82it/s]
 51%|#####1    | 399/781 [00:25<00:24, 15.80it/s]
 51%|#####1    | 401/781 [00:25<00:24, 15.78it/s]
 52%|#####1    | 403/781 [00:25<00:23, 15.80it/s]
 52%|#####1    | 405/781 [00:25<00:23, 15.82it/s]
 52%|#####2    | 407/781 [00:25<00:23, 15.81it/s]
 52%|#####2    | 409/781 [00:25<00:23, 15.92it/s]
 53%|#####2    | 411/781 [00:25<00:23, 15.99it/s]
 53%|#####2    | 413/781 [00:25<00:22, 16.07it/s]
 53%|#####3    | 415/781 [00:26<00:22, 16.12it/s]
 53%|#####3    | 417/781 [00:26<00:22, 16.13it/s]
 54%|#####3    | 419/781 [00:26<00:22, 16.15it/s]
 54%|#####3    | 421/781 [00:26<00:22, 16.18it/s]
 54%|#####4    | 423/781 [00:26<00:22, 16.20it/s]
 54%|#####4    | 425/781 [00:26<00:22, 16.16it/s]
 55%|#####4    | 427/781 [00:26<00:21, 16.15it/s]
 55%|#####4    | 429/781 [00:26<00:21, 16.20it/s]
 55%|#####5    | 431/781 [00:27<00:21, 16.16it/s]
 55%|#####5    | 433/781 [00:27<00:21, 16.13it/s]
 56%|#####5    | 435/781 [00:27<00:21, 16.13it/s]
 56%|#####5    | 437/781 [00:27<00:21, 16.17it/s]
 56%|#####6    | 439/781 [00:27<00:21, 16.17it/s]
 56%|#####6    | 441/781 [00:27<00:21, 16.17it/s]
 57%|#####6    | 443/781 [00:27<00:20, 16.19it/s]
 57%|#####6    | 445/781 [00:27<00:20, 16.17it/s]
 57%|#####7    | 447/781 [00:28<00:20, 16.19it/s]
 57%|#####7    | 449/781 [00:28<00:20, 16.20it/s]
 58%|#####7    | 451/781 [00:28<00:20, 16.20it/s]
 58%|#####8    | 453/781 [00:28<00:20, 16.18it/s]
 58%|#####8    | 455/781 [00:28<00:20, 16.19it/s]
 59%|#####8    | 457/781 [00:28<00:20, 16.18it/s]
 59%|#####8    | 459/781 [00:28<00:19, 16.12it/s]
 59%|#####9    | 461/781 [00:28<00:19, 16.02it/s]
 59%|#####9    | 463/781 [00:29<00:19, 16.03it/s]
 60%|#####9    | 465/781 [00:29<00:19, 16.00it/s]
 60%|#####9    | 467/781 [00:29<00:19, 16.01it/s]
 60%|######    | 469/781 [00:29<00:19, 15.96it/s]
 60%|######    | 471/781 [00:29<00:19, 15.97it/s]
 61%|######    | 473/781 [00:29<00:19, 15.96it/s]
 61%|######    | 475/781 [00:29<00:19, 15.99it/s]
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/home/user/VAR/trainer.py:170: 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/trainer.py:170: 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/trainer.py:170: 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/trainer.py:170: 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:  98%|#########7| 43/44 [00:50<00:01,  1.22s/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 [00:52<00:00,  1.47s/it]
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  with torch.cuda.amp.autocast(enabled=False):

Validation Progress: 100%|##########| 44/44 [00:52<00:00,  1.47s/it]
Validation Progress: 100%|##########| 44/44 [00:52<00:00,  1.19s/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 [00:52<00:00,  1.47s/it]
Validation Progress: 100%|##########| 44/44 [00:52<00:00,  1.19s/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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/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/trainer.py:170: 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/trainer.py:170: 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/trainer.py:170: 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/trainer.py:170: 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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 64%|######3   | 100/157 [00:06<00:03, 16.34it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.35it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.37it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.40it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.42it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.41it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.42it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.42it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.43it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.41it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.40it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.39it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.39it/s]
 80%|########  | 126/157 [00:07<00:01, 16.41it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.42it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.41it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.43it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.39it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.21it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.13it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.07it/s]
 90%|######### | 142/157 [00:08<00:00, 16.11it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.12it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.21it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.28it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.24it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.29it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.29it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.34it/s]
100%|##########| 157/157 [00:09<00:00, 16.21it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:58, 13.21it/s]
  1%|          | 4/781 [00:00<01:04, 12.05it/s]
  1%|          | 6/781 [00:00<01:06, 11.66it/s]
  1%|1         | 8/781 [00:00<01:06, 11.61it/s]
  1%|1         | 10/781 [00:00<01:06, 11.57it/s]
  2%|1         | 12/781 [00:01<01:06, 11.52it/s]
  2%|1         | 14/781 [00:01<01:06, 11.46it/s]
  2%|2         | 16/781 [00:01<01:06, 11.43it/s]
  2%|2         | 18/781 [00:01<01:06, 11.43it/s]
  3%|2         | 20/781 [00:01<01:06, 11.43it/s]
  3%|2         | 22/781 [00:01<01:06, 11.44it/s]
  3%|3         | 24/781 [00:02<01:06, 11.44it/s]
  3%|3         | 26/781 [00:02<01:06, 11.43it/s]
  4%|3         | 28/781 [00:02<01:05, 11.43it/s]
  4%|3         | 30/781 [00:02<01:05, 11.44it/s]
  4%|4         | 32/781 [00:02<01:05, 11.44it/s]
  4%|4         | 34/781 [00:02<01:05, 11.43it/s]
  5%|4         | 36/781 [00:03<01:05, 11.43it/s]
  5%|4         | 38/781 [00:03<01:05, 11.30it/s]
  5%|5         | 40/781 [00:03<01:05, 11.35it/s]
  5%|5         | 42/781 [00:03<01:04, 11.38it/s]
  6%|5         | 44/781 [00:03<01:04, 11.40it/s]
  6%|5         | 46/781 [00:04<01:04, 11.41it/s]
  6%|6         | 48/781 [00:04<01:04, 11.42it/s]
  6%|6         | 50/781 [00:04<01:03, 11.44it/s]
  7%|6         | 52/781 [00:04<01:03, 11.46it/s]
  7%|6         | 54/781 [00:04<01:03, 11.47it/s]
  7%|7         | 56/781 [00:04<01:03, 11.46it/s]
  7%|7         | 58/781 [00:05<01:03, 11.41it/s]
  8%|7         | 60/781 [00:05<01:03, 11.41it/s]
  8%|7         | 62/781 [00:05<01:02, 11.42it/s]
  8%|8         | 64/781 [00:05<01:02, 11.43it/s]
  8%|8         | 66/781 [00:05<01:02, 11.44it/s]
  9%|8         | 68/781 [00:05<01:02, 11.45it/s]
  9%|8         | 70/781 [00:06<01:02, 11.45it/s]
  9%|9         | 72/781 [00:06<01:02, 11.37it/s]
  9%|9         | 74/781 [00:06<01:02, 11.38it/s]
 10%|9         | 76/781 [00:06<01:01, 11.39it/s]
 10%|9         | 78/781 [00:06<01:01, 11.40it/s]
 10%|#         | 80/781 [00:06<01:01, 11.38it/s]
 10%|#         | 82/781 [00:07<01:01, 11.33it/s]
 11%|#         | 84/781 [00:07<01:01, 11.30it/s]
 11%|#1        | 86/781 [00:07<01:01, 11.27it/s]
 11%|#1        | 88/781 [00:07<01:01, 11.25it/s]
 12%|#1        | 90/781 [00:07<01:01, 11.25it/s]
 12%|#1        | 92/781 [00:08<01:01, 11.24it/s]
 12%|#2        | 94/781 [00:08<01:01, 11.23it/s]
 12%|#2        | 96/781 [00:08<01:00, 11.24it/s]
 13%|#2        | 98/781 [00:08<01:00, 11.24it/s]
 13%|#2        | 100/781 [00:08<01:00, 11.17it/s]
 13%|#3        | 102/781 [00:08<01:00, 11.18it/s]
 13%|#3        | 104/781 [00:09<01:00, 11.20it/s]
 14%|#3        | 106/781 [00:09<01:00, 11.23it/s]
 14%|#3        | 108/781 [00:09<01:00, 11.20it/s]
 14%|#4        | 110/781 [00:09<00:59, 11.23it/s]
 14%|#4        | 112/781 [00:09<00:59, 11.28it/s]
 15%|#4        | 114/781 [00:10<00:59, 11.22it/s]
 15%|#4        | 116/781 [00:10<00:59, 11.20it/s]
 15%|#5        | 118/781 [00:10<00:59, 11.17it/s]
 15%|#5        | 120/781 [00:10<00:58, 11.21it/s]
 16%|#5        | 122/781 [00:10<00:58, 11.27it/s]
 16%|#5        | 124/781 [00:10<00:58, 11.30it/s]
 16%|#6        | 126/781 [00:11<00:57, 11.30it/s]
 16%|#6        | 128/781 [00:11<00:57, 11.32it/s]
 17%|#6        | 130/781 [00:11<00:57, 11.33it/s]
 17%|#6        | 132/781 [00:11<00:57, 11.35it/s]
 17%|#7        | 134/781 [00:11<00:56, 11.36it/s]
 17%|#7        | 136/781 [00:11<00:56, 11.36it/s]
 18%|#7        | 138/781 [00:12<00:56, 11.36it/s]
 18%|#7        | 140/781 [00:12<00:56, 11.37it/s]
 18%|#8        | 142/781 [00:12<00:56, 11.37it/s]
 18%|#8        | 144/781 [00:12<00:55, 11.38it/s]
 19%|#8        | 146/781 [00:12<00:55, 11.38it/s]
 19%|#8        | 148/781 [00:13<00:55, 11.36it/s]
 19%|#9        | 150/781 [00:13<00:56, 11.26it/s]
 19%|#9        | 152/781 [00:13<00:55, 11.30it/s]
 20%|#9        | 154/781 [00:13<00:55, 11.33it/s]
 20%|#9        | 156/781 [00:13<00:55, 11.34it/s]
 20%|##        | 158/781 [00:13<00:54, 11.36it/s]
 20%|##        | 160/781 [00:14<00:54, 11.37it/s]
 21%|##        | 162/781 [00:14<00:54, 11.37it/s]
 21%|##        | 164/781 [00:14<00:54, 11.37it/s]
 21%|##1       | 166/781 [00:14<00:54, 11.36it/s]
 22%|##1       | 168/781 [00:14<00:53, 11.38it/s]
 22%|##1       | 170/781 [00:14<00:53, 11.35it/s]
 22%|##2       | 172/781 [00:15<00:53, 11.34it/s]
 22%|##2       | 174/781 [00:15<00:53, 11.35it/s]
 23%|##2       | 176/781 [00:15<00:53, 11.34it/s]
 23%|##2       | 178/781 [00:15<00:53, 11.34it/s]
 23%|##3       | 180/781 [00:15<00:52, 11.34it/s]
 23%|##3       | 182/781 [00:16<00:52, 11.35it/s]
 24%|##3       | 184/781 [00:16<00:52, 11.35it/s]
 24%|##3       | 186/781 [00:16<00:52, 11.29it/s]
 24%|##4       | 188/781 [00:16<00:52, 11.26it/s]
 24%|##4       | 190/781 [00:16<00:52, 11.24it/s]
 25%|##4       | 192/781 [00:16<00:52, 11.24it/s]
 25%|##4       | 194/781 [00:17<00:52, 11.21it/s]
 25%|##5       | 196/781 [00:17<00:52, 11.20it/s]
 25%|##5       | 198/781 [00:17<00:51, 11.25it/s]
 26%|##5       | 200/781 [00:17<00:52, 11.11it/s]
 26%|##5       | 202/781 [00:17<00:51, 11.14it/s]
 26%|##6       | 204/781 [00:17<00:51, 11.18it/s]
 26%|##6       | 206/781 [00:18<00:51, 11.23it/s]
 27%|##6       | 208/781 [00:18<00:50, 11.26it/s]
 27%|##6       | 210/781 [00:18<00:50, 11.28it/s]
 27%|##7       | 212/781 [00:18<00:50, 11.26it/s]
 27%|##7       | 214/781 [00:18<00:50, 11.27it/s]
 28%|##7       | 216/781 [00:19<00:50, 11.23it/s]
 28%|##7       | 218/781 [00:19<00:50, 11.23it/s]
 28%|##8       | 220/781 [00:19<00:49, 11.22it/s]
 28%|##8       | 222/781 [00:19<00:49, 11.21it/s]
 29%|##8       | 224/781 [00:19<00:49, 11.18it/s]
 29%|##8       | 226/781 [00:19<00:49, 11.18it/s]
 29%|##9       | 228/781 [00:20<00:49, 11.19it/s]
 29%|##9       | 230/781 [00:20<00:48, 11.25it/s]
 30%|##9       | 232/781 [00:20<00:49, 11.17it/s]
 30%|##9       | 234/781 [00:20<00:48, 11.26it/s]
 30%|###       | 236/781 [00:20<00:48, 11.32it/s]
 30%|###       | 238/781 [00:21<00:47, 11.35it/s]
 31%|###       | 240/781 [00:21<00:47, 11.34it/s]
 31%|###       | 242/781 [00:21<00:47, 11.36it/s]
 31%|###1      | 244/781 [00:21<00:47, 11.38it/s]
 31%|###1      | 246/781 [00:21<00:46, 11.39it/s]
 32%|###1      | 248/781 [00:21<00:46, 11.42it/s]
 32%|###2      | 250/781 [00:22<00:46, 11.42it/s]
 32%|###2      | 252/781 [00:22<00:46, 11.42it/s]
 33%|###2      | 254/781 [00:22<00:46, 11.43it/s]
 33%|###2      | 256/781 [00:22<00:45, 11.43it/s]
 33%|###3      | 258/781 [00:22<00:45, 11.43it/s]
 33%|###3      | 260/781 [00:22<00:45, 11.43it/s]
 34%|###3      | 262/781 [00:23<00:45, 11.43it/s]
 34%|###3      | 264/781 [00:23<00:45, 11.43it/s]
 34%|###4      | 266/781 [00:23<00:44, 11.45it/s]
 34%|###4      | 268/781 [00:23<00:44, 11.45it/s]
 35%|###4      | 270/781 [00:23<00:44, 11.44it/s]
 35%|###4      | 272/781 [00:23<00:44, 11.44it/s]
 35%|###5      | 274/781 [00:24<00:44, 11.36it/s]
 35%|###5      | 276/781 [00:24<00:44, 11.34it/s]
 36%|###5      | 278/781 [00:24<00:44, 11.38it/s]
 36%|###5      | 280/781 [00:24<00:43, 11.41it/s]
 36%|###6      | 282/781 [00:24<00:43, 11.43it/s]
 36%|###6      | 284/781 [00:25<00:43, 11.38it/s]
 37%|###6      | 286/781 [00:25<00:43, 11.34it/s]
 37%|###6      | 288/781 [00:25<00:43, 11.30it/s]
 37%|###7      | 290/781 [00:25<00:43, 11.30it/s]
 37%|###7      | 292/781 [00:25<00:43, 11.28it/s]
 38%|###7      | 294/781 [00:25<00:43, 11.28it/s]
 38%|###7      | 296/781 [00:26<00:42, 11.28it/s]
 38%|###8      | 298/781 [00:26<00:43, 11.17it/s]
 38%|###8      | 300/781 [00:26<00:42, 11.33it/s]
 39%|###8      | 302/781 [00:26<00:42, 11.34it/s]
 39%|###8      | 304/781 [00:26<00:41, 11.48it/s]
 39%|###9      | 306/781 [00:26<00:41, 11.55it/s]
 39%|###9      | 308/781 [00:27<00:41, 11.51it/s]
 40%|###9      | 310/781 [00:27<00:40, 11.58it/s]
 40%|###9      | 312/781 [00:27<00:40, 11.53it/s]
 40%|####      | 314/781 [00:27<00:40, 11.44it/s]
 40%|####      | 316/781 [00:27<00:40, 11.41it/s]
 41%|####      | 318/781 [00:28<00:40, 11.39it/s]
 41%|####      | 320/781 [00:28<00:40, 11.40it/s]
 41%|####1     | 322/781 [00:28<00:40, 11.47it/s]
 41%|####1     | 324/781 [00:28<00:39, 11.52it/s]
 42%|####1     | 326/781 [00:28<00:39, 11.65it/s]
 42%|####1     | 328/781 [00:28<00:38, 11.66it/s]
 42%|####2     | 330/781 [00:29<00:39, 11.52it/s]
 43%|####2     | 332/781 [00:29<00:39, 11.51it/s]
 43%|####2     | 334/781 [00:29<00:39, 11.44it/s]
 43%|####3     | 336/781 [00:29<00:38, 11.44it/s]
 43%|####3     | 338/781 [00:29<00:38, 11.49it/s]
 44%|####3     | 340/781 [00:29<00:38, 11.50it/s]
 44%|####3     | 342/781 [00:30<00:38, 11.37it/s]
 44%|####4     | 344/781 [00:30<00:38, 11.49it/s]
 44%|####4     | 346/781 [00:30<00:37, 11.55it/s]
 45%|####4     | 348/781 [00:30<00:37, 11.62it/s]
 45%|####4     | 350/781 [00:30<00:36, 11.83it/s]
 45%|####5     | 352/781 [00:30<00:35, 11.97it/s]
 45%|####5     | 354/781 [00:31<00:35, 11.92it/s]
 46%|####5     | 356/781 [00:31<00:36, 11.74it/s]
 46%|####5     | 358/781 [00:31<00:35, 11.77it/s]
 46%|####6     | 360/781 [00:31<00:36, 11.65it/s]
 46%|####6     | 362/781 [00:31<00:35, 11.69it/s]
 47%|####6     | 364/781 [00:31<00:35, 11.61it/s]
 47%|####6     | 366/781 [00:32<00:35, 11.54it/s]
 47%|####7     | 368/781 [00:32<00:36, 11.42it/s]
 47%|####7     | 370/781 [00:32<00:36, 11.35it/s]
 48%|####7     | 372/781 [00:32<00:36, 11.31it/s]
 48%|####7     | 374/781 [00:32<00:36, 11.27it/s]
 48%|####8     | 376/781 [00:33<00:35, 11.39it/s]
 48%|####8     | 378/781 [00:33<00:35, 11.38it/s]
 49%|####8     | 380/781 [00:33<00:34, 11.56it/s]
 49%|####8     | 382/781 [00:33<00:34, 11.48it/s]
 49%|####9     | 384/781 [00:33<00:34, 11.39it/s]
 49%|####9     | 386/781 [00:33<00:34, 11.33it/s]
 50%|####9     | 388/781 [00:34<00:34, 11.39it/s]
 50%|####9     | 390/781 [00:34<00:33, 11.53it/s]
 50%|#####     | 392/781 [00:34<00:33, 11.50it/s]
 50%|#####     | 394/781 [00:34<00:33, 11.46it/s]
 51%|#####     | 396/781 [00:34<00:33, 11.47it/s]
 51%|#####     | 398/781 [00:34<00:33, 11.38it/s]
 51%|#####1    | 400/781 [00:35<00:33, 11.36it/s]
 51%|#####1    | 402/781 [00:35<00:33, 11.47it/s]
 52%|#####1    | 404/781 [00:35<00:32, 11.48it/s]
 52%|#####1    | 406/781 [00:35<00:32, 11.60it/s]
 52%|#####2    | 408/781 [00:35<00:32, 11.54it/s]
 52%|#####2    | 410/781 [00:35<00:31, 11.63it/s]
 53%|#####2    | 412/781 [00:36<00:31, 11.66it/s]
 53%|#####3    | 414/781 [00:36<00:31, 11.55it/s]
 53%|#####3    | 416/781 [00:36<00:31, 11.64it/s]
 54%|#####3    | 418/781 [00:36<00:31, 11.66it/s]
 54%|#####3    | 420/781 [00:36<00:31, 11.61it/s]
 54%|#####4    | 422/781 [00:37<00:30, 11.66it/s]
 54%|#####4    | 424/781 [00:37<00:30, 11.58it/s]
 55%|#####4    | 426/781 [00:37<00:30, 11.48it/s]
 55%|#####4    | 428/781 [00:37<00:30, 11.41it/s]
 55%|#####5    | 430/781 [00:37<00:30, 11.34it/s]
 55%|#####5    | 432/781 [00:37<00:30, 11.45it/s]
 56%|#####5    | 434/781 [00:38<00:30, 11.43it/s]
 56%|#####5    | 436/781 [00:38<00:29, 11.51it/s]
 56%|#####6    | 438/781 [00:38<00:29, 11.62it/s]
 56%|#####6    | 440/781 [00:38<00:29, 11.55it/s]
 57%|#####6    | 442/781 [00:38<00:29, 11.55it/s]
 57%|#####6    | 444/781 [00:38<00:29, 11.42it/s]
 57%|#####7    | 446/781 [00:39<00:29, 11.32it/s]
 57%|#####7    | 448/781 [00:39<00:29, 11.25it/s]
 58%|#####7    | 450/781 [00:39<00:29, 11.32it/s]
 58%|#####7    | 452/781 [00:39<00:28, 11.42it/s]
 58%|#####8    | 454/781 [00:39<00:28, 11.40it/s]
 58%|#####8    | 456/781 [00:40<00:28, 11.28it/s]
 59%|#####8    | 458/781 [00:40<00:28, 11.35it/s]
 59%|#####8    | 460/781 [00:40<00:28, 11.28it/s]
 59%|#####9    | 462/781 [00:40<00:28, 11.26it/s]
 59%|#####9    | 464/781 [00:40<00:27, 11.37it/s]
 60%|#####9    | 466/781 [00:40<00:27, 11.32it/s]
 60%|#####9    | 468/781 [00:41<00:27, 11.25it/s]
 60%|######    | 470/781 [00:41<00:27, 11.35it/s]
 60%|######    | 472/781 [00:41<00:27, 11.29it/s]
 61%|######    | 474/781 [00:41<00:27, 11.36it/s]
 61%|######    | 476/781 [00:41<00:26, 11.45it/s]
 61%|######1   | 478/781 [00:41<00:26, 11.53it/s]
 61%|######1   | 480/781 [00:42<00:26, 11.44it/s]
 62%|######1   | 482/781 [00:42<00:26, 11.36it/s]
 62%|######1   | 484/781 [00:42<00:25, 11.43it/s]
 62%|######2   | 486/781 [00:42<00:25, 11.54it/s]
 62%|######2   | 488/781 [00:42<00:25, 11.48it/s]
 63%|######2   | 490/781 [00:42<00:25, 11.40it/s]
 63%|######2   | 492/781 [00:43<00:25, 11.34it/s]
 63%|######3   | 494/781 [00:43<00:24, 11.53it/s]
 64%|######3   | 496/781 [00:43<00:24, 11.55it/s]
 64%|######3   | 498/781 [00:43<00:24, 11.45it/s]
 64%|######4   | 500/781 [00:43<00:24, 11.37it/s]
 64%|######4   | 502/781 [00:44<00:24, 11.30it/s]
 65%|######4   | 504/781 [00:44<00:24, 11.40it/s]
 65%|######4   | 506/781 [00:44<00:24, 11.34it/s]
 65%|######5   | 508/781 [00:44<00:23, 11.52it/s]
 65%|######5   | 510/781 [00:44<00:23, 11.56it/s]
 66%|######5   | 512/781 [00:44<00:23, 11.48it/s]
 66%|######5   | 514/781 [00:45<00:23, 11.39it/s]
 66%|######6   | 516/781 [00:45<00:23, 11.38it/s]
 66%|######6   | 518/781 [00:45<00:23, 11.38it/s]
 67%|######6   | 520/781 [00:45<00:22, 11.36it/s]
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100%|##########| 781/781 [01:08<00:00, 11.41it/s]




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Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.13s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:12,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:12,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:12,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:38<00:12,  1.21s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:39<00:10,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.24s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:05,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.22s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.02s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.14s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.14s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.14s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.14s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:03<00:00,  3.56s/it]
100%|##########| 1/1 [00:03<00:00,  3.56s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.76it/s]
  3%|2         | 4/157 [00:00<00:10, 15.18it/s]
  4%|3         | 6/157 [00:00<00:09, 15.54it/s]
  5%|5         | 8/157 [00:00<00:09, 16.19it/s]
  6%|6         | 10/157 [00:00<00:08, 16.44it/s]
  8%|7         | 12/157 [00:00<00:08, 16.71it/s]
  9%|8         | 14/157 [00:00<00:08, 17.26it/s]
 10%|#         | 16/157 [00:00<00:08, 17.37it/s]
 11%|#1        | 18/157 [00:01<00:08, 17.22it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.96it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.69it/s]
 15%|#5        | 24/157 [00:01<00:07, 17.11it/s]
 17%|#6        | 26/157 [00:01<00:07, 17.52it/s]
 18%|#7        | 28/157 [00:01<00:07, 17.53it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.70it/s]
 20%|##        | 32/157 [00:01<00:06, 17.97it/s]
 22%|##1       | 34/157 [00:01<00:06, 18.14it/s]
 23%|##2       | 36/157 [00:02<00:06, 18.26it/s]
 24%|##4       | 38/157 [00:02<00:06, 17.92it/s]
 25%|##5       | 40/157 [00:02<00:06, 17.47it/s]
 27%|##6       | 42/157 [00:02<00:06, 17.25it/s]
 28%|##8       | 44/157 [00:02<00:06, 17.62it/s]
 29%|##9       | 46/157 [00:02<00:06, 17.61it/s]
 31%|###       | 48/157 [00:02<00:06, 17.75it/s]
 32%|###1      | 50/157 [00:02<00:06, 17.57it/s]
 33%|###3      | 52/157 [00:03<00:05, 17.87it/s]
 34%|###4      | 54/157 [00:03<00:05, 17.73it/s]
 36%|###5      | 56/157 [00:03<00:05, 17.47it/s]
 37%|###6      | 58/157 [00:03<00:05, 17.62it/s]
 38%|###8      | 60/157 [00:03<00:05, 17.09it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.65it/s]
 41%|####      | 64/157 [00:03<00:05, 16.64it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.43it/s]
 43%|####3     | 68/157 [00:03<00:05, 16.82it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.63it/s]
 46%|####5     | 72/157 [00:04<00:04, 17.06it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.88it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.68it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.50it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.67it/s]
 52%|#####2    | 82/157 [00:04<00:04, 17.09it/s]
 54%|#####3    | 84/157 [00:04<00:04, 16.86it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.89it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.78it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.62it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.49it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.39it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.35it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.54it/s]
 64%|######3   | 100/157 [00:05<00:03, 16.57it/s]
 65%|######4   | 102/157 [00:05<00:03, 16.81it/s]
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 69%|######8   | 108/157 [00:06<00:02, 16.42it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.60it/s]
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 73%|#######2  | 114/157 [00:06<00:02, 17.06it/s]
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 79%|#######8  | 124/157 [00:07<00:02, 16.47it/s]
 80%|########  | 126/157 [00:07<00:01, 16.26it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.29it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.21it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.03it/s]
 85%|########5 | 134/157 [00:07<00:01, 16.30it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.61it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.64it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.69it/s]
 90%|######### | 142/157 [00:08<00:00, 16.52it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.38it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.71it/s]
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 99%|#########9| 156/157 [00:09<00:00, 16.99it/s]
100%|##########| 157/157 [00:09<00:00, 16.93it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
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  1%|          | 4/781 [00:00<00:43, 17.68it/s]
  1%|          | 7/781 [00:00<00:40, 19.13it/s]
  1%|1         | 9/781 [00:00<00:40, 18.91it/s]
  2%|1         | 12/781 [00:00<00:39, 19.51it/s]
  2%|1         | 15/781 [00:00<00:38, 19.87it/s]
  2%|2         | 17/781 [00:00<00:39, 19.23it/s]
  2%|2         | 19/781 [00:00<00:40, 18.97it/s]
  3%|2         | 21/781 [00:01<00:40, 18.89it/s]
  3%|3         | 24/781 [00:01<00:39, 19.18it/s]
  3%|3         | 26/781 [00:01<00:39, 19.05it/s]
  4%|3         | 28/781 [00:01<00:39, 18.84it/s]
  4%|3         | 31/781 [00:01<00:39, 19.13it/s]
  4%|4         | 33/781 [00:01<00:39, 19.03it/s]
  4%|4         | 35/781 [00:01<00:38, 19.24it/s]
  5%|4         | 37/781 [00:01<00:39, 18.66it/s]
  5%|4         | 39/781 [00:02<00:39, 18.58it/s]
  5%|5         | 41/781 [00:02<00:39, 18.66it/s]
  6%|5         | 43/781 [00:02<00:38, 19.01it/s]
  6%|5         | 46/781 [00:02<00:37, 19.48it/s]
  6%|6         | 48/781 [00:02<00:38, 19.26it/s]
  6%|6         | 50/781 [00:02<00:38, 19.07it/s]
  7%|6         | 53/781 [00:02<00:37, 19.54it/s]
  7%|7         | 56/781 [00:02<00:37, 19.57it/s]
  7%|7         | 58/781 [00:03<00:36, 19.65it/s]
  8%|7         | 60/781 [00:03<00:36, 19.55it/s]
  8%|7         | 62/781 [00:03<00:37, 19.37it/s]
  8%|8         | 64/781 [00:03<00:42, 16.77it/s]
  8%|8         | 66/781 [00:03<00:41, 17.39it/s]
  9%|8         | 68/781 [00:03<00:41, 17.31it/s]
  9%|8         | 70/781 [00:03<00:40, 17.70it/s]
  9%|9         | 72/781 [00:03<00:40, 17.58it/s]
  9%|9         | 74/781 [00:03<00:38, 18.22it/s]
 10%|9         | 77/781 [00:04<00:36, 19.04it/s]
 10%|#         | 80/781 [00:04<00:35, 19.53it/s]
 11%|#         | 83/781 [00:04<00:34, 19.98it/s]
 11%|#         | 85/781 [00:04<00:35, 19.70it/s]
 11%|#1        | 88/781 [00:04<00:34, 19.98it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.39it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.52it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.34it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.20it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.08it/s]
 13%|#2        | 101/781 [00:05<00:34, 19.66it/s]
 13%|#3        | 103/781 [00:05<00:35, 19.12it/s]
 13%|#3        | 105/781 [00:05<00:34, 19.33it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.74it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.66it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.99it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.24it/s]
 15%|#4        | 117/781 [00:06<00:33, 19.74it/s]
 15%|#5        | 119/781 [00:06<00:33, 19.61it/s]
 15%|#5        | 121/781 [00:06<00:34, 19.25it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.70it/s]
 16%|#6        | 127/781 [00:06<00:32, 20.00it/s]
 17%|#6        | 129/781 [00:06<00:32, 19.85it/s]
 17%|#6        | 131/781 [00:06<00:33, 19.18it/s]
 17%|#7        | 133/781 [00:06<00:34, 18.99it/s]
 17%|#7        | 135/781 [00:07<00:33, 19.06it/s]
 18%|#7        | 137/781 [00:07<00:33, 19.30it/s]
 18%|#7        | 140/781 [00:07<00:32, 19.70it/s]
 18%|#8        | 142/781 [00:07<00:32, 19.77it/s]
 19%|#8        | 145/781 [00:07<00:31, 20.02it/s]
 19%|#8        | 148/781 [00:07<00:31, 20.20it/s]
 19%|#9        | 151/781 [00:07<00:31, 19.90it/s]
 20%|#9        | 153/781 [00:07<00:31, 19.74it/s]
 20%|#9        | 155/781 [00:08<00:31, 19.74it/s]
 20%|##        | 157/781 [00:08<00:31, 19.61it/s]
 20%|##        | 159/781 [00:08<00:32, 19.14it/s]
 21%|##        | 161/781 [00:08<00:32, 19.02it/s]
 21%|##        | 164/781 [00:08<00:31, 19.36it/s]
 21%|##1       | 166/781 [00:08<00:31, 19.37it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.51it/s]
 22%|##1       | 170/781 [00:08<00:31, 19.47it/s]
 22%|##2       | 172/781 [00:08<00:32, 18.81it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.01it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.08it/s]
 23%|##2       | 179/781 [00:09<00:30, 19.76it/s]
 23%|##3       | 181/781 [00:09<00:30, 19.72it/s]
 24%|##3       | 184/781 [00:09<00:29, 20.11it/s]
 24%|##3       | 186/781 [00:09<00:29, 19.84it/s]
 24%|##4       | 189/781 [00:09<00:29, 19.94it/s]
 24%|##4       | 191/781 [00:09<00:30, 19.52it/s]
 25%|##4       | 193/781 [00:10<00:30, 19.18it/s]
 25%|##4       | 195/781 [00:10<00:30, 19.16it/s]
 25%|##5       | 197/781 [00:10<00:30, 19.14it/s]
 25%|##5       | 199/781 [00:10<00:30, 18.89it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.08it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.06it/s]
 26%|##6       | 206/781 [00:10<00:30, 19.07it/s]
 27%|##6       | 209/781 [00:10<00:29, 19.49it/s]
 27%|##7       | 211/781 [00:10<00:29, 19.41it/s]
 27%|##7       | 213/781 [00:11<00:29, 19.36it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.39it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.12it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.89it/s]
 29%|##8       | 223/781 [00:11<00:28, 19.35it/s]
 29%|##8       | 225/781 [00:11<00:29, 19.04it/s]
 29%|##9       | 227/781 [00:11<00:29, 19.09it/s]
 29%|##9       | 229/781 [00:11<00:29, 18.72it/s]
 30%|##9       | 231/781 [00:12<00:29, 18.42it/s]
 30%|##9       | 233/781 [00:12<00:29, 18.39it/s]
 30%|###       | 235/781 [00:12<00:29, 18.59it/s]
 30%|###       | 237/781 [00:12<00:29, 18.75it/s]
 31%|###       | 240/781 [00:12<00:28, 19.04it/s]
 31%|###       | 242/781 [00:12<00:28, 19.08it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.83it/s]
 31%|###1      | 246/781 [00:12<00:28, 18.62it/s]
 32%|###1      | 248/781 [00:12<00:28, 18.71it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.05it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.72it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.78it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.83it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.91it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.97it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.61it/s]
 34%|###3      | 264/781 [00:13<00:27, 18.65it/s]
 34%|###4      | 266/781 [00:13<00:27, 18.66it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.39it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.44it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.75it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.77it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.12it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.25it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.13it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.81it/s]
 36%|###6      | 284/781 [00:14<00:26, 18.66it/s]
 37%|###6      | 287/781 [00:14<00:25, 19.23it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.57it/s]
 38%|###7      | 293/781 [00:15<00:24, 19.57it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.79it/s]
 38%|###8      | 299/781 [00:15<00:24, 19.67it/s]
 39%|###8      | 301/781 [00:15<00:24, 19.48it/s]
 39%|###8      | 303/781 [00:15<00:24, 19.24it/s]
 39%|###9      | 305/781 [00:15<00:24, 19.09it/s]
 39%|###9      | 307/781 [00:16<00:25, 18.70it/s]
 40%|###9      | 309/781 [00:16<00:24, 18.91it/s]
 40%|###9      | 311/781 [00:16<00:24, 19.07it/s]
 40%|####      | 313/781 [00:16<00:24, 19.05it/s]
 40%|####      | 316/781 [00:16<00:23, 19.46it/s]
 41%|####      | 318/781 [00:16<00:23, 19.34it/s]
 41%|####      | 320/781 [00:16<00:23, 19.30it/s]
 41%|####1     | 322/781 [00:16<00:23, 19.24it/s]
 42%|####1     | 325/781 [00:16<00:23, 19.58it/s]
 42%|####1     | 328/781 [00:17<00:22, 19.82it/s]
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 43%|####2     | 332/781 [00:17<00:22, 19.76it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.42it/s]
 43%|####3     | 336/781 [00:17<00:22, 19.52it/s]
 43%|####3     | 338/781 [00:17<00:23, 19.22it/s]
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100%|#########9| 780/781 [00:39<00:00, 19.98it/s]
100%|##########| 781/781 [00:39<00:00, 19.86it/s]




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Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.18s/it]
Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.18s/it]
Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.18s/it]
Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.17s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.15s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.18s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.18s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.18s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.18s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.15s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.23s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.23s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.23s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.23s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.21s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.21s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.21s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.24s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:05,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:04<00:00,  4.23s/it]
100%|##########| 1/1 [00:04<00:00,  4.23s/it]

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  8%|7         | 12/157 [00:00<00:08, 16.29it/s]
  9%|8         | 14/157 [00:00<00:08, 16.30it/s]
 10%|#         | 16/157 [00:00<00:08, 16.44it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.66it/s]
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 18%|#7        | 28/157 [00:01<00:07, 16.65it/s]
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 41%|####      | 64/157 [00:03<00:05, 16.79it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.67it/s]
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100%|##########| 157/157 [00:09<00:00, 16.73it/s]

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  2%|2         | 18/781 [00:00<00:41, 18.52it/s]
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  7%|7         | 56/781 [00:02<00:38, 19.03it/s]
  7%|7         | 58/781 [00:03<00:38, 18.89it/s]
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  8%|7         | 62/781 [00:03<00:37, 19.03it/s]
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 10%|#         | 82/781 [00:04<00:37, 18.52it/s]
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 17%|#7        | 136/781 [00:07<00:34, 18.73it/s]
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 20%|##        | 158/781 [00:08<00:32, 18.97it/s]
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 21%|##        | 162/781 [00:08<00:33, 18.59it/s]
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 21%|##1       | 166/781 [00:08<00:33, 18.58it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.54it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.51it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.49it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.48it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.47it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.47it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.43it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.41it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.40it/s]
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 24%|##4       | 190/781 [00:10<00:31, 18.60it/s]
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 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, 18.78it/s]
 30%|###       | 236/781 [00:12<00:29, 18.71it/s]
 30%|###       | 238/781 [00:12<00:28, 18.81it/s]
 31%|###       | 240/781 [00:12<00:28, 18.85it/s]
 31%|###       | 242/781 [00:13<00:28, 18.91it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.93it/s]
 31%|###1      | 246/781 [00:13<00:28, 19.08it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.06it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.03it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.88it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.77it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.68it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.82it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.88it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.78it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.83it/s]
 34%|###4      | 266/781 [00:14<00:27, 19.06it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.05it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.06it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.08it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.94it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.10it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.09it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.93it/s]
 36%|###6      | 282/781 [00:15<00:26, 19.13it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.95it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.11it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.09it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.08it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.92it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.10it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.96it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.94it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.82it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.74it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.79it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.74it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.84it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.95it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.82it/s]
 40%|####      | 314/781 [00:16<00:24, 18.85it/s]
 40%|####      | 316/781 [00:16<00:24, 18.89it/s]
 41%|####      | 318/781 [00:17<00:24, 18.70it/s]
 41%|####      | 320/781 [00:17<00:24, 18.57it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.57it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.82it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.80it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.58it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.50it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.61it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.57it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.70it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.66it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.71it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.65it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.64it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.77it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.70it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.67it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.64it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.61it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.63it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.75it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.85it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.93it/s]
 47%|####6     | 364/781 [00:19<00:21, 18.97it/s]
 47%|####6     | 366/781 [00:19<00:21, 18.99it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.00it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.02it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.03it/s]
 48%|####7     | 374/781 [00:20<00:21, 19.01it/s]
 48%|####8     | 376/781 [00:20<00:21, 19.03it/s]
 48%|####8     | 378/781 [00:20<00:21, 19.05it/s]
 49%|####8     | 380/781 [00:20<00:21, 19.05it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.07it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.06it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.05it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.07it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.06it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.83it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.91it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.94it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.96it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.95it/s]
 51%|#####1    | 402/781 [00:21<00:19, 18.96it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.01it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.99it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.01it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.04it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.07it/s]
 53%|#####3    | 414/781 [00:22<00:19, 19.05it/s]
 53%|#####3    | 416/781 [00:22<00:19, 19.07it/s]
 54%|#####3    | 418/781 [00:22<00:19, 19.05it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.08it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.08it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.07it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.08it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.11it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.09it/s]
 55%|#####5    | 432/781 [00:23<00:18, 19.10it/s]
 56%|#####5    | 434/781 [00:23<00:18, 19.08it/s]
 56%|#####5    | 436/781 [00:23<00:18, 19.09it/s]
 56%|#####6    | 438/781 [00:23<00:17, 19.10it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.07it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.07it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.09it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.08it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.05it/s]
 58%|#####7    | 450/781 [00:23<00:17, 19.03it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.95it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.81it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.70it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.80it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.88it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.91it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.94it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.97it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.01it/s]
 60%|######    | 470/781 [00:25<00:16, 19.01it/s]
 60%|######    | 472/781 [00:25<00:16, 19.03it/s]
 61%|######    | 474/781 [00:25<00:16, 19.05it/s]
 61%|######    | 476/781 [00:25<00:16, 19.04it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.05it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.07it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.09it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.07it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.06it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.05it/s]
 63%|######2   | 490/781 [00:26<00:15, 19.05it/s]
 63%|######2   | 492/781 [00:26<00:15, 19.03it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.72it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.78it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.78it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.86it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.90it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.72it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.69it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.75it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.83it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.71it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.78it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.83it/s]
 66%|######6   | 518/781 [00:27<00:13, 18.89it/s]
 67%|######6   | 520/781 [00:27<00:13, 18.87it/s]
 67%|######6   | 522/781 [00:27<00:13, 18.89it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.80it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.86it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.91it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.96it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.70it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.69it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.63it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.62it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.74it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.82it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.88it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.94it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.95it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.98it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.98it/s]
 71%|#######   | 554/781 [00:29<00:11, 19.01it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.98it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.97it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.85it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.92it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.94it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.98it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.97it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.98it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.97it/s]
 73%|#######3  | 574/781 [00:30<00:10, 18.97it/s]
 74%|#######3  | 576/781 [00:30<00:10, 18.94it/s]
 74%|#######4  | 578/781 [00:30<00:10, 18.96it/s]
 74%|#######4  | 580/781 [00:30<00:10, 18.99it/s]
 75%|#######4  | 582/781 [00:30<00:10, 19.00it/s]
 75%|#######4  | 584/781 [00:31<00:10, 19.01it/s]
 75%|#######5  | 586/781 [00:31<00:10, 19.03it/s]
 75%|#######5  | 588/781 [00:31<00:10, 19.05it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.95it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.87it/s]
 76%|#######6  | 594/781 [00:31<00:09, 18.77it/s]
 76%|#######6  | 596/781 [00:31<00:09, 18.67it/s]
 77%|#######6  | 598/781 [00:31<00:09, 18.76it/s]
 77%|#######6  | 600/781 [00:31<00:09, 18.84it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.87it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.92it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.79it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.88it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.92it/s]
 78%|#######8  | 612/781 [00:32<00:08, 18.98it/s]
 79%|#######8  | 614/781 [00:32<00:08, 18.98it/s]
 79%|#######8  | 616/781 [00:32<00:08, 18.98it/s]
 79%|#######9  | 618/781 [00:32<00:08, 18.97it/s]
 79%|#######9  | 620/781 [00:32<00:08, 18.83it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.76it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.81it/s]
 80%|########  | 626/781 [00:33<00:08, 18.87it/s]
 80%|########  | 628/781 [00:33<00:08, 18.95it/s]
 81%|########  | 630/781 [00:33<00:07, 18.91it/s]
 81%|########  | 632/781 [00:33<00:07, 18.77it/s]
 81%|########1 | 634/781 [00:33<00:07, 18.68it/s]
 81%|########1 | 636/781 [00:33<00:07, 18.61it/s]
 82%|########1 | 638/781 [00:33<00:07, 18.70it/s]
 82%|########1 | 640/781 [00:34<00:07, 18.79it/s]
 82%|########2 | 642/781 [00:34<00:07, 18.88it/s]
 82%|########2 | 644/781 [00:34<00:07, 18.92it/s]
 83%|########2 | 646/781 [00:34<00:07, 18.96it/s]
 83%|########2 | 648/781 [00:34<00:07, 19.00it/s]
 83%|########3 | 650/781 [00:34<00:06, 19.03it/s]
 83%|########3 | 652/781 [00:34<00:06, 19.04it/s]
 84%|########3 | 654/781 [00:34<00:06, 19.05it/s]
 84%|########3 | 656/781 [00:34<00:06, 19.06it/s]
 84%|########4 | 658/781 [00:34<00:06, 19.05it/s]
 85%|########4 | 660/781 [00:35<00:06, 19.07it/s]
 85%|########4 | 662/781 [00:35<00:06, 19.05it/s]
 85%|########5 | 664/781 [00:35<00:06, 18.89it/s]
 85%|########5 | 666/781 [00:35<00:06, 18.88it/s]
 86%|########5 | 668/781 [00:35<00:05, 18.92it/s]
 86%|########5 | 670/781 [00:35<00:05, 18.98it/s]
 86%|########6 | 672/781 [00:35<00:05, 18.99it/s]
 86%|########6 | 674/781 [00:35<00:05, 19.03it/s]
 87%|########6 | 676/781 [00:35<00:05, 19.05it/s]
 87%|########6 | 678/781 [00:36<00:05, 19.04it/s]
 87%|########7 | 680/781 [00:36<00:05, 19.04it/s]
 87%|########7 | 682/781 [00:36<00:05, 19.01it/s]
 88%|########7 | 684/781 [00:36<00:05, 18.87it/s]
 88%|########7 | 686/781 [00:36<00:05, 18.94it/s]
 88%|########8 | 688/781 [00:36<00:04, 18.79it/s]
 88%|########8 | 690/781 [00:36<00:04, 18.68it/s]
 89%|########8 | 692/781 [00:36<00:04, 18.94it/s]
 89%|########8 | 694/781 [00:36<00:04, 18.91it/s]
 89%|########9 | 696/781 [00:37<00:04, 18.81it/s]
 89%|########9 | 698/781 [00:37<00:04, 18.84it/s]
 90%|########9 | 700/781 [00:37<00:04, 18.67it/s]
 90%|########9 | 702/781 [00:37<00:04, 18.84it/s]
 90%|######### | 704/781 [00:37<00:04, 18.90it/s]
 90%|######### | 706/781 [00:37<00:04, 18.60it/s]
 91%|######### | 708/781 [00:37<00:03, 18.73it/s]
 91%|######### | 710/781 [00:37<00:03, 18.83it/s]
 91%|#########1| 712/781 [00:37<00:03, 18.92it/s]
 91%|#########1| 714/781 [00:37<00:03, 19.09it/s]
 92%|#########1| 716/781 [00:38<00:03, 19.21it/s]
 92%|#########1| 718/781 [00:38<00:03, 19.35it/s]
 92%|#########2| 720/781 [00:38<00:03, 19.40it/s]
 92%|#########2| 722/781 [00:38<00:03, 19.52it/s]
 93%|#########2| 724/781 [00:38<00:02, 19.51it/s]
 93%|#########2| 726/781 [00:38<00:02, 19.39it/s]
 93%|#########3| 728/781 [00:38<00:02, 19.28it/s]
 93%|#########3| 730/781 [00:38<00:02, 19.30it/s]
 94%|#########3| 732/781 [00:38<00:02, 19.37it/s]
 94%|#########3| 734/781 [00:38<00:02, 19.40it/s]
 94%|#########4| 736/781 [00:39<00:02, 19.42it/s]
 94%|#########4| 738/781 [00:39<00:02, 19.48it/s]
 95%|#########4| 740/781 [00:39<00:02, 19.55it/s]
 95%|#########5| 742/781 [00:39<00:01, 19.63it/s]
 95%|#########5| 744/781 [00:39<00:01, 19.61it/s]
 96%|#########5| 746/781 [00:39<00:01, 19.68it/s]
 96%|#########5| 748/781 [00:39<00:01, 19.74it/s]
 96%|#########6| 750/781 [00:39<00:01, 19.78it/s]
 96%|#########6| 752/781 [00:39<00:01, 19.69it/s]
 97%|#########6| 754/781 [00:40<00:01, 19.63it/s]
 97%|#########6| 756/781 [00:40<00:01, 19.63it/s]
 97%|#########7| 758/781 [00:40<00:01, 19.60it/s]
 97%|#########7| 760/781 [00:40<00:01, 19.40it/s]
 98%|#########7| 762/781 [00:40<00:00, 19.36it/s]
 98%|#########7| 764/781 [00:40<00:00, 19.36it/s]
 98%|#########8| 766/781 [00:40<00:00, 19.44it/s]
 98%|#########8| 768/781 [00:40<00:00, 19.51it/s]
 99%|#########8| 771/781 [00:40<00:00, 19.73it/s]
 99%|#########8| 773/781 [00:40<00:00, 19.74it/s]
 99%|#########9| 775/781 [00:41<00:00, 19.62it/s]
 99%|#########9| 777/781 [00:41<00:00, 19.50it/s]
100%|#########9| 779/781 [00:41<00:00, 19.47it/s]
100%|##########| 781/781 [00:41<00:00, 19.45it/s]
100%|##########| 781/781 [00:41<00:00, 18.87it/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<00:43,  1.01s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.02s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.09s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:46,  1.10s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:46,  1.10s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:48,  1.15s/it]
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  1%|1         | 8/781 [00:00<00:40, 18.99it/s]
  1%|1         | 10/781 [00:00<00:40, 18.92it/s]
  2%|1         | 12/781 [00:00<00:40, 18.98it/s]
  2%|1         | 14/781 [00:00<00:40, 19.04it/s]
  2%|2         | 16/781 [00:00<00:40, 19.06it/s]
  2%|2         | 18/781 [00:00<00:39, 19.08it/s]
  3%|2         | 20/781 [00:01<00:39, 19.11it/s]
  3%|2         | 22/781 [00:01<00:39, 19.12it/s]
  3%|3         | 24/781 [00:01<00:39, 19.14it/s]
  3%|3         | 26/781 [00:01<00:39, 19.16it/s]
  4%|3         | 28/781 [00:01<00:39, 19.02it/s]
  4%|3         | 30/781 [00:01<00:40, 18.65it/s]
  4%|4         | 32/781 [00:01<00:39, 18.82it/s]
  4%|4         | 34/781 [00:01<00:39, 18.94it/s]
  5%|4         | 36/781 [00:01<00:39, 19.03it/s]
  5%|4         | 38/781 [00:01<00:38, 19.07it/s]
  5%|5         | 40/781 [00:02<00:38, 19.10it/s]
  5%|5         | 42/781 [00:02<00:38, 19.15it/s]
  6%|5         | 44/781 [00:02<00:38, 19.18it/s]
  6%|5         | 46/781 [00:02<00:38, 19.23it/s]
  6%|6         | 48/781 [00:02<00:38, 19.23it/s]
  6%|6         | 50/781 [00:02<00:37, 19.24it/s]
  7%|6         | 52/781 [00:02<00:37, 19.25it/s]
  7%|6         | 54/781 [00:02<00:37, 19.27it/s]
  7%|7         | 56/781 [00:02<00:37, 19.25it/s]
  7%|7         | 58/781 [00:03<00:37, 19.25it/s]
  8%|7         | 60/781 [00:03<00:37, 19.14it/s]
  8%|7         | 62/781 [00:03<00:37, 18.99it/s]
  8%|8         | 64/781 [00:03<00:37, 19.05it/s]
  8%|8         | 66/781 [00:03<00:37, 18.94it/s]
  9%|8         | 68/781 [00:03<00:37, 18.87it/s]
  9%|8         | 70/781 [00:03<00:37, 18.81it/s]
  9%|9         | 72/781 [00:03<00:37, 18.76it/s]
  9%|9         | 74/781 [00:03<00:37, 18.76it/s]
 10%|9         | 76/781 [00:03<00:37, 18.75it/s]
 10%|9         | 78/781 [00:04<00:37, 18.80it/s]
 10%|#         | 80/781 [00:04<00:37, 18.73it/s]
 10%|#         | 82/781 [00:04<00:37, 18.71it/s]
 11%|#         | 84/781 [00:04<00:37, 18.70it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.71it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.79it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.81it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.71it/s]
 12%|#2        | 94/781 [00:04<00:36, 18.73it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.65it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.74it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.81it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.86it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.92it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.96it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.03it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.85it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.60it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.70it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.71it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.51it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.60it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.42it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.53it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.67it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.92it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.83it/s]
 17%|#6        | 132/781 [00:06<00:34, 18.75it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.83it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.85it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.69it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.92it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.72it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.92it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.83it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.73it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.59it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.56it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.67it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.50it/s]
 20%|##        | 158/781 [00:08<00:33, 18.64it/s]
 20%|##        | 160/781 [00:08<00:33, 18.74it/s]
 21%|##        | 162/781 [00:08<00:32, 18.95it/s]
 21%|##        | 164/781 [00:08<00:32, 18.74it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.56it/s]
 22%|##1       | 168/781 [00:08<00:33, 18.49it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.51it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.48it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.50it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.52it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.60it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.61it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.84it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.84it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.74it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.85it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.94it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.92it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.93it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.79it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.98it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.98it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.83it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.08it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.95it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.13it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.03it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.92it/s]
 27%|##7       | 214/781 [00:11<00:29, 18.95it/s]
 28%|##7       | 216/781 [00:11<00:29, 18.94it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.96it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.99it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.02it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.11it/s]
 29%|##8       | 226/781 [00:11<00:29, 18.94it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.97it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.96it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.02it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.04it/s]
 30%|###       | 236/781 [00:12<00:28, 18.97it/s]
 30%|###       | 238/781 [00:12<00:28, 18.83it/s]
 31%|###       | 240/781 [00:12<00:28, 19.07it/s]
 31%|###       | 242/781 [00:12<00:28, 18.94it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.09it/s]
 31%|###1      | 246/781 [00:13<00:28, 19.10it/s]
 32%|###1      | 248/781 [00:13<00:28, 19.02it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.04it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.02it/s]
 33%|###2      | 254/781 [00:13<00:27, 18.87it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.73it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.71it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.77it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.75it/s]
 34%|###3      | 264/781 [00:13<00:27, 18.97it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.84it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.90it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.97it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.00it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.09it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.92it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.93it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.98it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.05it/s]
 36%|###6      | 284/781 [00:15<00:26, 19.04it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.18it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.13it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.10it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.97it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.96it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.11it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.10it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.95it/s]
 39%|###8      | 302/781 [00:15<00:25, 19.03it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.08it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.24it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.16it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.76it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.95it/s]
 40%|####      | 314/781 [00:16<00:24, 18.97it/s]
 40%|####      | 316/781 [00:16<00:24, 19.01it/s]
 41%|####      | 318/781 [00:16<00:24, 18.99it/s]
 41%|####      | 320/781 [00:16<00:24, 18.96it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.77it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.74it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.65it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.68it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.54it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.60it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.66it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.64it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.55it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.56it/s]
 44%|####3     | 342/781 [00:18<00:24, 18.19it/s]
 44%|####4     | 344/781 [00:18<00:24, 18.07it/s]
 44%|####4     | 346/781 [00:18<00:24, 18.03it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.22it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.08it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.24it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.19it/s]
 46%|####5     | 356/781 [00:18<00:23, 18.40it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.27it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.45it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.41it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.43it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.34it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.61it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.57it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.79it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.82it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.90it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.82it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.88it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.02it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.02it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.02it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.89it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.92it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.07it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.90it/s]
 51%|#####     | 396/781 [00:21<00:20, 19.03it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.98it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.93it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.92it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.85it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.93it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.82it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.96it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.87it/s]
 53%|#####3    | 414/781 [00:21<00:19, 18.90it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.79it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.98it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.93it/s]
 54%|#####4    | 422/781 [00:22<00:18, 18.91it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.80it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.01it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.96it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.98it/s]
 55%|#####5    | 432/781 [00:22<00:18, 19.01it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.97it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.99it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.93it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.83it/s]
 57%|#####6    | 442/781 [00:23<00:17, 18.88it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.08it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.88it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.99it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.95it/s]
 58%|#####7    | 452/781 [00:23<00:17, 18.81it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.99it/s]
 58%|#####8    | 456/781 [00:24<00:17, 19.03it/s]
 59%|#####8    | 458/781 [00:24<00:16, 19.05it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.85it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.90it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.92it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.80it/s]
 60%|#####9    | 468/781 [00:24<00:16, 18.94it/s]
 60%|######    | 470/781 [00:24<00:16, 18.96it/s]
 60%|######    | 472/781 [00:25<00:16, 18.85it/s]
 61%|######    | 474/781 [00:25<00:16, 18.99it/s]
 61%|######    | 476/781 [00:25<00:16, 18.97it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.83it/s]
 61%|######1   | 480/781 [00:25<00:15, 18.96it/s]
 62%|######1   | 482/781 [00:25<00:15, 18.95it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.93it/s]
 62%|######2   | 486/781 [00:25<00:15, 18.93it/s]
 62%|######2   | 488/781 [00:25<00:15, 18.95it/s]
 63%|######2   | 490/781 [00:25<00:15, 18.93it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.97it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.88it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.75it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.82it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.84it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.87it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.92it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.87it/s]
 65%|######5   | 508/781 [00:26<00:14, 18.91it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.93it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.93it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.87it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.86it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.70it/s]
 67%|######6   | 520/781 [00:27<00:14, 18.50it/s]
 67%|######6   | 522/781 [00:27<00:14, 18.46it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.51it/s]
 67%|######7   | 526/781 [00:27<00:13, 18.64it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.70it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.43it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.45it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.44it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.32it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.37it/s]
 69%|######9   | 540/781 [00:28<00:13, 18.36it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.58it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.71it/s]
 70%|######9   | 546/781 [00:28<00:12, 18.82it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.91it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.95it/s]
 71%|#######   | 552/781 [00:29<00:12, 19.00it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.86it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.92it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.93it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.97it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.83it/s]
 72%|#######2  | 564/781 [00:29<00:11, 18.75it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.72it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.73it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.81it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.87it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.80it/s]
 74%|#######3  | 576/781 [00:30<00:10, 18.73it/s]
 74%|#######4  | 578/781 [00:30<00:10, 18.70it/s]
 74%|#######4  | 580/781 [00:30<00:10, 18.66it/s]
 75%|#######4  | 582/781 [00:30<00:10, 18.60it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.57it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.56it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.60it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.56it/s]
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Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:49<00:01,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:05<00:00,  5.17s/it]
100%|##########| 1/1 [00:05<00:00,  5.17s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:09, 15.85it/s]
  3%|2         | 4/157 [00:00<00:09, 15.96it/s]
  4%|3         | 6/157 [00:00<00:09, 16.54it/s]
  5%|5         | 8/157 [00:00<00:08, 16.85it/s]
  6%|6         | 10/157 [00:00<00:08, 16.97it/s]
  8%|7         | 12/157 [00:00<00:08, 17.03it/s]
  9%|8         | 14/157 [00:00<00:08, 17.08it/s]
 10%|#         | 16/157 [00:00<00:08, 17.12it/s]
 11%|#1        | 18/157 [00:01<00:08, 17.13it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.98it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.87it/s]
 15%|#5        | 24/157 [00:01<00:07, 17.07it/s]
 17%|#6        | 26/157 [00:01<00:07, 17.06it/s]
 18%|#7        | 28/157 [00:01<00:07, 17.09it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.14it/s]
 20%|##        | 32/157 [00:01<00:07, 17.15it/s]
 22%|##1       | 34/157 [00:02<00:07, 17.07it/s]
 23%|##2       | 36/157 [00:02<00:07, 17.13it/s]
 24%|##4       | 38/157 [00:02<00:06, 17.13it/s]
 25%|##5       | 40/157 [00:02<00:06, 17.17it/s]
 27%|##6       | 42/157 [00:02<00:06, 17.19it/s]
 28%|##8       | 44/157 [00:02<00:06, 17.20it/s]
 29%|##9       | 46/157 [00:02<00:06, 17.19it/s]
 31%|###       | 48/157 [00:02<00:06, 17.19it/s]
 32%|###1      | 50/157 [00:02<00:06, 17.23it/s]
 33%|###3      | 52/157 [00:03<00:06, 17.24it/s]
 34%|###4      | 54/157 [00:03<00:05, 17.21it/s]
 36%|###5      | 56/157 [00:03<00:05, 17.21it/s]
 37%|###6      | 58/157 [00:03<00:05, 17.22it/s]
 38%|###8      | 60/157 [00:03<00:05, 17.24it/s]
 39%|###9      | 62/157 [00:03<00:05, 17.20it/s]
 41%|####      | 64/157 [00:03<00:05, 17.23it/s]
 42%|####2     | 66/157 [00:03<00:05, 17.23it/s]
 43%|####3     | 68/157 [00:03<00:05, 17.23it/s]
 45%|####4     | 70/157 [00:04<00:05, 17.22it/s]
 46%|####5     | 72/157 [00:04<00:04, 17.22it/s]
 47%|####7     | 74/157 [00:04<00:04, 17.21it/s]
 48%|####8     | 76/157 [00:04<00:04, 17.22it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.15it/s]
 51%|#####     | 80/157 [00:04<00:04, 17.18it/s]
 52%|#####2    | 82/157 [00:04<00:04, 17.15it/s]
 54%|#####3    | 84/157 [00:04<00:04, 17.19it/s]
 55%|#####4    | 86/157 [00:05<00:04, 17.19it/s]
 56%|#####6    | 88/157 [00:05<00:04, 17.22it/s]
 57%|#####7    | 90/157 [00:05<00:03, 17.24it/s]
 59%|#####8    | 92/157 [00:05<00:03, 17.24it/s]
 60%|#####9    | 94/157 [00:05<00:03, 17.28it/s]
 61%|######1   | 96/157 [00:05<00:03, 17.27it/s]
 62%|######2   | 98/157 [00:05<00:03, 17.27it/s]
 64%|######3   | 100/157 [00:05<00:03, 17.27it/s]
 65%|######4   | 102/157 [00:05<00:03, 17.25it/s]
 66%|######6   | 104/157 [00:06<00:03, 17.22it/s]
 68%|######7   | 106/157 [00:06<00:02, 17.23it/s]
 69%|######8   | 108/157 [00:06<00:02, 17.25it/s]
 70%|#######   | 110/157 [00:06<00:02, 17.27it/s]
 71%|#######1  | 112/157 [00:06<00:02, 17.27it/s]
 73%|#######2  | 114/157 [00:06<00:02, 17.21it/s]
 74%|#######3  | 116/157 [00:06<00:02, 17.21it/s]
 75%|#######5  | 118/157 [00:06<00:02, 17.12it/s]
 76%|#######6  | 120/157 [00:06<00:02, 17.14it/s]
 78%|#######7  | 122/157 [00:07<00:02, 17.18it/s]
 79%|#######8  | 124/157 [00:07<00:01, 17.13it/s]
 80%|########  | 126/157 [00:07<00:01, 17.19it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.06it/s]
 83%|########2 | 130/157 [00:07<00:01, 17.11it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.88it/s]
 85%|########5 | 134/157 [00:07<00:01, 16.94it/s]
 87%|########6 | 136/157 [00:07<00:01, 16.89it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.98it/s]
 89%|########9 | 140/157 [00:08<00:00, 17.04it/s]
 90%|######### | 142/157 [00:08<00:00, 16.97it/s]
 92%|#########1| 144/157 [00:08<00:00, 17.01it/s]
 93%|#########2| 146/157 [00:08<00:00, 17.06it/s]
 94%|#########4| 148/157 [00:08<00:00, 17.12it/s]
 96%|#########5| 150/157 [00:08<00:00, 17.19it/s]
 97%|#########6| 152/157 [00:08<00:00, 17.24it/s]
 98%|#########8| 154/157 [00:08<00:00, 17.22it/s]
 99%|#########9| 156/157 [00:09<00:00, 17.21it/s]
100%|##########| 157/157 [00:09<00:00, 17.20it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.00it/s]
  1%|          | 4/781 [00:00<00:40, 18.99it/s]
  1%|          | 6/781 [00:00<00:41, 18.88it/s]
  1%|1         | 8/781 [00:00<00:41, 18.76it/s]
  1%|1         | 10/781 [00:00<00:41, 18.65it/s]
  2%|1         | 12/781 [00:00<00:41, 18.60it/s]
  2%|1         | 14/781 [00:00<00:41, 18.57it/s]
  2%|2         | 16/781 [00:00<00:41, 18.59it/s]
  2%|2         | 18/781 [00:00<00:41, 18.53it/s]
  3%|2         | 20/781 [00:01<00:41, 18.51it/s]
  3%|2         | 22/781 [00:01<00:41, 18.42it/s]
  3%|3         | 24/781 [00:01<00:41, 18.30it/s]
  3%|3         | 26/781 [00:01<00:41, 18.35it/s]
  4%|3         | 28/781 [00:01<00:41, 18.35it/s]
  4%|3         | 30/781 [00:01<00:40, 18.39it/s]
  4%|4         | 32/781 [00:01<00:40, 18.48it/s]
  4%|4         | 34/781 [00:01<00:40, 18.50it/s]
  5%|4         | 36/781 [00:01<00:40, 18.50it/s]
  5%|4         | 38/781 [00:02<00:40, 18.51it/s]
  5%|5         | 40/781 [00:02<00:39, 18.65it/s]
  5%|5         | 42/781 [00:02<00:39, 18.77it/s]
  6%|5         | 44/781 [00:02<00:39, 18.82it/s]
  6%|5         | 46/781 [00:02<00:38, 18.90it/s]
  6%|6         | 48/781 [00:02<00:38, 18.92it/s]
  6%|6         | 50/781 [00:02<00:38, 18.93it/s]
  7%|6         | 52/781 [00:02<00:38, 18.87it/s]
  7%|6         | 54/781 [00:02<00:38, 18.93it/s]
  7%|7         | 56/781 [00:02<00:38, 18.95it/s]
  7%|7         | 58/781 [00:03<00:38, 18.93it/s]
  8%|7         | 60/781 [00:03<00:38, 18.93it/s]
  8%|7         | 62/781 [00:03<00:37, 18.93it/s]
  8%|8         | 64/781 [00:03<00:37, 18.92it/s]
  8%|8         | 66/781 [00:03<00:37, 18.93it/s]
  9%|8         | 68/781 [00:03<00:37, 18.86it/s]
  9%|8         | 70/781 [00:03<00:37, 18.81it/s]
  9%|9         | 72/781 [00:03<00:37, 18.74it/s]
  9%|9         | 74/781 [00:03<00:38, 18.33it/s]
 10%|9         | 76/781 [00:04<00:38, 18.36it/s]
 10%|9         | 78/781 [00:04<00:38, 18.35it/s]
 10%|#         | 80/781 [00:04<00:38, 18.39it/s]
 10%|#         | 82/781 [00:04<00:38, 18.38it/s]
 11%|#         | 84/781 [00:04<00:37, 18.37it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.40it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.42it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.41it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.40it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.41it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.41it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.43it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.43it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.47it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.47it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.44it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.46it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.47it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.45it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.28it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.33it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.41it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.45it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.48it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.63it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.70it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.75it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.81it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.86it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.89it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.91it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.78it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.71it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.62it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.67it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.72it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.66it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.48it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.54it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.61it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.71it/s]
 20%|##        | 158/781 [00:08<00:33, 18.62it/s]
 20%|##        | 160/781 [00:08<00:33, 18.71it/s]
 21%|##        | 162/781 [00:08<00:33, 18.75it/s]
 21%|##        | 164/781 [00:08<00:32, 18.78it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.73it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.49it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.55it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.65it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.65it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.61it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.57it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.49it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.48it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.66it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.74it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.82it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.89it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.95it/s]
 25%|##4       | 194/781 [00:10<00:30, 18.98it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.02it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.00it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.00it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.98it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.00it/s]
 26%|##6       | 206/781 [00:11<00:30, 19.00it/s]
 27%|##6       | 208/781 [00:11<00:30, 19.00it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.99it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.01it/s]
 27%|##7       | 214/781 [00:11<00:29, 18.97it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.00it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.00it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.60it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.69it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.75it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.82it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.84it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.89it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.90it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.84it/s]
 30%|###       | 236/781 [00:12<00:29, 18.71it/s]
 30%|###       | 238/781 [00:12<00:29, 18.62it/s]
 31%|###       | 240/781 [00:12<00:28, 18.69it/s]
 31%|###       | 242/781 [00:12<00:28, 18.75it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.82it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.83it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.76it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.66it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.58it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.53it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.54it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.58it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.50it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.45it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.54it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.63it/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, 18.72it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.62it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.58it/s]
 36%|###5      | 278/781 [00:14<00:27, 18.52it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.62it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.72it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.72it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.61it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.53it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.49it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.45it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.47it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.46it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.46it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.43it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.45it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.44it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.43it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.42it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.39it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.40it/s]
 40%|####      | 314/781 [00:16<00:25, 18.39it/s]
 40%|####      | 316/781 [00:16<00:25, 18.44it/s]
 41%|####      | 318/781 [00:17<00:25, 18.39it/s]
 41%|####      | 320/781 [00:17<00:24, 18.50it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.52it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.61it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.56it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.69it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.69it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.74it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.64it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.69it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.67it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.65it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.56it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.35it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.50it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.56it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.51it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.77it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.79it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.79it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.71it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.94it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.83it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.03it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.04it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.01it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.99it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.97it/s]
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 50%|####9     | 388/781 [00:20<00:21, 18.63it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.69it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.50it/s]
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 51%|#####     | 396/781 [00:21<00:20, 18.62it/s]
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 51%|#####1    | 400/781 [00:21<00:20, 18.62it/s]
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100%|#########9| 780/781 [00:41<00:00, 19.17it/s]
100%|##########| 781/781 [00:41<00:00, 18.74it/s]




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Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
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Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.22s/it]
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Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.26s/it]
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Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.05s/it]
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 19%|#9        | 150/781 [00:07<00:33, 18.64it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.66it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.76it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.76it/s]
 20%|##        | 158/781 [00:08<00:33, 18.67it/s]
 20%|##        | 160/781 [00:08<00:33, 18.63it/s]
 21%|##        | 162/781 [00:08<00:32, 18.77it/s]
 21%|##        | 164/781 [00:08<00:32, 18.86it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.74it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.90it/s]
 22%|##1       | 170/781 [00:09<00:32, 19.02it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.09it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.09it/s]
 23%|##2       | 176/781 [00:09<00:31, 18.91it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.80it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.71it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.66it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.66it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.68it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.69it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.68it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.68it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.71it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.68it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.67it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.70it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.74it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.57it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.61it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.69it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.87it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.93it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.02it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.10it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.15it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.12it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.15it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.21it/s]
 29%|##8       | 226/781 [00:12<00:28, 19.22it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.20it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.22it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.22it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.21it/s]
 30%|###       | 236/781 [00:12<00:28, 19.15it/s]
 30%|###       | 238/781 [00:12<00:28, 19.16it/s]
 31%|###       | 240/781 [00:12<00:28, 19.11it/s]
 31%|###       | 242/781 [00:12<00:28, 19.08it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.06it/s]
 31%|###1      | 246/781 [00:13<00:28, 19.07it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.06it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.05it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.11it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.14it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.16it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.17it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.15it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.11it/s]
 34%|###3      | 264/781 [00:14<00:27, 19.11it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.13it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.15it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.15it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.17it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.18it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.14it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.14it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.15it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.17it/s]
 36%|###6      | 284/781 [00:15<00:25, 19.17it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.16it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.17it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.15it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.13it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.13it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.17it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.18it/s]
 38%|###8      | 300/781 [00:15<00:25, 19.12it/s]
 39%|###8      | 302/781 [00:15<00:25, 19.13it/s]
 39%|###8      | 304/781 [00:16<00:25, 19.00it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.02it/s]
 39%|###9      | 308/781 [00:16<00:24, 18.94it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.98it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.06it/s]
 40%|####      | 314/781 [00:16<00:24, 19.07it/s]
 40%|####      | 316/781 [00:16<00:24, 18.96it/s]
 41%|####      | 318/781 [00:16<00:24, 19.01it/s]
 41%|####      | 320/781 [00:16<00:24, 18.89it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.97it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.69it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.75it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.56it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.81it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.54it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.64it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.82it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.71it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.72it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.66it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.52it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.69it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.71it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.54it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.64it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.79it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.67it/s]
 46%|####5     | 358/781 [00:18<00:22, 18.75it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.94it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.92it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.65it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.70it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.90it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.86it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.71it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.55it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.51it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.37it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.37it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.39it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.55it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.65it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.72it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.77it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.82it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.63it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.41it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.36it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.42it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.25it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.28it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.30it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.26it/s]
 52%|#####2    | 410/781 [00:21<00:20, 18.54it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.68it/s]
 53%|#####3    | 414/781 [00:21<00:19, 18.60it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.76it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.65it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.70it/s]
 54%|#####4    | 422/781 [00:22<00:18, 18.90it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.87it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.87it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.73it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.77it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.77it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.81it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.89it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.83it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.80it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.53it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.64it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.70it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.78it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.83it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.83it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.90it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.91it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.93it/s]
 59%|#####8    | 460/781 [00:24<00:16, 18.91it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.94it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.73it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.62it/s]
 60%|#####9    | 468/781 [00:24<00:17, 18.38it/s]
 60%|######    | 470/781 [00:24<00:16, 18.36it/s]
 60%|######    | 472/781 [00:25<00:16, 18.33it/s]
 61%|######    | 474/781 [00:25<00:16, 18.30it/s]
 61%|######    | 476/781 [00:25<00:16, 18.47it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.37it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.35it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.31it/s]
 62%|######1   | 484/781 [00:25<00:16, 18.45it/s]
 62%|######2   | 486/781 [00:25<00:16, 18.30it/s]
 62%|######2   | 488/781 [00:25<00:16, 18.31it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.38it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.34it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.63it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.71it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.58it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.75it/s]
 64%|######4   | 502/781 [00:26<00:15, 18.50it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.57it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.34it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.59it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.51it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.58it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.54it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.43it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.39it/s]
 67%|######6   | 520/781 [00:27<00:14, 18.21it/s]
 67%|######6   | 522/781 [00:27<00:14, 18.26it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.52it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.36it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.48it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.44it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.60it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.52it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.76it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.65it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.68it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.62it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.72it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.84it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.71it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.65it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.72it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.62it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.56it/s]
 71%|#######1  | 558/781 [00:29<00:12, 18.49it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.46it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.43it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.42it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.42it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.29it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.43it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.44it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.29it/s]
 74%|#######3  | 576/781 [00:30<00:11, 18.45it/s]
 74%|#######4  | 578/781 [00:30<00:11, 18.29it/s]
 74%|#######4  | 580/781 [00:30<00:10, 18.49it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.56it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.61it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.56it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.70it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.67it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.71it/s]
 76%|#######6  | 594/781 [00:31<00:09, 18.79it/s]
 76%|#######6  | 596/781 [00:31<00:09, 18.83it/s]
 77%|#######6  | 598/781 [00:31<00:09, 18.87it/s]
 77%|#######6  | 600/781 [00:31<00:09, 18.88it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.92it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.65it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.66it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.75it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.67it/s]
 78%|#######8  | 612/781 [00:32<00:09, 18.71it/s]
 79%|#######8  | 614/781 [00:32<00:08, 18.89it/s]
 79%|#######8  | 616/781 [00:32<00:08, 18.74it/s]
 79%|#######9  | 618/781 [00:32<00:08, 18.95it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.95it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.70it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.64it/s]
 80%|########  | 626/781 [00:33<00:08, 18.83it/s]
 80%|########  | 628/781 [00:33<00:08, 18.72it/s]
 81%|########  | 630/781 [00:33<00:08, 18.62it/s]
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 83%|########3 | 650/781 [00:34<00:07, 18.57it/s]
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 84%|########4 | 658/781 [00:35<00:06, 18.93it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.96it/s]
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 86%|########5 | 670/781 [00:35<00:05, 18.84it/s]
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 90%|########9 | 700/781 [00:37<00:04, 18.55it/s]
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 91%|######### | 710/781 [00:37<00:03, 18.61it/s]
 91%|#########1| 712/781 [00:37<00:03, 18.66it/s]
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 92%|#########2| 720/781 [00:38<00:03, 18.56it/s]
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 93%|#########2| 726/781 [00:38<00:02, 18.68it/s]
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100%|##########| 781/781 [00:41<00:00, 18.75it/s]




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 57%|#####7    | 90/157 [00:05<00:03, 18.18it/s]
 59%|#####8    | 92/157 [00:05<00:03, 17.85it/s]
 60%|#####9    | 94/157 [00:05<00:03, 17.76it/s]
 61%|######1   | 96/157 [00:05<00:03, 17.41it/s]
 62%|######2   | 98/157 [00:05<00:03, 17.73it/s]
 64%|######3   | 100/157 [00:05<00:03, 18.08it/s]
 65%|######4   | 102/157 [00:05<00:03, 18.31it/s]
 66%|######6   | 104/157 [00:05<00:02, 18.48it/s]
 68%|######7   | 106/157 [00:05<00:02, 18.16it/s]
 69%|######8   | 108/157 [00:06<00:02, 18.38it/s]
 70%|#######   | 110/157 [00:06<00:02, 18.42it/s]
 71%|#######1  | 112/157 [00:06<00:02, 18.55it/s]
 73%|#######2  | 114/157 [00:06<00:02, 18.61it/s]
 74%|#######3  | 116/157 [00:06<00:02, 18.18it/s]
 75%|#######5  | 118/157 [00:06<00:02, 18.31it/s]
 76%|#######6  | 120/157 [00:06<00:02, 17.98it/s]
 78%|#######7  | 122/157 [00:06<00:01, 18.08it/s]
 79%|#######8  | 124/157 [00:06<00:01, 18.15it/s]
 80%|########  | 126/157 [00:07<00:01, 17.79it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.29it/s]
 83%|########2 | 130/157 [00:07<00:01, 17.09it/s]
 84%|########4 | 132/157 [00:07<00:01, 17.13it/s]
 85%|########5 | 134/157 [00:07<00:01, 17.10it/s]
 87%|########6 | 136/157 [00:07<00:01, 17.19it/s]
 88%|########7 | 138/157 [00:07<00:01, 17.40it/s]
 89%|########9 | 140/157 [00:07<00:00, 17.32it/s]
 90%|######### | 142/157 [00:08<00:00, 17.58it/s]
 92%|#########1| 144/157 [00:08<00:00, 17.28it/s]
 93%|#########2| 146/157 [00:08<00:00, 17.60it/s]
 94%|#########4| 148/157 [00:08<00:00, 17.98it/s]
 96%|#########5| 150/157 [00:08<00:00, 17.97it/s]
 97%|#########6| 152/157 [00:08<00:00, 17.49it/s]
 98%|#########8| 154/157 [00:08<00:00, 17.01it/s]
 99%|#########9| 156/157 [00:08<00:00, 16.81it/s]
100%|##########| 157/157 [00:08<00:00, 17.71it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:47, 16.53it/s]
  1%|          | 5/781 [00:00<00:40, 19.26it/s]
  1%|1         | 8/781 [00:00<00:38, 20.24it/s]
  1%|1         | 11/781 [00:00<00:38, 20.20it/s]
  2%|1         | 14/781 [00:00<00:38, 19.88it/s]
  2%|2         | 16/781 [00:00<00:39, 19.38it/s]
  2%|2         | 19/781 [00:00<00:38, 19.93it/s]
  3%|2         | 22/781 [00:01<00:37, 20.11it/s]
  3%|3         | 25/781 [00:01<00:37, 19.99it/s]
  4%|3         | 28/781 [00:01<00:37, 20.12it/s]
  4%|3         | 31/781 [00:01<00:37, 20.03it/s]
  4%|4         | 34/781 [00:01<00:37, 20.06it/s]
  5%|4         | 37/781 [00:01<00:37, 19.73it/s]
  5%|5         | 40/781 [00:02<00:37, 19.97it/s]
  6%|5         | 43/781 [00:02<00:36, 20.27it/s]
  6%|5         | 46/781 [00:02<00:35, 20.56it/s]
  6%|6         | 49/781 [00:02<00:35, 20.81it/s]
  7%|6         | 52/781 [00:02<00:34, 20.97it/s]
  7%|7         | 55/781 [00:02<00:35, 20.19it/s]
  7%|7         | 58/781 [00:02<00:36, 19.65it/s]
  8%|7         | 60/781 [00:03<00:37, 19.13it/s]
  8%|7         | 62/781 [00:03<00:38, 18.61it/s]
  8%|8         | 64/781 [00:03<00:39, 18.30it/s]
  8%|8         | 66/781 [00:03<00:39, 18.31it/s]
  9%|8         | 68/781 [00:03<00:38, 18.49it/s]
  9%|9         | 71/781 [00:03<00:36, 19.20it/s]
  9%|9         | 73/781 [00:03<00:36, 19.38it/s]
 10%|9         | 76/781 [00:03<00:35, 19.92it/s]
 10%|9         | 78/781 [00:03<00:36, 19.36it/s]
 10%|#         | 80/781 [00:04<00:37, 18.86it/s]
 10%|#         | 82/781 [00:04<00:37, 18.89it/s]
 11%|#         | 84/781 [00:04<00:37, 18.76it/s]
 11%|#1        | 87/781 [00:04<00:36, 19.12it/s]
 11%|#1        | 89/781 [00:04<00:36, 18.96it/s]
 12%|#1        | 91/781 [00:04<00:36, 19.08it/s]
 12%|#1        | 93/781 [00:04<00:36, 18.67it/s]
 12%|#2        | 95/781 [00:04<00:36, 18.89it/s]
 13%|#2        | 98/781 [00:05<00:34, 19.61it/s]
 13%|#2        | 100/781 [00:05<00:34, 19.67it/s]
 13%|#3        | 102/781 [00:05<00:34, 19.45it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.85it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.02it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.72it/s]
 14%|#4        | 111/781 [00:05<00:34, 19.52it/s]
 15%|#4        | 114/781 [00:05<00:33, 20.10it/s]
 15%|#4        | 117/781 [00:05<00:32, 20.51it/s]
 15%|#5        | 120/781 [00:06<00:32, 20.10it/s]
 16%|#5        | 123/781 [00:06<00:33, 19.67it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.62it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.09it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.70it/s]
 17%|#6        | 132/781 [00:06<00:35, 18.38it/s]
 17%|#7        | 134/781 [00:06<00:35, 18.16it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.37it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.51it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.43it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.35it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.68it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.61it/s]
 19%|#9        | 149/781 [00:07<00:32, 19.52it/s]
 19%|#9        | 152/781 [00:07<00:31, 19.83it/s]
 20%|#9        | 154/781 [00:07<00:31, 19.68it/s]
 20%|##        | 157/781 [00:08<00:32, 19.46it/s]
 20%|##        | 160/781 [00:08<00:31, 19.47it/s]
 21%|##        | 162/781 [00:08<00:32, 18.85it/s]
 21%|##        | 164/781 [00:08<00:33, 18.54it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.58it/s]
 22%|##1       | 169/781 [00:08<00:31, 19.15it/s]
 22%|##1       | 171/781 [00:08<00:31, 19.12it/s]
 22%|##2       | 174/781 [00:08<00:31, 19.38it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.44it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.08it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.80it/s]
 23%|##3       | 183/781 [00:09<00:30, 19.30it/s]
 24%|##3       | 185/781 [00:09<00:31, 18.99it/s]
 24%|##3       | 187/781 [00:09<00:31, 18.75it/s]
 24%|##4       | 189/781 [00:09<00:31, 18.94it/s]
 24%|##4       | 191/781 [00:09<00:30, 19.11it/s]
 25%|##4       | 193/781 [00:09<00:30, 19.25it/s]
 25%|##4       | 195/781 [00:10<00:30, 18.92it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.40it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.09it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.85it/s]
 26%|##6       | 205/781 [00:10<00:29, 19.60it/s]
 27%|##6       | 207/781 [00:10<00:29, 19.62it/s]
 27%|##6       | 210/781 [00:10<00:28, 19.85it/s]
 27%|##7       | 212/781 [00:10<00:29, 19.50it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.15it/s]
 28%|##7       | 216/781 [00:11<00:29, 18.88it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.98it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.86it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.94it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.84it/s]
 29%|##8       | 226/781 [00:11<00:30, 18.48it/s]
 29%|##9       | 228/781 [00:11<00:30, 18.28it/s]
 29%|##9       | 230/781 [00:11<00:30, 18.11it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.01it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.47it/s]
 30%|###       | 236/781 [00:12<00:29, 18.69it/s]
 30%|###       | 238/781 [00:12<00:29, 18.67it/s]
 31%|###       | 241/781 [00:12<00:28, 19.24it/s]
 31%|###1      | 243/781 [00:12<00:27, 19.36it/s]
 31%|###1      | 245/781 [00:12<00:28, 19.03it/s]
 32%|###1      | 247/781 [00:12<00:28, 18.79it/s]
 32%|###1      | 249/781 [00:12<00:28, 18.62it/s]
 32%|###2      | 251/781 [00:13<00:28, 18.78it/s]
 32%|###2      | 253/781 [00:13<00:28, 18.75it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.31it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.95it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.60it/s]
 34%|###3      | 262/781 [00:13<00:28, 18.33it/s]
 34%|###3      | 265/781 [00:13<00:26, 19.12it/s]
 34%|###4      | 267/781 [00:13<00:27, 18.88it/s]
 34%|###4      | 269/781 [00:14<00:27, 18.59it/s]
 35%|###4      | 271/781 [00:14<00:27, 18.76it/s]
 35%|###4      | 273/781 [00:14<00:26, 19.03it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.18it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.92it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.95it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.17it/s]
 36%|###6      | 284/781 [00:14<00:26, 19.01it/s]
 37%|###6      | 286/781 [00:14<00:26, 18.76it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.55it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.77it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.02it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.09it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.11it/s]
 38%|###8      | 299/781 [00:15<00:24, 19.62it/s]
 39%|###8      | 301/781 [00:15<00:24, 19.50it/s]
 39%|###8      | 303/781 [00:15<00:24, 19.24it/s]
 39%|###9      | 305/781 [00:15<00:24, 19.36it/s]
 39%|###9      | 307/781 [00:15<00:24, 19.01it/s]
 40%|###9      | 309/781 [00:16<00:24, 19.06it/s]
 40%|###9      | 311/781 [00:16<00:24, 18.96it/s]
 40%|####      | 313/781 [00:16<00:24, 18.74it/s]
 40%|####      | 315/781 [00:16<00:25, 18.60it/s]
 41%|####      | 317/781 [00:16<00:24, 18.92it/s]
 41%|####      | 319/781 [00:16<00:24, 18.69it/s]
 41%|####1     | 321/781 [00:16<00:24, 18.54it/s]
 41%|####1     | 323/781 [00:16<00:24, 18.72it/s]
 42%|####1     | 325/781 [00:16<00:24, 18.67it/s]
 42%|####1     | 327/781 [00:17<00:23, 18.95it/s]
 42%|####2     | 329/781 [00:17<00:23, 19.14it/s]
 43%|####2     | 332/781 [00:17<00:22, 19.69it/s]
 43%|####2     | 335/781 [00:17<00:22, 19.56it/s]
 43%|####3     | 337/781 [00:17<00:23, 19.03it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.18it/s]
 44%|####3     | 342/781 [00:17<00:23, 18.67it/s]
 44%|####4     | 344/781 [00:17<00:23, 18.52it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.33it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.23it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.19it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.00it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.02it/s]
 46%|####5     | 356/781 [00:18<00:23, 17.88it/s]
 46%|####5     | 358/781 [00:18<00:23, 17.98it/s]
 46%|####6     | 360/781 [00:18<00:23, 18.03it/s]
 46%|####6     | 362/781 [00:18<00:23, 17.78it/s]
 47%|####6     | 364/781 [00:19<00:23, 17.75it/s]
 47%|####6     | 366/781 [00:19<00:23, 17.85it/s]
 47%|####7     | 368/781 [00:19<00:23, 17.88it/s]
 47%|####7     | 370/781 [00:19<00:22, 17.98it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.05it/s]
 48%|####7     | 374/781 [00:19<00:22, 18.07it/s]
 48%|####8     | 376/781 [00:19<00:22, 17.91it/s]
 48%|####8     | 378/781 [00:19<00:22, 17.83it/s]
 49%|####8     | 380/781 [00:19<00:22, 17.80it/s]
 49%|####8     | 382/781 [00:20<00:22, 17.72it/s]
 49%|####9     | 384/781 [00:20<00:22, 17.69it/s]
 49%|####9     | 386/781 [00:20<00:22, 17.70it/s]
 50%|####9     | 388/781 [00:20<00:22, 17.66it/s]
 50%|####9     | 390/781 [00:20<00:22, 17.67it/s]
 50%|#####     | 392/781 [00:20<00:21, 17.82it/s]
 50%|#####     | 394/781 [00:20<00:21, 17.92it/s]
 51%|#####     | 396/781 [00:20<00:21, 17.91it/s]
 51%|#####     | 398/781 [00:20<00:21, 17.95it/s]
 51%|#####1    | 400/781 [00:21<00:21, 17.97it/s]
 51%|#####1    | 402/781 [00:21<00:21, 18.01it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.03it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.06it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.09it/s]
 52%|#####2    | 410/781 [00:21<00:20, 18.10it/s]
 53%|#####2    | 412/781 [00:21<00:20, 18.02it/s]
 53%|#####3    | 414/781 [00:21<00:20, 17.91it/s]
 53%|#####3    | 416/781 [00:21<00:20, 17.82it/s]
 54%|#####3    | 418/781 [00:22<00:20, 17.80it/s]
 54%|#####3    | 420/781 [00:22<00:20, 17.83it/s]
 54%|#####4    | 422/781 [00:22<00:20, 17.93it/s]
 54%|#####4    | 424/781 [00:22<00:19, 17.98it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.04it/s]
 55%|#####4    | 428/781 [00:22<00:19, 18.06it/s]
 55%|#####5    | 430/781 [00:22<00:19, 17.84it/s]
 55%|#####5    | 432/781 [00:22<00:19, 17.83it/s]
 56%|#####5    | 434/781 [00:22<00:19, 17.79it/s]
 56%|#####5    | 436/781 [00:23<00:19, 17.81it/s]
 56%|#####6    | 438/781 [00:23<00:19, 17.94it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.01it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.06it/s]
 57%|#####6    | 444/781 [00:23<00:18, 17.97it/s]
 57%|#####7    | 446/781 [00:23<00:18, 17.88it/s]
 57%|#####7    | 448/781 [00:23<00:18, 17.97it/s]
 58%|#####7    | 450/781 [00:23<00:18, 18.05it/s]
 58%|#####7    | 452/781 [00:23<00:18, 18.07it/s]
 58%|#####8    | 454/781 [00:24<00:18, 18.10it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.14it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.14it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.16it/s]
 59%|#####9    | 462/781 [00:24<00:17, 17.95it/s]
 59%|#####9    | 464/781 [00:24<00:17, 18.00it/s]
 60%|#####9    | 466/781 [00:24<00:17, 17.99it/s]
 60%|#####9    | 468/781 [00:24<00:17, 18.01it/s]
 60%|######    | 470/781 [00:24<00:17, 17.98it/s]
 60%|######    | 472/781 [00:25<00:17, 18.00it/s]
 61%|######    | 474/781 [00:25<00:17, 18.03it/s]
 61%|######    | 476/781 [00:25<00:16, 18.02it/s]
 61%|######1   | 478/781 [00:25<00:16, 17.98it/s]
 61%|######1   | 480/781 [00:25<00:16, 17.99it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.01it/s]
 62%|######1   | 484/781 [00:25<00:16, 18.03it/s]
 62%|######2   | 486/781 [00:25<00:16, 17.99it/s]
 62%|######2   | 488/781 [00:25<00:16, 17.88it/s]
 63%|######2   | 490/781 [00:26<00:16, 17.79it/s]
 63%|######2   | 492/781 [00:26<00:16, 17.76it/s]
 63%|######3   | 494/781 [00:26<00:16, 17.83it/s]
 64%|######3   | 496/781 [00:26<00:15, 17.93it/s]
 64%|######3   | 498/781 [00:26<00:15, 17.99it/s]
 64%|######4   | 500/781 [00:26<00:15, 17.95it/s]
 64%|######4   | 502/781 [00:26<00:15, 17.85it/s]
 65%|######4   | 504/781 [00:26<00:15, 17.76it/s]
 65%|######4   | 506/781 [00:26<00:15, 17.72it/s]
 65%|######5   | 508/781 [00:27<00:15, 17.79it/s]
 65%|######5   | 510/781 [00:27<00:15, 17.88it/s]
 66%|######5   | 512/781 [00:27<00:15, 17.82it/s]
 66%|######5   | 514/781 [00:27<00:15, 17.74it/s]
 66%|######6   | 516/781 [00:27<00:14, 17.68it/s]
 66%|######6   | 518/781 [00:27<00:14, 17.80it/s]
 67%|######6   | 520/781 [00:27<00:14, 17.79it/s]
 67%|######6   | 522/781 [00:27<00:14, 17.73it/s]
 67%|######7   | 524/781 [00:28<00:14, 17.68it/s]
 67%|######7   | 526/781 [00:28<00:14, 17.66it/s]
 68%|######7   | 528/781 [00:28<00:14, 17.78it/s]
 68%|######7   | 530/781 [00:28<00:14, 17.76it/s]
 68%|######8   | 532/781 [00:28<00:13, 17.86it/s]
 68%|######8   | 534/781 [00:28<00:13, 17.78it/s]
 69%|######8   | 536/781 [00:28<00:13, 17.69it/s]
 69%|######8   | 538/781 [00:28<00:13, 17.80it/s]
 69%|######9   | 540/781 [00:28<00:13, 17.73it/s]
 69%|######9   | 542/781 [00:29<00:13, 17.74it/s]
 70%|######9   | 544/781 [00:29<00:13, 17.70it/s]
 70%|######9   | 546/781 [00:29<00:13, 17.80it/s]
 70%|#######   | 548/781 [00:29<00:13, 17.90it/s]
 70%|#######   | 550/781 [00:29<00:12, 17.98it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.03it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.05it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.05it/s]
 71%|#######1  | 558/781 [00:29<00:12, 18.01it/s]
 72%|#######1  | 560/781 [00:30<00:12, 18.03it/s]
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100%|##########| 781/781 [00:42<00:00, 18.50it/s]




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Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.25s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.25s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.25s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.25s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:44<00:06,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.25s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.24s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.24s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.24s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.24s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:07<00:00,  7.00s/it]
100%|##########| 1/1 [00:07<00:00,  7.00s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:12, 12.80it/s]
  3%|2         | 4/157 [00:00<00:11, 12.96it/s]
  4%|3         | 6/157 [00:00<00:11, 13.61it/s]
  5%|5         | 8/157 [00:00<00:10, 14.38it/s]
  6%|6         | 10/157 [00:00<00:09, 14.87it/s]
  8%|7         | 12/157 [00:00<00:09, 15.21it/s]
  9%|8         | 14/157 [00:00<00:09, 15.41it/s]
 10%|#         | 16/157 [00:01<00:09, 15.54it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.64it/s]
 13%|#2        | 20/157 [00:01<00:08, 15.72it/s]
 14%|#4        | 22/157 [00:01<00:08, 15.76it/s]
 15%|#5        | 24/157 [00:01<00:08, 15.80it/s]
 17%|#6        | 26/157 [00:01<00:08, 15.83it/s]
 18%|#7        | 28/157 [00:01<00:08, 15.85it/s]
 19%|#9        | 30/157 [00:01<00:07, 15.94it/s]
 20%|##        | 32/157 [00:02<00:07, 16.05it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.12it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.19it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.23it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.27it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.29it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.29it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.29it/s]
 31%|###       | 48/157 [00:03<00:06, 16.10it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.04it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.10it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.14it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.19it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.19it/s]
 38%|###8      | 60/157 [00:03<00:06, 16.12it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.10it/s]
 41%|####      | 64/157 [00:04<00:05, 16.14it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.13it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.15it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.11it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.15it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.18it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.20it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.21it/s]
 51%|#####     | 80/157 [00:05<00:04, 16.21it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.24it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.09it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.08it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.18it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.27it/s]
 59%|#####8    | 92/157 [00:05<00:04, 16.24it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.16it/s]
 61%|######1   | 96/157 [00:06<00:03, 16.21it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.23it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.28it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.27it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.28it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.23it/s]
 69%|######8   | 108/157 [00:06<00:03, 16.16it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.19it/s]
 71%|#######1  | 112/157 [00:07<00:02, 16.22it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.25it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.26it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.24it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.29it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.35it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.37it/s]
 80%|########  | 126/157 [00:07<00:01, 16.27it/s]
 82%|########1 | 128/157 [00:08<00:01, 16.34it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.19it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.40it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.27it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.64it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.45it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.56it/s]
 90%|######### | 142/157 [00:08<00:00, 16.43it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.73it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.54it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.46it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.30it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.33it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.26it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.55it/s]
100%|##########| 157/157 [00:09<00:00, 16.14it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:46, 16.63it/s]
  1%|          | 4/781 [00:00<00:43, 18.00it/s]
  1%|          | 6/781 [00:00<00:43, 17.79it/s]
  1%|1         | 8/781 [00:00<00:43, 17.62it/s]
  1%|1         | 10/781 [00:00<00:42, 18.00it/s]
  2%|1         | 12/781 [00:00<00:42, 18.11it/s]
  2%|1         | 14/781 [00:00<00:42, 18.03it/s]
  2%|2         | 16/781 [00:00<00:42, 17.83it/s]
  2%|2         | 18/781 [00:01<00:42, 17.95it/s]
  3%|2         | 21/781 [00:01<00:40, 18.60it/s]
  3%|2         | 23/781 [00:01<00:41, 18.26it/s]
  3%|3         | 25/781 [00:01<00:41, 18.30it/s]
  3%|3         | 27/781 [00:01<00:41, 18.16it/s]
  4%|3         | 29/781 [00:01<00:41, 18.33it/s]
  4%|3         | 31/781 [00:01<00:41, 18.04it/s]
  4%|4         | 33/781 [00:01<00:41, 17.85it/s]
  4%|4         | 35/781 [00:01<00:40, 18.41it/s]
  5%|4         | 37/781 [00:02<00:39, 18.70it/s]
  5%|4         | 39/781 [00:02<00:40, 18.27it/s]
  5%|5         | 41/781 [00:02<00:40, 18.28it/s]
  6%|5         | 43/781 [00:02<00:40, 18.40it/s]
  6%|5         | 45/781 [00:02<00:41, 17.85it/s]
  6%|6         | 47/781 [00:02<00:41, 17.70it/s]
  6%|6         | 49/781 [00:02<00:41, 17.63it/s]
  7%|6         | 51/781 [00:02<00:39, 18.28it/s]
  7%|6         | 53/781 [00:02<00:40, 18.13it/s]
  7%|7         | 55/781 [00:03<00:40, 17.93it/s]
  7%|7         | 57/781 [00:03<00:39, 18.18it/s]
  8%|7         | 59/781 [00:03<00:40, 18.00it/s]
  8%|7         | 61/781 [00:03<00:38, 18.54it/s]
  8%|8         | 63/781 [00:03<00:38, 18.62it/s]
  8%|8         | 65/781 [00:03<00:38, 18.37it/s]
  9%|8         | 67/781 [00:03<00:39, 18.11it/s]
  9%|8         | 69/781 [00:03<00:38, 18.31it/s]
  9%|9         | 71/781 [00:03<00:39, 18.00it/s]
  9%|9         | 73/781 [00:04<00:39, 17.78it/s]
 10%|9         | 75/781 [00:04<00:39, 17.67it/s]
 10%|9         | 77/781 [00:04<00:39, 17.96it/s]
 10%|#         | 79/781 [00:04<00:39, 17.78it/s]
 10%|#         | 81/781 [00:04<00:38, 18.17it/s]
 11%|#         | 83/781 [00:04<00:38, 17.95it/s]
 11%|#         | 85/781 [00:04<00:38, 18.06it/s]
 11%|#1        | 87/781 [00:04<00:37, 18.27it/s]
 11%|#1        | 89/781 [00:04<00:38, 18.18it/s]
 12%|#1        | 91/781 [00:05<00:38, 17.95it/s]
 12%|#1        | 93/781 [00:05<00:37, 18.16it/s]
 12%|#2        | 95/781 [00:05<00:37, 18.21it/s]
 12%|#2        | 97/781 [00:05<00:37, 18.11it/s]
 13%|#2        | 99/781 [00:05<00:37, 17.97it/s]
 13%|#2        | 101/781 [00:05<00:37, 17.95it/s]
 13%|#3        | 103/781 [00:05<00:37, 18.20it/s]
 13%|#3        | 105/781 [00:05<00:37, 18.27it/s]
 14%|#3        | 107/781 [00:05<00:37, 18.10it/s]
 14%|#3        | 109/781 [00:06<00:36, 18.19it/s]
 14%|#4        | 111/781 [00:06<00:36, 18.40it/s]
 14%|#4        | 113/781 [00:06<00:35, 18.72it/s]
 15%|#4        | 115/781 [00:06<00:35, 18.95it/s]
 15%|#4        | 117/781 [00:06<00:35, 18.66it/s]
 15%|#5        | 119/781 [00:06<00:35, 18.45it/s]
 15%|#5        | 121/781 [00:06<00:36, 18.31it/s]
 16%|#5        | 123/781 [00:06<00:36, 18.21it/s]
 16%|#6        | 125/781 [00:06<00:35, 18.55it/s]
 16%|#6        | 127/781 [00:06<00:35, 18.42it/s]
 17%|#6        | 129/781 [00:07<00:35, 18.25it/s]
 17%|#6        | 131/781 [00:07<00:35, 18.43it/s]
 17%|#7        | 133/781 [00:07<00:34, 18.55it/s]
 17%|#7        | 135/781 [00:07<00:35, 18.22it/s]
 18%|#7        | 137/781 [00:07<00:35, 18.02it/s]
 18%|#7        | 139/781 [00:07<00:35, 18.15it/s]
 18%|#8        | 141/781 [00:07<00:35, 18.08it/s]
 18%|#8        | 143/781 [00:07<00:35, 17.96it/s]
 19%|#8        | 145/781 [00:07<00:35, 17.81it/s]
 19%|#8        | 147/781 [00:08<00:35, 17.88it/s]
 19%|#9        | 149/781 [00:08<00:34, 18.09it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.10it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.14it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.13it/s]
 20%|##        | 158/781 [00:08<00:32, 19.03it/s]
 20%|##        | 160/781 [00:08<00:33, 18.47it/s]
 21%|##        | 162/781 [00:08<00:33, 18.55it/s]
 21%|##        | 164/781 [00:08<00:33, 18.50it/s]
 21%|##1       | 167/781 [00:09<00:31, 19.45it/s]
 22%|##1       | 169/781 [00:09<00:31, 19.47it/s]
 22%|##2       | 172/781 [00:09<00:30, 19.87it/s]
 22%|##2       | 175/781 [00:09<00:30, 19.91it/s]
 23%|##2       | 177/781 [00:09<00:31, 19.37it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.79it/s]
 23%|##3       | 183/781 [00:09<00:29, 19.94it/s]
 24%|##3       | 186/781 [00:10<00:29, 20.05it/s]
 24%|##4       | 189/781 [00:10<00:29, 20.17it/s]
 25%|##4       | 192/781 [00:10<00:29, 19.94it/s]
 25%|##4       | 195/781 [00:10<00:29, 20.07it/s]
 25%|##5       | 198/781 [00:10<00:29, 19.89it/s]
 26%|##5       | 201/781 [00:10<00:28, 20.06it/s]
 26%|##6       | 204/781 [00:10<00:28, 20.20it/s]
 27%|##6       | 207/781 [00:11<00:28, 19.96it/s]
 27%|##6       | 209/781 [00:11<00:28, 19.81it/s]
 27%|##7       | 211/781 [00:11<00:28, 19.81it/s]
 27%|##7       | 214/781 [00:11<00:28, 20.12it/s]
 28%|##7       | 217/781 [00:11<00:28, 20.03it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.46it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.58it/s]
 29%|##8       | 224/781 [00:12<00:28, 19.50it/s]
 29%|##8       | 226/781 [00:12<00:28, 19.32it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.48it/s]
 30%|##9       | 231/781 [00:12<00:27, 19.88it/s]
 30%|##9       | 233/781 [00:12<00:27, 19.73it/s]
 30%|###       | 236/781 [00:12<00:27, 19.88it/s]
 30%|###       | 238/781 [00:12<00:27, 19.60it/s]
 31%|###       | 240/781 [00:12<00:27, 19.43it/s]
 31%|###1      | 243/781 [00:12<00:27, 19.82it/s]
 31%|###1      | 245/781 [00:13<00:27, 19.69it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.63it/s]
 32%|###2      | 250/781 [00:13<00:26, 19.71it/s]
 32%|###2      | 252/781 [00:13<00:26, 19.70it/s]
 33%|###2      | 254/781 [00:13<00:26, 19.61it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.23it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.80it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.78it/s]
 34%|###3      | 263/781 [00:14<00:26, 19.56it/s]
 34%|###3      | 265/781 [00:14<00:26, 19.56it/s]
 34%|###4      | 267/781 [00:14<00:26, 19.15it/s]
 34%|###4      | 269/781 [00:14<00:26, 19.15it/s]
 35%|###4      | 271/781 [00:14<00:27, 18.85it/s]
 35%|###4      | 273/781 [00:14<00:27, 18.72it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.02it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.82it/s]
 36%|###5      | 281/781 [00:14<00:25, 19.33it/s]
 36%|###6      | 284/781 [00:15<00:25, 19.68it/s]
 37%|###6      | 287/781 [00:15<00:24, 19.88it/s]
 37%|###7      | 289/781 [00:15<00:25, 19.35it/s]
 37%|###7      | 291/781 [00:15<00:26, 18.80it/s]
 38%|###7      | 293/781 [00:15<00:26, 18.41it/s]
 38%|###7      | 295/781 [00:15<00:26, 18.08it/s]
 38%|###8      | 297/781 [00:15<00:26, 18.16it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.87it/s]
 39%|###8      | 303/781 [00:16<00:24, 19.32it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.44it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.54it/s]
 40%|###9      | 311/781 [00:16<00:23, 19.84it/s]
 40%|####      | 314/781 [00:16<00:23, 19.82it/s]
 40%|####      | 316/781 [00:16<00:24, 19.36it/s]
 41%|####      | 318/781 [00:16<00:23, 19.35it/s]
 41%|####      | 320/781 [00:16<00:23, 19.24it/s]
 41%|####1     | 322/781 [00:17<00:23, 19.37it/s]
 42%|####1     | 325/781 [00:17<00:23, 19.42it/s]
 42%|####1     | 327/781 [00:17<00:23, 19.12it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.34it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.77it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.04it/s]
 43%|####3     | 337/781 [00:17<00:22, 19.63it/s]
 44%|####3     | 340/781 [00:18<00:22, 20.02it/s]
 44%|####3     | 342/781 [00:18<00:21, 20.01it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.66it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.63it/s]
 45%|####4     | 349/781 [00:18<00:21, 19.97it/s]
 45%|####4     | 351/781 [00:18<00:21, 19.88it/s]
 45%|####5     | 354/781 [00:18<00:21, 20.11it/s]
 46%|####5     | 357/781 [00:18<00:21, 19.83it/s]
 46%|####6     | 360/781 [00:19<00:20, 20.23it/s]
 46%|####6     | 363/781 [00:19<00:20, 20.45it/s]
 47%|####6     | 366/781 [00:19<00:20, 20.67it/s]
 47%|####7     | 369/781 [00:19<00:19, 20.78it/s]
 48%|####7     | 372/781 [00:19<00:19, 20.79it/s]
 48%|####8     | 375/781 [00:19<00:19, 20.60it/s]
 48%|####8     | 378/781 [00:19<00:19, 20.64it/s]
 49%|####8     | 381/781 [00:20<00:19, 20.65it/s]
 49%|####9     | 384/781 [00:20<00:19, 20.65it/s]
 50%|####9     | 387/781 [00:20<00:19, 20.64it/s]
 50%|####9     | 390/781 [00:20<00:18, 20.60it/s]
 50%|#####     | 393/781 [00:20<00:18, 20.61it/s]
 51%|#####     | 396/781 [00:20<00:18, 20.62it/s]
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100%|##########| 781/781 [00:40<00:00, 19.35it/s]




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Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:32<00:17,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.16s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.16s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.16s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.16s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.16s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.16s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.16s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.15s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.21s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.24s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:07<00:00,  7.67s/it]
100%|##########| 1/1 [00:07<00:00,  7.67s/it]

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  8%|7         | 12/157 [00:00<00:09, 15.96it/s]
  9%|8         | 14/157 [00:00<00:08, 16.18it/s]
 10%|#         | 16/157 [00:01<00:08, 16.43it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.57it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.68it/s]
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 18%|#7        | 28/157 [00:01<00:07, 16.87it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.00it/s]
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 39%|###9      | 62/157 [00:03<00:05, 16.61it/s]
 41%|####      | 64/157 [00:03<00:05, 16.57it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.56it/s]
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 51%|#####     | 80/157 [00:04<00:04, 16.63it/s]
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100%|##########| 157/157 [00:09<00:00, 16.76it/s]

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  7%|7         | 56/781 [00:03<00:44, 16.28it/s]
  7%|7         | 58/781 [00:03<00:44, 16.27it/s]
  8%|7         | 60/781 [00:03<00:44, 16.38it/s]
  8%|7         | 62/781 [00:03<00:43, 16.44it/s]
  8%|8         | 64/781 [00:03<00:43, 16.36it/s]
  8%|8         | 66/781 [00:04<00:43, 16.25it/s]
  9%|8         | 68/781 [00:04<00:43, 16.23it/s]
  9%|8         | 70/781 [00:04<00:43, 16.22it/s]
  9%|9         | 72/781 [00:04<00:43, 16.31it/s]
  9%|9         | 74/781 [00:04<00:43, 16.39it/s]
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 10%|#         | 82/781 [00:05<00:41, 16.66it/s]
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 11%|#1        | 86/781 [00:05<00:42, 16.55it/s]
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 14%|#3        | 106/781 [00:06<00:41, 16.14it/s]
 14%|#3        | 108/781 [00:06<00:42, 16.01it/s]
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 14%|#4        | 112/781 [00:06<00:42, 15.77it/s]
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 17%|#6        | 132/781 [00:08<00:39, 16.39it/s]
 17%|#7        | 134/781 [00:08<00:39, 16.27it/s]
 17%|#7        | 136/781 [00:08<00:39, 16.25it/s]
 18%|#7        | 138/781 [00:08<00:39, 16.24it/s]
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 18%|#8        | 142/781 [00:08<00:39, 16.17it/s]
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 20%|##        | 158/781 [00:09<00:38, 16.04it/s]
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 21%|##        | 162/781 [00:09<00:38, 15.96it/s]
 21%|##        | 164/781 [00:10<00:38, 16.02it/s]
 21%|##1       | 166/781 [00:10<00:37, 16.28it/s]
 22%|##1       | 168/781 [00:10<00:37, 16.48it/s]
 22%|##1       | 170/781 [00:10<00:37, 16.42it/s]
 22%|##2       | 172/781 [00:10<00:37, 16.42it/s]
 22%|##2       | 174/781 [00:10<00:37, 16.28it/s]
 23%|##2       | 176/781 [00:10<00:37, 16.16it/s]
 23%|##2       | 178/781 [00:10<00:37, 16.19it/s]
 23%|##3       | 180/781 [00:11<00:37, 16.23it/s]
 23%|##3       | 182/781 [00:11<00:36, 16.22it/s]
 24%|##3       | 184/781 [00:11<00:37, 16.11it/s]
 24%|##3       | 186/781 [00:11<00:36, 16.23it/s]
 24%|##4       | 188/781 [00:11<00:36, 16.11it/s]
 24%|##4       | 190/781 [00:11<00:36, 16.25it/s]
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 31%|###       | 240/781 [00:14<00:34, 15.60it/s]
 31%|###       | 242/781 [00:15<00:34, 15.77it/s]
 31%|###1      | 244/781 [00:15<00:33, 15.94it/s]
 31%|###1      | 246/781 [00:15<00:33, 16.05it/s]
 32%|###1      | 248/781 [00:15<00:33, 16.13it/s]
 32%|###2      | 250/781 [00:15<00:33, 16.08it/s]
 32%|###2      | 252/781 [00:15<00:32, 16.20it/s]
 33%|###2      | 254/781 [00:15<00:32, 16.19it/s]
 33%|###2      | 256/781 [00:15<00:32, 16.21it/s]
 33%|###3      | 258/781 [00:16<00:32, 16.15it/s]
 33%|###3      | 260/781 [00:16<00:32, 16.12it/s]
 34%|###3      | 262/781 [00:16<00:31, 16.26it/s]
 34%|###3      | 264/781 [00:16<00:32, 16.07it/s]
 34%|###4      | 266/781 [00:16<00:32, 15.99it/s]
 34%|###4      | 268/781 [00:16<00:32, 15.98it/s]
 35%|###4      | 270/781 [00:16<00:31, 15.99it/s]
 35%|###4      | 272/781 [00:16<00:31, 16.01it/s]
 35%|###5      | 274/781 [00:17<00:31, 15.93it/s]
 35%|###5      | 276/781 [00:17<00:31, 15.88it/s]
 36%|###5      | 278/781 [00:17<00:31, 15.91it/s]
 36%|###5      | 280/781 [00:17<00:31, 15.96it/s]
 36%|###6      | 282/781 [00:17<00:31, 15.81it/s]
 36%|###6      | 284/781 [00:17<00:31, 15.87it/s]
 37%|###6      | 286/781 [00:17<00:31, 15.95it/s]
 37%|###6      | 288/781 [00:17<00:30, 16.10it/s]
 37%|###7      | 290/781 [00:18<00:30, 16.12it/s]
 37%|###7      | 292/781 [00:18<00:30, 16.22it/s]
 38%|###7      | 294/781 [00:18<00:29, 16.39it/s]
 38%|###7      | 296/781 [00:18<00:29, 16.35it/s]
 38%|###8      | 298/781 [00:18<00:29, 16.29it/s]
 38%|###8      | 300/781 [00:18<00:29, 16.23it/s]
 39%|###8      | 302/781 [00:18<00:29, 16.17it/s]
 39%|###8      | 304/781 [00:18<00:29, 16.21it/s]
 39%|###9      | 306/781 [00:19<00:29, 16.18it/s]
 39%|###9      | 308/781 [00:19<00:29, 16.15it/s]
 40%|###9      | 310/781 [00:19<00:29, 16.22it/s]
 40%|###9      | 312/781 [00:19<00:28, 16.27it/s]
 40%|####      | 314/781 [00:19<00:28, 16.35it/s]
 40%|####      | 316/781 [00:19<00:28, 16.39it/s]
 41%|####      | 318/781 [00:19<00:28, 16.26it/s]
 41%|####      | 320/781 [00:19<00:28, 16.08it/s]
 41%|####1     | 322/781 [00:20<00:28, 15.98it/s]
 41%|####1     | 324/781 [00:20<00:28, 16.10it/s]
 42%|####1     | 326/781 [00:20<00:28, 15.97it/s]
 42%|####1     | 328/781 [00:20<00:28, 15.99it/s]
 42%|####2     | 330/781 [00:20<00:28, 15.91it/s]
 43%|####2     | 332/781 [00:20<00:28, 15.98it/s]
 43%|####2     | 334/781 [00:20<00:27, 16.12it/s]
 43%|####3     | 336/781 [00:20<00:27, 16.12it/s]
 43%|####3     | 338/781 [00:21<00:27, 16.21it/s]
 44%|####3     | 340/781 [00:21<00:27, 16.19it/s]
 44%|####3     | 342/781 [00:21<00:26, 16.26it/s]
 44%|####4     | 344/781 [00:21<00:26, 16.29it/s]
 44%|####4     | 346/781 [00:21<00:26, 16.45it/s]
 45%|####4     | 348/781 [00:21<00:26, 16.21it/s]
 45%|####4     | 350/781 [00:21<00:26, 16.30it/s]
 45%|####5     | 352/781 [00:21<00:26, 16.14it/s]
 45%|####5     | 354/781 [00:22<00:26, 16.10it/s]
 46%|####5     | 356/781 [00:22<00:26, 16.11it/s]
 46%|####5     | 358/781 [00:22<00:26, 16.22it/s]
 46%|####6     | 360/781 [00:22<00:25, 16.37it/s]
 46%|####6     | 362/781 [00:22<00:25, 16.41it/s]
 47%|####6     | 364/781 [00:22<00:25, 16.46it/s]
 47%|####6     | 366/781 [00:22<00:25, 16.37it/s]
 47%|####7     | 368/781 [00:22<00:25, 16.43it/s]
 47%|####7     | 370/781 [00:23<00:25, 16.34it/s]
 48%|####7     | 372/781 [00:23<00:25, 16.31it/s]
 48%|####7     | 374/781 [00:23<00:24, 16.51it/s]
 48%|####8     | 376/781 [00:23<00:24, 16.50it/s]
 48%|####8     | 378/781 [00:23<00:24, 16.58it/s]
 49%|####8     | 380/781 [00:23<00:24, 16.54it/s]
 49%|####8     | 382/781 [00:23<00:24, 16.45it/s]
 49%|####9     | 384/781 [00:23<00:24, 16.37it/s]
 49%|####9     | 386/781 [00:23<00:24, 16.32it/s]
 50%|####9     | 388/781 [00:24<00:24, 16.23it/s]
 50%|####9     | 390/781 [00:24<00:23, 16.38it/s]
 50%|#####     | 392/781 [00:24<00:23, 16.42it/s]
 50%|#####     | 394/781 [00:24<00:23, 16.35it/s]
 51%|#####     | 396/781 [00:24<00:23, 16.29it/s]
 51%|#####     | 398/781 [00:24<00:23, 16.47it/s]
 51%|#####1    | 400/781 [00:24<00:23, 16.36it/s]
 51%|#####1    | 402/781 [00:24<00:23, 16.29it/s]
 52%|#####1    | 404/781 [00:25<00:23, 16.24it/s]
 52%|#####1    | 406/781 [00:25<00:23, 16.10it/s]
 52%|#####2    | 408/781 [00:25<00:23, 15.99it/s]
 52%|#####2    | 410/781 [00:25<00:23, 15.93it/s]
 53%|#####2    | 412/781 [00:25<00:23, 15.94it/s]
 53%|#####3    | 414/781 [00:25<00:23, 15.91it/s]
 53%|#####3    | 416/781 [00:25<00:22, 15.89it/s]
 54%|#####3    | 418/781 [00:25<00:22, 15.79it/s]
 54%|#####3    | 420/781 [00:26<00:22, 15.78it/s]
 54%|#####4    | 422/781 [00:26<00:22, 15.74it/s]
 54%|#####4    | 424/781 [00:26<00:22, 15.87it/s]
 55%|#####4    | 426/781 [00:26<00:22, 15.82it/s]
 55%|#####4    | 428/781 [00:26<00:22, 15.91it/s]
 55%|#####5    | 430/781 [00:26<00:21, 15.97it/s]
 55%|#####5    | 432/781 [00:26<00:21, 16.11it/s]
 56%|#####5    | 434/781 [00:26<00:21, 16.22it/s]
 56%|#####5    | 436/781 [00:27<00:21, 16.12it/s]
 56%|#####6    | 438/781 [00:27<00:21, 16.02it/s]
 56%|#####6    | 440/781 [00:27<00:21, 15.93it/s]
 57%|#####6    | 442/781 [00:27<00:20, 16.22it/s]
 57%|#####6    | 444/781 [00:27<00:20, 16.19it/s]
 57%|#####7    | 446/781 [00:27<00:20, 16.27it/s]
 57%|#####7    | 448/781 [00:27<00:20, 16.27it/s]
 58%|#####7    | 450/781 [00:27<00:20, 16.48it/s]
 58%|#####7    | 452/781 [00:28<00:19, 16.50it/s]
 58%|#####8    | 454/781 [00:28<00:19, 16.53it/s]
 58%|#####8    | 456/781 [00:28<00:19, 16.42it/s]
 59%|#####8    | 458/781 [00:28<00:19, 16.22it/s]
 59%|#####8    | 460/781 [00:28<00:20, 16.00it/s]
 59%|#####9    | 462/781 [00:28<00:20, 15.90it/s]
 59%|#####9    | 464/781 [00:28<00:20, 15.82it/s]
 60%|#####9    | 466/781 [00:28<00:19, 15.86it/s]
 60%|#####9    | 468/781 [00:29<00:19, 15.91it/s]
 60%|######    | 470/781 [00:29<00:19, 15.73it/s]
 60%|######    | 472/781 [00:29<00:19, 15.82it/s]
 61%|######    | 474/781 [00:29<00:19, 16.01it/s]
 61%|######    | 476/781 [00:29<00:19, 16.00it/s]
 61%|######1   | 478/781 [00:29<00:18, 16.03it/s]
 61%|######1   | 480/781 [00:29<00:18, 16.09it/s]
 62%|######1   | 482/781 [00:29<00:18, 16.11it/s]
 62%|######1   | 484/781 [00:30<00:18, 16.23it/s]
 62%|######2   | 486/781 [00:30<00:18, 16.22it/s]
 62%|######2   | 488/781 [00:30<00:17, 16.32it/s]
 63%|######2   | 490/781 [00:30<00:17, 16.21it/s]
 63%|######2   | 492/781 [00:30<00:17, 16.17it/s]
 63%|######3   | 494/781 [00:30<00:17, 16.28it/s]
 64%|######3   | 496/781 [00:30<00:17, 16.20it/s]
 64%|######3   | 498/781 [00:30<00:17, 16.06it/s]
 64%|######4   | 500/781 [00:31<00:17, 16.00it/s]
 64%|######4   | 502/781 [00:31<00:17, 15.95it/s]
 65%|######4   | 504/781 [00:31<00:17, 15.93it/s]
 65%|######4   | 506/781 [00:31<00:17, 15.86it/s]
 65%|######5   | 508/781 [00:31<00:17, 15.86it/s]
 65%|######5   | 510/781 [00:31<00:16, 15.95it/s]
 66%|######5   | 512/781 [00:31<00:16, 16.02it/s]
 66%|######5   | 514/781 [00:31<00:16, 16.26it/s]
 66%|######6   | 516/781 [00:32<00:16, 16.22it/s]
 66%|######6   | 518/781 [00:32<00:16, 16.28it/s]
 67%|######6   | 520/781 [00:32<00:16, 16.15it/s]
 67%|######6   | 522/781 [00:32<00:16, 16.03it/s]
 67%|######7   | 524/781 [00:32<00:15, 16.09it/s]
 67%|######7   | 526/781 [00:32<00:15, 16.09it/s]
 68%|######7   | 528/781 [00:32<00:15, 16.08it/s]
 68%|######7   | 530/781 [00:32<00:15, 16.07it/s]
 68%|######8   | 532/781 [00:33<00:15, 16.20it/s]
 68%|######8   | 534/781 [00:33<00:15, 16.18it/s]
 69%|######8   | 536/781 [00:33<00:15, 16.13it/s]
 69%|######8   | 538/781 [00:33<00:15, 16.08it/s]
 69%|######9   | 540/781 [00:33<00:14, 16.07it/s]
 69%|######9   | 542/781 [00:33<00:14, 16.29it/s]
 70%|######9   | 544/781 [00:33<00:14, 16.23it/s]
 70%|######9   | 546/781 [00:33<00:14, 16.32it/s]
 70%|#######   | 548/781 [00:34<00:14, 16.47it/s]
 70%|#######   | 550/781 [00:34<00:14, 16.46it/s]
 71%|#######   | 552/781 [00:34<00:13, 16.37it/s]
 71%|#######   | 554/781 [00:34<00:13, 16.42it/s]
 71%|#######1  | 556/781 [00:34<00:13, 16.39it/s]
 71%|#######1  | 558/781 [00:34<00:13, 16.49it/s]
 72%|#######1  | 560/781 [00:34<00:13, 16.45it/s]
 72%|#######1  | 562/781 [00:34<00:13, 16.48it/s]
 72%|#######2  | 564/781 [00:35<00:13, 16.57it/s]
 72%|#######2  | 566/781 [00:35<00:13, 16.44it/s]
 73%|#######2  | 568/781 [00:35<00:12, 16.45it/s]
 73%|#######2  | 570/781 [00:35<00:13, 16.20it/s]
 73%|#######3  | 572/781 [00:35<00:12, 16.13it/s]
 73%|#######3  | 574/781 [00:35<00:12, 16.12it/s]
 74%|#######3  | 576/781 [00:35<00:12, 16.23it/s]
 74%|#######4  | 578/781 [00:35<00:12, 16.31it/s]
 74%|#######4  | 580/781 [00:35<00:12, 16.49it/s]
 75%|#######4  | 582/781 [00:36<00:12, 16.26it/s]
 75%|#######4  | 584/781 [00:36<00:12, 16.31it/s]
 75%|#######5  | 586/781 [00:36<00:11, 16.43it/s]
 75%|#######5  | 588/781 [00:36<00:11, 16.48it/s]
 76%|#######5  | 590/781 [00:36<00:11, 16.66it/s]
 76%|#######5  | 592/781 [00:36<00:11, 16.60it/s]
 76%|#######6  | 594/781 [00:36<00:11, 16.75it/s]
 76%|#######6  | 596/781 [00:36<00:11, 16.68it/s]
 77%|#######6  | 598/781 [00:37<00:10, 16.73it/s]
 77%|#######6  | 600/781 [00:37<00:10, 16.82it/s]
 77%|#######7  | 602/781 [00:37<00:10, 16.79it/s]
 77%|#######7  | 604/781 [00:37<00:10, 16.74it/s]
 78%|#######7  | 606/781 [00:37<00:10, 16.69it/s]
 78%|#######7  | 608/781 [00:37<00:10, 16.69it/s]
 78%|#######8  | 610/781 [00:37<00:10, 16.83it/s]
 78%|#######8  | 612/781 [00:37<00:10, 16.84it/s]
 79%|#######8  | 614/781 [00:38<00:09, 17.04it/s]
 79%|#######8  | 616/781 [00:38<00:09, 17.18it/s]
 79%|#######9  | 618/781 [00:38<00:09, 17.30it/s]
 79%|#######9  | 620/781 [00:38<00:09, 17.20it/s]
 80%|#######9  | 622/781 [00:38<00:09, 16.88it/s]
 80%|#######9  | 624/781 [00:38<00:09, 16.88it/s]
 80%|########  | 626/781 [00:38<00:09, 16.73it/s]
 80%|########  | 628/781 [00:38<00:09, 16.65it/s]
 81%|########  | 630/781 [00:38<00:09, 16.74it/s]
 81%|########  | 632/781 [00:39<00:08, 16.71it/s]
 81%|########1 | 634/781 [00:39<00:08, 16.89it/s]
 81%|########1 | 636/781 [00:39<00:08, 16.93it/s]
 82%|########1 | 638/781 [00:39<00:08, 17.07it/s]
 82%|########1 | 640/781 [00:39<00:08, 17.16it/s]
 82%|########2 | 642/781 [00:39<00:08, 17.14it/s]
 82%|########2 | 644/781 [00:39<00:08, 17.08it/s]
 83%|########2 | 646/781 [00:39<00:07, 17.19it/s]
 83%|########2 | 648/781 [00:40<00:07, 17.05it/s]
 83%|########3 | 650/781 [00:40<00:07, 17.05it/s]
 83%|########3 | 652/781 [00:40<00:07, 17.07it/s]
 84%|########3 | 654/781 [00:40<00:07, 17.08it/s]
 84%|########3 | 656/781 [00:40<00:07, 17.07it/s]
 84%|########4 | 658/781 [00:40<00:07, 17.07it/s]
 85%|########4 | 660/781 [00:40<00:07, 17.13it/s]
 85%|########4 | 662/781 [00:40<00:06, 17.09it/s]
 85%|########5 | 664/781 [00:40<00:06, 17.20it/s]
 85%|########5 | 666/781 [00:41<00:06, 17.16it/s]
 86%|########5 | 668/781 [00:41<00:06, 17.16it/s]
 86%|########5 | 670/781 [00:41<00:06, 17.14it/s]
 86%|########6 | 672/781 [00:41<00:06, 16.97it/s]
 86%|########6 | 674/781 [00:41<00:06, 17.09it/s]
 87%|########6 | 676/781 [00:41<00:06, 17.16it/s]
 87%|########6 | 678/781 [00:41<00:05, 17.22it/s]
 87%|########7 | 680/781 [00:41<00:05, 17.16it/s]
 87%|########7 | 682/781 [00:42<00:05, 17.13it/s]
 88%|########7 | 684/781 [00:42<00:05, 17.13it/s]
 88%|########7 | 686/781 [00:42<00:05, 17.08it/s]
 88%|########8 | 688/781 [00:42<00:05, 17.10it/s]
 88%|########8 | 690/781 [00:42<00:05, 17.14it/s]
 89%|########8 | 692/781 [00:42<00:05, 17.00it/s]
 89%|########8 | 694/781 [00:42<00:05, 16.94it/s]
 89%|########9 | 696/781 [00:42<00:05, 16.82it/s]
 89%|########9 | 698/781 [00:42<00:04, 16.83it/s]
 90%|########9 | 700/781 [00:43<00:04, 16.73it/s]
 90%|########9 | 702/781 [00:43<00:04, 16.67it/s]
 90%|######### | 704/781 [00:43<00:04, 16.64it/s]
 90%|######### | 706/781 [00:43<00:04, 16.75it/s]
 91%|######### | 708/781 [00:43<00:04, 16.96it/s]
 91%|######### | 710/781 [00:43<00:04, 16.92it/s]
 91%|#########1| 712/781 [00:43<00:04, 16.72it/s]
 91%|#########1| 714/781 [00:43<00:03, 16.79it/s]
 92%|#########1| 716/781 [00:44<00:03, 16.89it/s]
 92%|#########1| 718/781 [00:44<00:03, 16.94it/s]
 92%|#########2| 720/781 [00:44<00:03, 16.99it/s]
 92%|#########2| 722/781 [00:44<00:03, 17.01it/s]
 93%|#########2| 724/781 [00:44<00:03, 17.16it/s]
 93%|#########2| 726/781 [00:44<00:03, 17.28it/s]
 93%|#########3| 728/781 [00:44<00:03, 17.24it/s]
 93%|#########3| 730/781 [00:44<00:02, 17.23it/s]
 94%|#########3| 732/781 [00:44<00:02, 17.13it/s]
 94%|#########3| 734/781 [00:45<00:02, 17.07it/s]
 94%|#########4| 736/781 [00:45<00:02, 16.95it/s]
 94%|#########4| 738/781 [00:45<00:02, 16.86it/s]
 95%|#########4| 740/781 [00:45<00:02, 16.93it/s]
 95%|#########5| 742/781 [00:45<00:02, 17.08it/s]
 95%|#########5| 744/781 [00:45<00:02, 17.05it/s]
 96%|#########5| 746/781 [00:45<00:02, 17.07it/s]
 96%|#########5| 748/781 [00:45<00:01, 16.82it/s]
 96%|#########6| 750/781 [00:46<00:01, 16.64it/s]
 96%|#########6| 752/781 [00:46<00:01, 16.49it/s]
 97%|#########6| 754/781 [00:46<00:01, 16.44it/s]
 97%|#########6| 756/781 [00:46<00:01, 16.44it/s]
 97%|#########7| 758/781 [00:46<00:01, 16.24it/s]
 97%|#########7| 760/781 [00:46<00:01, 16.05it/s]
 98%|#########7| 762/781 [00:46<00:01, 16.25it/s]
 98%|#########7| 764/781 [00:46<00:01, 16.37it/s]
 98%|#########8| 766/781 [00:47<00:00, 16.27it/s]
 98%|#########8| 768/781 [00:47<00:00, 16.40it/s]
 99%|#########8| 770/781 [00:47<00:00, 16.46it/s]
 99%|#########8| 772/781 [00:47<00:00, 16.29it/s]
 99%|#########9| 774/781 [00:47<00:00, 16.33it/s]
 99%|#########9| 776/781 [00:47<00:00, 16.18it/s]
100%|#########9| 778/781 [00:47<00:00, 16.26it/s]
100%|#########9| 780/781 [00:47<00:00, 16.23it/s]
100%|##########| 781/781 [00:47<00:00, 16.29it/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 [00:00<00:42,  1.00it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.00s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:46,  1.09s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.07s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.08s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:43,  1.07s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.04s/it]
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  3%|2         | 20/781 [00:01<00:42, 17.95it/s]
  3%|2         | 22/781 [00:01<00:42, 17.83it/s]
  3%|3         | 24/781 [00:01<00:42, 18.00it/s]
  3%|3         | 26/781 [00:01<00:41, 18.15it/s]
  4%|3         | 28/781 [00:01<00:41, 18.27it/s]
  4%|3         | 30/781 [00:01<00:40, 18.36it/s]
  4%|4         | 32/781 [00:01<00:40, 18.29it/s]
  4%|4         | 34/781 [00:01<00:40, 18.36it/s]
  5%|4         | 36/781 [00:01<00:40, 18.38it/s]
  5%|4         | 38/781 [00:02<00:40, 18.41it/s]
  5%|5         | 40/781 [00:02<00:40, 18.31it/s]
  5%|5         | 42/781 [00:02<00:41, 17.95it/s]
  6%|5         | 44/781 [00:02<00:41, 17.92it/s]
  6%|5         | 46/781 [00:02<00:41, 17.88it/s]
  6%|6         | 48/781 [00:02<00:40, 17.88it/s]
  6%|6         | 50/781 [00:02<00:40, 17.96it/s]
  7%|6         | 52/781 [00:02<00:40, 17.96it/s]
  7%|6         | 54/781 [00:02<00:40, 18.10it/s]
  7%|7         | 56/781 [00:03<00:39, 18.21it/s]
  7%|7         | 58/781 [00:03<00:39, 18.18it/s]
  8%|7         | 60/781 [00:03<00:39, 18.26it/s]
  8%|7         | 62/781 [00:03<00:39, 18.15it/s]
  8%|8         | 64/781 [00:03<00:39, 18.19it/s]
  8%|8         | 66/781 [00:03<00:39, 18.02it/s]
  9%|8         | 68/781 [00:03<00:39, 17.86it/s]
  9%|8         | 70/781 [00:03<00:40, 17.68it/s]
  9%|9         | 72/781 [00:03<00:39, 17.87it/s]
  9%|9         | 74/781 [00:04<00:39, 17.89it/s]
 10%|9         | 76/781 [00:04<00:39, 17.99it/s]
 10%|9         | 78/781 [00:04<00:39, 18.02it/s]
 10%|#         | 80/781 [00:04<00:38, 18.01it/s]
 10%|#         | 82/781 [00:04<00:39, 17.83it/s]
 11%|#         | 84/781 [00:04<00:38, 17.93it/s]
 11%|#1        | 86/781 [00:04<00:38, 17.93it/s]
 11%|#1        | 88/781 [00:04<00:38, 18.02it/s]
 12%|#1        | 90/781 [00:04<00:38, 18.13it/s]
 12%|#1        | 92/781 [00:05<00:37, 18.23it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.32it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.33it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.26it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.13it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.14it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.15it/s]
 14%|#3        | 106/781 [00:05<00:37, 18.22it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.26it/s]
 14%|#4        | 110/781 [00:06<00:36, 18.32it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.40it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.40it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.41it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.46it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.42it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.47it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.45it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.36it/s]
 16%|#6        | 128/781 [00:07<00:35, 18.43it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.46it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.27it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.36it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.39it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.22it/s]
 18%|#7        | 140/781 [00:07<00:35, 18.29it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.29it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.22it/s]
 19%|#8        | 146/781 [00:08<00:34, 18.28it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.27it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.33it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.35it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.36it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.40it/s]
 20%|##        | 158/781 [00:08<00:33, 18.48it/s]
 20%|##        | 160/781 [00:08<00:33, 18.48it/s]
 21%|##        | 162/781 [00:08<00:33, 18.46it/s]
 21%|##        | 164/781 [00:09<00:33, 18.36it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.22it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.15it/s]
 22%|##1       | 170/781 [00:09<00:34, 17.77it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.81it/s]
 22%|##2       | 174/781 [00:09<00:34, 17.76it/s]
 23%|##2       | 176/781 [00:09<00:33, 17.87it/s]
 23%|##2       | 178/781 [00:09<00:33, 17.94it/s]
 23%|##3       | 180/781 [00:09<00:33, 18.07it/s]
 23%|##3       | 182/781 [00:10<00:33, 18.12it/s]
 24%|##3       | 184/781 [00:10<00:32, 18.26it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.18it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.28it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.24it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.34it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.34it/s]
 25%|##5       | 196/781 [00:10<00:32, 18.24it/s]
 25%|##5       | 198/781 [00:10<00:32, 18.16it/s]
 26%|##5       | 200/781 [00:11<00:31, 18.27it/s]
 26%|##5       | 202/781 [00:11<00:31, 18.32it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.40it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.43it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.44it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.50it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.45it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.43it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.46it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.43it/s]
 28%|##8       | 220/781 [00:12<00:30, 18.33it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.22it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.14it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.17it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.07it/s]
 29%|##9       | 230/781 [00:12<00:30, 17.91it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.15it/s]
 30%|##9       | 234/781 [00:12<00:30, 17.98it/s]
 30%|###       | 236/781 [00:12<00:30, 17.79it/s]
 30%|###       | 238/781 [00:13<00:30, 17.74it/s]
 31%|###       | 240/781 [00:13<00:30, 17.60it/s]
 31%|###       | 242/781 [00:13<00:30, 17.67it/s]
 31%|###1      | 244/781 [00:13<00:30, 17.50it/s]
 31%|###1      | 246/781 [00:13<00:30, 17.71it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.27it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.60it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.45it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.82it/s]
 33%|###2      | 257/781 [00:14<00:27, 19.34it/s]
 33%|###3      | 260/781 [00:14<00:26, 19.93it/s]
 34%|###3      | 263/781 [00:14<00:25, 20.28it/s]
 34%|###4      | 266/781 [00:14<00:25, 20.44it/s]
 34%|###4      | 269/781 [00:14<00:24, 20.69it/s]
 35%|###4      | 272/781 [00:14<00:24, 20.91it/s]
 35%|###5      | 275/781 [00:14<00:24, 20.92it/s]
 36%|###5      | 278/781 [00:15<00:23, 21.12it/s]
 36%|###5      | 281/781 [00:15<00:23, 20.92it/s]
 36%|###6      | 284/781 [00:15<00:23, 21.02it/s]
 37%|###6      | 287/781 [00:15<00:23, 21.06it/s]
 37%|###7      | 290/781 [00:15<00:23, 21.21it/s]
 38%|###7      | 293/781 [00:15<00:22, 21.24it/s]
 38%|###7      | 296/781 [00:15<00:22, 21.27it/s]
 38%|###8      | 299/781 [00:16<00:22, 21.27it/s]
 39%|###8      | 302/781 [00:16<00:22, 21.31it/s]
 39%|###9      | 305/781 [00:16<00:22, 21.35it/s]
 39%|###9      | 308/781 [00:16<00:22, 21.21it/s]
 40%|###9      | 311/781 [00:16<00:22, 20.97it/s]
 40%|####      | 314/781 [00:16<00:22, 20.88it/s]
 41%|####      | 317/781 [00:16<00:22, 20.41it/s]
 41%|####      | 320/781 [00:17<00:22, 20.67it/s]
 41%|####1     | 323/781 [00:17<00:22, 20.76it/s]
 42%|####1     | 326/781 [00:17<00:21, 20.77it/s]
 42%|####2     | 329/781 [00:17<00:21, 20.73it/s]
 43%|####2     | 332/781 [00:17<00:21, 20.79it/s]
 43%|####2     | 335/781 [00:17<00:21, 20.82it/s]
 43%|####3     | 338/781 [00:17<00:21, 21.01it/s]
 44%|####3     | 341/781 [00:18<00:20, 21.04it/s]
 44%|####4     | 344/781 [00:18<00:20, 21.16it/s]
 44%|####4     | 347/781 [00:18<00:20, 21.20it/s]
 45%|####4     | 350/781 [00:18<00:20, 21.13it/s]
 45%|####5     | 353/781 [00:18<00:20, 21.15it/s]
 46%|####5     | 356/781 [00:18<00:20, 21.22it/s]
 46%|####5     | 359/781 [00:18<00:19, 21.19it/s]
 46%|####6     | 362/781 [00:19<00:19, 20.99it/s]
 47%|####6     | 365/781 [00:19<00:19, 21.05it/s]
 47%|####7     | 368/781 [00:19<00:19, 20.84it/s]
 48%|####7     | 371/781 [00:19<00:19, 20.81it/s]
 48%|####7     | 374/781 [00:19<00:19, 20.79it/s]
 48%|####8     | 377/781 [00:19<00:19, 20.96it/s]
 49%|####8     | 380/781 [00:19<00:19, 21.10it/s]
 49%|####9     | 383/781 [00:20<00:18, 21.10it/s]
 49%|####9     | 386/781 [00:20<00:18, 21.13it/s]
 50%|####9     | 389/781 [00:20<00:18, 21.19it/s]
 50%|#####     | 392/781 [00:20<00:18, 21.25it/s]
 51%|#####     | 395/781 [00:20<00:18, 21.24it/s]
 51%|#####     | 398/781 [00:20<00:17, 21.31it/s]
 51%|#####1    | 401/781 [00:20<00:18, 20.99it/s]
 52%|#####1    | 404/781 [00:21<00:18, 20.88it/s]
 52%|#####2    | 407/781 [00:21<00:17, 21.01it/s]
 52%|#####2    | 410/781 [00:21<00:17, 20.91it/s]
 53%|#####2    | 413/781 [00:21<00:17, 20.99it/s]
 53%|#####3    | 416/781 [00:21<00:17, 20.97it/s]
 54%|#####3    | 419/781 [00:21<00:17, 20.84it/s]
 54%|#####4    | 422/781 [00:21<00:17, 20.82it/s]
 54%|#####4    | 425/781 [00:22<00:17, 20.81it/s]
 55%|#####4    | 428/781 [00:22<00:17, 20.68it/s]
 55%|#####5    | 431/781 [00:22<00:17, 20.54it/s]
 56%|#####5    | 434/781 [00:22<00:16, 20.77it/s]
 56%|#####5    | 437/781 [00:22<00:16, 20.77it/s]
 56%|#####6    | 440/781 [00:22<00:16, 20.53it/s]
 57%|#####6    | 443/781 [00:22<00:16, 20.50it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.69it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.11it/s]
 58%|#####7    | 451/781 [00:23<00:17, 19.31it/s]
 58%|#####8    | 453/781 [00:23<00:17, 18.69it/s]
 58%|#####8    | 455/781 [00:23<00:17, 18.23it/s]
 59%|#####8    | 457/781 [00:23<00:17, 18.22it/s]
 59%|#####8    | 459/781 [00:23<00:18, 17.49it/s]
 59%|#####9    | 461/781 [00:24<00:18, 17.70it/s]
 59%|#####9    | 463/781 [00:24<00:17, 17.85it/s]
 60%|#####9    | 465/781 [00:24<00:17, 18.04it/s]
 60%|#####9    | 467/781 [00:24<00:17, 18.04it/s]
 60%|######    | 469/781 [00:24<00:17, 18.10it/s]
 60%|######    | 471/781 [00:24<00:17, 18.12it/s]
 61%|######    | 473/781 [00:24<00:16, 18.14it/s]
 61%|######    | 475/781 [00:24<00:16, 18.17it/s]
 61%|######1   | 477/781 [00:24<00:16, 18.21it/s]
 61%|######1   | 479/781 [00:24<00:16, 18.32it/s]
 62%|######1   | 481/781 [00:25<00:16, 18.40it/s]
 62%|######1   | 483/781 [00:25<00:16, 18.41it/s]
 62%|######2   | 485/781 [00:25<00:16, 18.45it/s]
 62%|######2   | 487/781 [00:25<00:15, 18.43it/s]
 63%|######2   | 489/781 [00:25<00:15, 18.38it/s]
 63%|######2   | 491/781 [00:25<00:15, 18.15it/s]
 63%|######3   | 493/781 [00:25<00:15, 18.17it/s]
 63%|######3   | 495/781 [00:25<00:15, 18.20it/s]
 64%|######3   | 497/781 [00:25<00:15, 18.29it/s]
 64%|######3   | 499/781 [00:26<00:15, 18.17it/s]
 64%|######4   | 501/781 [00:26<00:15, 18.04it/s]
 64%|######4   | 503/781 [00:26<00:15, 18.16it/s]
 65%|######4   | 505/781 [00:26<00:15, 17.98it/s]
 65%|######4   | 507/781 [00:26<00:15, 18.15it/s]
 65%|######5   | 509/781 [00:26<00:14, 18.18it/s]
 65%|######5   | 511/781 [00:26<00:14, 18.15it/s]
 66%|######5   | 513/781 [00:26<00:15, 17.85it/s]
 66%|######5   | 515/781 [00:26<00:14, 18.04it/s]
 66%|######6   | 517/781 [00:27<00:14, 18.15it/s]
 66%|######6   | 519/781 [00:27<00:14, 18.24it/s]
 67%|######6   | 521/781 [00:27<00:14, 18.08it/s]
 67%|######6   | 523/781 [00:27<00:14, 17.90it/s]
 67%|######7   | 525/781 [00:27<00:14, 18.03it/s]
 67%|######7   | 527/781 [00:27<00:14, 18.09it/s]
 68%|######7   | 529/781 [00:27<00:13, 18.21it/s]
 68%|######7   | 531/781 [00:27<00:13, 18.25it/s]
 68%|######8   | 533/781 [00:27<00:13, 18.25it/s]
 69%|######8   | 535/781 [00:28<00:13, 18.31it/s]
 69%|######8   | 537/781 [00:28<00:13, 18.35it/s]
 69%|######9   | 539/781 [00:28<00:13, 17.90it/s]
 69%|######9   | 541/781 [00:28<00:13, 17.87it/s]
 70%|######9   | 543/781 [00:28<00:13, 17.88it/s]
 70%|######9   | 545/781 [00:28<00:13, 18.00it/s]
 70%|#######   | 547/781 [00:28<00:13, 17.96it/s]
 70%|#######   | 549/781 [00:28<00:12, 18.07it/s]
 71%|#######   | 551/781 [00:28<00:12, 18.19it/s]
 71%|#######   | 553/781 [00:29<00:12, 17.99it/s]
 71%|#######1  | 555/781 [00:29<00:12, 18.17it/s]
 71%|#######1  | 557/781 [00:29<00:12, 18.21it/s]
 72%|#######1  | 559/781 [00:29<00:12, 18.12it/s]
 72%|#######1  | 561/781 [00:29<00:12, 18.22it/s]
 72%|#######2  | 563/781 [00:29<00:12, 17.73it/s]
 72%|#######2  | 565/781 [00:29<00:12, 17.82it/s]
 73%|#######2  | 567/781 [00:29<00:11, 18.02it/s]
 73%|#######2  | 569/781 [00:29<00:11, 17.88it/s]
 73%|#######3  | 571/781 [00:30<00:11, 17.86it/s]
 73%|#######3  | 573/781 [00:30<00:11, 18.03it/s]
 74%|#######3  | 575/781 [00:30<00:11, 18.13it/s]
 74%|#######3  | 577/781 [00:30<00:11, 18.23it/s]
 74%|#######4  | 579/781 [00:30<00:11, 18.20it/s]
 74%|#######4  | 581/781 [00:30<00:10, 18.29it/s]
 75%|#######4  | 583/781 [00:30<00:10, 18.36it/s]
 75%|#######4  | 585/781 [00:30<00:10, 18.07it/s]
 75%|#######5  | 587/781 [00:30<00:10, 18.19it/s]
 75%|#######5  | 589/781 [00:31<00:10, 18.25it/s]
 76%|#######5  | 591/781 [00:31<00:10, 18.32it/s]
 76%|#######5  | 593/781 [00:31<00:10, 18.24it/s]
 76%|#######6  | 595/781 [00:31<00:10, 18.30it/s]
 76%|#######6  | 597/781 [00:31<00:10, 18.30it/s]
 77%|#######6  | 599/781 [00:31<00:09, 18.24it/s]
 77%|#######6  | 601/781 [00:31<00:09, 18.34it/s]
 77%|#######7  | 603/781 [00:31<00:10, 17.76it/s]
 77%|#######7  | 605/781 [00:31<00:09, 17.94it/s]
 78%|#######7  | 607/781 [00:32<00:09, 18.03it/s]
 78%|#######7  | 609/781 [00:32<00:09, 17.90it/s]
 78%|#######8  | 611/781 [00:32<00:09, 18.03it/s]
 78%|#######8  | 613/781 [00:32<00:09, 17.51it/s]
 79%|#######8  | 615/781 [00:32<00:09, 17.69it/s]
 79%|#######9  | 617/781 [00:32<00:09, 17.68it/s]
 79%|#######9  | 619/781 [00:32<00:09, 17.57it/s]
 80%|#######9  | 621/781 [00:32<00:09, 17.70it/s]
 80%|#######9  | 623/781 [00:32<00:08, 17.78it/s]
 80%|########  | 625/781 [00:33<00:08, 17.85it/s]
 80%|########  | 627/781 [00:33<00:08, 18.01it/s]
 81%|########  | 629/781 [00:33<00:08, 17.94it/s]
 81%|########  | 631/781 [00:33<00:08, 18.00it/s]
 81%|########1 | 633/781 [00:33<00:08, 17.87it/s]
 81%|########1 | 635/781 [00:33<00:08, 18.03it/s]
 82%|########1 | 637/781 [00:33<00:08, 17.84it/s]
 82%|########1 | 639/781 [00:33<00:07, 17.96it/s]
 82%|########2 | 641/781 [00:33<00:07, 18.00it/s]
 82%|########2 | 643/781 [00:34<00:07, 18.10it/s]
 83%|########2 | 645/781 [00:34<00:07, 18.25it/s]
 83%|########2 | 647/781 [00:34<00:07, 18.13it/s]
 83%|########3 | 649/781 [00:34<00:07, 18.01it/s]
 83%|########3 | 651/781 [00:34<00:07, 17.72it/s]
 84%|########3 | 653/781 [00:34<00:07, 17.88it/s]
 84%|########3 | 655/781 [00:34<00:07, 17.88it/s]
 84%|########4 | 657/781 [00:34<00:06, 18.00it/s]
 84%|########4 | 659/781 [00:34<00:06, 17.91it/s]
 85%|########4 | 661/781 [00:35<00:06, 18.24it/s]
 85%|########4 | 663/781 [00:35<00:06, 18.59it/s]
 85%|########5 | 665/781 [00:35<00:06, 18.43it/s]
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 17%|#6        | 26/157 [00:01<00:08, 16.28it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.20it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.03it/s]
 20%|##        | 32/157 [00:02<00:07, 16.05it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.06it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.08it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.09it/s]
 25%|##5       | 40/157 [00:02<00:07, 15.99it/s]
 27%|##6       | 42/157 [00:02<00:07, 15.96it/s]
 28%|##8       | 44/157 [00:02<00:07, 15.90it/s]
 29%|##9       | 46/157 [00:02<00:06, 15.94it/s]
 31%|###       | 48/157 [00:03<00:06, 15.89it/s]
 32%|###1      | 50/157 [00:03<00:06, 15.87it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.67it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.62it/s]
 36%|###5      | 56/157 [00:03<00:06, 15.69it/s]
 37%|###6      | 58/157 [00:03<00:06, 15.64it/s]
 38%|###8      | 60/157 [00:03<00:06, 15.78it/s]
 39%|###9      | 62/157 [00:03<00:06, 15.70it/s]
 41%|####      | 64/157 [00:04<00:05, 15.60it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.36it/s]
 43%|####3     | 68/157 [00:04<00:05, 15.47it/s]
 45%|####4     | 70/157 [00:04<00:05, 15.61it/s]
 46%|####5     | 72/157 [00:04<00:05, 15.80it/s]
 47%|####7     | 74/157 [00:04<00:05, 15.75it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.83it/s]
 50%|####9     | 78/157 [00:04<00:04, 15.87it/s]
 51%|#####     | 80/157 [00:05<00:04, 15.83it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.91it/s]
 54%|#####3    | 84/157 [00:05<00:04, 15.70it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.70it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.60it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.71it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.81it/s]
 60%|#####9    | 94/157 [00:05<00:03, 15.93it/s]
 61%|######1   | 96/157 [00:06<00:03, 16.03it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.97it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.80it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.93it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.96it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.88it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.96it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.03it/s]
 71%|#######1  | 112/157 [00:07<00:02, 16.09it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.01it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.00it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.03it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.04it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.00it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.01it/s]
 80%|########  | 126/157 [00:07<00:01, 15.88it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.96it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.06it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.13it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.15it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.76it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.81it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.95it/s]
 90%|######### | 142/157 [00:08<00:00, 15.91it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.85it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.99it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.03it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.82it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.78it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.80it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.83it/s]
100%|##########| 157/157 [00:09<00:00, 15.88it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:48, 16.01it/s]
  1%|          | 4/781 [00:00<00:47, 16.42it/s]
  1%|          | 6/781 [00:00<00:45, 16.99it/s]
  1%|1         | 8/781 [00:00<00:44, 17.37it/s]
  1%|1         | 10/781 [00:00<00:43, 17.54it/s]
  2%|1         | 12/781 [00:00<00:43, 17.57it/s]
  2%|1         | 14/781 [00:00<00:43, 17.71it/s]
  2%|2         | 16/781 [00:00<00:43, 17.68it/s]
  2%|2         | 18/781 [00:01<00:43, 17.72it/s]
  3%|2         | 20/781 [00:01<00:42, 17.74it/s]
  3%|2         | 22/781 [00:01<00:43, 17.63it/s]
  3%|3         | 24/781 [00:01<00:42, 17.84it/s]
  3%|3         | 26/781 [00:01<00:41, 17.98it/s]
  4%|3         | 28/781 [00:01<00:41, 18.04it/s]
  4%|3         | 30/781 [00:01<00:41, 18.02it/s]
  4%|4         | 32/781 [00:01<00:41, 18.05it/s]
  4%|4         | 34/781 [00:01<00:41, 18.13it/s]
  5%|4         | 36/781 [00:02<00:40, 18.24it/s]
  5%|4         | 38/781 [00:02<00:40, 18.28it/s]
  5%|5         | 40/781 [00:02<00:40, 18.29it/s]
  5%|5         | 42/781 [00:02<00:40, 18.12it/s]
  6%|5         | 44/781 [00:02<00:40, 18.09it/s]
  6%|5         | 46/781 [00:02<00:40, 18.02it/s]
  6%|6         | 48/781 [00:02<00:40, 17.98it/s]
  6%|6         | 50/781 [00:02<00:40, 18.02it/s]
  7%|6         | 52/781 [00:02<00:40, 18.11it/s]
  7%|6         | 54/781 [00:03<00:40, 18.13it/s]
  7%|7         | 56/781 [00:03<00:40, 17.89it/s]
  7%|7         | 58/781 [00:03<00:40, 17.96it/s]
  8%|7         | 60/781 [00:03<00:39, 18.04it/s]
  8%|7         | 62/781 [00:03<00:39, 18.17it/s]
  8%|8         | 64/781 [00:03<00:39, 18.23it/s]
  8%|8         | 66/781 [00:03<00:39, 17.99it/s]
  9%|8         | 68/781 [00:03<00:39, 17.93it/s]
  9%|8         | 70/781 [00:03<00:39, 18.04it/s]
  9%|9         | 72/781 [00:04<00:39, 18.15it/s]
  9%|9         | 74/781 [00:04<00:39, 17.99it/s]
 10%|9         | 76/781 [00:04<00:39, 17.97it/s]
 10%|9         | 78/781 [00:04<00:39, 17.84it/s]
 10%|#         | 80/781 [00:04<00:38, 17.98it/s]
 10%|#         | 82/781 [00:04<00:38, 18.06it/s]
 11%|#         | 84/781 [00:04<00:38, 17.98it/s]
 11%|#1        | 86/781 [00:04<00:38, 17.87it/s]
 11%|#1        | 88/781 [00:04<00:38, 17.79it/s]
 12%|#1        | 90/781 [00:05<00:37, 18.32it/s]
 12%|#1        | 92/781 [00:05<00:37, 18.27it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.16it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.19it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.02it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.03it/s]
 13%|#3        | 102/781 [00:05<00:37, 17.91it/s]
 13%|#3        | 104/781 [00:05<00:37, 17.95it/s]
 14%|#3        | 106/781 [00:05<00:38, 17.46it/s]
 14%|#3        | 108/781 [00:06<00:38, 17.61it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.79it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.82it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.94it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.02it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.17it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.25it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.30it/s]
 16%|#5        | 124/781 [00:06<00:36, 18.18it/s]
 16%|#6        | 126/781 [00:07<00:35, 18.25it/s]
 16%|#6        | 128/781 [00:07<00:35, 18.33it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.37it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.37it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.37it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.38it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.23it/s]
 18%|#7        | 140/781 [00:07<00:35, 18.11it/s]
 18%|#8        | 142/781 [00:07<00:35, 18.18it/s]
 18%|#8        | 144/781 [00:08<00:35, 18.17it/s]
 19%|#8        | 146/781 [00:08<00:34, 18.25it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.30it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.28it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.33it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.33it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.22it/s]
 20%|##        | 158/781 [00:08<00:34, 18.27it/s]
 20%|##        | 160/781 [00:08<00:33, 18.32it/s]
 21%|##        | 162/781 [00:08<00:34, 18.15it/s]
 21%|##        | 164/781 [00:09<00:34, 18.09it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.16it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.16it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.28it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.26it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.18it/s]
 23%|##2       | 176/781 [00:09<00:33, 17.99it/s]
 23%|##2       | 178/781 [00:09<00:33, 17.95it/s]
 23%|##3       | 180/781 [00:09<00:33, 18.11it/s]
 23%|##3       | 182/781 [00:10<00:33, 18.13it/s]
 24%|##3       | 184/781 [00:10<00:33, 18.00it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.05it/s]
 24%|##4       | 188/781 [00:10<00:32, 17.99it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.02it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.06it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.09it/s]
 25%|##5       | 196/781 [00:10<00:32, 18.17it/s]
 25%|##5       | 198/781 [00:10<00:32, 18.07it/s]
 26%|##5       | 200/781 [00:11<00:32, 18.09it/s]
 26%|##5       | 202/781 [00:11<00:32, 18.02it/s]
 26%|##6       | 204/781 [00:11<00:32, 17.78it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.93it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.06it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.15it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.13it/s]
 27%|##7       | 214/781 [00:11<00:31, 18.03it/s]
 28%|##7       | 216/781 [00:11<00:31, 18.19it/s]
 28%|##7       | 218/781 [00:12<00:30, 18.23it/s]
 28%|##8       | 220/781 [00:12<00:30, 18.15it/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, 18.24it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.15it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.10it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.15it/s]
 30%|##9       | 234/781 [00:12<00:30, 18.20it/s]
 30%|###       | 236/781 [00:13<00:29, 18.25it/s]
 30%|###       | 238/781 [00:13<00:29, 18.21it/s]
 31%|###       | 240/781 [00:13<00:29, 18.27it/s]
 31%|###       | 242/781 [00:13<00:29, 18.28it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.32it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.32it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.35it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.23it/s]
 32%|###2      | 252/781 [00:13<00:29, 18.09it/s]
 33%|###2      | 254/781 [00:14<00:29, 18.06it/s]
 33%|###2      | 256/781 [00:14<00:29, 17.88it/s]
 33%|###3      | 258/781 [00:14<00:30, 17.40it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.53it/s]
 34%|###3      | 262/781 [00:14<00:29, 17.69it/s]
 34%|###3      | 264/781 [00:14<00:29, 17.71it/s]
 34%|###4      | 266/781 [00:14<00:28, 17.88it/s]
 34%|###4      | 268/781 [00:14<00:28, 17.92it/s]
 35%|###4      | 270/781 [00:14<00:28, 17.96it/s]
 35%|###4      | 272/781 [00:15<00:28, 17.99it/s]
 35%|###5      | 274/781 [00:15<00:28, 18.03it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.91it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.90it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.04it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.09it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.18it/s]
 37%|###6      | 286/781 [00:15<00:27, 18.19it/s]
 37%|###6      | 288/781 [00:15<00:27, 18.24it/s]
 37%|###7      | 290/781 [00:16<00:27, 18.00it/s]
 37%|###7      | 292/781 [00:16<00:27, 18.05it/s]
 38%|###7      | 294/781 [00:16<00:26, 18.07it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.95it/s]
 38%|###8      | 298/781 [00:16<00:27, 17.87it/s]
 38%|###8      | 300/781 [00:16<00:26, 17.99it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.08it/s]
 39%|###8      | 304/781 [00:16<00:26, 18.08it/s]
 39%|###9      | 306/781 [00:16<00:26, 18.00it/s]
 39%|###9      | 308/781 [00:17<00:26, 17.93it/s]
 40%|###9      | 310/781 [00:17<00:26, 18.04it/s]
 40%|###9      | 312/781 [00:17<00:26, 18.03it/s]
 40%|####      | 314/781 [00:17<00:25, 17.98it/s]
 40%|####      | 316/781 [00:17<00:25, 18.01it/s]
 41%|####      | 318/781 [00:17<00:25, 18.07it/s]
 41%|####      | 320/781 [00:17<00:25, 17.85it/s]
 41%|####1     | 322/781 [00:17<00:25, 17.91it/s]
 41%|####1     | 324/781 [00:17<00:25, 17.86it/s]
 42%|####1     | 326/781 [00:18<00:25, 17.90it/s]
 42%|####1     | 328/781 [00:18<00:25, 17.99it/s]
 42%|####2     | 330/781 [00:18<00:25, 17.98it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.02it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.08it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.14it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.10it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.17it/s]
 44%|####3     | 342/781 [00:18<00:24, 18.11it/s]
 44%|####4     | 344/781 [00:19<00:24, 18.18it/s]
 44%|####4     | 346/781 [00:19<00:23, 18.16it/s]
 45%|####4     | 348/781 [00:19<00:23, 18.15it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.09it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.11it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.16it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.23it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.31it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.35it/s]
 46%|####6     | 362/781 [00:20<00:22, 18.31it/s]
 47%|####6     | 364/781 [00:20<00:22, 18.33it/s]
 47%|####6     | 366/781 [00:20<00:22, 18.28it/s]
 47%|####7     | 368/781 [00:20<00:22, 18.25it/s]
 47%|####7     | 370/781 [00:20<00:22, 17.99it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.14it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.18it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.23it/s]
 48%|####8     | 378/781 [00:20<00:22, 18.30it/s]
 49%|####8     | 380/781 [00:21<00:22, 18.18it/s]
 49%|####8     | 382/781 [00:21<00:21, 18.28it/s]
 49%|####9     | 384/781 [00:21<00:21, 18.38it/s]
 49%|####9     | 386/781 [00:21<00:21, 18.32it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.34it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.33it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.40it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.37it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.40it/s]
 51%|#####     | 398/781 [00:22<00:21, 18.06it/s]
 51%|#####1    | 400/781 [00:22<00:21, 18.05it/s]
 51%|#####1    | 402/781 [00:22<00:20, 18.20it/s]
 52%|#####1    | 404/781 [00:22<00:21, 17.92it/s]
 52%|#####1    | 406/781 [00:22<00:20, 18.00it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.04it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.08it/s]
 53%|#####2    | 412/781 [00:22<00:20, 18.14it/s]
 53%|#####3    | 414/781 [00:22<00:20, 18.19it/s]
 53%|#####3    | 416/781 [00:23<00:20, 18.01it/s]
 54%|#####3    | 418/781 [00:23<00:20, 17.83it/s]
 54%|#####3    | 420/781 [00:23<00:20, 17.89it/s]
 54%|#####4    | 422/781 [00:23<00:19, 18.04it/s]
 54%|#####4    | 424/781 [00:23<00:19, 18.16it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.19it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.19it/s]
 55%|#####5    | 430/781 [00:23<00:19, 17.87it/s]
 55%|#####5    | 432/781 [00:23<00:19, 17.80it/s]
 56%|#####5    | 434/781 [00:24<00:19, 17.81it/s]
 56%|#####5    | 436/781 [00:24<00:19, 17.87it/s]
 56%|#####6    | 438/781 [00:24<00:19, 17.70it/s]
 56%|#####6    | 440/781 [00:24<00:19, 17.58it/s]
 57%|#####6    | 442/781 [00:24<00:19, 17.56it/s]
 57%|#####6    | 444/781 [00:24<00:19, 17.57it/s]
 57%|#####7    | 446/781 [00:24<00:18, 17.65it/s]
 57%|#####7    | 448/781 [00:24<00:18, 17.57it/s]
 58%|#####7    | 450/781 [00:24<00:18, 17.71it/s]
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100%|##########| 781/781 [00:43<00:00, 18.09it/s]




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Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.18s/it]
Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.15s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.15s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.15s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.15s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.18s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.18s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.18s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.18s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.21s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:43<00:07,  1.24s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:09<00:00,  9.84s/it]
100%|##########| 1/1 [00:09<00:00,  9.84s/it]

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 10%|#         | 16/157 [00:01<00:08, 15.85it/s]
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100%|##########| 157/157 [00:10<00:00, 15.65it/s]

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 29%|##9       | 230/781 [00:12<00:30, 17.93it/s]
 30%|##9       | 232/781 [00:13<00:30, 17.91it/s]
 30%|##9       | 234/781 [00:13<00:30, 17.89it/s]
 30%|###       | 236/781 [00:13<00:30, 17.87it/s]
 30%|###       | 238/781 [00:13<00:30, 17.88it/s]
 31%|###       | 240/781 [00:13<00:30, 17.71it/s]
 31%|###       | 242/781 [00:13<00:30, 17.71it/s]
 31%|###1      | 244/781 [00:13<00:30, 17.68it/s]
 31%|###1      | 246/781 [00:13<00:30, 17.74it/s]
 32%|###1      | 248/781 [00:13<00:29, 17.79it/s]
 32%|###2      | 250/781 [00:14<00:29, 17.81it/s]
 32%|###2      | 252/781 [00:14<00:29, 17.73it/s]
 33%|###2      | 254/781 [00:14<00:29, 17.76it/s]
 33%|###2      | 256/781 [00:14<00:29, 17.80it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.83it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.86it/s]
 34%|###3      | 262/781 [00:14<00:28, 17.93it/s]
 34%|###3      | 264/781 [00:14<00:28, 17.91it/s]
 34%|###4      | 266/781 [00:14<00:28, 17.89it/s]
 34%|###4      | 268/781 [00:15<00:28, 17.89it/s]
 35%|###4      | 270/781 [00:15<00:28, 17.88it/s]
 35%|###4      | 272/781 [00:15<00:28, 17.88it/s]
 35%|###5      | 274/781 [00:15<00:28, 17.64it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.68it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.43it/s]
 36%|###5      | 280/781 [00:15<00:28, 17.50it/s]
 36%|###6      | 282/781 [00:15<00:28, 17.51it/s]
 36%|###6      | 284/781 [00:16<00:28, 17.60it/s]
 37%|###6      | 286/781 [00:16<00:28, 17.62it/s]
 37%|###6      | 288/781 [00:16<00:27, 17.80it/s]
 37%|###7      | 290/781 [00:16<00:27, 17.92it/s]
 37%|###7      | 292/781 [00:16<00:27, 17.71it/s]
 38%|###7      | 294/781 [00:16<00:27, 17.68it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.74it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.33it/s]
 39%|###8      | 301/781 [00:16<00:25, 19.10it/s]
 39%|###8      | 304/781 [00:17<00:24, 19.65it/s]
 39%|###9      | 307/781 [00:17<00:23, 19.94it/s]
 40%|###9      | 309/781 [00:17<00:23, 19.92it/s]
 40%|###9      | 312/781 [00:17<00:23, 20.13it/s]
 40%|####      | 315/781 [00:17<00:23, 20.04it/s]
 41%|####      | 317/781 [00:17<00:23, 19.68it/s]
 41%|####      | 319/781 [00:17<00:23, 19.73it/s]
 41%|####1     | 321/781 [00:17<00:23, 19.18it/s]
 41%|####1     | 323/781 [00:18<00:24, 18.72it/s]
 42%|####1     | 325/781 [00:18<00:24, 18.54it/s]
 42%|####1     | 327/781 [00:18<00:24, 18.52it/s]
 42%|####2     | 329/781 [00:18<00:24, 18.26it/s]
 42%|####2     | 331/781 [00:18<00:24, 18.07it/s]
 43%|####2     | 333/781 [00:18<00:24, 17.95it/s]
 43%|####2     | 335/781 [00:18<00:24, 17.86it/s]
 43%|####3     | 337/781 [00:18<00:24, 17.84it/s]
 43%|####3     | 339/781 [00:18<00:24, 17.83it/s]
 44%|####3     | 341/781 [00:19<00:24, 17.84it/s]
 44%|####3     | 343/781 [00:19<00:24, 17.84it/s]
 44%|####4     | 345/781 [00:19<00:24, 17.90it/s]
 44%|####4     | 347/781 [00:19<00:24, 17.84it/s]
 45%|####4     | 349/781 [00:19<00:24, 17.82it/s]
 45%|####4     | 351/781 [00:19<00:24, 17.83it/s]
 45%|####5     | 353/781 [00:19<00:24, 17.78it/s]
 45%|####5     | 355/781 [00:19<00:23, 17.78it/s]
 46%|####5     | 357/781 [00:19<00:24, 17.41it/s]
 46%|####5     | 359/781 [00:20<00:24, 17.56it/s]
 46%|####6     | 361/781 [00:20<00:23, 17.68it/s]
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 47%|####6     | 365/781 [00:20<00:23, 17.96it/s]
 47%|####6     | 367/781 [00:20<00:23, 17.99it/s]
 47%|####7     | 369/781 [00:20<00:22, 18.07it/s]
 48%|####7     | 371/781 [00:20<00:22, 18.09it/s]
 48%|####7     | 373/781 [00:20<00:22, 18.06it/s]
 48%|####8     | 375/781 [00:20<00:22, 17.99it/s]
 48%|####8     | 377/781 [00:21<00:22, 17.89it/s]
 49%|####8     | 379/781 [00:21<00:22, 17.89it/s]
 49%|####8     | 381/781 [00:21<00:22, 17.64it/s]
 49%|####9     | 383/781 [00:21<00:22, 17.76it/s]
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 50%|####9     | 387/781 [00:21<00:22, 17.75it/s]
 50%|####9     | 389/781 [00:21<00:22, 17.79it/s]
 50%|#####     | 391/781 [00:21<00:21, 17.80it/s]
 50%|#####     | 393/781 [00:21<00:21, 17.80it/s]
 51%|#####     | 395/781 [00:22<00:21, 17.83it/s]
 51%|#####     | 397/781 [00:22<00:21, 17.71it/s]
 51%|#####1    | 399/781 [00:22<00:21, 17.75it/s]
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 52%|#####2    | 407/781 [00:22<00:20, 17.88it/s]
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 53%|#####2    | 411/781 [00:22<00:20, 17.86it/s]
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 53%|#####3    | 415/781 [00:23<00:20, 17.87it/s]
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 56%|#####5    | 437/781 [00:24<00:18, 18.26it/s]
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 57%|#####7    | 447/781 [00:24<00:18, 18.05it/s]
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 58%|#####7    | 451/781 [00:25<00:18, 18.11it/s]
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 60%|######    | 469/781 [00:26<00:17, 17.98it/s]
 60%|######    | 471/781 [00:26<00:17, 18.02it/s]
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 61%|######1   | 477/781 [00:26<00:16, 18.13it/s]
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 63%|######2   | 489/781 [00:27<00:15, 18.28it/s]
 63%|######2   | 491/781 [00:27<00:15, 18.21it/s]
 63%|######3   | 493/781 [00:27<00:15, 18.25it/s]
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 68%|######7   | 531/781 [00:29<00:13, 17.89it/s]
 68%|######8   | 533/781 [00:29<00:13, 18.09it/s]
 69%|######8   | 535/781 [00:29<00:13, 18.21it/s]
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 69%|######9   | 539/781 [00:30<00:13, 17.62it/s]
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 70%|######9   | 543/781 [00:30<00:13, 17.98it/s]
 70%|######9   | 545/781 [00:30<00:12, 18.29it/s]
 70%|#######   | 547/781 [00:30<00:12, 18.50it/s]
 70%|#######   | 550/781 [00:30<00:12, 19.18it/s]
 71%|#######   | 552/781 [00:30<00:11, 19.14it/s]
 71%|#######   | 554/781 [00:30<00:11, 19.00it/s]
 71%|#######1  | 557/781 [00:31<00:11, 19.56it/s]
 72%|#######1  | 560/781 [00:31<00:10, 20.16it/s]
 72%|#######2  | 563/781 [00:31<00:10, 20.61it/s]
 72%|#######2  | 566/781 [00:31<00:10, 20.88it/s]
 73%|#######2  | 569/781 [00:31<00:10, 21.05it/s]
 73%|#######3  | 572/781 [00:31<00:15, 13.78it/s]
 74%|#######3  | 575/781 [00:32<00:13, 15.42it/s]
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 74%|#######4  | 581/781 [00:32<00:11, 17.88it/s]
 75%|#######4  | 584/781 [00:32<00:10, 18.79it/s]
 75%|#######5  | 587/781 [00:32<00:10, 19.34it/s]
 76%|#######5  | 590/781 [00:32<00:09, 19.85it/s]
 76%|#######5  | 593/781 [00:32<00:09, 20.27it/s]
 76%|#######6  | 596/781 [00:33<00:08, 20.63it/s]
 77%|#######6  | 599/781 [00:33<00:08, 20.86it/s]
 77%|#######7  | 602/781 [00:33<00:08, 20.91it/s]
 77%|#######7  | 605/781 [00:33<00:08, 20.99it/s]
 78%|#######7  | 608/781 [00:33<00:08, 21.08it/s]
 78%|#######8  | 611/781 [00:33<00:08, 21.01it/s]
 79%|#######8  | 614/781 [00:33<00:07, 20.99it/s]
 79%|#######9  | 617/781 [00:34<00:07, 21.08it/s]
 79%|#######9  | 620/781 [00:34<00:07, 21.10it/s]
 80%|#######9  | 623/781 [00:34<00:07, 21.07it/s]
 80%|########  | 626/781 [00:34<00:07, 21.11it/s]
 81%|########  | 629/781 [00:34<00:07, 20.84it/s]
 81%|########  | 632/781 [00:34<00:07, 20.75it/s]
 81%|########1 | 635/781 [00:34<00:07, 20.81it/s]
 82%|########1 | 638/781 [00:35<00:06, 20.91it/s]
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 83%|########2 | 647/781 [00:35<00:06, 20.95it/s]
 83%|########3 | 650/781 [00:35<00:06, 21.02it/s]
 84%|########3 | 653/781 [00:35<00:06, 20.83it/s]
 84%|########3 | 656/781 [00:35<00:06, 20.29it/s]
 84%|########4 | 659/781 [00:36<00:06, 20.21it/s]
 85%|########4 | 662/781 [00:36<00:05, 20.45it/s]
 85%|########5 | 665/781 [00:36<00:05, 20.44it/s]
 86%|########5 | 668/781 [00:36<00:05, 20.45it/s]
 86%|########5 | 671/781 [00:36<00:05, 20.45it/s]
 86%|########6 | 674/781 [00:36<00:05, 20.57it/s]
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 87%|########7 | 680/781 [00:37<00:04, 20.71it/s]
 87%|########7 | 683/781 [00:37<00:04, 20.80it/s]
 88%|########7 | 686/781 [00:37<00:04, 20.03it/s]
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 90%|########9 | 701/781 [00:38<00:03, 20.51it/s]
 90%|######### | 704/781 [00:38<00:03, 20.39it/s]
 91%|######### | 707/781 [00:38<00:03, 20.65it/s]
 91%|######### | 710/781 [00:38<00:03, 20.14it/s]
 91%|#########1| 713/781 [00:38<00:03, 19.87it/s]
 92%|#########1| 715/781 [00:38<00:03, 19.46it/s]
 92%|#########1| 718/781 [00:39<00:03, 19.52it/s]
 92%|#########2| 720/781 [00:39<00:03, 19.50it/s]
 92%|#########2| 722/781 [00:39<00:03, 19.36it/s]
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 93%|#########2| 726/781 [00:39<00:02, 18.51it/s]
 93%|#########3| 728/781 [00:39<00:02, 18.11it/s]
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 94%|#########3| 734/781 [00:39<00:02, 17.59it/s]
 94%|#########4| 736/781 [00:40<00:02, 17.58it/s]
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 96%|#########5| 748/781 [00:40<00:01, 18.17it/s]
 96%|#########6| 750/781 [00:40<00:01, 18.62it/s]
 96%|#########6| 753/781 [00:40<00:01, 19.28it/s]
 97%|#########6| 755/781 [00:41<00:01, 19.32it/s]
 97%|#########6| 757/781 [00:41<00:01, 19.29it/s]
 97%|#########7| 760/781 [00:41<00:01, 19.75it/s]
 98%|#########7| 763/781 [00:41<00:00, 20.23it/s]
 98%|#########8| 766/781 [00:41<00:00, 20.64it/s]
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 99%|#########8| 772/781 [00:41<00:00, 20.60it/s]
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100%|#########9| 778/781 [00:42<00:00, 20.71it/s]
100%|##########| 781/781 [00:42<00:00, 20.60it/s]
100%|##########| 781/781 [00:42<00:00, 18.45it/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<00:43,  1.00s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.02s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:46,  1.08s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.07s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.07s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.08s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.09s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.05s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:43,  1.05s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.05s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:43,  1.05s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.03s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.03s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.03s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:42,  1.06s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.10s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.10s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.10s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:43,  1.12s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.05s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.05s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.05s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.07s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:40,  1.11s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:41,  1.11s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:41,  1.12s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:42,  1.15s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:39,  1.11s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:39,  1.11s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:40,  1.12s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:40,  1.14s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:40,  1.15s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:40,  1.15s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:39,  1.12s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:39,  1.13s/it]
Validation Progress:  23%|##2       | 10/44 [00:10<00:37,  1.11s/it]
Validation Progress:  23%|##2       | 10/44 [00:10<00:38,  1.13s/it]
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Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
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 10%|#         | 80/781 [00:04<00:37, 18.57it/s]
 10%|#         | 82/781 [00:04<00:37, 18.58it/s]
 11%|#         | 84/781 [00:04<00:37, 18.69it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.51it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.53it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.64it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.54it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.35it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.33it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.27it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.39it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.43it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.47it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.48it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.56it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.52it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.65it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.68it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.53it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.72it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.73it/s]
 16%|#5        | 122/781 [00:06<01:01, 10.67it/s]
 16%|#5        | 124/781 [00:06<00:53, 12.21it/s]
 16%|#6        | 126/781 [00:07<00:48, 13.64it/s]
 16%|#6        | 128/781 [00:07<00:44, 14.76it/s]
 17%|#6        | 130/781 [00:07<00:41, 15.68it/s]
 17%|#6        | 132/781 [00:07<00:39, 16.42it/s]
 17%|#7        | 134/781 [00:07<00:38, 16.93it/s]
 17%|#7        | 136/781 [00:07<00:36, 17.49it/s]
 18%|#7        | 138/781 [00:07<00:36, 17.78it/s]
 18%|#7        | 140/781 [00:07<00:36, 17.79it/s]
 18%|#8        | 142/781 [00:07<00:35, 17.87it/s]
 18%|#8        | 144/781 [00:08<00:35, 17.94it/s]
 19%|#8        | 146/781 [00:08<00:35, 18.04it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.24it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.32it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.33it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.48it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.15it/s]
 20%|##        | 158/781 [00:08<00:34, 17.97it/s]
 20%|##        | 160/781 [00:08<00:34, 18.03it/s]
 21%|##        | 162/781 [00:09<00:33, 18.26it/s]
 21%|##        | 164/781 [00:09<00:33, 18.34it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.35it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.53it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.42it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.21it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.11it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.31it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.14it/s]
 23%|##3       | 180/781 [00:10<00:32, 18.23it/s]
 23%|##3       | 182/781 [00:10<00:32, 18.26it/s]
 24%|##3       | 184/781 [00:10<00:32, 18.54it/s]
 24%|##3       | 186/781 [00:10<00:31, 18.62it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.69it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.68it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.43it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.40it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.38it/s]
 25%|##5       | 198/781 [00:11<00:31, 18.55it/s]
 26%|##5       | 200/781 [00:11<00:31, 18.63it/s]
 26%|##5       | 202/781 [00:11<00:31, 18.59it/s]
 26%|##6       | 204/781 [00:11<00:30, 18.71it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.93it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.11it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.25it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.33it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.41it/s]
 28%|##7       | 216/781 [00:11<00:28, 19.51it/s]
 28%|##7       | 218/781 [00:12<00:28, 19.57it/s]
 28%|##8       | 220/781 [00:12<00:28, 19.47it/s]
 28%|##8       | 222/781 [00:12<00:28, 19.44it/s]
 29%|##8       | 224/781 [00:12<00:28, 19.48it/s]
 29%|##8       | 226/781 [00:12<00:28, 19.57it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.54it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.48it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.53it/s]
 30%|##9       | 234/781 [00:12<00:27, 19.57it/s]
 30%|###       | 236/781 [00:12<00:27, 19.55it/s]
 30%|###       | 238/781 [00:13<00:27, 19.53it/s]
 31%|###       | 240/781 [00:13<00:27, 19.59it/s]
 31%|###       | 242/781 [00:13<00:27, 19.64it/s]
 31%|###1      | 244/781 [00:13<00:27, 19.63it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.46it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.30it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.35it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.44it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.26it/s]
 33%|###2      | 256/781 [00:13<00:26, 19.45it/s]
 33%|###3      | 259/781 [00:14<00:26, 19.64it/s]
 33%|###3      | 261/781 [00:14<00:26, 19.60it/s]
 34%|###3      | 263/781 [00:14<00:26, 19.46it/s]
 34%|###3      | 265/781 [00:14<00:26, 19.57it/s]
 34%|###4      | 267/781 [00:14<00:26, 19.56it/s]
 34%|###4      | 269/781 [00:14<00:26, 19.46it/s]
 35%|###4      | 271/781 [00:14<00:26, 19.54it/s]
 35%|###4      | 273/781 [00:14<00:25, 19.61it/s]
 35%|###5      | 275/781 [00:14<00:26, 19.09it/s]
 35%|###5      | 277/781 [00:15<00:26, 19.30it/s]
 36%|###5      | 279/781 [00:15<00:26, 19.26it/s]
 36%|###5      | 281/781 [00:15<00:25, 19.27it/s]
 36%|###6      | 283/781 [00:15<00:25, 19.41it/s]
 36%|###6      | 285/781 [00:15<00:25, 19.51it/s]
 37%|###6      | 287/781 [00:15<00:25, 19.55it/s]
 37%|###7      | 289/781 [00:15<00:25, 19.54it/s]
 37%|###7      | 291/781 [00:15<00:25, 19.16it/s]
 38%|###7      | 293/781 [00:15<00:25, 19.09it/s]
 38%|###7      | 295/781 [00:16<00:25, 19.18it/s]
 38%|###8      | 297/781 [00:16<00:25, 19.30it/s]
 38%|###8      | 299/781 [00:16<00:24, 19.33it/s]
 39%|###8      | 301/781 [00:16<00:24, 19.23it/s]
 39%|###8      | 303/781 [00:16<00:24, 19.19it/s]
 39%|###9      | 305/781 [00:16<00:24, 19.20it/s]
 39%|###9      | 307/781 [00:16<00:24, 19.11it/s]
 40%|###9      | 309/781 [00:16<00:24, 19.13it/s]
 40%|###9      | 311/781 [00:16<00:24, 18.94it/s]
 40%|####      | 313/781 [00:16<00:24, 19.18it/s]
 40%|####      | 315/781 [00:17<00:24, 19.15it/s]
 41%|####      | 317/781 [00:17<00:24, 19.32it/s]
 41%|####      | 319/781 [00:17<00:23, 19.32it/s]
 41%|####1     | 321/781 [00:17<00:24, 19.09it/s]
 41%|####1     | 323/781 [00:17<00:23, 19.22it/s]
 42%|####1     | 325/781 [00:17<00:24, 18.83it/s]
 42%|####1     | 327/781 [00:17<00:24, 18.51it/s]
 42%|####2     | 329/781 [00:17<00:24, 18.57it/s]
 42%|####2     | 331/781 [00:17<00:24, 18.63it/s]
 43%|####2     | 333/781 [00:18<00:24, 18.59it/s]
 43%|####2     | 335/781 [00:18<00:23, 18.76it/s]
 43%|####3     | 337/781 [00:18<00:23, 18.53it/s]
 43%|####3     | 339/781 [00:18<00:23, 18.51it/s]
 44%|####3     | 341/781 [00:18<00:23, 18.56it/s]
 44%|####3     | 343/781 [00:18<00:23, 18.60it/s]
 44%|####4     | 345/781 [00:18<00:23, 18.48it/s]
 44%|####4     | 347/781 [00:18<00:23, 18.39it/s]
 45%|####4     | 349/781 [00:18<00:23, 18.24it/s]
 45%|####4     | 351/781 [00:18<00:23, 18.18it/s]
 45%|####5     | 353/781 [00:19<00:23, 18.27it/s]
 45%|####5     | 355/781 [00:19<00:22, 18.54it/s]
 46%|####5     | 357/781 [00:19<00:22, 18.62it/s]
 46%|####5     | 359/781 [00:19<00:22, 18.81it/s]
 46%|####6     | 361/781 [00:19<00:22, 18.59it/s]
 46%|####6     | 363/781 [00:19<00:22, 18.60it/s]
 47%|####6     | 365/781 [00:19<00:22, 18.58it/s]
 47%|####6     | 367/781 [00:19<00:22, 18.71it/s]
 47%|####7     | 369/781 [00:19<00:21, 18.79it/s]
 48%|####7     | 371/781 [00:20<00:21, 18.94it/s]
 48%|####7     | 373/781 [00:20<00:21, 19.13it/s]
 48%|####8     | 375/781 [00:20<00:21, 19.06it/s]
 48%|####8     | 377/781 [00:20<00:21, 19.23it/s]
 49%|####8     | 379/781 [00:20<00:20, 19.37it/s]
 49%|####8     | 381/781 [00:20<00:20, 19.43it/s]
 49%|####9     | 383/781 [00:20<00:20, 19.32it/s]
 49%|####9     | 385/781 [00:20<00:20, 19.30it/s]
 50%|####9     | 387/781 [00:20<00:20, 19.17it/s]
 50%|####9     | 389/781 [00:20<00:20, 19.31it/s]
 50%|#####     | 391/781 [00:21<00:20, 19.42it/s]
 50%|#####     | 393/781 [00:21<00:20, 18.87it/s]
 51%|#####     | 395/781 [00:21<00:20, 19.12it/s]
 51%|#####     | 397/781 [00:21<00:20, 19.13it/s]
 51%|#####1    | 399/781 [00:21<00:20, 19.08it/s]
 51%|#####1    | 401/781 [00:21<00:20, 18.96it/s]
 52%|#####1    | 403/781 [00:21<00:20, 18.88it/s]
 52%|#####1    | 405/781 [00:21<00:19, 19.14it/s]
 52%|#####2    | 407/781 [00:21<00:19, 19.29it/s]
 52%|#####2    | 409/781 [00:22<00:19, 19.21it/s]
 53%|#####2    | 411/781 [00:22<00:19, 19.26it/s]
 53%|#####2    | 413/781 [00:22<00:19, 19.26it/s]
 53%|#####3    | 415/781 [00:22<00:18, 19.35it/s]
 53%|#####3    | 417/781 [00:22<00:18, 19.44it/s]
 54%|#####3    | 419/781 [00:22<00:18, 19.55it/s]
 54%|#####3    | 421/781 [00:22<00:18, 19.56it/s]
 54%|#####4    | 423/781 [00:22<00:18, 19.54it/s]
 54%|#####4    | 425/781 [00:22<00:18, 19.42it/s]
 55%|#####4    | 427/781 [00:22<00:18, 19.45it/s]
 55%|#####4    | 429/781 [00:23<00:18, 19.38it/s]
 55%|#####5    | 431/781 [00:23<00:18, 19.34it/s]
 55%|#####5    | 433/781 [00:23<00:17, 19.36it/s]
 56%|#####5    | 435/781 [00:23<00:17, 19.47it/s]
 56%|#####5    | 437/781 [00:23<00:17, 19.30it/s]
 56%|#####6    | 439/781 [00:23<00:17, 19.34it/s]
 56%|#####6    | 441/781 [00:23<00:17, 19.20it/s]
 57%|#####6    | 443/781 [00:23<00:17, 19.16it/s]
 57%|#####6    | 445/781 [00:23<00:17, 18.95it/s]
 57%|#####7    | 447/781 [00:23<00:17, 19.12it/s]
 57%|#####7    | 449/781 [00:24<00:17, 19.20it/s]
 58%|#####7    | 451/781 [00:24<00:17, 19.24it/s]
 58%|#####8    | 453/781 [00:24<00:16, 19.35it/s]
 58%|#####8    | 455/781 [00:24<00:16, 19.19it/s]
 59%|#####8    | 457/781 [00:24<00:16, 19.10it/s]
 59%|#####8    | 459/781 [00:24<00:17, 18.79it/s]
 59%|#####9    | 461/781 [00:24<00:16, 18.97it/s]
 59%|#####9    | 463/781 [00:24<00:16, 19.00it/s]
 60%|#####9    | 465/781 [00:24<00:16, 19.10it/s]
 60%|#####9    | 467/781 [00:25<00:16, 19.14it/s]
 60%|######    | 469/781 [00:25<00:16, 19.25it/s]
 60%|######    | 471/781 [00:25<00:16, 19.29it/s]
 61%|######    | 473/781 [00:25<00:15, 19.45it/s]
 61%|######    | 475/781 [00:25<00:15, 19.45it/s]
 61%|######1   | 477/781 [00:25<00:15, 19.42it/s]
 61%|######1   | 479/781 [00:25<00:15, 19.40it/s]
 62%|######1   | 481/781 [00:25<00:15, 19.49it/s]
 62%|######1   | 483/781 [00:25<00:15, 19.57it/s]
 62%|######2   | 485/781 [00:25<00:15, 19.52it/s]
 62%|######2   | 487/781 [00:26<00:15, 19.59it/s]
 63%|######2   | 489/781 [00:26<00:14, 19.48it/s]
 63%|######2   | 491/781 [00:26<00:14, 19.50it/s]
 63%|######3   | 493/781 [00:26<00:14, 19.52it/s]
 63%|######3   | 495/781 [00:26<00:14, 19.40it/s]
 64%|######3   | 497/781 [00:26<00:14, 19.46it/s]
 64%|######3   | 499/781 [00:26<00:14, 19.07it/s]
 64%|######4   | 501/781 [00:26<00:14, 19.17it/s]
 64%|######4   | 503/781 [00:26<00:14, 19.31it/s]
 65%|######4   | 505/781 [00:27<00:14, 19.40it/s]
 65%|######4   | 507/781 [00:27<00:14, 19.28it/s]
 65%|######5   | 509/781 [00:27<00:14, 19.36it/s]
 65%|######5   | 511/781 [00:27<00:14, 18.91it/s]
 66%|######5   | 513/781 [00:27<00:14, 18.96it/s]
 66%|######5   | 515/781 [00:27<00:13, 19.09it/s]
 66%|######6   | 517/781 [00:27<00:13, 19.13it/s]
 66%|######6   | 519/781 [00:27<00:13, 19.09it/s]
 67%|######6   | 521/781 [00:27<00:13, 19.12it/s]
 67%|######6   | 523/781 [00:27<00:13, 18.81it/s]
 67%|######7   | 525/781 [00:28<00:13, 18.91it/s]
 67%|######7   | 527/781 [00:28<00:13, 19.02it/s]
 68%|######7   | 529/781 [00:28<00:13, 19.08it/s]
 68%|######7   | 531/781 [00:28<00:13, 19.18it/s]
 68%|######8   | 533/781 [00:28<00:12, 19.20it/s]
 69%|######8   | 535/781 [00:28<00:12, 19.08it/s]
 69%|######8   | 537/781 [00:28<00:12, 19.26it/s]
 69%|######9   | 539/781 [00:28<00:12, 19.08it/s]
 69%|######9   | 541/781 [00:28<00:12, 19.05it/s]
 70%|######9   | 543/781 [00:28<00:12, 19.14it/s]
 70%|######9   | 545/781 [00:29<00:12, 19.16it/s]
 70%|#######   | 547/781 [00:29<00:12, 19.11it/s]
 70%|#######   | 549/781 [00:29<00:12, 19.21it/s]
 71%|#######   | 551/781 [00:29<00:11, 19.40it/s]
 71%|#######   | 553/781 [00:29<00:12, 18.72it/s]
 71%|#######1  | 555/781 [00:29<00:12, 18.81it/s]
 71%|#######1  | 557/781 [00:29<00:11, 18.97it/s]
 72%|#######1  | 559/781 [00:29<00:12, 18.41it/s]
 72%|#######1  | 561/781 [00:29<00:11, 18.68it/s]
 72%|#######2  | 563/781 [00:30<00:11, 18.62it/s]
 72%|#######2  | 565/781 [00:30<00:11, 18.77it/s]
 73%|#######2  | 567/781 [00:30<00:11, 18.96it/s]
 73%|#######2  | 569/781 [00:30<00:11, 19.13it/s]
 73%|#######3  | 571/781 [00:30<00:10, 19.22it/s]
 73%|#######3  | 573/781 [00:30<00:10, 19.36it/s]
 74%|#######3  | 575/781 [00:30<00:10, 19.24it/s]
 74%|#######3  | 577/781 [00:30<00:10, 19.41it/s]
 74%|#######4  | 579/781 [00:30<00:10, 19.32it/s]
 74%|#######4  | 581/781 [00:30<00:10, 19.43it/s]
 75%|#######4  | 583/781 [00:31<00:10, 19.47it/s]
 75%|#######4  | 585/781 [00:31<00:10, 19.42it/s]
 75%|#######5  | 587/781 [00:31<00:10, 19.36it/s]
 75%|#######5  | 589/781 [00:31<00:09, 19.39it/s]
 76%|#######5  | 591/781 [00:31<00:09, 19.02it/s]
 76%|#######5  | 593/781 [00:31<00:09, 19.19it/s]
 76%|#######6  | 595/781 [00:31<00:09, 19.12it/s]
 76%|#######6  | 597/781 [00:31<00:09, 18.78it/s]
 77%|#######6  | 599/781 [00:31<00:09, 19.03it/s]
 77%|#######6  | 601/781 [00:32<00:09, 19.12it/s]
 77%|#######7  | 603/781 [00:32<00:09, 19.12it/s]
 77%|#######7  | 605/781 [00:32<00:09, 19.12it/s]
 78%|#######7  | 607/781 [00:32<00:09, 19.04it/s]
 78%|#######7  | 609/781 [00:32<00:09, 18.99it/s]
 78%|#######8  | 611/781 [00:32<00:08, 19.20it/s]
 78%|#######8  | 613/781 [00:32<00:08, 19.36it/s]
 79%|#######8  | 615/781 [00:32<00:08, 19.38it/s]
 79%|#######9  | 617/781 [00:32<00:08, 19.48it/s]
 79%|#######9  | 619/781 [00:32<00:08, 19.52it/s]
 80%|#######9  | 621/781 [00:33<00:08, 19.51it/s]
 80%|#######9  | 623/781 [00:33<00:08, 19.54it/s]
 80%|########  | 625/781 [00:33<00:07, 19.53it/s]
 80%|########  | 627/781 [00:33<00:07, 19.58it/s]
 81%|########  | 629/781 [00:33<00:07, 19.39it/s]
 81%|########  | 631/781 [00:33<00:07, 19.55it/s]
 81%|########1 | 633/781 [00:33<00:07, 19.66it/s]
 81%|########1 | 635/781 [00:33<00:07, 19.70it/s]
 82%|########1 | 637/781 [00:33<00:07, 19.75it/s]
 82%|########1 | 639/781 [00:33<00:07, 19.55it/s]
 82%|########2 | 641/781 [00:34<00:07, 19.53it/s]
 82%|########2 | 643/781 [00:34<00:07, 19.44it/s]
 83%|########2 | 645/781 [00:34<00:06, 19.45it/s]
 83%|########2 | 647/781 [00:34<00:06, 19.48it/s]
 83%|########3 | 649/781 [00:34<00:06, 19.53it/s]
 83%|########3 | 651/781 [00:34<00:06, 19.57it/s]
 84%|########3 | 653/781 [00:34<00:06, 19.32it/s]
 84%|########3 | 655/781 [00:34<00:06, 19.16it/s]
 84%|########4 | 657/781 [00:34<00:06, 19.30it/s]
 84%|########4 | 659/781 [00:35<00:06, 19.45it/s]
 85%|########4 | 661/781 [00:35<00:06, 19.22it/s]
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 13%|#2        | 20/157 [00:01<00:10, 13.43it/s]
 14%|#4        | 22/157 [00:01<00:09, 13.74it/s]
 15%|#5        | 24/157 [00:01<00:09, 14.18it/s]
 17%|#6        | 26/157 [00:02<00:09, 14.17it/s]
 18%|#7        | 28/157 [00:02<00:09, 14.14it/s]
 19%|#9        | 30/157 [00:02<00:08, 14.25it/s]
 20%|##        | 32/157 [00:02<00:08, 14.33it/s]
 22%|##1       | 34/157 [00:02<00:08, 14.47it/s]
 23%|##2       | 36/157 [00:02<00:08, 14.35it/s]
 24%|##4       | 38/157 [00:02<00:08, 14.66it/s]
 25%|##5       | 40/157 [00:02<00:08, 14.55it/s]
 27%|##6       | 42/157 [00:03<00:07, 14.63it/s]
 28%|##8       | 44/157 [00:03<00:07, 14.89it/s]
 29%|##9       | 46/157 [00:03<00:07, 15.12it/s]
 31%|###       | 48/157 [00:03<00:07, 15.07it/s]
 32%|###1      | 50/157 [00:03<00:07, 14.83it/s]
 33%|###3      | 52/157 [00:03<00:07, 14.57it/s]
 34%|###4      | 54/157 [00:03<00:07, 14.35it/s]
 36%|###5      | 56/157 [00:04<00:06, 14.59it/s]
 37%|###6      | 58/157 [00:04<00:06, 14.83it/s]
 38%|###8      | 60/157 [00:04<00:06, 14.98it/s]
 39%|###9      | 62/157 [00:04<00:06, 15.16it/s]
 41%|####      | 64/157 [00:04<00:06, 14.86it/s]
 42%|####2     | 66/157 [00:04<00:06, 14.64it/s]
 43%|####3     | 68/157 [00:04<00:06, 14.25it/s]
 45%|####4     | 70/157 [00:05<00:06, 14.33it/s]
 46%|####5     | 72/157 [00:05<00:05, 14.31it/s]
 47%|####7     | 74/157 [00:05<00:05, 14.27it/s]
 48%|####8     | 76/157 [00:05<00:05, 14.27it/s]
 50%|####9     | 78/157 [00:05<00:05, 14.03it/s]
 51%|#####     | 80/157 [00:05<00:05, 14.12it/s]
 52%|#####2    | 82/157 [00:05<00:05, 13.98it/s]
 54%|#####3    | 84/157 [00:06<00:05, 14.16it/s]
 55%|#####4    | 86/157 [00:06<00:05, 14.08it/s]
 56%|#####6    | 88/157 [00:06<00:04, 14.15it/s]
 57%|#####7    | 90/157 [00:06<00:04, 14.12it/s]
 59%|#####8    | 92/157 [00:06<00:04, 14.26it/s]
 60%|#####9    | 94/157 [00:06<00:04, 14.56it/s]
 61%|######1   | 96/157 [00:06<00:04, 14.53it/s]
 62%|######2   | 98/157 [00:07<00:04, 14.18it/s]
 64%|######3   | 100/157 [00:07<00:03, 14.44it/s]
 65%|######4   | 102/157 [00:07<00:03, 14.38it/s]
 66%|######6   | 104/157 [00:07<00:03, 14.66it/s]
 68%|######7   | 106/157 [00:07<00:03, 14.45it/s]
 69%|######8   | 108/157 [00:07<00:03, 14.51it/s]
 70%|#######   | 110/157 [00:07<00:03, 14.19it/s]
 71%|#######1  | 112/157 [00:07<00:03, 14.22it/s]
 73%|#######2  | 114/157 [00:08<00:03, 14.27it/s]
 74%|#######3  | 116/157 [00:08<00:02, 14.24it/s]
 75%|#######5  | 118/157 [00:08<00:02, 14.33it/s]
 76%|#######6  | 120/157 [00:08<00:02, 14.36it/s]
 78%|#######7  | 122/157 [00:08<00:02, 14.43it/s]
 79%|#######8  | 124/157 [00:08<00:02, 14.49it/s]
 80%|########  | 126/157 [00:08<00:02, 14.31it/s]
 82%|########1 | 128/157 [00:09<00:02, 14.30it/s]
 83%|########2 | 130/157 [00:09<00:01, 14.35it/s]
 84%|########4 | 132/157 [00:09<00:01, 14.30it/s]
 85%|########5 | 134/157 [00:09<00:01, 14.23it/s]
 87%|########6 | 136/157 [00:09<00:01, 14.30it/s]
 88%|########7 | 138/157 [00:09<00:01, 14.34it/s]
 89%|########9 | 140/157 [00:09<00:01, 14.34it/s]
 90%|######### | 142/157 [00:10<00:01, 14.40it/s]
 92%|#########1| 144/157 [00:10<00:00, 14.42it/s]
 93%|#########2| 146/157 [00:10<00:00, 14.50it/s]
 94%|#########4| 148/157 [00:10<00:00, 14.52it/s]
 96%|#########5| 150/157 [00:10<00:00, 14.56it/s]
 97%|#########6| 152/157 [00:10<00:00, 14.37it/s]
 98%|#########8| 154/157 [00:10<00:00, 14.43it/s]
 99%|#########9| 156/157 [00:11<00:00, 14.50it/s]
100%|##########| 157/157 [00:11<00:00, 14.19it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:49, 15.68it/s]
  1%|          | 4/781 [00:00<00:44, 17.50it/s]
  1%|          | 6/781 [00:00<00:43, 18.01it/s]
  1%|1         | 8/781 [00:00<00:42, 18.39it/s]
  1%|1         | 10/781 [00:00<00:41, 18.57it/s]
  2%|1         | 12/781 [00:00<00:41, 18.42it/s]
  2%|1         | 14/781 [00:00<00:41, 18.65it/s]
  2%|2         | 16/781 [00:00<00:40, 18.83it/s]
  2%|2         | 18/781 [00:00<00:40, 18.67it/s]
  3%|2         | 20/781 [00:01<00:41, 18.55it/s]
  3%|2         | 22/781 [00:01<00:41, 18.44it/s]
  3%|3         | 24/781 [00:01<00:40, 18.65it/s]
  3%|3         | 26/781 [00:01<00:40, 18.51it/s]
  4%|3         | 28/781 [00:01<00:40, 18.61it/s]
  4%|3         | 30/781 [00:01<00:41, 18.21it/s]
  4%|4         | 32/781 [00:01<00:40, 18.36it/s]
  4%|4         | 34/781 [00:01<00:40, 18.49it/s]
  5%|4         | 36/781 [00:01<00:40, 18.51it/s]
  5%|4         | 38/781 [00:02<00:40, 18.47it/s]
  5%|5         | 40/781 [00:02<00:40, 18.50it/s]
  5%|5         | 42/781 [00:02<00:39, 18.58it/s]
  6%|5         | 44/781 [00:02<00:39, 18.57it/s]
  6%|5         | 46/781 [00:02<00:39, 18.49it/s]
  6%|6         | 48/781 [00:02<00:39, 18.64it/s]
  6%|6         | 50/781 [00:02<00:39, 18.47it/s]
  7%|6         | 52/781 [00:02<00:38, 18.70it/s]
  7%|6         | 54/781 [00:02<00:38, 18.83it/s]
  7%|7         | 56/781 [00:03<00:38, 19.05it/s]
  7%|7         | 58/781 [00:03<00:37, 19.15it/s]
  8%|7         | 60/781 [00:03<00:37, 19.31it/s]
  8%|7         | 62/781 [00:03<00:37, 19.31it/s]
  8%|8         | 64/781 [00:03<00:37, 19.31it/s]
  8%|8         | 66/781 [00:03<00:36, 19.47it/s]
  9%|8         | 68/781 [00:03<00:36, 19.56it/s]
  9%|8         | 70/781 [00:03<00:37, 19.01it/s]
  9%|9         | 72/781 [00:03<00:37, 18.94it/s]
  9%|9         | 74/781 [00:03<00:37, 19.06it/s]
 10%|9         | 76/781 [00:04<00:36, 19.26it/s]
 10%|9         | 78/781 [00:04<00:36, 19.38it/s]
 10%|#         | 80/781 [00:04<00:36, 19.34it/s]
 10%|#         | 82/781 [00:04<00:36, 19.31it/s]
 11%|#         | 84/781 [00:04<00:36, 19.25it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.19it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.95it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.76it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.73it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.44it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.29it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.39it/s]
 13%|#2        | 100/781 [00:05<00:37, 17.97it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.14it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.14it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.30it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.55it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.20it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.17it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.14it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.31it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.44it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.33it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.49it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.59it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.54it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.42it/s]
 17%|#6        | 130/781 [00:06<00:35, 18.36it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.60it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.79it/s]
 17%|#7        | 136/781 [00:07<00:33, 18.99it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.16it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.88it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.95it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.11it/s]
 19%|#8        | 146/781 [00:07<00:32, 19.28it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.39it/s]
 19%|#9        | 150/781 [00:08<00:32, 19.41it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.43it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.48it/s]
 20%|#9        | 156/781 [00:08<00:31, 19.59it/s]
 20%|##        | 158/781 [00:08<00:31, 19.57it/s]
 20%|##        | 160/781 [00:08<00:31, 19.66it/s]
 21%|##        | 162/781 [00:08<00:31, 19.64it/s]
 21%|##        | 164/781 [00:08<00:31, 19.68it/s]
 21%|##1       | 166/781 [00:08<00:31, 19.65it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.71it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.68it/s]
 22%|##2       | 172/781 [00:09<00:30, 19.67it/s]
 22%|##2       | 174/781 [00:09<00:30, 19.66it/s]
 23%|##2       | 176/781 [00:09<00:30, 19.60it/s]
 23%|##2       | 178/781 [00:09<00:30, 19.61it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.41it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.42it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.38it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.47it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.45it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.17it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.11it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.18it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.26it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.38it/s]
 26%|##5       | 200/781 [00:10<00:29, 19.41it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.39it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.05it/s]
 26%|##6       | 206/781 [00:10<00:30, 19.07it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.84it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.81it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.02it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.25it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.39it/s]
 28%|##7       | 218/781 [00:11<00:28, 19.52it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.55it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.50it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.50it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.33it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.41it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.32it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.33it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.42it/s]
 30%|###       | 236/781 [00:12<00:27, 19.48it/s]
 30%|###       | 238/781 [00:12<00:27, 19.60it/s]
 31%|###       | 240/781 [00:12<00:27, 19.33it/s]
 31%|###       | 242/781 [00:12<00:27, 19.32it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.39it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.41it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.49it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.51it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.41it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.43it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.38it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.39it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.28it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.25it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.24it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.25it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.35it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.37it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.23it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.11it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.26it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.37it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.15it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.04it/s]
 36%|###6      | 284/781 [00:14<00:26, 18.92it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.99it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.04it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.23it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.75it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.55it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.58it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.44it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.54it/s]
 39%|###8      | 302/781 [00:15<00:26, 18.39it/s]
 39%|###8      | 304/781 [00:16<00:26, 18.26it/s]
 39%|###9      | 306/781 [00:16<00:26, 18.20it/s]
 39%|###9      | 308/781 [00:16<00:26, 18.15it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.20it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.22it/s]
 40%|####      | 314/781 [00:16<00:25, 18.12it/s]
 40%|####      | 316/781 [00:16<00:25, 18.11it/s]
 41%|####      | 318/781 [00:16<00:25, 18.29it/s]
 41%|####      | 320/781 [00:16<00:25, 18.20it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.29it/s]
 41%|####1     | 324/781 [00:17<00:25, 18.19it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.44it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.40it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.36it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.35it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.28it/s]
 43%|####3     | 336/781 [00:17<00:24, 18.30it/s]
 43%|####3     | 338/781 [00:17<00:24, 18.32it/s]
 44%|####3     | 340/781 [00:17<00:24, 18.35it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.34it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.36it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.39it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.39it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.47it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.51it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.63it/s]
 46%|####5     | 356/781 [00:18<00:23, 18.31it/s]
 46%|####5     | 358/781 [00:18<00:22, 18.47it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.46it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.33it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.31it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.05it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.44it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.70it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.84it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.88it/s]
 48%|####8     | 376/781 [00:19<00:21, 19.03it/s]
 48%|####8     | 378/781 [00:20<00:21, 19.07it/s]
 49%|####8     | 380/781 [00:20<00:20, 19.13it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.78it/s]
 49%|####9     | 384/781 [00:20<00:20, 18.96it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.03it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.15it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.08it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.12it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.25it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.27it/s]
 51%|#####     | 398/781 [00:21<00:19, 19.34it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.39it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.23it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.40it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.53it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.51it/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, 19.55it/s]
 53%|#####3    | 416/781 [00:21<00:18, 19.50it/s]
 54%|#####3    | 418/781 [00:22<00:18, 19.42it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.50it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.39it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.29it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.96it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.92it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.66it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.49it/s]
 56%|#####5    | 434/781 [00:22<00:18, 18.42it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.33it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.30it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.24it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.25it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.33it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.66it/s]
100%|##########| 781/781 [00:41<00:00, 18.78it/s]




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Validation Progress:  57%|#####6    | 25/44 [00:28<00:22,  1.19s/it]
Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.17s/it]
Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.17s/it]
Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.17s/it]
Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.17s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.16s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.16s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.17s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.25s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.25s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.25s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.25s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.25s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.25s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.25s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.25s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:12<00:00, 12.15s/it]
100%|##########| 1/1 [00:12<00:00, 12.16s/it]

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  8%|7         | 12/157 [00:00<00:09, 14.86it/s]
  9%|8         | 14/157 [00:00<00:09, 15.11it/s]
 10%|#         | 16/157 [00:01<00:09, 15.29it/s]
 11%|#1        | 18/157 [00:01<00:09, 15.29it/s]
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 18%|#7        | 28/157 [00:01<00:08, 15.65it/s]
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 41%|####      | 64/157 [00:04<00:05, 15.61it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.62it/s]
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100%|##########| 157/157 [00:09<00:00, 15.78it/s]

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  1%|1         | 8/781 [00:00<00:44, 17.36it/s]
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  2%|1         | 12/781 [00:00<00:43, 17.74it/s]
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  2%|2         | 18/781 [00:01<00:42, 18.11it/s]
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  3%|2         | 22/781 [00:01<00:42, 17.91it/s]
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  7%|7         | 58/781 [00:03<00:40, 18.07it/s]
  8%|7         | 60/781 [00:03<00:39, 18.11it/s]
  8%|7         | 62/781 [00:03<00:39, 18.20it/s]
  8%|8         | 64/781 [00:03<00:39, 18.29it/s]
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  9%|8         | 68/781 [00:03<00:38, 18.34it/s]
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 21%|##        | 162/781 [00:08<00:33, 18.25it/s]
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 21%|##1       | 166/781 [00:09<00:34, 18.02it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.88it/s]
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 22%|##2       | 172/781 [00:09<00:33, 18.01it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.06it/s]
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 23%|##3       | 180/781 [00:09<00:33, 18.11it/s]
 23%|##3       | 182/781 [00:10<00:32, 18.16it/s]
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 28%|##8       | 222/781 [00:12<00:30, 18.39it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.47it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.58it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.26it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.40it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.63it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.80it/s]
 30%|###       | 236/781 [00:13<00:28, 18.95it/s]
 30%|###       | 238/781 [00:13<00:28, 19.17it/s]
 31%|###       | 240/781 [00:13<00:28, 19.27it/s]
 31%|###1      | 243/781 [00:13<00:27, 19.80it/s]
 31%|###1      | 246/781 [00:13<00:26, 19.99it/s]
 32%|###1      | 249/781 [00:13<00:26, 20.29it/s]
 32%|###2      | 252/781 [00:13<00:25, 20.61it/s]
 33%|###2      | 255/781 [00:13<00:25, 20.83it/s]
 33%|###3      | 258/781 [00:14<00:25, 20.91it/s]
 33%|###3      | 261/781 [00:14<00:24, 21.03it/s]
 34%|###3      | 264/781 [00:14<00:24, 20.97it/s]
 34%|###4      | 267/781 [00:14<00:25, 20.53it/s]
 35%|###4      | 270/781 [00:14<00:24, 20.64it/s]
 35%|###4      | 273/781 [00:14<00:24, 20.82it/s]
 35%|###5      | 276/781 [00:14<00:24, 20.75it/s]
 36%|###5      | 279/781 [00:15<00:24, 20.86it/s]
 36%|###6      | 282/781 [00:15<00:23, 21.00it/s]
 36%|###6      | 285/781 [00:15<00:23, 21.10it/s]
 37%|###6      | 288/781 [00:15<00:23, 20.96it/s]
 37%|###7      | 291/781 [00:15<00:23, 20.82it/s]
 38%|###7      | 294/781 [00:15<00:23, 21.00it/s]
 38%|###8      | 297/781 [00:15<00:23, 21.01it/s]
 38%|###8      | 300/781 [00:16<00:22, 20.95it/s]
 39%|###8      | 303/781 [00:16<00:22, 20.79it/s]
 39%|###9      | 306/781 [00:16<00:22, 20.72it/s]
 40%|###9      | 309/781 [00:16<00:22, 20.85it/s]
 40%|###9      | 312/781 [00:16<00:22, 20.94it/s]
 40%|####      | 315/781 [00:16<00:23, 20.09it/s]
 41%|####      | 318/781 [00:16<00:22, 20.43it/s]
 41%|####1     | 321/781 [00:17<00:22, 20.74it/s]
 41%|####1     | 324/781 [00:17<00:22, 20.63it/s]
 42%|####1     | 327/781 [00:17<00:21, 20.74it/s]
 42%|####2     | 330/781 [00:17<00:21, 20.78it/s]
 43%|####2     | 333/781 [00:17<00:21, 20.87it/s]
 43%|####3     | 336/781 [00:17<00:21, 21.02it/s]
 43%|####3     | 339/781 [00:18<00:21, 20.72it/s]
 44%|####3     | 342/781 [00:18<00:21, 20.67it/s]
 44%|####4     | 345/781 [00:18<00:20, 20.76it/s]
 45%|####4     | 348/781 [00:18<00:20, 20.66it/s]
 45%|####4     | 351/781 [00:18<00:20, 20.61it/s]
 45%|####5     | 354/781 [00:18<00:20, 20.80it/s]
 46%|####5     | 357/781 [00:18<00:20, 20.67it/s]
 46%|####6     | 360/781 [00:19<00:20, 20.86it/s]
 46%|####6     | 363/781 [00:19<00:19, 20.90it/s]
 47%|####6     | 366/781 [00:19<00:19, 21.03it/s]
 47%|####7     | 369/781 [00:19<00:19, 21.00it/s]
 48%|####7     | 372/781 [00:19<00:19, 20.95it/s]
 48%|####8     | 375/781 [00:19<00:19, 21.10it/s]
 48%|####8     | 378/781 [00:19<00:19, 21.14it/s]
 49%|####8     | 381/781 [00:20<00:19, 20.97it/s]
 49%|####9     | 384/781 [00:20<00:19, 20.77it/s]
 50%|####9     | 387/781 [00:20<00:19, 20.13it/s]
 50%|####9     | 390/781 [00:20<00:19, 20.27it/s]
 50%|#####     | 393/781 [00:20<00:19, 20.22it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.70it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.43it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.34it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.26it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.00it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.68it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.37it/s]
 52%|#####2    | 410/781 [00:21<00:20, 18.26it/s]
 53%|#####2    | 412/781 [00:21<00:20, 18.18it/s]
 53%|#####3    | 414/781 [00:21<00:20, 17.90it/s]
 53%|#####3    | 416/781 [00:21<00:20, 17.90it/s]
 54%|#####3    | 418/781 [00:21<00:20, 17.84it/s]
 54%|#####3    | 420/781 [00:22<00:20, 17.91it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.07it/s]
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 55%|#####4    | 426/781 [00:22<00:19, 18.18it/s]
 55%|#####4    | 428/781 [00:22<00:19, 18.02it/s]
 55%|#####5    | 430/781 [00:22<00:19, 18.10it/s]
 55%|#####5    | 432/781 [00:22<00:19, 18.05it/s]
 56%|#####5    | 434/781 [00:22<00:19, 18.07it/s]
 56%|#####5    | 436/781 [00:22<00:19, 17.58it/s]
 56%|#####6    | 438/781 [00:23<00:19, 17.81it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.04it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.17it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.21it/s]
 57%|#####7    | 446/781 [00:23<00:18, 18.22it/s]
 57%|#####7    | 448/781 [00:23<00:18, 18.16it/s]
 58%|#####7    | 450/781 [00:23<00:18, 18.19it/s]
 58%|#####7    | 452/781 [00:23<00:17, 18.28it/s]
 58%|#####8    | 454/781 [00:23<00:17, 18.38it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.37it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.36it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.39it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.29it/s]
 59%|#####9    | 464/781 [00:24<00:17, 18.14it/s]
 60%|#####9    | 466/781 [00:24<00:17, 18.25it/s]
 60%|#####9    | 468/781 [00:24<00:17, 18.28it/s]
 60%|######    | 470/781 [00:24<00:17, 18.20it/s]
 60%|######    | 472/781 [00:24<00:17, 18.10it/s]
 61%|######    | 474/781 [00:25<00:16, 18.09it/s]
 61%|######    | 476/781 [00:25<00:16, 18.10it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.14it/s]
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 62%|######2   | 486/781 [00:25<00:16, 18.31it/s]
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 63%|######2   | 490/781 [00:25<00:16, 17.67it/s]
 63%|######2   | 492/781 [00:26<00:16, 17.73it/s]
 63%|######3   | 494/781 [00:26<00:16, 17.81it/s]
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 66%|######6   | 516/781 [00:27<00:14, 17.99it/s]
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 68%|######7   | 528/781 [00:28<00:13, 18.15it/s]
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 69%|######8   | 536/781 [00:28<00:13, 18.21it/s]
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 69%|######9   | 540/781 [00:28<00:13, 18.12it/s]
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 70%|######9   | 544/781 [00:28<00:13, 18.21it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.21it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.27it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.29it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.30it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.26it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.19it/s]
 71%|#######1  | 558/781 [00:29<00:12, 18.18it/s]
 72%|#######1  | 560/781 [00:29<00:12, 18.08it/s]
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 72%|#######2  | 564/781 [00:30<00:11, 18.10it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.02it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.06it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.07it/s]
 73%|#######3  | 572/781 [00:30<00:11, 17.68it/s]
 73%|#######3  | 574/781 [00:30<00:11, 17.55it/s]
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 74%|#######4  | 580/781 [00:30<00:11, 17.83it/s]
 75%|#######4  | 582/781 [00:31<00:11, 17.91it/s]
 75%|#######4  | 584/781 [00:31<00:10, 17.91it/s]
 75%|#######5  | 586/781 [00:31<00:10, 17.87it/s]
 75%|#######5  | 588/781 [00:31<00:10, 17.98it/s]
 76%|#######5  | 590/781 [00:31<00:10, 17.94it/s]
 76%|#######5  | 592/781 [00:31<00:10, 17.91it/s]
 76%|#######6  | 594/781 [00:31<00:10, 17.85it/s]
 76%|#######6  | 596/781 [00:31<00:10, 18.02it/s]
 77%|#######6  | 598/781 [00:31<00:10, 18.16it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.21it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.19it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.09it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.17it/s]
 78%|#######7  | 608/781 [00:32<00:09, 17.99it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.08it/s]
 78%|#######8  | 612/781 [00:32<00:09, 18.22it/s]
 79%|#######8  | 614/781 [00:32<00:09, 18.25it/s]
 79%|#######8  | 616/781 [00:32<00:09, 18.19it/s]
 79%|#######9  | 618/781 [00:33<00:08, 18.21it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.27it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.15it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.09it/s]
 80%|########  | 626/781 [00:33<00:08, 18.12it/s]
 80%|########  | 628/781 [00:33<00:08, 18.19it/s]
 81%|########  | 630/781 [00:33<00:08, 18.18it/s]
 81%|########  | 632/781 [00:33<00:08, 18.27it/s]
 81%|########1 | 634/781 [00:33<00:08, 18.36it/s]
 81%|########1 | 636/781 [00:34<00:07, 18.39it/s]
 82%|########1 | 638/781 [00:34<00:07, 18.44it/s]
 82%|########1 | 640/781 [00:34<00:07, 18.40it/s]
 82%|########2 | 642/781 [00:34<00:07, 17.92it/s]
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 83%|########2 | 646/781 [00:34<00:07, 18.15it/s]
 83%|########2 | 648/781 [00:34<00:07, 18.25it/s]
 83%|########3 | 650/781 [00:34<00:07, 18.30it/s]
 83%|########3 | 652/781 [00:34<00:07, 18.37it/s]
 84%|########3 | 654/781 [00:35<00:06, 18.44it/s]
 84%|########3 | 656/781 [00:35<00:06, 18.41it/s]
 84%|########4 | 658/781 [00:35<00:06, 18.31it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.08it/s]
 85%|########4 | 662/781 [00:35<00:06, 17.94it/s]
 85%|########5 | 664/781 [00:35<00:06, 17.97it/s]
 85%|########5 | 666/781 [00:35<00:06, 18.03it/s]
 86%|########5 | 668/781 [00:35<00:06, 17.87it/s]
 86%|########5 | 670/781 [00:35<00:06, 17.92it/s]
 86%|########6 | 672/781 [00:36<00:06, 17.93it/s]
 86%|########6 | 674/781 [00:36<00:05, 17.98it/s]
 87%|########6 | 676/781 [00:36<00:05, 17.84it/s]
 87%|########6 | 678/781 [00:36<00:05, 17.68it/s]
 87%|########7 | 680/781 [00:36<00:05, 17.69it/s]
 87%|########7 | 682/781 [00:36<00:05, 17.82it/s]
 88%|########7 | 684/781 [00:36<00:05, 17.89it/s]
 88%|########7 | 686/781 [00:36<00:05, 17.80it/s]
 88%|########8 | 688/781 [00:36<00:05, 17.90it/s]
 88%|########8 | 690/781 [00:37<00:05, 17.88it/s]
 89%|########8 | 692/781 [00:37<00:04, 18.04it/s]
 89%|########8 | 694/781 [00:37<00:04, 18.23it/s]
 89%|########9 | 696/781 [00:37<00:04, 18.38it/s]
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 90%|########9 | 700/781 [00:37<00:04, 18.43it/s]
 90%|########9 | 702/781 [00:37<00:04, 18.47it/s]
 90%|######### | 704/781 [00:37<00:04, 18.38it/s]
 90%|######### | 706/781 [00:37<00:04, 18.42it/s]
 91%|######### | 708/781 [00:37<00:03, 18.33it/s]
 91%|######### | 710/781 [00:38<00:03, 18.28it/s]
 91%|#########1| 712/781 [00:38<00:03, 18.25it/s]
 91%|#########1| 714/781 [00:38<00:03, 18.12it/s]
 92%|#########1| 716/781 [00:38<00:03, 18.09it/s]
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 92%|#########2| 720/781 [00:38<00:03, 18.05it/s]
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 93%|#########2| 726/781 [00:38<00:03, 18.10it/s]
 93%|#########3| 728/781 [00:39<00:02, 17.72it/s]
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 94%|#########4| 736/781 [00:39<00:02, 18.26it/s]
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 95%|#########4| 740/781 [00:39<00:02, 18.35it/s]
 95%|#########5| 742/781 [00:39<00:02, 18.39it/s]
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 96%|#########6| 750/781 [00:40<00:01, 18.12it/s]
 96%|#########6| 752/781 [00:40<00:01, 18.16it/s]
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 97%|#########7| 758/781 [00:40<00:01, 17.96it/s]
 97%|#########7| 760/781 [00:40<00:01, 18.00it/s]
 98%|#########7| 762/781 [00:40<00:01, 18.04it/s]
 98%|#########7| 764/781 [00:41<00:00, 18.05it/s]
 98%|#########8| 766/781 [00:41<00:00, 18.18it/s]
 98%|#########8| 768/781 [00:41<00:00, 18.08it/s]
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 99%|#########8| 772/781 [00:41<00:00, 17.84it/s]
 99%|#########9| 774/781 [00:41<00:00, 17.80it/s]
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100%|#########9| 778/781 [00:41<00:00, 17.85it/s]
100%|#########9| 780/781 [00:41<00:00, 17.93it/s]
100%|##########| 781/781 [00:42<00:00, 18.58it/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 [00:00<00:42,  1.01it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.00s/it]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.01it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.08s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.08s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.09s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:46,  1.11s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:43,  1.05s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:43,  1.05s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:43,  1.05s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:43,  1.06s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.03s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.03s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.04s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:42,  1.06s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.10s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.10s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:43,  1.10s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:43,  1.13s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.06s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.06s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.06s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:41,  1.08s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:41,  1.12s/it]
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Validation Progress:  16%|#5        | 7/44 [00:07<00:42,  1.15s/it]
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  7%|6         | 54/781 [00:02<00:38, 18.90it/s]
  7%|7         | 56/781 [00:03<00:38, 18.66it/s]
  7%|7         | 58/781 [00:03<00:38, 18.70it/s]
  8%|7         | 60/781 [00:03<00:38, 18.71it/s]
  8%|7         | 62/781 [00:03<00:38, 18.83it/s]
  8%|8         | 64/781 [00:03<00:38, 18.80it/s]
  8%|8         | 66/781 [00:03<00:38, 18.64it/s]
  9%|8         | 68/781 [00:03<00:38, 18.71it/s]
  9%|8         | 70/781 [00:03<00:37, 18.80it/s]
  9%|9         | 72/781 [00:03<00:37, 18.81it/s]
  9%|9         | 74/781 [00:03<00:37, 18.66it/s]
 10%|9         | 76/781 [00:04<00:37, 18.81it/s]
 10%|9         | 78/781 [00:04<00:37, 18.89it/s]
 10%|#         | 80/781 [00:04<00:37, 18.89it/s]
 10%|#         | 82/781 [00:04<00:36, 18.90it/s]
 11%|#         | 84/781 [00:04<00:37, 18.73it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.68it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.79it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.74it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.66it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.63it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.70it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.68it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.85it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.77it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.83it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.89it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.82it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.71it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.69it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.85it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.93it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.00it/s]
 15%|#5        | 120/781 [00:06<00:34, 18.97it/s]
 16%|#5        | 122/781 [00:06<00:34, 18.95it/s]
 16%|#5        | 124/781 [00:06<00:36, 18.16it/s]
 16%|#6        | 126/781 [00:06<00:36, 18.14it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.40it/s]
 17%|#6        | 130/781 [00:06<00:35, 18.57it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.58it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.75it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.85it/s]
 18%|#7        | 138/781 [00:07<00:33, 18.97it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.96it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.00it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.72it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.55it/s]
 19%|#8        | 148/781 [00:07<00:34, 18.58it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.45it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.63it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.63it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.55it/s]
 20%|##        | 158/781 [00:08<00:33, 18.60it/s]
 20%|##        | 160/781 [00:08<00:33, 18.65it/s]
 21%|##        | 162/781 [00:08<00:33, 18.67it/s]
 21%|##        | 164/781 [00:08<00:32, 18.70it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.50it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.55it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.51it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.58it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.61it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.80it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.54it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.38it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.56it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.50it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.63it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.80it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.93it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.04it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.02it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.04it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.52it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.85it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.07it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.23it/s]
 26%|##6       | 206/781 [00:11<00:29, 19.34it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.29it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.37it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.15it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.19it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.30it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.40it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.47it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.33it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.30it/s]
 29%|##8       | 226/781 [00:12<00:28, 19.15it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.15it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.26it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.20it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.14it/s]
 30%|###       | 236/781 [00:12<00:28, 19.21it/s]
 30%|###       | 238/781 [00:12<00:28, 19.27it/s]
 31%|###       | 240/781 [00:12<00:27, 19.34it/s]
 31%|###       | 242/781 [00:12<00:28, 19.10it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.26it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.44it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.51it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.44it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.39it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.49it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.42it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.75it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.91it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.11it/s]
 34%|###3      | 264/781 [00:14<00:26, 19.17it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.31it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.94it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.99it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.01it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.94it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.02it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.12it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.22it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.20it/s]
 36%|###6      | 284/781 [00:15<00:26, 19.03it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.98it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.76it/s]
 37%|###7      | 290/781 [00:15<00:25, 18.98it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.05it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.00it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.21it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.29it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.36it/s]
 39%|###8      | 302/781 [00:16<00:24, 19.46it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.45it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.19it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.20it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.27it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.30it/s]
 40%|####      | 314/781 [00:16<00:24, 19.33it/s]
 40%|####      | 316/781 [00:16<00:24, 19.21it/s]
 41%|####      | 318/781 [00:16<00:24, 19.25it/s]
 41%|####      | 320/781 [00:16<00:24, 18.99it/s]
 41%|####1     | 322/781 [00:17<00:23, 19.16it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.31it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.33it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.34it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.43it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.34it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.13it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.07it/s]
 43%|####3     | 338/781 [00:17<00:23, 19.17it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.18it/s]
 44%|####3     | 342/781 [00:18<00:22, 19.11it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.17it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.13it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.04it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.10it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.09it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.16it/s]
 46%|####5     | 356/781 [00:18<00:22, 19.09it/s]
 46%|####5     | 358/781 [00:18<00:22, 18.50it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.76it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.92it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.08it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.78it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.38it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.09it/s]
 48%|####7     | 372/781 [00:19<00:22, 17.90it/s]
 48%|####7     | 374/781 [00:19<00:22, 17.80it/s]
 48%|####8     | 376/781 [00:19<00:22, 17.98it/s]
 48%|####8     | 378/781 [00:20<00:22, 18.01it/s]
 49%|####8     | 380/781 [00:20<00:22, 18.11it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.40it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.63it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.44it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.62it/s]
 50%|####9     | 390/781 [00:20<00:21, 18.50it/s]
 50%|#####     | 392/781 [00:20<00:21, 18.50it/s]
 50%|#####     | 394/781 [00:20<00:21, 18.09it/s]
 51%|#####     | 396/781 [00:21<00:21, 18.22it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.32it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.56it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.80it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.50it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.61it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.87it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.00it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.06it/s]
 53%|#####3    | 414/781 [00:21<00:19, 19.09it/s]
 53%|#####3    | 416/781 [00:22<00:19, 19.20it/s]
 54%|#####3    | 418/781 [00:22<00:18, 19.20it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.15it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.10it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.16it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.09it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.92it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.02it/s]
 55%|#####5    | 432/781 [00:22<00:18, 19.14it/s]
 56%|#####5    | 434/781 [00:23<00:18, 19.00it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.99it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.80it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.00it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.14it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.16it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.10it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.99it/s]
 58%|#####7    | 450/781 [00:23<00:17, 19.08it/s]
 58%|#####7    | 452/781 [00:23<00:17, 19.00it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.91it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.96it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.92it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.04it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.09it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.27it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.39it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.46it/s]
 60%|######    | 470/781 [00:24<00:15, 19.49it/s]
 60%|######    | 472/781 [00:25<00:15, 19.53it/s]
 61%|######    | 474/781 [00:25<00:15, 19.36it/s]
 61%|######    | 476/781 [00:25<00:15, 19.12it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.08it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.07it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.11it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.23it/s]
 62%|######2   | 486/781 [00:25<00:15, 18.98it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.13it/s]
 63%|######2   | 490/781 [00:25<00:15, 19.07it/s]
 63%|######2   | 492/781 [00:26<00:15, 19.22it/s]
 63%|######3   | 494/781 [00:26<00:14, 19.42it/s]
 64%|######3   | 496/781 [00:26<00:14, 19.38it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.44it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.52it/s]
 64%|######4   | 502/781 [00:26<00:14, 19.38it/s]
 65%|######4   | 504/781 [00:26<00:14, 19.34it/s]
 65%|######4   | 506/781 [00:26<00:14, 19.29it/s]
 65%|######5   | 508/781 [00:26<00:14, 19.38it/s]
 65%|######5   | 510/781 [00:26<00:14, 19.26it/s]
 66%|######5   | 512/781 [00:27<00:14, 19.15it/s]
 66%|######5   | 514/781 [00:27<00:14, 19.05it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.87it/s]
 66%|######6   | 518/781 [00:27<00:13, 18.91it/s]
 67%|######6   | 520/781 [00:27<00:13, 18.97it/s]
 67%|######6   | 522/781 [00:27<00:14, 18.29it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.47it/s]
 67%|######7   | 526/781 [00:27<00:13, 18.52it/s]
 68%|######7   | 528/781 [00:27<00:13, 18.56it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.63it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.58it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.60it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.60it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.68it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.77it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.56it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.77it/s]
 70%|######9   | 546/781 [00:28<00:12, 18.93it/s]
 70%|#######   | 548/781 [00:29<00:12, 19.06it/s]
 70%|#######   | 550/781 [00:29<00:12, 19.10it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.86it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.91it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.99it/s]
 71%|#######1  | 558/781 [00:29<00:11, 19.12it/s]
 72%|#######1  | 560/781 [00:29<00:11, 19.11it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.96it/s]
 72%|#######2  | 564/781 [00:29<00:11, 19.05it/s]
 72%|#######2  | 566/781 [00:29<00:11, 19.24it/s]
 73%|#######2  | 568/781 [00:30<00:11, 19.24it/s]
 73%|#######2  | 570/781 [00:30<00:10, 19.21it/s]
 73%|#######3  | 572/781 [00:30<00:10, 19.27it/s]
 73%|#######3  | 574/781 [00:30<00:10, 19.34it/s]
 74%|#######3  | 576/781 [00:30<00:10, 19.37it/s]
 74%|#######4  | 578/781 [00:30<00:10, 19.26it/s]
 74%|#######4  | 580/781 [00:30<00:10, 19.17it/s]
 75%|#######4  | 582/781 [00:30<00:10, 19.32it/s]
 75%|#######4  | 584/781 [00:30<00:10, 19.15it/s]
 75%|#######5  | 586/781 [00:30<00:10, 19.15it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.99it/s]
 76%|#######5  | 590/781 [00:31<00:09, 19.11it/s]
 76%|#######5  | 592/781 [00:31<00:09, 19.27it/s]
 76%|#######6  | 594/781 [00:31<00:09, 19.30it/s]
 76%|#######6  | 596/781 [00:31<00:09, 19.42it/s]
 77%|#######6  | 598/781 [00:31<00:09, 19.31it/s]
 77%|#######6  | 600/781 [00:31<00:09, 19.24it/s]
 77%|#######7  | 602/781 [00:31<00:09, 19.21it/s]
 77%|#######7  | 604/781 [00:31<00:09, 18.98it/s]
 78%|#######7  | 606/781 [00:32<00:09, 19.09it/s]
 78%|#######7  | 608/781 [00:32<00:09, 19.03it/s]
 78%|#######8  | 610/781 [00:32<00:08, 19.22it/s]
 78%|#######8  | 612/781 [00:32<00:08, 19.33it/s]
 79%|#######8  | 614/781 [00:32<00:08, 19.33it/s]
 79%|#######8  | 616/781 [00:32<00:08, 19.21it/s]
 79%|#######9  | 618/781 [00:32<00:08, 19.21it/s]
 79%|#######9  | 620/781 [00:32<00:08, 19.26it/s]
 80%|#######9  | 622/781 [00:32<00:08, 19.00it/s]
 80%|#######9  | 624/781 [00:32<00:08, 19.01it/s]
 80%|########  | 626/781 [00:33<00:08, 18.83it/s]
 80%|########  | 628/781 [00:33<00:08, 18.72it/s]
 81%|########  | 630/781 [00:33<00:08, 18.68it/s]
 81%|########  | 632/781 [00:33<00:07, 18.65it/s]
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  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:13<00:00, 13.54s/it]
100%|##########| 1/1 [00:13<00:00, 13.55s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 14.83it/s]
  3%|2         | 4/157 [00:00<00:10, 14.60it/s]
  4%|3         | 6/157 [00:00<00:09, 15.17it/s]
  5%|5         | 8/157 [00:00<00:09, 15.35it/s]
  6%|6         | 10/157 [00:00<00:09, 15.38it/s]
  8%|7         | 12/157 [00:00<00:09, 15.59it/s]
  9%|8         | 14/157 [00:00<00:09, 15.73it/s]
 10%|#         | 16/157 [00:01<00:08, 15.84it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.93it/s]
 13%|#2        | 20/157 [00:01<00:08, 15.96it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.01it/s]
 15%|#5        | 24/157 [00:01<00:08, 15.74it/s]
 17%|#6        | 26/157 [00:01<00:08, 15.72it/s]
 18%|#7        | 28/157 [00:01<00:08, 15.78it/s]
 19%|#9        | 30/157 [00:01<00:08, 15.58it/s]
 20%|##        | 32/157 [00:02<00:07, 15.70it/s]
 22%|##1       | 34/157 [00:02<00:07, 15.75it/s]
 23%|##2       | 36/157 [00:02<00:07, 15.83it/s]
 24%|##4       | 38/157 [00:02<00:07, 15.80it/s]
 25%|##5       | 40/157 [00:02<00:07, 15.83it/s]
 27%|##6       | 42/157 [00:02<00:07, 15.82it/s]
 28%|##8       | 44/157 [00:02<00:07, 15.91it/s]
 29%|##9       | 46/157 [00:02<00:06, 15.92it/s]
 31%|###       | 48/157 [00:03<00:06, 15.90it/s]
 32%|###1      | 50/157 [00:03<00:06, 15.93it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.99it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.01it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.05it/s]
 37%|###6      | 58/157 [00:03<00:06, 15.63it/s]
 38%|###8      | 60/157 [00:03<00:06, 15.75it/s]
 39%|###9      | 62/157 [00:03<00:06, 15.71it/s]
 41%|####      | 64/157 [00:04<00:05, 15.85it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.95it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.02it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.02it/s]
 46%|####5     | 72/157 [00:04<00:05, 15.97it/s]
 47%|####7     | 74/157 [00:04<00:05, 15.88it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.92it/s]
 50%|####9     | 78/157 [00:04<00:04, 15.96it/s]
 51%|#####     | 80/157 [00:05<00:04, 15.96it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.98it/s]
 54%|#####3    | 84/157 [00:05<00:04, 15.97it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.97it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.87it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.91it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.89it/s]
 60%|#####9    | 94/157 [00:05<00:03, 15.94it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.83it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.83it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.76it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.71it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.75it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.70it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.76it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.21it/s]
 71%|#######1  | 112/157 [00:07<00:02, 16.72it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.78it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.94it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.96it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.93it/s]
 78%|#######7  | 122/157 [00:07<00:02, 17.37it/s]
 79%|#######8  | 124/157 [00:07<00:01, 17.66it/s]
 80%|########  | 126/157 [00:07<00:01, 17.71it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.83it/s]
 83%|########2 | 130/157 [00:08<00:01, 17.91it/s]
 84%|########4 | 132/157 [00:08<00:01, 18.06it/s]
 85%|########5 | 134/157 [00:08<00:01, 18.10it/s]
 87%|########6 | 136/157 [00:08<00:01, 18.17it/s]
 88%|########7 | 138/157 [00:08<00:01, 18.15it/s]
 89%|########9 | 140/157 [00:08<00:00, 18.26it/s]
 90%|######### | 142/157 [00:08<00:00, 18.24it/s]
 92%|#########1| 144/157 [00:08<00:00, 18.26it/s]
 93%|#########2| 146/157 [00:08<00:00, 18.16it/s]
 94%|#########4| 148/157 [00:09<00:00, 18.17it/s]
 96%|#########5| 150/157 [00:09<00:00, 18.20it/s]
 97%|#########6| 152/157 [00:09<00:00, 18.24it/s]
 98%|#########8| 154/157 [00:09<00:00, 18.28it/s]
 99%|#########9| 156/157 [00:09<00:00, 18.37it/s]
100%|##########| 157/157 [00:09<00:00, 16.48it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 3/781 [00:00<00:37, 20.77it/s]
  1%|          | 6/781 [00:00<00:37, 20.87it/s]
  1%|1         | 9/781 [00:00<00:37, 20.76it/s]
  2%|1         | 12/781 [00:00<00:36, 20.89it/s]
  2%|1         | 15/781 [00:00<00:36, 21.01it/s]
  2%|2         | 18/781 [00:00<00:36, 21.09it/s]
  3%|2         | 21/781 [00:00<00:35, 21.11it/s]
  3%|3         | 24/781 [00:01<00:36, 20.92it/s]
  3%|3         | 27/781 [00:01<00:36, 20.81it/s]
  4%|3         | 30/781 [00:01<00:35, 20.92it/s]
  4%|4         | 33/781 [00:01<00:36, 20.61it/s]
  5%|4         | 36/781 [00:01<00:35, 20.75it/s]
  5%|4         | 39/781 [00:01<00:35, 20.70it/s]
  5%|5         | 42/781 [00:02<00:36, 20.51it/s]
  6%|5         | 45/781 [00:02<00:35, 20.77it/s]
  6%|6         | 48/781 [00:02<00:35, 20.90it/s]
  7%|6         | 51/781 [00:02<00:34, 21.05it/s]
  7%|6         | 54/781 [00:02<00:34, 21.03it/s]
  7%|7         | 57/781 [00:02<00:34, 21.15it/s]
  8%|7         | 60/781 [00:02<00:34, 21.13it/s]
  8%|8         | 63/781 [00:03<00:34, 21.10it/s]
  8%|8         | 66/781 [00:03<00:33, 21.10it/s]
  9%|8         | 69/781 [00:03<00:33, 21.04it/s]
  9%|9         | 72/781 [00:03<00:33, 21.17it/s]
 10%|9         | 75/781 [00:03<00:33, 21.20it/s]
 10%|9         | 78/781 [00:03<00:33, 21.26it/s]
 10%|#         | 81/781 [00:03<00:32, 21.27it/s]
 11%|#         | 84/781 [00:04<00:32, 21.18it/s]
 11%|#1        | 87/781 [00:04<00:32, 21.18it/s]
 12%|#1        | 90/781 [00:04<00:32, 21.24it/s]
 12%|#1        | 93/781 [00:04<00:32, 21.24it/s]
 12%|#2        | 96/781 [00:04<00:33, 20.74it/s]
 13%|#2        | 99/781 [00:04<00:32, 20.86it/s]
 13%|#3        | 102/781 [00:04<00:32, 20.98it/s]
 13%|#3        | 105/781 [00:05<00:32, 21.11it/s]
 14%|#3        | 108/781 [00:05<00:32, 20.87it/s]
 14%|#4        | 111/781 [00:05<00:32, 20.84it/s]
 15%|#4        | 114/781 [00:05<00:32, 20.83it/s]
 15%|#4        | 117/781 [00:05<00:31, 21.00it/s]
 15%|#5        | 120/781 [00:05<00:31, 21.02it/s]
 16%|#5        | 123/781 [00:05<00:31, 20.95it/s]
 16%|#6        | 126/781 [00:06<00:31, 20.84it/s]
 17%|#6        | 129/781 [00:06<00:31, 20.71it/s]
 17%|#6        | 132/781 [00:06<00:31, 20.79it/s]
 17%|#7        | 135/781 [00:06<00:31, 20.64it/s]
 18%|#7        | 138/781 [00:06<00:30, 20.80it/s]
 18%|#8        | 141/781 [00:06<00:30, 20.79it/s]
 18%|#8        | 144/781 [00:06<00:30, 20.90it/s]
 19%|#8        | 147/781 [00:07<00:30, 20.76it/s]
 19%|#9        | 150/781 [00:07<00:30, 20.77it/s]
 20%|#9        | 153/781 [00:07<00:31, 19.81it/s]
 20%|#9        | 155/781 [00:07<00:32, 19.24it/s]
 20%|##        | 157/781 [00:07<00:32, 18.94it/s]
 20%|##        | 159/781 [00:07<00:32, 19.07it/s]
 21%|##        | 161/781 [00:07<00:33, 18.61it/s]
 21%|##        | 163/781 [00:07<00:32, 18.76it/s]
 21%|##1       | 165/781 [00:07<00:33, 18.46it/s]
 21%|##1       | 167/781 [00:08<00:32, 18.73it/s]
 22%|##1       | 169/781 [00:08<00:33, 18.38it/s]
 22%|##1       | 171/781 [00:08<00:33, 18.12it/s]
 22%|##2       | 173/781 [00:08<00:34, 17.87it/s]
 23%|##2       | 176/781 [00:08<00:32, 18.54it/s]
 23%|##2       | 178/781 [00:08<00:32, 18.29it/s]
 23%|##3       | 180/781 [00:08<00:32, 18.45it/s]
 23%|##3       | 182/781 [00:08<00:32, 18.66it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.39it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.09it/s]
 24%|##4       | 188/781 [00:09<00:33, 17.86it/s]
 24%|##4       | 190/781 [00:09<00:33, 17.76it/s]
 25%|##4       | 192/781 [00:09<00:32, 17.91it/s]
 25%|##4       | 194/781 [00:09<00:32, 17.87it/s]
 25%|##5       | 196/781 [00:09<00:32, 17.99it/s]
 25%|##5       | 198/781 [00:09<00:32, 18.12it/s]
 26%|##5       | 200/781 [00:09<00:32, 18.13it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.17it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.25it/s]
 26%|##6       | 206/781 [00:10<00:31, 18.32it/s]
 27%|##6       | 208/781 [00:10<00:31, 18.35it/s]
 27%|##6       | 210/781 [00:10<00:31, 18.37it/s]
 27%|##7       | 212/781 [00:10<00:31, 18.19it/s]
 27%|##7       | 214/781 [00:10<00:31, 18.18it/s]
 28%|##7       | 216/781 [00:10<00:30, 18.29it/s]
 28%|##7       | 218/781 [00:10<00:30, 18.29it/s]
 28%|##8       | 220/781 [00:11<00:31, 18.09it/s]
 28%|##8       | 222/781 [00:11<00:31, 17.93it/s]
 29%|##8       | 224/781 [00:11<00:31, 17.89it/s]
 29%|##8       | 226/781 [00:11<00:30, 18.02it/s]
 29%|##9       | 228/781 [00:11<00:31, 17.47it/s]
 29%|##9       | 230/781 [00:11<00:31, 17.77it/s]
 30%|##9       | 232/781 [00:11<00:31, 17.42it/s]
 30%|##9       | 234/781 [00:11<00:30, 17.73it/s]
 30%|###       | 236/781 [00:11<00:30, 17.89it/s]
 30%|###       | 238/781 [00:12<00:30, 18.02it/s]
 31%|###       | 240/781 [00:12<00:29, 18.10it/s]
 31%|###       | 242/781 [00:12<00:29, 18.11it/s]
 31%|###1      | 244/781 [00:12<00:29, 18.21it/s]
 31%|###1      | 246/781 [00:12<00:29, 18.27it/s]
 32%|###1      | 248/781 [00:12<00:29, 18.32it/s]
 32%|###2      | 250/781 [00:12<00:28, 18.40it/s]
 32%|###2      | 252/781 [00:12<00:28, 18.42it/s]
 33%|###2      | 254/781 [00:12<00:28, 18.47it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.46it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.38it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.24it/s]
 34%|###3      | 262/781 [00:13<00:28, 18.13it/s]
 34%|###3      | 264/781 [00:13<00:28, 17.83it/s]
 34%|###4      | 266/781 [00:13<00:28, 18.02it/s]
 34%|###4      | 268/781 [00:13<00:28, 18.12it/s]
 35%|###4      | 270/781 [00:13<00:28, 18.10it/s]
 35%|###4      | 272/781 [00:13<00:28, 17.92it/s]
 35%|###5      | 274/781 [00:14<00:28, 17.92it/s]
 35%|###5      | 276/781 [00:14<00:28, 17.80it/s]
 36%|###5      | 278/781 [00:14<00:28, 17.86it/s]
 36%|###5      | 280/781 [00:14<00:27, 17.97it/s]
 36%|###6      | 282/781 [00:14<00:27, 17.91it/s]
 36%|###6      | 284/781 [00:14<00:27, 17.95it/s]
 37%|###6      | 286/781 [00:14<00:27, 17.95it/s]
 37%|###6      | 288/781 [00:14<00:28, 17.35it/s]
 37%|###7      | 290/781 [00:14<00:27, 17.64it/s]
 37%|###7      | 292/781 [00:15<00:27, 17.83it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.04it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.09it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.07it/s]
 38%|###8      | 300/781 [00:15<00:26, 18.15it/s]
 39%|###8      | 302/781 [00:15<00:26, 18.23it/s]
 39%|###8      | 304/781 [00:15<00:26, 18.30it/s]
 39%|###9      | 306/781 [00:15<00:26, 18.19it/s]
 39%|###9      | 308/781 [00:15<00:26, 18.14it/s]
 40%|###9      | 310/781 [00:16<00:26, 17.81it/s]
 40%|###9      | 312/781 [00:16<00:26, 17.81it/s]
 40%|####      | 314/781 [00:16<00:26, 17.91it/s]
 40%|####      | 316/781 [00:16<00:25, 17.89it/s]
 41%|####      | 318/781 [00:16<00:25, 17.87it/s]
 41%|####      | 320/781 [00:16<00:25, 18.00it/s]
 41%|####1     | 322/781 [00:16<00:25, 18.11it/s]
 41%|####1     | 324/781 [00:16<00:25, 18.18it/s]
 42%|####1     | 326/781 [00:16<00:25, 18.18it/s]
 42%|####1     | 328/781 [00:17<00:25, 18.07it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.10it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.08it/s]
 43%|####2     | 334/781 [00:17<00:24, 17.97it/s]
 43%|####3     | 336/781 [00:17<00:24, 17.92it/s]
 43%|####3     | 338/781 [00:17<00:24, 18.00it/s]
 44%|####3     | 340/781 [00:17<00:24, 18.00it/s]
 44%|####3     | 342/781 [00:17<00:24, 18.00it/s]
 44%|####4     | 344/781 [00:17<00:24, 17.91it/s]
 44%|####4     | 346/781 [00:18<00:24, 18.03it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.05it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.08it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.05it/s]
 45%|####5     | 354/781 [00:18<00:23, 17.87it/s]
 46%|####5     | 356/781 [00:18<00:23, 17.81it/s]
 46%|####5     | 358/781 [00:18<00:23, 17.74it/s]
 46%|####6     | 360/781 [00:18<00:23, 17.85it/s]
 46%|####6     | 362/781 [00:18<00:23, 18.02it/s]
 47%|####6     | 364/781 [00:19<00:23, 18.06it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.17it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.13it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.10it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.03it/s]
 48%|####7     | 374/781 [00:19<00:22, 17.97it/s]
 48%|####8     | 376/781 [00:19<00:22, 18.04it/s]
 48%|####8     | 378/781 [00:19<00:22, 18.05it/s]
 49%|####8     | 380/781 [00:19<00:22, 18.14it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.16it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.23it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.24it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.27it/s]
 50%|####9     | 390/781 [00:20<00:21, 18.30it/s]
 50%|#####     | 392/781 [00:20<00:21, 18.22it/s]
 50%|#####     | 394/781 [00:20<00:21, 18.23it/s]
 51%|#####     | 396/781 [00:20<00:21, 18.06it/s]
 51%|#####     | 398/781 [00:20<00:21, 18.12it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.19it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.25it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.10it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.10it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.12it/s]
 52%|#####2    | 410/781 [00:21<00:20, 18.08it/s]
 53%|#####2    | 412/781 [00:21<00:20, 18.14it/s]
 53%|#####3    | 414/781 [00:21<00:20, 18.20it/s]
 53%|#####3    | 416/781 [00:21<00:19, 18.25it/s]
 54%|#####3    | 418/781 [00:21<00:19, 18.16it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.11it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.20it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.26it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.34it/s]
 55%|#####4    | 428/781 [00:22<00:19, 18.28it/s]
 55%|#####5    | 430/781 [00:22<00:19, 18.28it/s]
 55%|#####5    | 432/781 [00:22<00:19, 18.36it/s]
 56%|#####5    | 434/781 [00:22<00:18, 18.33it/s]
 56%|#####5    | 436/781 [00:22<00:18, 18.36it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.38it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.11it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.23it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.28it/s]
 57%|#####7    | 446/781 [00:23<00:18, 18.19it/s]
 57%|#####7    | 448/781 [00:23<00:18, 18.09it/s]
 58%|#####7    | 450/781 [00:23<00:18, 18.12it/s]
 58%|#####7    | 452/781 [00:23<00:18, 18.19it/s]
 58%|#####8    | 454/781 [00:23<00:17, 18.30it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.35it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.34it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.31it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.35it/s]
 59%|#####9    | 464/781 [00:24<00:17, 18.36it/s]
 60%|#####9    | 466/781 [00:24<00:17, 18.30it/s]
 60%|#####9    | 468/781 [00:24<00:17, 18.22it/s]
 60%|######    | 470/781 [00:24<00:17, 18.09it/s]
 60%|######    | 472/781 [00:24<00:17, 17.93it/s]
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100%|##########| 781/781 [00:42<00:00, 18.41it/s]




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Validation Progress:  64%|######3   | 28/44 [00:32<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:32<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:32<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:32<00:18,  1.17s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.16s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.16s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.16s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.13s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.13s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.13s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.13s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.21s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.25s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.25s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.25s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.25s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:14<00:00, 14.31s/it]
100%|##########| 1/1 [00:14<00:00, 14.31s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 12.98it/s]
  3%|2         | 4/157 [00:00<00:10, 14.52it/s]
  4%|3         | 6/157 [00:00<00:09, 15.31it/s]
  5%|5         | 8/157 [00:00<00:09, 15.68it/s]
  6%|6         | 10/157 [00:00<00:09, 16.04it/s]
  8%|7         | 12/157 [00:00<00:08, 16.22it/s]
  9%|8         | 14/157 [00:00<00:08, 16.28it/s]
 10%|#         | 16/157 [00:01<00:08, 16.11it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.26it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.26it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.36it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.45it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.50it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.41it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.35it/s]
 20%|##        | 32/157 [00:01<00:07, 16.45it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.23it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.41it/s]
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 28%|##8       | 44/157 [00:02<00:06, 16.86it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.82it/s]
 31%|###       | 48/157 [00:02<00:06, 16.79it/s]
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 33%|###3      | 52/157 [00:03<00:06, 16.79it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.83it/s]
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 38%|###8      | 60/157 [00:03<00:05, 16.76it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.81it/s]
 41%|####      | 64/157 [00:03<00:05, 16.85it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.89it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.87it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.87it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.86it/s]
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 48%|####8     | 76/157 [00:04<00:04, 16.83it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.50it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.50it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.50it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.54it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.45it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.18it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.41it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.43it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.38it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.44it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.17it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.26it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.35it/s]
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 80%|########  | 126/157 [00:07<00:01, 16.49it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.59it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.70it/s]
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 87%|########6 | 136/157 [00:08<00:01, 16.77it/s]
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 89%|########9 | 140/157 [00:08<00:01, 16.80it/s]
 90%|######### | 142/157 [00:08<00:00, 16.18it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.27it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.41it/s]
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 99%|#########9| 156/157 [00:09<00:00, 16.57it/s]
100%|##########| 157/157 [00:09<00:00, 16.57it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
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  1%|          | 4/781 [00:00<00:48, 16.12it/s]
  1%|          | 6/781 [00:00<00:46, 16.73it/s]
  1%|1         | 8/781 [00:00<00:44, 17.38it/s]
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  2%|1         | 12/781 [00:00<00:43, 17.80it/s]
  2%|1         | 14/781 [00:00<00:42, 17.91it/s]
  2%|2         | 16/781 [00:00<00:42, 18.01it/s]
  2%|2         | 18/781 [00:01<00:41, 18.20it/s]
  3%|2         | 20/781 [00:01<00:41, 18.44it/s]
  3%|2         | 22/781 [00:01<00:41, 18.35it/s]
  3%|3         | 24/781 [00:01<00:41, 18.40it/s]
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  5%|4         | 36/781 [00:01<00:39, 18.67it/s]
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  6%|5         | 44/781 [00:02<00:39, 18.77it/s]
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  6%|6         | 48/781 [00:02<00:39, 18.41it/s]
  6%|6         | 50/781 [00:02<00:39, 18.57it/s]
  7%|6         | 52/781 [00:02<00:38, 18.78it/s]
  7%|6         | 54/781 [00:02<00:38, 18.91it/s]
  7%|7         | 56/781 [00:03<00:38, 18.93it/s]
  7%|7         | 58/781 [00:03<00:38, 18.94it/s]
  8%|7         | 60/781 [00:03<00:37, 18.98it/s]
  8%|7         | 62/781 [00:03<00:37, 18.95it/s]
  8%|8         | 64/781 [00:03<00:37, 18.92it/s]
  8%|8         | 66/781 [00:03<00:37, 18.95it/s]
  9%|8         | 68/781 [00:03<00:37, 18.85it/s]
  9%|8         | 70/781 [00:03<00:37, 18.78it/s]
  9%|9         | 72/781 [00:03<00:37, 18.85it/s]
  9%|9         | 74/781 [00:04<00:37, 18.97it/s]
 10%|9         | 76/781 [00:04<00:37, 18.97it/s]
 10%|9         | 78/781 [00:04<00:37, 18.95it/s]
 10%|#         | 80/781 [00:04<00:36, 18.99it/s]
 10%|#         | 82/781 [00:04<00:36, 18.96it/s]
 11%|#         | 84/781 [00:04<00:36, 19.01it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.06it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.08it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.11it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.14it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.55it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.73it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.81it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.88it/s]
 13%|#3        | 102/781 [00:05<00:35, 18.93it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.93it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.94it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.36it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.33it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.45it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.45it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.52it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.70it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.83it/s]
 16%|#5        | 122/781 [00:06<00:34, 18.87it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.66it/s]
 16%|#6        | 126/781 [00:06<00:36, 18.08it/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, 18.66it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.74it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.70it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.69it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.62it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.61it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.67it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.83it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.89it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.84it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.94it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.96it/s]
 20%|#9        | 156/781 [00:08<00:32, 18.98it/s]
 20%|##        | 158/781 [00:08<00:32, 19.06it/s]
 20%|##        | 160/781 [00:08<00:32, 19.12it/s]
 21%|##        | 162/781 [00:08<00:32, 19.16it/s]
 21%|##        | 164/781 [00:08<00:32, 19.15it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.15it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.95it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.93it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.91it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.79it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.66it/s]
 23%|##2       | 178/781 [00:09<01:00, 10.00it/s]
 23%|##3       | 180/781 [00:09<00:52, 11.51it/s]
 23%|##3       | 182/781 [00:10<00:45, 13.06it/s]
 24%|##3       | 184/781 [00:10<00:41, 14.40it/s]
 24%|##3       | 186/781 [00:10<00:38, 15.58it/s]
 24%|##4       | 188/781 [00:10<00:36, 16.20it/s]
 24%|##4       | 190/781 [00:10<00:35, 16.87it/s]
 25%|##4       | 192/781 [00:10<00:33, 17.38it/s]
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 25%|##5       | 196/781 [00:10<00:33, 17.65it/s]
 25%|##5       | 198/781 [00:10<00:32, 17.98it/s]
 26%|##5       | 200/781 [00:11<00:31, 18.28it/s]
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 26%|##6       | 204/781 [00:11<00:31, 18.35it/s]
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 27%|##6       | 208/781 [00:11<00:30, 18.52it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.49it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.62it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.77it/s]
 28%|##7       | 216/781 [00:11<00:29, 18.85it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.89it/s]
 28%|##8       | 220/781 [00:12<00:29, 18.82it/s]
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 29%|##8       | 224/781 [00:12<00:29, 18.57it/s]
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 30%|###       | 236/781 [00:12<00:29, 18.58it/s]
 30%|###       | 238/781 [00:13<00:28, 18.74it/s]
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 32%|###1      | 248/781 [00:13<00:28, 18.60it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.49it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.44it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.38it/s]
 33%|###2      | 256/781 [00:14<00:28, 18.60it/s]
 33%|###3      | 258/781 [00:14<00:28, 18.67it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.74it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.84it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.90it/s]
 34%|###4      | 266/781 [00:14<00:27, 19.00it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.06it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.12it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.06it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.69it/s]
 35%|###5      | 276/781 [00:15<00:27, 18.62it/s]
 36%|###5      | 278/781 [00:15<00:26, 18.79it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.83it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.86it/s]
 36%|###6      | 284/781 [00:15<00:26, 19.00it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.97it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.89it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.82it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.89it/s]
 38%|###7      | 294/781 [00:16<00:25, 18.91it/s]
 38%|###7      | 296/781 [00:16<00:25, 18.66it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.57it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.53it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.50it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.69it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.71it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.70it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.73it/s]
 40%|###9      | 312/781 [00:17<00:25, 18.58it/s]
 40%|####      | 314/781 [00:17<00:25, 18.61it/s]
 40%|####      | 316/781 [00:17<00:25, 18.56it/s]
 41%|####      | 318/781 [00:17<00:24, 18.58it/s]
 41%|####      | 320/781 [00:17<00:24, 18.73it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.86it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.76it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.87it/s]
 42%|####1     | 328/781 [00:17<00:23, 18.97it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.06it/s]
 43%|####2     | 332/781 [00:18<00:23, 19.01it/s]
 43%|####2     | 334/781 [00:18<00:23, 19.06it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.88it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.69it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.84it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.79it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.68it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.60it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.58it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.54it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.51it/s]
 45%|####5     | 354/781 [00:19<00:22, 18.67it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.54it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.53it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.43it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.34it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.56it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.72it/s]
 47%|####7     | 368/781 [00:20<00:21, 18.83it/s]
 47%|####7     | 370/781 [00:20<00:21, 18.90it/s]
 48%|####7     | 372/781 [00:20<00:21, 18.99it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.66it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.78it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.75it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.57it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.58it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.59it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.71it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.18it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.28it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.32it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.38it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.41it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.48it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.56it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.66it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.74it/s]
 52%|#####1    | 406/781 [00:22<00:19, 18.87it/s]
 52%|#####2    | 408/781 [00:22<00:19, 18.83it/s]
 52%|#####2    | 410/781 [00:22<00:19, 18.69it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.64it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.61it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.47it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.58it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.58it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.58it/s]
 54%|#####4    | 424/781 [00:23<00:19, 18.58it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.58it/s]
 55%|#####4    | 428/781 [00:23<00:18, 18.70it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.81it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.79it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.72it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.59it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.74it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.68it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.76it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.36it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.22it/s]
 57%|#####7    | 448/781 [00:24<00:18, 18.23it/s]
 58%|#####7    | 450/781 [00:24<00:18, 18.32it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.43it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.58it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.58it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.55it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.60it/s]
 59%|#####9    | 462/781 [00:25<00:17, 18.59it/s]
 59%|#####9    | 464/781 [00:25<00:17, 18.51it/s]
 60%|#####9    | 466/781 [00:25<00:16, 18.62it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.53it/s]
 60%|######    | 470/781 [00:25<00:16, 18.60it/s]
 60%|######    | 472/781 [00:25<00:16, 18.77it/s]
 61%|######    | 474/781 [00:25<00:16, 18.83it/s]
 61%|######    | 476/781 [00:25<00:16, 18.86it/s]
 61%|######1   | 478/781 [00:25<00:15, 18.94it/s]
 61%|######1   | 480/781 [00:26<00:15, 18.96it/s]
 62%|######1   | 482/781 [00:26<00:15, 18.94it/s]
 62%|######1   | 484/781 [00:26<00:15, 18.86it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.79it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.90it/s]
 63%|######2   | 490/781 [00:26<00:15, 19.00it/s]
 63%|######2   | 492/781 [00:26<00:15, 19.03it/s]
 63%|######3   | 494/781 [00:26<00:15, 19.05it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.78it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.85it/s]
 64%|######4   | 500/781 [00:27<00:14, 18.91it/s]
 64%|######4   | 502/781 [00:27<00:14, 18.86it/s]
 65%|######4   | 504/781 [00:27<00:14, 18.92it/s]
 65%|######4   | 506/781 [00:27<00:14, 19.01it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.94it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.79it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.67it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.62it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.73it/s]
 66%|######6   | 518/781 [00:28<00:13, 18.88it/s]
 67%|######6   | 520/781 [00:28<00:13, 18.97it/s]
 67%|######6   | 522/781 [00:28<00:13, 19.03it/s]
 67%|######7   | 524/781 [00:28<00:13, 19.07it/s]
 67%|######7   | 526/781 [00:28<00:13, 19.02it/s]
 68%|######7   | 528/781 [00:28<00:13, 19.09it/s]
 68%|######7   | 530/781 [00:28<00:13, 19.12it/s]
 68%|######8   | 532/781 [00:28<00:13, 19.12it/s]
 68%|######8   | 534/781 [00:28<00:12, 19.15it/s]
 69%|######8   | 536/781 [00:28<00:12, 19.09it/s]
 69%|######8   | 538/781 [00:29<00:12, 19.06it/s]
 69%|######9   | 540/781 [00:29<00:12, 18.84it/s]
 69%|######9   | 542/781 [00:29<00:12, 18.72it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.69it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.78it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.83it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.91it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.98it/s]
 71%|#######   | 554/781 [00:29<00:11, 19.04it/s]
 71%|#######1  | 556/781 [00:30<00:12, 18.65it/s]
 71%|#######1  | 558/781 [00:30<00:11, 18.77it/s]
 72%|#######1  | 560/781 [00:30<00:11, 18.62it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.53it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.69it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.64it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.69it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.68it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.58it/s]
 73%|#######3  | 574/781 [00:31<00:11, 18.74it/s]
 74%|#######3  | 576/781 [00:31<00:11, 18.50it/s]
 74%|#######4  | 578/781 [00:31<00:11, 18.45it/s]
 74%|#######4  | 580/781 [00:31<00:10, 18.32it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.25it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.16it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.18it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.17it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.12it/s]
 76%|#######5  | 592/781 [00:32<00:10, 18.10it/s]
 76%|#######6  | 594/781 [00:32<00:10, 17.96it/s]
 76%|#######6  | 596/781 [00:32<00:10, 18.00it/s]
 77%|#######6  | 598/781 [00:32<00:10, 18.25it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.44it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.62it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.77it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.82it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.66it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.69it/s]
 78%|#######8  | 612/781 [00:33<00:09, 18.59it/s]
 79%|#######8  | 614/781 [00:33<00:08, 18.61it/s]
 79%|#######8  | 616/781 [00:33<00:08, 18.70it/s]
 79%|#######9  | 618/781 [00:33<00:08, 18.64it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.77it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.90it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.68it/s]
 80%|########  | 626/781 [00:33<00:08, 18.76it/s]
 80%|########  | 628/781 [00:33<00:08, 18.87it/s]
 81%|########  | 630/781 [00:34<00:07, 18.95it/s]
 81%|########  | 632/781 [00:34<00:07, 19.00it/s]
 81%|########1 | 634/781 [00:34<00:07, 19.01it/s]
 81%|########1 | 636/781 [00:34<00:07, 18.77it/s]
 82%|########1 | 638/781 [00:34<00:07, 18.75it/s]
 82%|########1 | 640/781 [00:34<00:07, 18.84it/s]
 82%|########2 | 642/781 [00:34<00:07, 18.86it/s]
 82%|########2 | 644/781 [00:34<00:07, 18.74it/s]
 83%|########2 | 646/781 [00:34<00:07, 18.84it/s]
 83%|########2 | 648/781 [00:34<00:07, 18.89it/s]
 83%|########3 | 650/781 [00:35<00:06, 18.90it/s]
 83%|########3 | 652/781 [00:35<00:06, 18.92it/s]
 84%|########3 | 654/781 [00:35<00:06, 19.00it/s]
 84%|########3 | 656/781 [00:35<00:06, 18.89it/s]
 84%|########4 | 658/781 [00:35<00:06, 18.94it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.23it/s]
 85%|########4 | 662/781 [00:35<00:06, 18.41it/s]
 85%|########5 | 664/781 [00:35<00:06, 18.57it/s]
 85%|########5 | 666/781 [00:35<00:06, 18.68it/s]
 86%|########5 | 668/781 [00:36<00:06, 18.69it/s]
 86%|########5 | 670/781 [00:36<00:05, 18.84it/s]
 86%|########6 | 672/781 [00:36<00:05, 18.78it/s]
 86%|########6 | 674/781 [00:36<00:05, 18.76it/s]
 87%|########6 | 676/781 [00:36<00:05, 18.69it/s]
 87%|########6 | 678/781 [00:36<00:05, 18.57it/s]
 87%|########7 | 680/781 [00:36<00:05, 18.44it/s]
 87%|########7 | 682/781 [00:36<00:05, 18.39it/s]
 88%|########7 | 684/781 [00:36<00:05, 18.62it/s]
 88%|########7 | 686/781 [00:37<00:05, 18.49it/s]
 88%|########8 | 688/781 [00:37<00:05, 18.50it/s]
 88%|########8 | 690/781 [00:37<00:04, 18.72it/s]
 89%|########8 | 692/781 [00:37<00:04, 18.76it/s]
 89%|########8 | 694/781 [00:37<00:04, 18.58it/s]
 89%|########9 | 696/781 [00:37<00:04, 18.71it/s]
 89%|########9 | 698/781 [00:37<00:04, 18.93it/s]
 90%|########9 | 700/781 [00:37<00:04, 18.68it/s]
 90%|########9 | 702/781 [00:37<00:04, 18.57it/s]
 90%|######### | 704/781 [00:38<00:04, 18.43it/s]
 90%|######### | 706/781 [00:38<00:04, 18.65it/s]
 91%|######### | 708/781 [00:38<00:03, 18.63it/s]
 91%|######### | 710/781 [00:38<00:03, 18.61it/s]
 91%|#########1| 712/781 [00:38<00:03, 18.71it/s]
 91%|#########1| 714/781 [00:38<00:03, 18.85it/s]
 92%|#########1| 716/781 [00:38<00:03, 18.89it/s]
 92%|#########1| 718/781 [00:38<00:03, 18.83it/s]
 92%|#########2| 720/781 [00:38<00:03, 18.79it/s]
 92%|#########2| 722/781 [00:38<00:03, 18.92it/s]
 93%|#########2| 724/781 [00:39<00:03, 18.94it/s]
 93%|#########2| 726/781 [00:39<00:02, 18.94it/s]
 93%|#########3| 728/781 [00:39<00:02, 18.86it/s]
 93%|#########3| 730/781 [00:39<00:02, 18.97it/s]
 94%|#########3| 732/781 [00:39<00:02, 19.07it/s]
 94%|#########3| 734/781 [00:39<00:02, 19.15it/s]
 94%|#########4| 736/781 [00:39<00:02, 19.10it/s]
 94%|#########4| 738/781 [00:39<00:02, 18.84it/s]
 95%|#########4| 740/781 [00:39<00:02, 18.88it/s]
 95%|#########5| 742/781 [00:40<00:02, 18.81it/s]
 95%|#########5| 744/781 [00:40<00:01, 18.81it/s]
 96%|#########5| 746/781 [00:40<00:01, 18.82it/s]
 96%|#########5| 748/781 [00:40<00:01, 18.74it/s]
 96%|#########6| 750/781 [00:40<00:01, 18.61it/s]
 96%|#########6| 752/781 [00:40<00:01, 18.62it/s]
 97%|#########6| 754/781 [00:40<00:01, 18.44it/s]
 97%|#########6| 756/781 [00:40<00:01, 18.52it/s]
 97%|#########7| 758/781 [00:40<00:01, 18.53it/s]
 97%|#########7| 760/781 [00:40<00:01, 18.57it/s]
 98%|#########7| 762/781 [00:41<00:01, 18.72it/s]
 98%|#########7| 764/781 [00:41<00:00, 18.65it/s]
 98%|#########8| 766/781 [00:41<00:00, 18.73it/s]
 98%|#########8| 768/781 [00:41<00:00, 18.86it/s]
 99%|#########8| 770/781 [00:41<00:00, 18.66it/s]
 99%|#########8| 772/781 [00:41<00:00, 18.70it/s]
 99%|#########9| 774/781 [00:41<00:00, 18.75it/s]
 99%|#########9| 776/781 [00:41<00:00, 18.52it/s]
100%|#########9| 778/781 [00:41<00:00, 18.43it/s]
100%|#########9| 780/781 [00:42<00:00, 18.44it/s]
100%|##########| 781/781 [00:42<00:00, 18.55it/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<00:43,  1.00s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:44,  1.04s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.07s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.07s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.07s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.08s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.05s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.03s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.04s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.04s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:42,  1.06s/it]
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  4%|3         | 28/781 [00:01<00:40, 18.62it/s]
  4%|3         | 30/781 [00:01<00:40, 18.59it/s]
  4%|4         | 32/781 [00:01<00:39, 18.80it/s]
  4%|4         | 34/781 [00:01<00:39, 18.94it/s]
  5%|4         | 36/781 [00:01<00:39, 18.97it/s]
  5%|4         | 38/781 [00:02<00:38, 19.06it/s]
  5%|5         | 40/781 [00:02<00:38, 19.09it/s]
  5%|5         | 42/781 [00:02<00:38, 19.06it/s]
  6%|5         | 44/781 [00:02<00:38, 19.06it/s]
  6%|5         | 46/781 [00:02<00:38, 18.98it/s]
  6%|6         | 48/781 [00:02<00:38, 18.98it/s]
  6%|6         | 50/781 [00:02<00:38, 18.99it/s]
  7%|6         | 52/781 [00:02<00:38, 19.17it/s]
  7%|6         | 54/781 [00:02<00:37, 19.14it/s]
  7%|7         | 56/781 [00:03<00:38, 18.68it/s]
  7%|7         | 58/781 [00:03<00:38, 18.81it/s]
  8%|7         | 60/781 [00:03<00:38, 18.91it/s]
  8%|7         | 62/781 [00:03<00:37, 19.03it/s]
  8%|8         | 64/781 [00:03<00:37, 19.14it/s]
  8%|8         | 66/781 [00:03<00:37, 19.27it/s]
  9%|8         | 68/781 [00:03<00:37, 19.25it/s]
  9%|8         | 70/781 [00:03<00:36, 19.23it/s]
  9%|9         | 72/781 [00:03<00:36, 19.34it/s]
  9%|9         | 74/781 [00:03<00:36, 19.35it/s]
 10%|9         | 76/781 [00:04<00:36, 19.39it/s]
 10%|9         | 78/781 [00:04<00:36, 19.43it/s]
 10%|#         | 80/781 [00:04<00:36, 19.45it/s]
 10%|#         | 82/781 [00:04<00:36, 19.40it/s]
 11%|#         | 84/781 [00:04<00:36, 19.19it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.72it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.64it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.88it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.95it/s]
 12%|#2        | 94/781 [00:04<00:36, 19.00it/s]
 12%|#2        | 96/781 [00:05<00:36, 19.00it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.62it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.63it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.58it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.70it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.63it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.58it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.64it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.77it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.85it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.91it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.80it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.39it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.46it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.60it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.66it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.65it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.65it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.85it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.85it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.81it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.76it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.69it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.72it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.79it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.65it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.84it/s]
 19%|#9        | 150/781 [00:07<00:33, 19.07it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.11it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.00it/s]
 20%|#9        | 156/781 [00:08<00:32, 18.98it/s]
 20%|##        | 158/781 [00:08<00:33, 18.82it/s]
 20%|##        | 160/781 [00:08<00:32, 18.84it/s]
 21%|##        | 162/781 [00:08<00:32, 19.06it/s]
 21%|##        | 164/781 [00:08<00:32, 18.91it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.04it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.18it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.28it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.35it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.33it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.10it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.10it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.13it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.16it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.10it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.04it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.14it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.22it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.21it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.08it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.10it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.22it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.07it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.17it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.22it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.30it/s]
 27%|##6       | 208/781 [00:11<00:30, 19.02it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.09it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.16it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.07it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.20it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.34it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.02it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.97it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.96it/s]
 29%|##8       | 226/781 [00:11<00:29, 19.03it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.91it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.78it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.83it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.04it/s]
 30%|###       | 236/781 [00:12<00:28, 19.12it/s]
 30%|###       | 238/781 [00:12<00:28, 18.92it/s]
 31%|###       | 240/781 [00:12<00:28, 18.91it/s]
 31%|###       | 242/781 [00:12<00:28, 19.04it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.12it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.24it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.14it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.84it/s]
 32%|###2      | 252/781 [00:13<00:27, 18.97it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.15it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.30it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.19it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.32it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.31it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.29it/s]
 34%|###4      | 266/781 [00:14<00:27, 19.05it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.02it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.86it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.78it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.36it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.24it/s]
 36%|###5      | 278/781 [00:14<00:27, 18.28it/s]
 36%|###5      | 280/781 [00:14<00:27, 18.44it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.49it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.27it/s]
 37%|###6      | 286/781 [00:15<00:27, 17.90it/s]
 37%|###6      | 288/781 [00:15<00:27, 18.10it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.29it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.35it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.21it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.41it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.57it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.66it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.84it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.95it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.76it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.36it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.15it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.17it/s]
 40%|####      | 314/781 [00:16<00:25, 18.10it/s]
 40%|####      | 316/781 [00:16<00:25, 18.20it/s]
 41%|####      | 318/781 [00:16<00:25, 18.16it/s]
 41%|####      | 320/781 [00:17<00:25, 18.14it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.00it/s]
 41%|####1     | 324/781 [00:17<00:25, 18.05it/s]
 42%|####1     | 326/781 [00:17<00:25, 18.02it/s]
 42%|####1     | 328/781 [00:17<00:25, 18.01it/s]
 42%|####2     | 330/781 [00:17<00:25, 17.98it/s]
 43%|####2     | 332/781 [00:17<00:25, 17.58it/s]
 43%|####2     | 334/781 [00:17<00:25, 17.51it/s]
 43%|####3     | 336/781 [00:17<00:25, 17.69it/s]
 43%|####3     | 338/781 [00:18<00:24, 17.73it/s]
 44%|####3     | 340/781 [00:18<00:24, 17.75it/s]
 44%|####3     | 342/781 [00:18<00:24, 17.74it/s]
 44%|####4     | 344/781 [00:18<00:24, 17.82it/s]
 44%|####4     | 346/781 [00:18<00:24, 17.86it/s]
 45%|####4     | 348/781 [00:18<00:24, 17.90it/s]
 45%|####4     | 350/781 [00:18<00:24, 17.81it/s]
 45%|####5     | 352/781 [00:18<00:24, 17.75it/s]
 45%|####5     | 354/781 [00:18<00:23, 17.83it/s]
 46%|####5     | 356/781 [00:19<00:24, 17.68it/s]
 46%|####5     | 358/781 [00:19<00:23, 17.73it/s]
 46%|####6     | 360/781 [00:19<00:23, 17.82it/s]
 46%|####6     | 362/781 [00:19<00:23, 17.71it/s]
 47%|####6     | 364/781 [00:19<00:23, 17.80it/s]
 47%|####6     | 366/781 [00:19<00:23, 17.94it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.15it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.39it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.43it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.45it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.50it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.52it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.49it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.64it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.72it/s]
 49%|####9     | 386/781 [00:20<00:21, 17.99it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.22it/s]
 50%|####9     | 390/781 [00:20<00:21, 18.50it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.70it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.87it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.78it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.78it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.89it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.84it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.92it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.68it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.83it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.87it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.90it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.95it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.79it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.93it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.98it/s]
 54%|#####4    | 422/781 [00:22<00:18, 18.95it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.96it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.85it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.70it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.64it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.43it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.60it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.55it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.65it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.83it/s]
 57%|#####6    | 442/781 [00:23<00:17, 18.94it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.94it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.02it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.89it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.81it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.69it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.69it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.67it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.56it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.46it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.50it/s]
 59%|#####9    | 464/781 [00:24<00:17, 18.64it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.83it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.58it/s]
 60%|######    | 470/781 [00:25<00:16, 18.40it/s]
 60%|######    | 472/781 [00:25<00:16, 18.57it/s]
 61%|######    | 474/781 [00:25<00:16, 18.58it/s]
 61%|######    | 476/781 [00:25<00:16, 18.48it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.50it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.60it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.64it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.71it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.82it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.78it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.80it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.85it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.80it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.81it/s]
 64%|######3   | 498/781 [00:26<00:14, 18.90it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.90it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.74it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.63it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.69it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.77it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.84it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.82it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.72it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.86it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.78it/s]
 67%|######6   | 520/781 [00:27<00:13, 18.66it/s]
 67%|######6   | 522/781 [00:27<00:13, 18.56it/s]
 67%|######7   | 524/781 [00:28<00:13, 18.63it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.78it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.85it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.93it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.99it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.95it/s]
 69%|######8   | 536/781 [00:28<00:12, 19.01it/s]
 69%|######8   | 538/781 [00:28<00:12, 19.05it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.90it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.68it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.53it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.60it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.62it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.43it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.52it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.66it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.64it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.80it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.75it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.73it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.42it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.51it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.42it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.58it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.72it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.63it/s]
 74%|#######3  | 576/781 [00:30<00:10, 18.73it/s]
 74%|#######4  | 578/781 [00:30<00:10, 18.73it/s]
 74%|#######4  | 580/781 [00:31<00:10, 18.30it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.32it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.37it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.54it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.68it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.76it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.82it/s]
 76%|#######6  | 594/781 [00:31<00:09, 18.75it/s]
 76%|#######6  | 596/781 [00:31<00:09, 18.55it/s]
 77%|#######6  | 598/781 [00:31<00:09, 18.59it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.60it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.79it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.57it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.38it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.51it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.63it/s]
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Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.25s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.05s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.16s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:15<00:00, 15.53s/it]
100%|##########| 1/1 [00:15<00:00, 15.53s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:09, 16.49it/s]
  3%|2         | 4/157 [00:00<00:09, 16.86it/s]
  4%|3         | 6/157 [00:00<00:08, 17.18it/s]
  5%|5         | 8/157 [00:00<00:08, 17.50it/s]
  6%|6         | 10/157 [00:00<00:08, 17.75it/s]
  8%|7         | 12/157 [00:00<00:08, 17.96it/s]
  9%|8         | 14/157 [00:00<00:07, 18.12it/s]
 10%|#         | 16/157 [00:00<00:07, 17.86it/s]
 11%|#1        | 18/157 [00:01<00:07, 18.01it/s]
 13%|#2        | 20/157 [00:01<00:07, 18.11it/s]
 14%|#4        | 22/157 [00:01<00:07, 18.19it/s]
 15%|#5        | 24/157 [00:01<00:07, 18.20it/s]
 17%|#6        | 26/157 [00:01<00:07, 18.29it/s]
 18%|#7        | 28/157 [00:01<00:07, 18.13it/s]
 19%|#9        | 30/157 [00:01<00:07, 18.06it/s]
 20%|##        | 32/157 [00:01<00:07, 17.78it/s]
 22%|##1       | 34/157 [00:01<00:06, 17.94it/s]
 23%|##2       | 36/157 [00:02<00:06, 18.00it/s]
 24%|##4       | 38/157 [00:02<00:06, 18.17it/s]
 25%|##5       | 40/157 [00:02<00:06, 18.22it/s]
 27%|##6       | 42/157 [00:02<00:06, 18.17it/s]
 28%|##8       | 44/157 [00:02<00:06, 18.26it/s]
 29%|##9       | 46/157 [00:02<00:06, 18.30it/s]
 31%|###       | 48/157 [00:02<00:05, 18.29it/s]
 32%|###1      | 50/157 [00:02<00:05, 18.32it/s]
 33%|###3      | 52/157 [00:02<00:05, 18.17it/s]
 34%|###4      | 54/157 [00:02<00:05, 18.25it/s]
 36%|###5      | 56/157 [00:03<00:05, 18.28it/s]
 37%|###6      | 58/157 [00:03<00:05, 18.37it/s]
 38%|###8      | 60/157 [00:03<00:05, 18.29it/s]
 39%|###9      | 62/157 [00:03<00:05, 18.05it/s]
 41%|####      | 64/157 [00:03<00:05, 18.09it/s]
 42%|####2     | 66/157 [00:03<00:05, 18.12it/s]
 43%|####3     | 68/157 [00:03<00:04, 18.21it/s]
 45%|####4     | 70/157 [00:03<00:04, 18.28it/s]
 46%|####5     | 72/157 [00:03<00:04, 18.24it/s]
 47%|####7     | 74/157 [00:04<00:04, 18.31it/s]
 48%|####8     | 76/157 [00:04<00:04, 18.33it/s]
 50%|####9     | 78/157 [00:04<00:04, 18.22it/s]
 51%|#####     | 80/157 [00:04<00:04, 18.22it/s]
 52%|#####2    | 82/157 [00:04<00:04, 18.17it/s]
 54%|#####3    | 84/157 [00:04<00:04, 18.07it/s]
 55%|#####4    | 86/157 [00:04<00:03, 18.12it/s]
 56%|#####6    | 88/157 [00:04<00:03, 18.27it/s]
 57%|#####7    | 90/157 [00:04<00:03, 18.38it/s]
 59%|#####8    | 92/157 [00:05<00:03, 18.30it/s]
 60%|#####9    | 94/157 [00:05<00:03, 18.39it/s]
 61%|######1   | 96/157 [00:05<00:03, 18.45it/s]
 62%|######2   | 98/157 [00:05<00:03, 18.40it/s]
 64%|######3   | 100/157 [00:05<00:03, 18.33it/s]
 65%|######4   | 102/157 [00:05<00:02, 18.41it/s]
 66%|######6   | 104/157 [00:05<00:02, 18.45it/s]
 68%|######7   | 106/157 [00:05<00:02, 18.27it/s]
 69%|######8   | 108/157 [00:05<00:02, 18.24it/s]
 70%|#######   | 110/157 [00:06<00:02, 18.31it/s]
 71%|#######1  | 112/157 [00:06<00:02, 18.41it/s]
 73%|#######2  | 114/157 [00:06<00:02, 18.50it/s]
 74%|#######3  | 116/157 [00:06<00:02, 18.48it/s]
 75%|#######5  | 118/157 [00:06<00:02, 18.18it/s]
 76%|#######6  | 120/157 [00:06<00:02, 18.30it/s]
 78%|#######7  | 122/157 [00:06<00:01, 18.27it/s]
 79%|#######8  | 124/157 [00:06<00:01, 18.21it/s]
 80%|########  | 126/157 [00:06<00:01, 18.25it/s]
 82%|########1 | 128/157 [00:07<00:01, 18.20it/s]
 83%|########2 | 130/157 [00:07<00:01, 18.21it/s]
 84%|########4 | 132/157 [00:07<00:01, 18.23it/s]
 85%|########5 | 134/157 [00:07<00:01, 18.35it/s]
 87%|########6 | 136/157 [00:07<00:01, 18.40it/s]
 88%|########7 | 138/157 [00:07<00:01, 18.24it/s]
 89%|########9 | 140/157 [00:07<00:00, 17.96it/s]
 90%|######### | 142/157 [00:07<00:00, 17.91it/s]
 92%|#########1| 144/157 [00:07<00:00, 17.52it/s]
 93%|#########2| 146/157 [00:08<00:00, 17.38it/s]
 94%|#########4| 148/157 [00:08<00:00, 17.48it/s]
 96%|#########5| 150/157 [00:08<00:00, 17.55it/s]
 97%|#########6| 152/157 [00:08<00:00, 17.81it/s]
 98%|#########8| 154/157 [00:08<00:00, 17.97it/s]
 99%|#########9| 156/157 [00:08<00:00, 17.80it/s]
100%|##########| 157/157 [00:08<00:00, 18.17it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:39, 19.55it/s]
  1%|          | 5/781 [00:00<00:37, 20.69it/s]
  1%|1         | 8/781 [00:00<00:37, 20.82it/s]
  1%|1         | 11/781 [00:00<00:36, 20.87it/s]
  2%|1         | 14/781 [00:00<00:36, 20.93it/s]
  2%|2         | 17/781 [00:00<00:36, 20.91it/s]
  3%|2         | 20/781 [00:00<00:36, 20.86it/s]
  3%|2         | 23/781 [00:01<00:36, 21.03it/s]
  3%|3         | 26/781 [00:01<00:36, 20.84it/s]
  4%|3         | 29/781 [00:01<00:36, 20.86it/s]
  4%|4         | 32/781 [00:01<00:35, 20.86it/s]
  4%|4         | 35/781 [00:01<00:35, 20.92it/s]
  5%|4         | 38/781 [00:01<00:35, 20.71it/s]
  5%|5         | 41/781 [00:01<00:35, 20.80it/s]
  6%|5         | 44/781 [00:02<00:35, 20.69it/s]
  6%|6         | 47/781 [00:02<00:35, 20.67it/s]
  6%|6         | 50/781 [00:02<00:34, 20.91it/s]
  7%|6         | 53/781 [00:02<00:34, 21.04it/s]
  7%|7         | 56/781 [00:02<00:34, 21.03it/s]
  8%|7         | 59/781 [00:02<00:34, 20.93it/s]
  8%|7         | 62/781 [00:02<00:34, 20.87it/s]
  8%|8         | 65/781 [00:03<00:34, 20.79it/s]
  9%|8         | 68/781 [00:03<00:34, 20.86it/s]
  9%|9         | 71/781 [00:03<00:34, 20.44it/s]
  9%|9         | 74/781 [00:03<00:34, 20.38it/s]
 10%|9         | 77/781 [00:03<00:34, 20.50it/s]
 10%|#         | 80/781 [00:03<00:33, 20.73it/s]
 11%|#         | 83/781 [00:03<00:33, 20.69it/s]
 11%|#1        | 86/781 [00:04<00:33, 20.55it/s]
 11%|#1        | 89/781 [00:04<00:33, 20.67it/s]
 12%|#1        | 92/781 [00:04<00:32, 20.89it/s]
 12%|#2        | 95/781 [00:04<00:32, 20.96it/s]
 13%|#2        | 98/781 [00:04<00:32, 20.98it/s]
 13%|#2        | 101/781 [00:04<00:32, 20.83it/s]
 13%|#3        | 104/781 [00:04<00:32, 20.95it/s]
 14%|#3        | 107/781 [00:05<00:32, 21.01it/s]
 14%|#4        | 110/781 [00:05<00:31, 21.09it/s]
 14%|#4        | 113/781 [00:05<00:31, 21.19it/s]
 15%|#4        | 116/781 [00:05<00:31, 21.24it/s]
 15%|#5        | 119/781 [00:05<00:31, 20.91it/s]
 16%|#5        | 122/781 [00:05<00:31, 20.79it/s]
 16%|#6        | 125/781 [00:06<00:31, 20.75it/s]
 16%|#6        | 128/781 [00:06<00:31, 20.91it/s]
 17%|#6        | 131/781 [00:06<00:31, 20.93it/s]
 17%|#7        | 134/781 [00:06<00:30, 20.96it/s]
 18%|#7        | 137/781 [00:06<00:30, 20.81it/s]
 18%|#7        | 140/781 [00:06<00:30, 20.86it/s]
 18%|#8        | 143/781 [00:06<00:30, 20.90it/s]
 19%|#8        | 146/781 [00:07<00:30, 21.07it/s]
 19%|#9        | 149/781 [00:07<00:29, 21.14it/s]
 19%|#9        | 152/781 [00:07<00:29, 21.07it/s]
 20%|#9        | 155/781 [00:07<00:29, 21.09it/s]
 20%|##        | 158/781 [00:07<00:29, 20.87it/s]
 21%|##        | 161/781 [00:07<00:31, 19.99it/s]
 21%|##        | 164/781 [00:07<00:32, 19.20it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.81it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.62it/s]
 22%|##1       | 170/781 [00:08<00:32, 18.87it/s]
 22%|##2       | 172/781 [00:08<00:32, 18.57it/s]
 22%|##2       | 175/781 [00:08<00:31, 19.31it/s]
 23%|##2       | 177/781 [00:08<00:31, 19.47it/s]
 23%|##2       | 179/781 [00:08<00:31, 19.02it/s]
 23%|##3       | 181/781 [00:08<00:31, 19.07it/s]
 24%|##3       | 184/781 [00:08<00:30, 19.58it/s]
 24%|##3       | 187/781 [00:09<00:29, 19.90it/s]
 24%|##4       | 190/781 [00:09<00:29, 20.00it/s]
 25%|##4       | 192/781 [00:09<00:29, 20.00it/s]
 25%|##4       | 195/781 [00:09<00:29, 20.20it/s]
 25%|##5       | 198/781 [00:09<00:28, 20.36it/s]
 26%|##5       | 201/781 [00:09<00:28, 20.63it/s]
 26%|##6       | 204/781 [00:09<00:27, 20.70it/s]
 27%|##6       | 207/781 [00:10<00:27, 20.73it/s]
 27%|##6       | 210/781 [00:10<00:27, 20.63it/s]
 27%|##7       | 213/781 [00:10<00:27, 20.50it/s]
 28%|##7       | 216/781 [00:10<00:27, 20.55it/s]
 28%|##8       | 219/781 [00:10<00:27, 20.62it/s]
 28%|##8       | 222/781 [00:10<00:27, 20.26it/s]
 29%|##8       | 225/781 [00:10<00:27, 20.41it/s]
 29%|##9       | 228/781 [00:11<00:27, 20.38it/s]
 30%|##9       | 231/781 [00:11<00:27, 19.90it/s]
 30%|##9       | 233/781 [00:11<00:28, 19.52it/s]
 30%|###       | 235/781 [00:11<00:28, 19.23it/s]
 30%|###       | 237/781 [00:11<00:28, 18.86it/s]
 31%|###       | 239/781 [00:11<00:28, 18.88it/s]
 31%|###       | 241/781 [00:11<00:28, 18.98it/s]
 31%|###1      | 243/781 [00:11<00:28, 19.05it/s]
 31%|###1      | 245/781 [00:12<00:28, 18.72it/s]
 32%|###1      | 247/781 [00:12<00:28, 18.44it/s]
 32%|###1      | 249/781 [00:12<00:29, 18.19it/s]
 32%|###2      | 251/781 [00:12<00:29, 18.14it/s]
 32%|###2      | 253/781 [00:12<00:29, 18.12it/s]
 33%|###2      | 255/781 [00:12<00:28, 18.16it/s]
 33%|###2      | 257/781 [00:12<00:28, 18.08it/s]
 33%|###3      | 259/781 [00:12<00:28, 18.11it/s]
 33%|###3      | 261/781 [00:12<00:28, 18.04it/s]
 34%|###3      | 263/781 [00:13<00:28, 17.98it/s]
 34%|###3      | 265/781 [00:13<00:28, 17.94it/s]
 34%|###4      | 267/781 [00:13<00:28, 17.91it/s]
 34%|###4      | 269/781 [00:13<00:28, 17.92it/s]
 35%|###4      | 271/781 [00:13<00:28, 17.96it/s]
 35%|###4      | 273/781 [00:13<00:28, 18.12it/s]
 35%|###5      | 275/781 [00:13<00:27, 18.16it/s]
 35%|###5      | 277/781 [00:13<00:27, 18.12it/s]
 36%|###5      | 279/781 [00:13<00:27, 18.00it/s]
 36%|###5      | 281/781 [00:14<00:27, 17.96it/s]
 36%|###6      | 283/781 [00:14<00:27, 18.08it/s]
 36%|###6      | 285/781 [00:14<00:27, 18.14it/s]
 37%|###6      | 287/781 [00:14<00:27, 18.16it/s]
 37%|###7      | 289/781 [00:14<00:26, 18.22it/s]
 37%|###7      | 291/781 [00:14<00:26, 18.23it/s]
 38%|###7      | 293/781 [00:14<00:26, 18.22it/s]
 38%|###7      | 295/781 [00:14<00:26, 18.34it/s]
 38%|###8      | 297/781 [00:14<00:26, 18.30it/s]
 38%|###8      | 299/781 [00:14<00:26, 18.39it/s]
 39%|###8      | 301/781 [00:15<00:26, 18.44it/s]
 39%|###8      | 303/781 [00:15<00:26, 18.29it/s]
 39%|###9      | 305/781 [00:15<00:26, 18.27it/s]
 39%|###9      | 307/781 [00:15<00:25, 18.26it/s]
 40%|###9      | 309/781 [00:15<00:26, 18.13it/s]
 40%|###9      | 311/781 [00:15<00:25, 18.17it/s]
 40%|####      | 313/781 [00:15<00:25, 18.28it/s]
 40%|####      | 315/781 [00:15<00:25, 18.13it/s]
 41%|####      | 317/781 [00:15<00:25, 18.10it/s]
 41%|####      | 319/781 [00:16<00:25, 18.11it/s]
 41%|####1     | 321/781 [00:16<00:25, 18.23it/s]
 41%|####1     | 323/781 [00:16<00:25, 18.31it/s]
 42%|####1     | 325/781 [00:16<00:24, 18.24it/s]
 42%|####1     | 327/781 [00:16<00:24, 18.26it/s]
 42%|####2     | 329/781 [00:16<00:24, 18.31it/s]
 42%|####2     | 331/781 [00:16<00:24, 18.39it/s]
 43%|####2     | 333/781 [00:16<00:24, 18.42it/s]
 43%|####2     | 335/781 [00:16<00:24, 18.44it/s]
 43%|####3     | 337/781 [00:17<00:24, 18.12it/s]
 43%|####3     | 339/781 [00:17<00:24, 18.21it/s]
 44%|####3     | 341/781 [00:17<00:23, 18.34it/s]
 44%|####3     | 343/781 [00:17<00:23, 18.37it/s]
 44%|####4     | 345/781 [00:17<00:24, 18.08it/s]
 44%|####4     | 347/781 [00:17<00:23, 18.20it/s]
 45%|####4     | 349/781 [00:17<00:23, 18.18it/s]
 45%|####4     | 351/781 [00:17<00:23, 18.32it/s]
 45%|####5     | 353/781 [00:17<00:23, 18.31it/s]
 45%|####5     | 355/781 [00:18<00:23, 18.23it/s]
 46%|####5     | 357/781 [00:18<00:23, 18.18it/s]
 46%|####5     | 359/781 [00:18<00:23, 18.14it/s]
 46%|####6     | 361/781 [00:18<00:23, 18.07it/s]
 46%|####6     | 363/781 [00:18<00:23, 18.03it/s]
 47%|####6     | 365/781 [00:18<00:23, 18.02it/s]
 47%|####6     | 367/781 [00:18<00:22, 18.02it/s]
 47%|####7     | 369/781 [00:18<00:22, 18.02it/s]
 48%|####7     | 371/781 [00:18<00:22, 18.14it/s]
 48%|####7     | 373/781 [00:19<00:22, 18.26it/s]
 48%|####8     | 375/781 [00:19<00:22, 18.06it/s]
 48%|####8     | 377/781 [00:19<00:22, 18.13it/s]
 49%|####8     | 379/781 [00:19<00:22, 18.16it/s]
 49%|####8     | 381/781 [00:19<00:22, 18.11it/s]
 49%|####9     | 383/781 [00:19<00:21, 18.13it/s]
 49%|####9     | 385/781 [00:19<00:21, 18.06it/s]
 50%|####9     | 387/781 [00:19<00:21, 17.96it/s]
 50%|####9     | 389/781 [00:19<00:22, 17.79it/s]
 50%|#####     | 391/781 [00:20<00:21, 17.94it/s]
 50%|#####     | 393/781 [00:20<00:21, 18.04it/s]
 51%|#####     | 395/781 [00:20<00:21, 17.85it/s]
 51%|#####     | 397/781 [00:20<00:21, 17.99it/s]
 51%|#####1    | 399/781 [00:20<00:21, 17.98it/s]
 51%|#####1    | 401/781 [00:20<00:21, 18.00it/s]
 52%|#####1    | 403/781 [00:20<00:20, 18.05it/s]
 52%|#####1    | 405/781 [00:20<00:20, 18.22it/s]
 52%|#####2    | 407/781 [00:20<00:20, 18.04it/s]
 52%|#####2    | 409/781 [00:21<00:20, 18.12it/s]
 53%|#####2    | 411/781 [00:21<00:20, 18.27it/s]
 53%|#####2    | 413/781 [00:21<00:20, 18.25it/s]
 53%|#####3    | 415/781 [00:21<00:20, 18.25it/s]
 53%|#####3    | 417/781 [00:21<00:19, 18.28it/s]
 54%|#####3    | 419/781 [00:21<00:19, 18.28it/s]
 54%|#####3    | 421/781 [00:21<00:19, 18.20it/s]
 54%|#####4    | 423/781 [00:21<00:19, 18.13it/s]
 54%|#####4    | 425/781 [00:21<00:19, 18.05it/s]
 55%|#####4    | 427/781 [00:22<00:19, 18.02it/s]
 55%|#####4    | 429/781 [00:22<00:19, 17.96it/s]
 55%|#####5    | 431/781 [00:22<00:19, 17.85it/s]
 55%|#####5    | 433/781 [00:22<00:19, 17.84it/s]
 56%|#####5    | 435/781 [00:22<00:19, 18.04it/s]
 56%|#####5    | 437/781 [00:22<00:19, 17.61it/s]
 56%|#####6    | 439/781 [00:22<00:19, 17.84it/s]
 56%|#####6    | 441/781 [00:22<00:18, 17.95it/s]
 57%|#####6    | 443/781 [00:22<00:18, 18.11it/s]
 57%|#####6    | 445/781 [00:23<00:18, 18.04it/s]
 57%|#####7    | 447/781 [00:23<00:18, 18.26it/s]
 57%|#####7    | 449/781 [00:23<00:18, 18.38it/s]
 58%|#####7    | 451/781 [00:23<00:17, 18.48it/s]
 58%|#####8    | 453/781 [00:23<00:17, 18.51it/s]
 58%|#####8    | 455/781 [00:23<00:17, 18.53it/s]
 59%|#####8    | 457/781 [00:23<00:17, 18.56it/s]
 59%|#####8    | 459/781 [00:23<00:17, 18.59it/s]
 59%|#####9    | 461/781 [00:23<00:17, 18.52it/s]
 59%|#####9    | 463/781 [00:24<00:17, 18.55it/s]
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100%|##########| 781/781 [00:40<00:00, 19.21it/s]




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Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.16s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.21s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.21s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.20s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.24s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.27s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.26s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.22s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.25s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.26s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.26s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.26s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.24s/it]
Validation Progress:  95%|#########5| 42/44 [00:49<00:02,  1.24s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.04s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.05s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.16s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:16<00:00, 16.66s/it]
100%|##########| 1/1 [00:16<00:00, 16.66s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 14.98it/s]
  3%|2         | 4/157 [00:00<00:10, 14.90it/s]
  4%|3         | 6/157 [00:00<00:09, 15.68it/s]
  5%|5         | 8/157 [00:00<00:09, 16.06it/s]
  6%|6         | 10/157 [00:00<00:09, 16.14it/s]
  8%|7         | 12/157 [00:00<00:08, 16.13it/s]
  9%|8         | 14/157 [00:00<00:08, 16.07it/s]
 10%|#         | 16/157 [00:00<00:08, 16.31it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.39it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.54it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.64it/s]
 15%|#5        | 24/157 [00:01<00:07, 16.67it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.64it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.57it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.58it/s]
 20%|##        | 32/157 [00:01<00:07, 16.29it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.37it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.37it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.34it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.45it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.49it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.61it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.59it/s]
 31%|###       | 48/157 [00:02<00:06, 16.36it/s]
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 33%|###3      | 52/157 [00:03<00:06, 16.41it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.44it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.47it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.58it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.56it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.52it/s]
 41%|####      | 64/157 [00:03<00:05, 16.54it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.55it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.51it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.57it/s]
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 48%|####8     | 76/157 [00:04<00:04, 16.52it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.33it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.23it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.13it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.22it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.32it/s]
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 57%|#####7    | 90/157 [00:05<00:04, 16.27it/s]
 59%|#####8    | 92/157 [00:05<00:04, 16.20it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.38it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.46it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.56it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.67it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.40it/s]
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 79%|#######8  | 124/157 [00:07<00:02, 16.14it/s]
 80%|########  | 126/157 [00:07<00:01, 16.18it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.21it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.34it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.44it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.46it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.44it/s]
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 89%|########9 | 140/157 [00:08<00:01, 16.48it/s]
 90%|######### | 142/157 [00:08<00:00, 16.47it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.51it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.14it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.30it/s]
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 99%|#########9| 156/157 [00:09<00:00, 16.43it/s]
100%|##########| 157/157 [00:09<00:00, 16.47it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
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  1%|          | 4/781 [00:00<00:40, 19.20it/s]
  1%|          | 6/781 [00:00<00:40, 19.34it/s]
  1%|1         | 8/781 [00:00<00:39, 19.45it/s]
  1%|1         | 10/781 [00:00<00:40, 18.95it/s]
  2%|1         | 12/781 [00:00<00:40, 18.90it/s]
  2%|1         | 14/781 [00:00<00:40, 19.15it/s]
  2%|2         | 16/781 [00:00<00:39, 19.37it/s]
  2%|2         | 18/781 [00:00<00:39, 19.52it/s]
  3%|2         | 20/781 [00:01<00:38, 19.53it/s]
  3%|2         | 22/781 [00:01<00:38, 19.54it/s]
  3%|3         | 24/781 [00:01<00:38, 19.51it/s]
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  4%|3         | 28/781 [00:01<00:38, 19.45it/s]
  4%|3         | 30/781 [00:01<00:38, 19.38it/s]
  4%|4         | 32/781 [00:01<00:38, 19.51it/s]
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  5%|4         | 36/781 [00:01<00:38, 19.52it/s]
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  5%|5         | 40/781 [00:02<00:37, 19.57it/s]
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  6%|5         | 44/781 [00:02<00:37, 19.48it/s]
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  6%|6         | 48/781 [00:02<00:37, 19.54it/s]
  6%|6         | 50/781 [00:02<00:37, 19.45it/s]
  7%|6         | 52/781 [00:02<00:37, 19.46it/s]
  7%|6         | 54/781 [00:02<00:37, 19.58it/s]
  7%|7         | 56/781 [00:02<00:36, 19.62it/s]
  7%|7         | 58/781 [00:02<00:37, 19.52it/s]
  8%|7         | 60/781 [00:03<00:36, 19.60it/s]
  8%|7         | 62/781 [00:03<00:36, 19.48it/s]
  8%|8         | 64/781 [00:03<00:36, 19.49it/s]
  8%|8         | 66/781 [00:03<00:36, 19.48it/s]
  9%|8         | 68/781 [00:03<00:36, 19.49it/s]
  9%|8         | 70/781 [00:03<00:37, 19.19it/s]
  9%|9         | 72/781 [00:03<00:36, 19.28it/s]
  9%|9         | 74/781 [00:03<00:36, 19.35it/s]
 10%|9         | 76/781 [00:03<00:36, 19.43it/s]
 10%|9         | 78/781 [00:04<00:35, 19.54it/s]
 10%|#         | 80/781 [00:04<00:35, 19.60it/s]
 10%|#         | 82/781 [00:04<00:35, 19.67it/s]
 11%|#         | 84/781 [00:04<00:35, 19.70it/s]
 11%|#1        | 86/781 [00:04<00:35, 19.76it/s]
 11%|#1        | 88/781 [00:04<00:35, 19.76it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.54it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.66it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.58it/s]
 12%|#2        | 96/781 [00:04<00:35, 19.41it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.41it/s]
 13%|#2        | 100/781 [00:05<00:34, 19.52it/s]
 13%|#3        | 102/781 [00:05<00:34, 19.58it/s]
 13%|#3        | 104/781 [00:05<00:34, 19.66it/s]
 14%|#3        | 106/781 [00:05<00:34, 19.74it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.56it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.60it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.52it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.54it/s]
 15%|#4        | 116/781 [00:05<00:33, 19.61it/s]
 15%|#5        | 118/781 [00:06<00:33, 19.57it/s]
 15%|#5        | 120/781 [00:06<00:33, 19.45it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.24it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.30it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.40it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.43it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.52it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.47it/s]
 17%|#7        | 134/781 [00:06<00:33, 19.59it/s]
 17%|#7        | 136/781 [00:06<00:33, 19.52it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.35it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.02it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.04it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.24it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.18it/s]
 19%|#8        | 148/781 [00:07<00:33, 19.02it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.85it/s]
 19%|#9        | 152/781 [00:07<00:33, 19.02it/s]
 20%|#9        | 154/781 [00:07<00:32, 19.02it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.92it/s]
 20%|##        | 158/781 [00:08<00:32, 19.00it/s]
 20%|##        | 160/781 [00:08<00:32, 18.89it/s]
 21%|##        | 162/781 [00:08<00:32, 19.03it/s]
 21%|##        | 164/781 [00:08<00:32, 19.04it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.09it/s]
 22%|##1       | 168/781 [00:08<00:33, 18.48it/s]
 22%|##1       | 170/781 [00:08<00:33, 18.03it/s]
 22%|##2       | 172/781 [00:08<00:33, 18.17it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.15it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.28it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.14it/s]
 23%|##3       | 180/781 [00:09<00:33, 18.18it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.21it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.31it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.45it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.59it/s]
 24%|##4       | 190/781 [00:09<00:31, 18.65it/s]
 25%|##4       | 192/781 [00:09<00:31, 18.68it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.60it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.62it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.68it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.72it/s]
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 26%|##6       | 204/781 [00:10<00:30, 18.76it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.62it/s]
 27%|##6       | 208/781 [00:10<00:30, 18.51it/s]
 27%|##6       | 210/781 [00:10<00:30, 18.59it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.42it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.44it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.45it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.59it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.59it/s]
 28%|##8       | 222/781 [00:11<00:55, 10.15it/s]
 29%|##8       | 224/781 [00:12<00:47, 11.75it/s]
 29%|##8       | 226/781 [00:12<00:42, 13.21it/s]
 29%|##9       | 228/781 [00:12<00:38, 14.48it/s]
 29%|##9       | 230/781 [00:12<00:35, 15.54it/s]
 30%|##9       | 232/781 [00:12<00:33, 16.34it/s]
 30%|##9       | 234/781 [00:12<00:32, 17.07it/s]
 30%|###       | 236/781 [00:12<00:31, 17.58it/s]
 30%|###       | 238/781 [00:12<00:30, 17.85it/s]
 31%|###       | 240/781 [00:12<00:30, 17.85it/s]
 31%|###       | 242/781 [00:12<00:30, 17.91it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.21it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.40it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.60it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.67it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.69it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.63it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.69it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.73it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.55it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.44it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.36it/s]
 34%|###4      | 266/781 [00:14<00:28, 18.38it/s]
 34%|###4      | 268/781 [00:14<00:28, 18.27it/s]
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 35%|###5      | 274/781 [00:14<00:28, 17.98it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.17it/s]
 36%|###5      | 278/781 [00:14<00:27, 18.10it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.17it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.46it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.32it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.44it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.63it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.42it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.41it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.39it/s]
 38%|###7      | 296/781 [00:15<00:26, 17.99it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.26it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.25it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.36it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.51it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.57it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.77it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.96it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.08it/s]
 40%|####      | 314/781 [00:16<00:24, 19.17it/s]
 40%|####      | 316/781 [00:16<00:24, 19.25it/s]
 41%|####      | 318/781 [00:17<00:24, 19.28it/s]
 41%|####      | 320/781 [00:17<00:23, 19.35it/s]
 41%|####1     | 322/781 [00:17<00:23, 19.13it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.31it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.34it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.22it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.08it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.76it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.43it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.76it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.78it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.80it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.99it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.10it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.86it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.76it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.53it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.55it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.71it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.79it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.68it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.72it/s]
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 47%|####6     | 366/781 [00:19<00:22, 18.42it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.63it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.88it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.94it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.52it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.58it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.41it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.39it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.67it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.83it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.07it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.15it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.18it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.27it/s]
 50%|#####     | 394/781 [00:21<00:19, 19.38it/s]
 51%|#####     | 396/781 [00:21<00:19, 19.44it/s]
 51%|#####     | 398/781 [00:21<00:19, 19.47it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.41it/s]
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 52%|#####1    | 404/781 [00:21<00:19, 19.49it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.26it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.28it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.36it/s]
 53%|#####2    | 412/781 [00:22<00:19, 19.17it/s]
 53%|#####3    | 414/781 [00:22<00:19, 19.06it/s]
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 60%|######    | 470/781 [00:25<00:15, 19.45it/s]
 60%|######    | 472/781 [00:25<00:16, 19.27it/s]
 61%|######    | 474/781 [00:25<00:15, 19.29it/s]
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 61%|######1   | 478/781 [00:25<00:15, 19.13it/s]
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 69%|######9   | 540/781 [00:28<00:12, 18.71it/s]
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 70%|######9   | 546/781 [00:29<00:12, 18.96it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.07it/s]
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 71%|#######1  | 556/781 [00:29<00:12, 18.04it/s]
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 72%|#######1  | 560/781 [00:29<00:12, 18.18it/s]
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 73%|#######2  | 568/781 [00:30<00:11, 17.92it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.00it/s]
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 76%|#######5  | 590/781 [00:31<00:10, 18.75it/s]
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 77%|#######6  | 600/781 [00:31<00:09, 18.59it/s]
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 80%|#######9  | 622/781 [00:33<00:08, 18.48it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.29it/s]
 80%|########  | 626/781 [00:33<00:08, 18.29it/s]
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 81%|########  | 630/781 [00:33<00:08, 18.69it/s]
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 83%|########3 | 650/781 [00:34<00:06, 19.47it/s]
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 84%|########4 | 658/781 [00:35<00:06, 19.53it/s]
 85%|########4 | 660/781 [00:35<00:06, 19.22it/s]
 85%|########4 | 662/781 [00:35<00:06, 19.27it/s]
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 85%|########5 | 666/781 [00:35<00:05, 19.51it/s]
 86%|########5 | 668/781 [00:35<00:05, 19.61it/s]
 86%|########5 | 670/781 [00:35<00:05, 19.70it/s]
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 87%|########7 | 680/781 [00:36<00:05, 19.57it/s]
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 90%|########9 | 700/781 [00:37<00:04, 19.40it/s]
 90%|########9 | 702/781 [00:37<00:04, 19.39it/s]
 90%|######### | 704/781 [00:37<00:03, 19.48it/s]
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 91%|######### | 708/781 [00:37<00:03, 19.16it/s]
 91%|######### | 710/781 [00:37<00:03, 18.78it/s]
 91%|#########1| 712/781 [00:37<00:03, 18.47it/s]
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 92%|#########1| 716/781 [00:38<00:03, 18.33it/s]
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 96%|#########6| 750/781 [00:39<00:01, 19.37it/s]
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100%|#########9| 778/781 [00:41<00:00, 19.42it/s]
100%|#########9| 780/781 [00:41<00:00, 19.35it/s]
100%|##########| 781/781 [00:41<00:00, 18.82it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
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Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.02s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.02s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:44,  1.02s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.07s/it]
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Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.07s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.09s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.05s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.02s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.02s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.02s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:42,  1.05s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.09s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.09s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.09s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:43,  1.11s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.04s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.05s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.05s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.06s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:41,  1.11s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:41,  1.11s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:42,  1.15s/it]
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  7%|7         | 58/781 [00:03<00:37, 19.13it/s]
  8%|7         | 60/781 [00:03<00:37, 19.24it/s]
  8%|7         | 62/781 [00:03<00:37, 19.24it/s]
  8%|8         | 64/781 [00:03<00:37, 19.13it/s]
  8%|8         | 66/781 [00:03<00:37, 19.21it/s]
  9%|8         | 68/781 [00:03<00:37, 18.81it/s]
  9%|8         | 70/781 [00:03<00:37, 18.94it/s]
  9%|9         | 72/781 [00:03<00:37, 19.00it/s]
  9%|9         | 74/781 [00:03<00:37, 19.04it/s]
 10%|9         | 76/781 [00:03<00:36, 19.06it/s]
 10%|9         | 78/781 [00:04<00:36, 19.17it/s]
 10%|#         | 80/781 [00:04<00:36, 19.24it/s]
 10%|#         | 82/781 [00:04<00:36, 19.21it/s]
 11%|#         | 84/781 [00:04<00:36, 19.31it/s]
 11%|#1        | 86/781 [00:04<00:35, 19.41it/s]
 11%|#1        | 88/781 [00:04<00:35, 19.47it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.45it/s]
 12%|#1        | 92/781 [00:04<00:36, 19.13it/s]
 12%|#2        | 94/781 [00:04<00:36, 19.00it/s]
 12%|#2        | 96/781 [00:05<00:36, 19.02it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.72it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.83it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.06it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.08it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.97it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.07it/s]
 14%|#4        | 110/781 [00:05<00:35, 19.08it/s]
 14%|#4        | 112/781 [00:05<00:35, 19.11it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.26it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.36it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.25it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.32it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.19it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.15it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.07it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.00it/s]
 17%|#6        | 130/781 [00:06<00:34, 19.12it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.25it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.26it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.21it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.29it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.10it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.10it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.17it/s]
 19%|#8        | 146/781 [00:07<00:32, 19.25it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.20it/s]
 19%|#9        | 150/781 [00:07<00:32, 19.29it/s]
 19%|#9        | 152/781 [00:07<00:32, 19.20it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.25it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.31it/s]
 20%|##        | 158/781 [00:08<00:32, 19.23it/s]
 20%|##        | 160/781 [00:08<00:32, 19.35it/s]
 21%|##        | 162/781 [00:08<00:32, 19.08it/s]
 21%|##        | 164/781 [00:08<00:32, 19.06it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.07it/s]
 22%|##1       | 168/781 [00:08<00:32, 19.00it/s]
 22%|##1       | 170/781 [00:08<00:31, 19.16it/s]
 22%|##2       | 172/781 [00:08<00:31, 19.26it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.32it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.42it/s]
 23%|##2       | 178/781 [00:09<00:30, 19.47it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.13it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.28it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.27it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.37it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.27it/s]
 24%|##4       | 190/781 [00:09<00:30, 19.11it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.78it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.00it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.12it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.22it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.24it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.38it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.48it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.40it/s]
 27%|##6       | 208/781 [00:10<00:30, 18.84it/s]
 27%|##6       | 210/781 [00:10<00:30, 18.73it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.88it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.06it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.24it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.33it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.32it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.16it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.20it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.23it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.36it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.36it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.25it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.29it/s]
 30%|###       | 236/781 [00:12<00:28, 19.25it/s]
 30%|###       | 238/781 [00:12<00:28, 19.17it/s]
 31%|###       | 240/781 [00:12<00:28, 19.19it/s]
 31%|###       | 242/781 [00:12<00:28, 19.12it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.10it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.12it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.12it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.94it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.77it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.67it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.95it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.14it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.32it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.18it/s]
 34%|###3      | 264/781 [00:13<00:27, 19.13it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.13it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.16it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.31it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.38it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.45it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.36it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.43it/s]
 36%|###5      | 280/781 [00:14<00:25, 19.48it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.51it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.55it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.59it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.62it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.29it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.87it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.59it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.30it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.36it/s]
 38%|###8      | 300/781 [00:15<00:26, 18.13it/s]
 39%|###8      | 302/781 [00:15<00:26, 18.09it/s]
 39%|###8      | 304/781 [00:15<00:26, 18.18it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.34it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.20it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.15it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.28it/s]
 40%|####      | 314/781 [00:16<00:25, 18.07it/s]
 40%|####      | 316/781 [00:16<00:25, 18.07it/s]
 41%|####      | 318/781 [00:16<00:25, 18.02it/s]
 41%|####      | 320/781 [00:16<00:25, 17.84it/s]
 41%|####1     | 322/781 [00:16<00:25, 17.70it/s]
 41%|####1     | 324/781 [00:17<00:25, 17.70it/s]
 42%|####1     | 326/781 [00:17<00:25, 18.05it/s]
 42%|####1     | 328/781 [00:17<00:25, 18.08it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.35it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.67it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.82it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.83it/s]
 43%|####3     | 338/781 [00:17<00:23, 19.02it/s]
 44%|####3     | 340/781 [00:17<00:23, 19.17it/s]
 44%|####3     | 342/781 [00:17<00:22, 19.21it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.84it/s]
 44%|####4     | 346/781 [00:18<00:22, 18.94it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.21it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.92it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.13it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.34it/s]
 46%|####5     | 356/781 [00:18<00:21, 19.33it/s]
 46%|####5     | 358/781 [00:18<00:21, 19.47it/s]
 46%|####6     | 360/781 [00:18<00:21, 19.51it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.56it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.41it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.41it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.46it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.21it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.32it/s]
 48%|####7     | 374/781 [00:19<00:21, 19.23it/s]
 48%|####8     | 376/781 [00:19<00:21, 19.18it/s]
 48%|####8     | 378/781 [00:19<00:20, 19.19it/s]
 49%|####8     | 380/781 [00:19<00:20, 19.13it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.10it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.17it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.64it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.90it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.00it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.00it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.17it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.27it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.21it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.16it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.26it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.34it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.38it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.44it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.20it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.12it/s]
 53%|#####3    | 414/781 [00:21<00:19, 19.13it/s]
 53%|#####3    | 416/781 [00:21<00:19, 19.11it/s]
 54%|#####3    | 418/781 [00:21<00:18, 19.12it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.13it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.11it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.27it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.38it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.45it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.44it/s]
 55%|#####5    | 432/781 [00:22<00:17, 19.57it/s]
 56%|#####5    | 434/781 [00:22<00:17, 19.64it/s]
 56%|#####5    | 436/781 [00:22<00:17, 19.66it/s]
 56%|#####6    | 438/781 [00:22<00:17, 19.73it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.40it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.23it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.09it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.22it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.22it/s]
 58%|#####7    | 450/781 [00:23<00:17, 19.14it/s]
 58%|#####7    | 452/781 [00:23<00:17, 18.95it/s]
 58%|#####8    | 454/781 [00:23<00:17, 19.20it/s]
 58%|#####8    | 456/781 [00:23<00:16, 19.31it/s]
 59%|#####8    | 458/781 [00:23<00:16, 19.43it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.26it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.16it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.28it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.43it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.38it/s]
 60%|######    | 470/781 [00:24<00:15, 19.48it/s]
 60%|######    | 472/781 [00:24<00:15, 19.44it/s]
 61%|######    | 474/781 [00:24<00:15, 19.41it/s]
 61%|######    | 476/781 [00:24<00:15, 19.33it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.41it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.51it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.42it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.28it/s]
 62%|######2   | 486/781 [00:25<00:15, 18.95it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.03it/s]
 63%|######2   | 490/781 [00:25<00:15, 18.97it/s]
 63%|######2   | 492/781 [00:25<00:15, 18.58it/s]
 63%|######3   | 494/781 [00:25<00:15, 18.54it/s]
 64%|######3   | 496/781 [00:25<00:15, 18.41it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.58it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.44it/s]
 64%|######4   | 502/781 [00:26<00:15, 18.47it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.72it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.77it/s]
 65%|######5   | 508/781 [00:26<00:14, 18.67it/s]
 65%|######5   | 510/781 [00:26<00:14, 18.76it/s]
 66%|######5   | 512/781 [00:26<00:14, 18.69it/s]
 66%|######5   | 514/781 [00:26<00:14, 18.75it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.90it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.00it/s]
 67%|######6   | 520/781 [00:27<00:13, 18.83it/s]
 67%|######6   | 522/781 [00:27<00:13, 18.57it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.56it/s]
 67%|######7   | 526/781 [00:27<00:13, 18.74it/s]
 68%|######7   | 528/781 [00:27<00:13, 18.95it/s]
 68%|######7   | 530/781 [00:27<00:13, 19.06it/s]
 68%|######8   | 532/781 [00:27<00:13, 19.10it/s]
 68%|######8   | 534/781 [00:28<00:12, 19.19it/s]
 69%|######8   | 536/781 [00:28<00:12, 19.25it/s]
 69%|######8   | 538/781 [00:28<00:12, 19.28it/s]
 69%|######9   | 540/781 [00:28<00:12, 19.06it/s]
 69%|######9   | 542/781 [00:28<00:12, 19.01it/s]
 70%|######9   | 544/781 [00:28<00:12, 19.00it/s]
 70%|######9   | 546/781 [00:28<00:12, 19.13it/s]
 70%|#######   | 548/781 [00:28<00:12, 19.21it/s]
 70%|#######   | 550/781 [00:28<00:12, 19.14it/s]
 71%|#######   | 552/781 [00:28<00:11, 19.18it/s]
 71%|#######   | 554/781 [00:29<00:11, 19.20it/s]
 71%|#######1  | 556/781 [00:29<00:11, 19.35it/s]
 71%|#######1  | 558/781 [00:29<00:11, 19.37it/s]
 72%|#######1  | 560/781 [00:29<00:11, 19.47it/s]
 72%|#######1  | 562/781 [00:29<00:11, 19.53it/s]
 72%|#######2  | 564/781 [00:29<00:11, 19.54it/s]
 72%|#######2  | 566/781 [00:29<00:11, 19.53it/s]
 73%|#######2  | 568/781 [00:29<00:11, 19.33it/s]
 73%|#######2  | 570/781 [00:29<00:10, 19.32it/s]
 73%|#######3  | 572/781 [00:29<00:10, 19.13it/s]
 73%|#######3  | 574/781 [00:30<00:10, 19.24it/s]
 74%|#######3  | 576/781 [00:30<00:10, 19.27it/s]
 74%|#######4  | 578/781 [00:30<00:10, 19.20it/s]
 74%|#######4  | 580/781 [00:30<00:10, 19.30it/s]
 75%|#######4  | 582/781 [00:30<00:10, 18.98it/s]
 75%|#######4  | 584/781 [00:30<00:10, 18.96it/s]
 75%|#######5  | 586/781 [00:30<00:10, 19.10it/s]
 75%|#######5  | 588/781 [00:30<00:10, 19.25it/s]
 76%|#######5  | 590/781 [00:30<00:09, 19.21it/s]
 76%|#######5  | 592/781 [00:31<00:09, 19.01it/s]
 76%|#######6  | 594/781 [00:31<00:09, 19.02it/s]
 76%|#######6  | 596/781 [00:31<00:09, 19.12it/s]
 77%|#######6  | 598/781 [00:31<00:09, 19.25it/s]
 77%|#######6  | 600/781 [00:31<00:09, 19.38it/s]
 77%|#######7  | 602/781 [00:31<00:09, 19.46it/s]
 77%|#######7  | 604/781 [00:31<00:09, 19.53it/s]
 78%|#######7  | 606/781 [00:31<00:08, 19.57it/s]
 78%|#######7  | 608/781 [00:31<00:08, 19.65it/s]
 78%|#######8  | 610/781 [00:31<00:08, 19.62it/s]
 78%|#######8  | 612/781 [00:32<00:08, 19.64it/s]
 79%|#######8  | 614/781 [00:32<00:08, 19.56it/s]
 79%|#######8  | 616/781 [00:32<00:08, 19.55it/s]
 79%|#######9  | 618/781 [00:32<00:08, 19.31it/s]
 79%|#######9  | 620/781 [00:32<00:08, 19.31it/s]
 80%|#######9  | 622/781 [00:32<00:08, 19.28it/s]
 80%|#######9  | 624/781 [00:32<00:08, 18.81it/s]
 80%|########  | 626/781 [00:32<00:08, 18.85it/s]
 80%|########  | 628/781 [00:32<00:08, 18.96it/s]
 81%|########  | 630/781 [00:32<00:07, 19.12it/s]
 81%|########  | 632/781 [00:33<00:07, 18.90it/s]
 81%|########1 | 634/781 [00:33<00:07, 18.90it/s]
 81%|########1 | 636/781 [00:33<00:07, 19.01it/s]
 82%|########1 | 638/781 [00:33<00:07, 19.13it/s]
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100%|##########| 1/1 [00:17<00:00, 17.89s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 14.52it/s]
  3%|2         | 4/157 [00:00<00:10, 14.34it/s]
  4%|3         | 6/157 [00:00<00:10, 14.66it/s]
  5%|5         | 8/157 [00:00<00:10, 14.78it/s]
  6%|6         | 10/157 [00:00<00:10, 14.65it/s]
  8%|7         | 12/157 [00:00<00:10, 14.32it/s]
  9%|8         | 14/157 [00:00<00:10, 14.30it/s]
 10%|#         | 16/157 [00:01<00:09, 14.41it/s]
 11%|#1        | 18/157 [00:01<00:09, 14.52it/s]
 13%|#2        | 20/157 [00:01<00:09, 14.54it/s]
 14%|#4        | 22/157 [00:01<00:09, 14.40it/s]
 15%|#5        | 24/157 [00:01<00:09, 14.50it/s]
 17%|#6        | 26/157 [00:01<00:08, 14.68it/s]
 18%|#7        | 28/157 [00:01<00:08, 14.80it/s]
 19%|#9        | 30/157 [00:02<00:08, 14.85it/s]
 20%|##        | 32/157 [00:02<00:08, 14.78it/s]
 22%|##1       | 34/157 [00:02<00:08, 14.76it/s]
 23%|##2       | 36/157 [00:02<00:08, 14.48it/s]
 24%|##4       | 38/157 [00:02<00:08, 14.58it/s]
 25%|##5       | 40/157 [00:02<00:08, 14.55it/s]
 27%|##6       | 42/157 [00:02<00:07, 14.50it/s]
 28%|##8       | 44/157 [00:03<00:07, 14.43it/s]
 29%|##9       | 46/157 [00:03<00:07, 14.36it/s]
 31%|###       | 48/157 [00:03<00:07, 14.54it/s]
 32%|###1      | 50/157 [00:03<00:07, 14.65it/s]
 33%|###3      | 52/157 [00:03<00:07, 14.69it/s]
 34%|###4      | 54/157 [00:03<00:07, 14.69it/s]
 36%|###5      | 56/157 [00:03<00:06, 14.65it/s]
 37%|###6      | 58/157 [00:03<00:06, 14.67it/s]
 38%|###8      | 60/157 [00:04<00:06, 14.64it/s]
 39%|###9      | 62/157 [00:04<00:06, 14.64it/s]
 41%|####      | 64/157 [00:04<00:06, 14.61it/s]
 42%|####2     | 66/157 [00:04<00:06, 14.69it/s]
 43%|####3     | 68/157 [00:04<00:06, 14.66it/s]
 45%|####4     | 70/157 [00:04<00:05, 14.51it/s]
 46%|####5     | 72/157 [00:04<00:05, 14.35it/s]
 47%|####7     | 74/157 [00:05<00:05, 14.47it/s]
 48%|####8     | 76/157 [00:05<00:05, 14.50it/s]
 50%|####9     | 78/157 [00:05<00:05, 14.56it/s]
 51%|#####     | 80/157 [00:05<00:05, 14.56it/s]
 52%|#####2    | 82/157 [00:05<00:05, 14.59it/s]
 54%|#####3    | 84/157 [00:05<00:05, 14.52it/s]
 55%|#####4    | 86/157 [00:05<00:04, 14.62it/s]
 56%|#####6    | 88/157 [00:06<00:04, 14.58it/s]
 57%|#####7    | 90/157 [00:06<00:04, 14.68it/s]
 59%|#####8    | 92/157 [00:06<00:04, 14.60it/s]
 60%|#####9    | 94/157 [00:06<00:04, 14.33it/s]
 61%|######1   | 96/157 [00:06<00:04, 14.35it/s]
 62%|######2   | 98/157 [00:06<00:04, 14.17it/s]
 64%|######3   | 100/157 [00:06<00:04, 14.20it/s]
 65%|######4   | 102/157 [00:07<00:03, 14.23it/s]
 66%|######6   | 104/157 [00:07<00:03, 14.24it/s]
 68%|######7   | 106/157 [00:07<00:03, 14.32it/s]
 69%|######8   | 108/157 [00:07<00:03, 14.25it/s]
 70%|#######   | 110/157 [00:07<00:03, 14.32it/s]
 71%|#######1  | 112/157 [00:07<00:03, 14.09it/s]
 73%|#######2  | 114/157 [00:07<00:03, 14.21it/s]
 74%|#######3  | 116/157 [00:08<00:02, 14.25it/s]
 75%|#######5  | 118/157 [00:08<00:02, 14.26it/s]
 76%|#######6  | 120/157 [00:08<00:02, 14.31it/s]
 78%|#######7  | 122/157 [00:08<00:02, 14.30it/s]
 79%|#######8  | 124/157 [00:08<00:02, 14.36it/s]
 80%|########  | 126/157 [00:08<00:02, 14.38it/s]
 82%|########1 | 128/157 [00:08<00:02, 14.30it/s]
 83%|########2 | 130/157 [00:08<00:01, 14.20it/s]
 84%|########4 | 132/157 [00:09<00:01, 14.29it/s]
 85%|########5 | 134/157 [00:09<00:01, 14.29it/s]
 87%|########6 | 136/157 [00:09<00:01, 14.38it/s]
 88%|########7 | 138/157 [00:09<00:01, 14.43it/s]
 89%|########9 | 140/157 [00:09<00:01, 14.31it/s]
 90%|######### | 142/157 [00:09<00:01, 14.31it/s]
 92%|#########1| 144/157 [00:09<00:00, 14.20it/s]
 93%|#########2| 146/157 [00:10<00:00, 14.16it/s]
 94%|#########4| 148/157 [00:10<00:00, 14.03it/s]
 96%|#########5| 150/157 [00:10<00:00, 14.14it/s]
 97%|#########6| 152/157 [00:10<00:00, 14.27it/s]
 98%|#########8| 154/157 [00:10<00:00, 14.34it/s]
 99%|#########9| 156/157 [00:10<00:00, 14.29it/s]
100%|##########| 157/157 [00:10<00:00, 14.49it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:46, 16.61it/s]
  1%|          | 4/781 [00:00<00:48, 15.94it/s]
  1%|          | 6/781 [00:00<00:49, 15.53it/s]
  1%|1         | 8/781 [00:00<00:50, 15.44it/s]
  1%|1         | 10/781 [00:00<00:49, 15.62it/s]
  2%|1         | 12/781 [00:00<00:48, 15.77it/s]
  2%|1         | 14/781 [00:00<00:48, 15.76it/s]
  2%|2         | 16/781 [00:01<00:48, 15.87it/s]
  2%|2         | 18/781 [00:01<00:47, 15.98it/s]
  3%|2         | 20/781 [00:01<00:47, 15.98it/s]
  3%|2         | 22/781 [00:01<00:47, 15.99it/s]
  3%|3         | 24/781 [00:01<00:47, 15.92it/s]
  3%|3         | 26/781 [00:01<00:47, 15.84it/s]
  4%|3         | 28/781 [00:01<00:47, 15.83it/s]
  4%|3         | 30/781 [00:01<00:48, 15.56it/s]
  4%|4         | 32/781 [00:02<00:48, 15.59it/s]
  4%|4         | 34/781 [00:02<00:47, 15.61it/s]
  5%|4         | 36/781 [00:02<00:47, 15.66it/s]
  5%|4         | 38/781 [00:02<00:47, 15.80it/s]
  5%|5         | 40/781 [00:02<00:46, 15.81it/s]
  5%|5         | 42/781 [00:02<00:47, 15.60it/s]
  6%|5         | 44/781 [00:02<00:47, 15.37it/s]
  6%|5         | 46/781 [00:02<00:47, 15.57it/s]
  6%|6         | 48/781 [00:03<00:46, 15.63it/s]
  6%|6         | 50/781 [00:03<00:46, 15.74it/s]
  7%|6         | 52/781 [00:03<00:46, 15.77it/s]
  7%|6         | 54/781 [00:03<00:46, 15.76it/s]
  7%|7         | 56/781 [00:03<00:46, 15.68it/s]
  7%|7         | 58/781 [00:03<00:46, 15.60it/s]
  8%|7         | 60/781 [00:03<00:46, 15.59it/s]
  8%|7         | 62/781 [00:03<00:45, 15.66it/s]
  8%|8         | 64/781 [00:04<00:45, 15.76it/s]
  8%|8         | 66/781 [00:04<00:45, 15.55it/s]
  9%|8         | 68/781 [00:04<00:46, 15.41it/s]
  9%|8         | 70/781 [00:04<00:46, 15.45it/s]
  9%|9         | 72/781 [00:04<00:46, 15.32it/s]
  9%|9         | 74/781 [00:04<00:45, 15.53it/s]
 10%|9         | 76/781 [00:04<00:45, 15.60it/s]
 10%|9         | 78/781 [00:04<00:45, 15.55it/s]
 10%|#         | 80/781 [00:05<00:44, 15.68it/s]
 10%|#         | 82/781 [00:05<00:44, 15.80it/s]
 11%|#         | 84/781 [00:05<00:44, 15.75it/s]
 11%|#1        | 86/781 [00:05<00:43, 15.83it/s]
 11%|#1        | 88/781 [00:05<00:43, 15.86it/s]
 12%|#1        | 90/781 [00:05<00:43, 15.92it/s]
 12%|#1        | 92/781 [00:05<00:43, 15.82it/s]
 12%|#2        | 94/781 [00:05<00:43, 15.82it/s]
 12%|#2        | 96/781 [00:06<00:43, 15.89it/s]
 13%|#2        | 98/781 [00:06<00:42, 15.94it/s]
 13%|#2        | 100/781 [00:06<00:42, 15.97it/s]
 13%|#3        | 102/781 [00:06<00:42, 15.96it/s]
 13%|#3        | 104/781 [00:06<00:42, 15.99it/s]
 14%|#3        | 106/781 [00:06<00:42, 16.02it/s]
 14%|#3        | 108/781 [00:06<00:42, 16.01it/s]
 14%|#4        | 110/781 [00:06<00:41, 16.04it/s]
 14%|#4        | 112/781 [00:07<00:41, 16.04it/s]
 15%|#4        | 114/781 [00:07<00:41, 16.02it/s]
 15%|#4        | 116/781 [00:07<00:41, 16.08it/s]
 15%|#5        | 118/781 [00:07<00:41, 16.05it/s]
 15%|#5        | 120/781 [00:07<00:41, 16.00it/s]
 16%|#5        | 122/781 [00:07<00:42, 15.68it/s]
 16%|#5        | 124/781 [00:07<00:42, 15.49it/s]
 16%|#6        | 126/781 [00:07<00:41, 15.61it/s]
 16%|#6        | 128/781 [00:08<00:41, 15.73it/s]
 17%|#6        | 130/781 [00:08<00:41, 15.84it/s]
 17%|#6        | 132/781 [00:08<00:40, 15.90it/s]
 17%|#7        | 134/781 [00:08<00:40, 15.97it/s]
 17%|#7        | 136/781 [00:08<00:40, 16.01it/s]
 18%|#7        | 138/781 [00:08<00:40, 15.96it/s]
 18%|#7        | 140/781 [00:08<00:40, 15.94it/s]
 18%|#8        | 142/781 [00:08<00:40, 15.94it/s]
 18%|#8        | 144/781 [00:09<00:40, 15.85it/s]
 19%|#8        | 146/781 [00:09<00:40, 15.83it/s]
 19%|#8        | 148/781 [00:09<00:39, 15.83it/s]
 19%|#9        | 150/781 [00:09<00:39, 15.92it/s]
 19%|#9        | 152/781 [00:09<00:39, 15.91it/s]
 20%|#9        | 154/781 [00:09<00:39, 15.95it/s]
 20%|#9        | 156/781 [00:09<00:39, 15.91it/s]
 20%|##        | 158/781 [00:10<00:39, 15.92it/s]
 20%|##        | 160/781 [00:10<00:38, 15.96it/s]
 21%|##        | 162/781 [00:10<00:39, 15.81it/s]
 21%|##        | 164/781 [00:10<00:38, 15.91it/s]
 21%|##1       | 166/781 [00:10<00:38, 15.90it/s]
 22%|##1       | 168/781 [00:10<00:38, 15.96it/s]
 22%|##1       | 170/781 [00:10<00:38, 15.89it/s]
 22%|##2       | 172/781 [00:10<00:38, 15.94it/s]
 22%|##2       | 174/781 [00:11<00:38, 15.77it/s]
 23%|##2       | 176/781 [00:11<00:38, 15.75it/s]
 23%|##2       | 178/781 [00:11<00:38, 15.86it/s]
 23%|##3       | 180/781 [00:11<00:37, 15.94it/s]
 23%|##3       | 182/781 [00:11<00:37, 15.86it/s]
 24%|##3       | 184/781 [00:11<00:37, 15.79it/s]
 24%|##3       | 186/781 [00:11<00:38, 15.57it/s]
 24%|##4       | 188/781 [00:11<00:37, 15.64it/s]
 24%|##4       | 190/781 [00:12<00:37, 15.74it/s]
 25%|##4       | 192/781 [00:12<00:38, 15.47it/s]
 25%|##4       | 194/781 [00:12<00:37, 15.63it/s]
 25%|##5       | 196/781 [00:12<00:37, 15.74it/s]
 25%|##5       | 198/781 [00:12<00:36, 15.86it/s]
 26%|##5       | 200/781 [00:12<00:36, 15.94it/s]
 26%|##5       | 202/781 [00:12<00:36, 16.00it/s]
 26%|##6       | 204/781 [00:12<00:36, 15.91it/s]
 26%|##6       | 206/781 [00:13<00:36, 15.86it/s]
 27%|##6       | 208/781 [00:13<00:36, 15.85it/s]
 27%|##6       | 210/781 [00:13<00:35, 15.93it/s]
 27%|##7       | 212/781 [00:13<00:35, 15.96it/s]
 27%|##7       | 214/781 [00:13<00:35, 15.96it/s]
 28%|##7       | 216/781 [00:13<00:35, 15.97it/s]
 28%|##7       | 218/781 [00:13<00:35, 15.82it/s]
 28%|##8       | 220/781 [00:13<00:35, 15.79it/s]
 28%|##8       | 222/781 [00:14<00:35, 15.74it/s]
 29%|##8       | 224/781 [00:14<00:34, 15.92it/s]
 29%|##8       | 226/781 [00:14<00:35, 15.81it/s]
 29%|##9       | 228/781 [00:14<00:34, 15.82it/s]
 29%|##9       | 230/781 [00:14<00:34, 15.90it/s]
 30%|##9       | 232/781 [00:14<00:34, 15.88it/s]
 30%|##9       | 234/781 [00:14<00:34, 15.79it/s]
 30%|###       | 236/781 [00:14<00:34, 15.68it/s]
 30%|###       | 238/781 [00:15<00:34, 15.68it/s]
 31%|###       | 240/781 [00:15<00:34, 15.71it/s]
 31%|###       | 242/781 [00:15<00:34, 15.81it/s]
 31%|###1      | 244/781 [00:15<00:33, 15.91it/s]
 31%|###1      | 246/781 [00:15<00:33, 15.85it/s]
 32%|###1      | 248/781 [00:15<00:33, 15.81it/s]
 32%|###2      | 250/781 [00:15<00:33, 15.67it/s]
 32%|###2      | 252/781 [00:15<00:34, 15.54it/s]
 33%|###2      | 254/781 [00:16<00:33, 15.55it/s]
 33%|###2      | 256/781 [00:16<00:33, 15.70it/s]
 33%|###3      | 258/781 [00:16<00:33, 15.65it/s]
 33%|###3      | 260/781 [00:16<00:33, 15.58it/s]
 34%|###3      | 262/781 [00:16<00:33, 15.58it/s]
 34%|###3      | 264/781 [00:16<00:33, 15.63it/s]
 34%|###4      | 266/781 [00:16<00:32, 15.69it/s]
 34%|###4      | 268/781 [00:16<00:32, 15.81it/s]
 35%|###4      | 270/781 [00:17<00:32, 15.90it/s]
 35%|###4      | 272/781 [00:17<00:31, 15.91it/s]
 35%|###5      | 274/781 [00:17<00:31, 15.93it/s]
 35%|###5      | 276/781 [00:17<00:31, 15.94it/s]
 36%|###5      | 278/781 [00:17<00:31, 15.76it/s]
 36%|###5      | 280/781 [00:17<00:31, 15.81it/s]
 36%|###6      | 282/781 [00:17<00:31, 15.83it/s]
 36%|###6      | 284/781 [00:17<00:31, 15.84it/s]
 37%|###6      | 286/781 [00:18<00:31, 15.70it/s]
 37%|###6      | 288/781 [00:18<00:31, 15.74it/s]
 37%|###7      | 290/781 [00:18<00:31, 15.68it/s]
 37%|###7      | 292/781 [00:18<00:31, 15.61it/s]
 38%|###7      | 294/781 [00:18<00:31, 15.62it/s]
 38%|###7      | 296/781 [00:18<00:31, 15.56it/s]
 38%|###8      | 298/781 [00:18<00:30, 15.59it/s]
 38%|###8      | 300/781 [00:19<00:30, 15.73it/s]
 39%|###8      | 302/781 [00:19<00:30, 15.83it/s]
 39%|###8      | 304/781 [00:19<00:30, 15.79it/s]
 39%|###9      | 306/781 [00:19<00:30, 15.74it/s]
 39%|###9      | 308/781 [00:19<00:30, 15.71it/s]
 40%|###9      | 310/781 [00:19<00:29, 15.73it/s]
 40%|###9      | 312/781 [00:19<00:29, 15.79it/s]
 40%|####      | 314/781 [00:19<00:29, 15.69it/s]
 40%|####      | 316/781 [00:20<00:29, 15.67it/s]
 41%|####      | 318/781 [00:20<00:29, 15.75it/s]
 41%|####      | 320/781 [00:20<00:29, 15.80it/s]
 41%|####1     | 322/781 [00:20<00:29, 15.71it/s]
 41%|####1     | 324/781 [00:20<00:28, 15.79it/s]
 42%|####1     | 326/781 [00:20<00:28, 15.84it/s]
 42%|####1     | 328/781 [00:20<00:28, 15.79it/s]
 42%|####2     | 330/781 [00:20<00:28, 15.87it/s]
 43%|####2     | 332/781 [00:21<00:28, 15.94it/s]
 43%|####2     | 334/781 [00:21<00:27, 15.98it/s]
 43%|####3     | 336/781 [00:21<00:27, 16.02it/s]
 43%|####3     | 338/781 [00:21<00:27, 16.06it/s]
 44%|####3     | 340/781 [00:21<00:27, 15.96it/s]
 44%|####3     | 342/781 [00:21<00:27, 16.00it/s]
 44%|####4     | 344/781 [00:21<00:27, 15.99it/s]
 44%|####4     | 346/781 [00:21<00:27, 15.93it/s]
 45%|####4     | 348/781 [00:22<00:27, 15.89it/s]
 45%|####4     | 350/781 [00:22<00:27, 15.81it/s]
 45%|####5     | 352/781 [00:22<00:27, 15.74it/s]
 45%|####5     | 354/781 [00:22<00:27, 15.77it/s]
 46%|####5     | 356/781 [00:22<00:27, 15.65it/s]
 46%|####5     | 358/781 [00:22<00:27, 15.66it/s]
 46%|####6     | 360/781 [00:22<00:26, 15.77it/s]
 46%|####6     | 362/781 [00:22<00:26, 15.58it/s]
 47%|####6     | 364/781 [00:23<00:26, 15.75it/s]
 47%|####6     | 366/781 [00:23<00:26, 15.46it/s]
 47%|####7     | 368/781 [00:23<00:26, 15.46it/s]
 47%|####7     | 370/781 [00:23<00:26, 15.50it/s]
 48%|####7     | 372/781 [00:23<00:26, 15.45it/s]
 48%|####7     | 374/781 [00:23<00:26, 15.52it/s]
 48%|####8     | 376/781 [00:23<00:25, 15.67it/s]
 48%|####8     | 378/781 [00:23<00:25, 15.66it/s]
 49%|####8     | 380/781 [00:24<00:25, 15.56it/s]
 49%|####8     | 382/781 [00:24<00:25, 15.68it/s]
 49%|####9     | 384/781 [00:24<00:25, 15.64it/s]
 49%|####9     | 386/781 [00:24<00:25, 15.64it/s]
 50%|####9     | 388/781 [00:24<00:25, 15.60it/s]
 50%|####9     | 390/781 [00:24<00:24, 15.67it/s]
 50%|#####     | 392/781 [00:24<00:25, 15.49it/s]
 50%|#####     | 394/781 [00:24<00:24, 15.60it/s]
 51%|#####     | 396/781 [00:25<00:24, 15.70it/s]
 51%|#####     | 398/781 [00:25<00:24, 15.41it/s]
 51%|#####1    | 400/781 [00:25<00:24, 15.42it/s]
 51%|#####1    | 402/781 [00:25<00:24, 15.49it/s]
 52%|#####1    | 404/781 [00:25<00:24, 15.42it/s]
 52%|#####1    | 406/781 [00:25<00:24, 15.33it/s]
 52%|#####2    | 408/781 [00:25<00:24, 15.28it/s]
 52%|#####2    | 410/781 [00:26<00:24, 15.34it/s]
 53%|#####2    | 412/781 [00:26<00:23, 15.48it/s]
 53%|#####3    | 414/781 [00:26<00:23, 15.61it/s]
 53%|#####3    | 416/781 [00:26<00:23, 15.58it/s]
 54%|#####3    | 418/781 [00:26<00:23, 15.47it/s]
 54%|#####3    | 420/781 [00:26<00:23, 15.44it/s]
 54%|#####4    | 422/781 [00:26<00:23, 15.50it/s]
 54%|#####4    | 424/781 [00:26<00:23, 15.44it/s]
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100%|##########| 781/781 [00:49<00:00, 15.67it/s]




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Validation Progress:  52%|#####2    | 23/44 [00:26<00:25,  1.21s/it]
Validation Progress:  52%|#####2    | 23/44 [00:26<00:25,  1.22s/it]
Validation Progress:  55%|#####4    | 24/44 [00:27<00:23,  1.18s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:28<00:22,  1.19s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.19s/it]
Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.19s/it]
Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.19s/it]
Validation Progress:  59%|#####9    | 26/44 [00:29<00:21,  1.19s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.18s/it]
Validation Progress:  61%|######1   | 27/44 [00:30<00:20,  1.19s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  64%|######3   | 28/44 [00:31<00:18,  1.17s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.15s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.15s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.15s/it]
Validation Progress:  66%|######5   | 29/44 [00:33<00:17,  1.15s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.18s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.18s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.18s/it]
Validation Progress:  68%|######8   | 30/44 [00:34<00:16,  1.18s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  70%|#######   | 31/44 [00:35<00:15,  1.17s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  73%|#######2  | 32/44 [00:36<00:13,  1.15s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  75%|#######5  | 33/44 [00:37<00:12,  1.14s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  77%|#######7  | 34/44 [00:39<00:12,  1.22s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.21s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.21s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.21s/it]
Validation Progress:  80%|#######9  | 35/44 [00:40<00:10,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  82%|########1 | 36/44 [00:41<00:09,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.25s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.25s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.25s/it]
Validation Progress:  84%|########4 | 37/44 [00:42<00:08,  1.25s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.25s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.25s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.25s/it]
Validation Progress:  86%|########6 | 38/44 [00:44<00:07,  1.25s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:45<00:06,  1.21s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:46<00:04,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  93%|#########3| 41/44 [00:47<00:03,  1.24s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  95%|#########5| 42/44 [00:48<00:02,  1.22s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.23s/it]
Validation Progress:  98%|#########7| 43/44 [00:50<00:01,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.03s/it]
Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.15s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:18<00:00, 18.49s/it]
100%|##########| 1/1 [00:18<00:00, 18.49s/it]

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 10%|#         | 16/157 [00:00<00:08, 16.87it/s]
 11%|#1        | 18/157 [00:01<00:08, 17.02it/s]
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100%|##########| 157/157 [00:09<00:00, 16.82it/s]

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 26%|##5       | 202/781 [00:11<00:32, 17.78it/s]
 26%|##6       | 204/781 [00:11<00:32, 17.62it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.72it/s]
 27%|##6       | 208/781 [00:12<00:32, 17.88it/s]
 27%|##6       | 210/781 [00:12<00:31, 18.05it/s]
 27%|##7       | 212/781 [00:12<00:31, 17.99it/s]
 27%|##7       | 214/781 [00:12<00:31, 18.16it/s]
 28%|##7       | 216/781 [00:12<00:30, 18.38it/s]
 28%|##7       | 218/781 [00:12<00:31, 18.10it/s]
 28%|##8       | 220/781 [00:12<00:30, 18.27it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.28it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.37it/s]
 29%|##8       | 226/781 [00:13<00:30, 18.15it/s]
 29%|##9       | 228/781 [00:13<00:30, 18.25it/s]
 29%|##9       | 230/781 [00:13<00:30, 18.28it/s]
 30%|##9       | 232/781 [00:13<00:30, 18.11it/s]
 30%|##9       | 234/781 [00:13<00:30, 18.04it/s]
 30%|###       | 236/781 [00:13<00:30, 18.15it/s]
 30%|###       | 238/781 [00:13<00:29, 18.17it/s]
 31%|###       | 240/781 [00:13<00:29, 18.22it/s]
 31%|###       | 242/781 [00:13<00:29, 18.31it/s]
 31%|###1      | 244/781 [00:14<00:29, 18.26it/s]
 31%|###1      | 246/781 [00:14<00:29, 18.08it/s]
 32%|###1      | 248/781 [00:14<00:29, 18.07it/s]
 32%|###2      | 250/781 [00:14<00:29, 18.20it/s]
 32%|###2      | 252/781 [00:14<00:28, 18.28it/s]
 33%|###2      | 254/781 [00:14<00:28, 18.18it/s]
 33%|###2      | 256/781 [00:14<00:29, 18.06it/s]
 33%|###3      | 258/781 [00:14<00:28, 18.22it/s]
 33%|###3      | 260/781 [00:14<00:28, 18.32it/s]
 34%|###3      | 262/781 [00:15<00:28, 18.40it/s]
 34%|###3      | 264/781 [00:15<00:28, 18.28it/s]
 34%|###4      | 266/781 [00:15<00:28, 18.01it/s]
 34%|###4      | 268/781 [00:15<00:28, 17.92it/s]
 35%|###4      | 270/781 [00:15<00:28, 17.96it/s]
 35%|###4      | 272/781 [00:15<00:28, 18.12it/s]
 35%|###5      | 274/781 [00:15<00:27, 18.21it/s]
 35%|###5      | 276/781 [00:15<00:27, 18.18it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.04it/s]
 36%|###5      | 280/781 [00:16<00:27, 18.13it/s]
 36%|###6      | 282/781 [00:16<00:27, 18.10it/s]
 36%|###6      | 284/781 [00:16<00:27, 18.15it/s]
 37%|###6      | 286/781 [00:16<00:27, 18.23it/s]
 37%|###6      | 288/781 [00:16<00:26, 18.29it/s]
 37%|###7      | 290/781 [00:16<00:26, 18.36it/s]
 37%|###7      | 292/781 [00:16<00:26, 18.26it/s]
 38%|###7      | 294/781 [00:16<00:26, 18.30it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.18it/s]
 38%|###8      | 298/781 [00:17<00:26, 18.00it/s]
 38%|###8      | 300/781 [00:17<00:26, 17.86it/s]
 39%|###8      | 302/781 [00:17<00:26, 17.99it/s]
 39%|###8      | 304/781 [00:17<00:26, 17.93it/s]
 39%|###9      | 306/781 [00:17<00:26, 17.86it/s]
 39%|###9      | 308/781 [00:17<00:26, 17.67it/s]
 40%|###9      | 310/781 [00:17<00:26, 17.76it/s]
 40%|###9      | 312/781 [00:17<00:26, 17.80it/s]
 40%|####      | 314/781 [00:17<00:26, 17.73it/s]
 40%|####      | 316/781 [00:18<00:26, 17.76it/s]
 41%|####      | 318/781 [00:18<00:25, 17.88it/s]
 41%|####      | 320/781 [00:18<00:25, 18.01it/s]
 41%|####1     | 322/781 [00:18<00:25, 18.11it/s]
 41%|####1     | 324/781 [00:18<00:25, 18.22it/s]
 42%|####1     | 326/781 [00:18<00:24, 18.30it/s]
 42%|####1     | 328/781 [00:18<00:24, 18.18it/s]
 42%|####2     | 330/781 [00:18<00:24, 18.17it/s]
 43%|####2     | 332/781 [00:18<00:25, 17.78it/s]
 43%|####2     | 334/781 [00:19<00:25, 17.85it/s]
 43%|####3     | 336/781 [00:19<00:24, 17.98it/s]
 43%|####3     | 338/781 [00:19<00:24, 17.96it/s]
 44%|####3     | 340/781 [00:19<00:24, 17.77it/s]
 44%|####3     | 342/781 [00:19<00:24, 17.95it/s]
 44%|####4     | 344/781 [00:19<00:24, 18.07it/s]
 44%|####4     | 346/781 [00:19<00:23, 18.18it/s]
 45%|####4     | 348/781 [00:19<00:23, 18.29it/s]
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 45%|####5     | 352/781 [00:20<00:22, 18.95it/s]
 45%|####5     | 354/781 [00:20<00:22, 19.18it/s]
 46%|####5     | 356/781 [00:20<00:22, 19.26it/s]
 46%|####5     | 358/781 [00:20<00:21, 19.37it/s]
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 47%|####7     | 368/781 [00:20<00:21, 19.50it/s]
 47%|####7     | 370/781 [00:20<00:21, 19.45it/s]
 48%|####7     | 372/781 [00:21<00:21, 19.43it/s]
 48%|####7     | 374/781 [00:21<00:20, 19.56it/s]
 48%|####8     | 376/781 [00:21<00:20, 19.49it/s]
 49%|####8     | 379/781 [00:21<00:20, 19.54it/s]
 49%|####8     | 381/781 [00:21<00:20, 19.20it/s]
 49%|####9     | 383/781 [00:21<00:20, 19.16it/s]
 49%|####9     | 386/781 [00:21<00:20, 19.12it/s]
 50%|####9     | 388/781 [00:21<00:20, 18.87it/s]
 50%|####9     | 390/781 [00:21<00:20, 18.82it/s]
 50%|#####     | 392/781 [00:22<00:21, 18.36it/s]
 50%|#####     | 394/781 [00:22<00:21, 18.28it/s]
 51%|#####     | 396/781 [00:22<00:21, 17.96it/s]
 51%|#####     | 398/781 [00:22<00:21, 18.23it/s]
 51%|#####1    | 400/781 [00:22<00:20, 18.20it/s]
 51%|#####1    | 402/781 [00:22<00:20, 18.27it/s]
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 55%|#####4    | 427/781 [00:23<00:17, 20.15it/s]
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 57%|#####7    | 448/781 [00:24<00:15, 20.84it/s]
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 60%|######    | 469/781 [00:25<00:15, 20.80it/s]
 60%|######    | 472/781 [00:26<00:14, 20.79it/s]
 61%|######    | 475/781 [00:26<00:14, 20.72it/s]
 61%|######1   | 478/781 [00:26<00:14, 20.76it/s]
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 62%|######2   | 487/781 [00:26<00:14, 20.17it/s]
 63%|######2   | 490/781 [00:27<00:14, 20.28it/s]
 63%|######3   | 493/781 [00:27<00:14, 20.23it/s]
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 65%|######5   | 511/781 [00:28<00:12, 20.99it/s]
 66%|######5   | 514/781 [00:28<00:12, 21.08it/s]
 66%|######6   | 517/781 [00:28<00:12, 20.92it/s]
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 67%|######7   | 526/781 [00:28<00:12, 20.96it/s]
 68%|######7   | 529/781 [00:28<00:11, 21.05it/s]
 68%|######8   | 532/781 [00:29<00:11, 21.21it/s]
 69%|######8   | 535/781 [00:29<00:11, 21.16it/s]
 69%|######8   | 538/781 [00:29<00:11, 21.26it/s]
 69%|######9   | 541/781 [00:29<00:11, 21.07it/s]
 70%|######9   | 544/781 [00:29<00:11, 21.01it/s]
 70%|#######   | 547/781 [00:29<00:11, 20.94it/s]
 70%|#######   | 550/781 [00:29<00:10, 21.01it/s]
 71%|#######   | 553/781 [00:30<00:10, 21.12it/s]
 71%|#######1  | 556/781 [00:30<00:10, 20.87it/s]
 72%|#######1  | 559/781 [00:30<00:10, 20.73it/s]
 72%|#######1  | 562/781 [00:30<00:10, 20.93it/s]
 72%|#######2  | 565/781 [00:30<00:10, 21.05it/s]
 73%|#######2  | 568/781 [00:30<00:10, 20.94it/s]
 73%|#######3  | 571/781 [00:30<00:09, 21.07it/s]
 73%|#######3  | 574/781 [00:31<00:09, 20.94it/s]
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 75%|#######5  | 586/781 [00:31<00:09, 20.49it/s]
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 76%|#######6  | 594/781 [00:32<00:09, 19.72it/s]
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 77%|#######6  | 600/781 [00:32<00:09, 18.79it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.98it/s]
 77%|#######7  | 605/781 [00:32<00:09, 19.43it/s]
 78%|#######7  | 607/781 [00:32<00:08, 19.36it/s]
 78%|#######7  | 609/781 [00:32<00:09, 19.09it/s]
 78%|#######8  | 611/781 [00:32<00:09, 18.51it/s]
 78%|#######8  | 613/781 [00:33<00:09, 18.13it/s]
 79%|#######8  | 615/781 [00:33<00:09, 18.37it/s]
 79%|#######9  | 617/781 [00:33<00:08, 18.60it/s]
 79%|#######9  | 619/781 [00:33<00:08, 18.77it/s]
 80%|#######9  | 621/781 [00:33<00:08, 18.21it/s]
 80%|#######9  | 623/781 [00:33<00:08, 18.16it/s]
 80%|########  | 625/781 [00:33<00:08, 18.20it/s]
 80%|########  | 627/781 [00:33<00:08, 18.18it/s]
 81%|########  | 629/781 [00:33<00:08, 18.24it/s]
 81%|########  | 631/781 [00:34<00:08, 18.25it/s]
 81%|########1 | 633/781 [00:34<00:08, 18.10it/s]
 81%|########1 | 635/781 [00:34<00:08, 18.17it/s]
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 82%|########2 | 641/781 [00:34<00:07, 18.12it/s]
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 83%|########2 | 645/781 [00:34<00:07, 18.14it/s]
 83%|########2 | 647/781 [00:34<00:07, 18.13it/s]
 83%|########3 | 649/781 [00:35<00:07, 18.28it/s]
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 84%|########3 | 655/781 [00:35<00:06, 18.15it/s]
 84%|########4 | 657/781 [00:35<00:06, 18.06it/s]
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 85%|########5 | 665/781 [00:35<00:06, 17.83it/s]
 85%|########5 | 667/781 [00:36<00:06, 17.74it/s]
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 86%|########5 | 671/781 [00:36<00:06, 18.05it/s]
 86%|########6 | 673/781 [00:36<00:06, 17.94it/s]
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 87%|########6 | 679/781 [00:36<00:05, 17.48it/s]
 87%|########7 | 681/781 [00:36<00:05, 17.62it/s]
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 88%|########7 | 685/781 [00:37<00:05, 17.74it/s]
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 90%|########9 | 701/781 [00:37<00:04, 18.25it/s]
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 91%|######### | 707/781 [00:38<00:03, 18.91it/s]
 91%|######### | 709/781 [00:38<00:03, 19.19it/s]
 91%|#########1| 711/781 [00:38<00:03, 18.79it/s]
 91%|#########1| 713/781 [00:38<00:03, 19.03it/s]
 92%|#########1| 716/781 [00:38<00:03, 19.59it/s]
 92%|#########2| 719/781 [00:38<00:03, 20.13it/s]
 92%|#########2| 722/781 [00:38<00:02, 20.52it/s]
 93%|#########2| 725/781 [00:39<00:02, 20.56it/s]
 93%|#########3| 728/781 [00:39<00:02, 20.80it/s]
 94%|#########3| 731/781 [00:39<00:02, 20.87it/s]
 94%|#########3| 734/781 [00:39<00:02, 20.93it/s]
 94%|#########4| 737/781 [00:39<00:02, 21.05it/s]
 95%|#########4| 740/781 [00:39<00:01, 21.12it/s]
 95%|#########5| 743/781 [00:39<00:01, 21.14it/s]
 96%|#########5| 746/781 [00:40<00:01, 21.15it/s]
 96%|#########5| 749/781 [00:40<00:01, 21.20it/s]
 96%|#########6| 752/781 [00:40<00:01, 21.26it/s]
 97%|#########6| 755/781 [00:40<00:01, 21.18it/s]
 97%|#########7| 758/781 [00:40<00:01, 21.01it/s]
 97%|#########7| 761/781 [00:40<00:00, 20.86it/s]
 98%|#########7| 764/781 [00:40<00:00, 21.04it/s]
 98%|#########8| 767/781 [00:41<00:00, 20.74it/s]
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 99%|#########9| 776/781 [00:41<00:00, 20.89it/s]
100%|#########9| 779/781 [00:41<00:00, 20.90it/s]
100%|##########| 781/781 [00:41<00:00, 18.69it/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]
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Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.00s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.05s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:44,  1.06s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:45,  1.08s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:42,  1.05s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.02s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.02s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:41,  1.03s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:42,  1.05s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.09s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.09s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.09s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:43,  1.12s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.05s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.05s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.05s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.07s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:41,  1.11s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:41,  1.11s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:42,  1.15s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:41,  1.13s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:39,  1.11s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:41,  1.15s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:41,  1.14s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:40,  1.12s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:39,  1.14s/it]
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  9%|8         | 68/781 [00:03<00:39, 17.93it/s]
  9%|8         | 70/781 [00:03<00:39, 17.99it/s]
  9%|9         | 72/781 [00:03<00:39, 18.06it/s]
  9%|9         | 74/781 [00:04<00:39, 18.10it/s]
 10%|9         | 76/781 [00:04<00:38, 18.13it/s]
 10%|9         | 78/781 [00:04<00:39, 17.82it/s]
 10%|#         | 80/781 [00:04<00:39, 17.67it/s]
 10%|#         | 82/781 [00:04<00:39, 17.80it/s]
 11%|#         | 84/781 [00:04<00:38, 18.00it/s]
 11%|#1        | 86/781 [00:04<00:38, 18.16it/s]
 11%|#1        | 88/781 [00:04<00:38, 18.13it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.24it/s]
 12%|#1        | 92/781 [00:05<00:37, 18.26it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.32it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.20it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.92it/s]
 13%|#2        | 100/781 [00:05<00:38, 17.77it/s]
 13%|#3        | 102/781 [00:05<00:37, 17.91it/s]
 13%|#3        | 104/781 [00:05<00:37, 17.88it/s]
 14%|#3        | 106/781 [00:05<00:37, 17.91it/s]
 14%|#3        | 108/781 [00:05<00:37, 17.92it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.89it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.86it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.99it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.94it/s]
 15%|#5        | 118/781 [00:06<00:36, 17.95it/s]
 15%|#5        | 120/781 [00:06<00:36, 17.88it/s]
 16%|#5        | 122/781 [00:06<00:36, 17.95it/s]
 16%|#5        | 124/781 [00:06<00:36, 17.97it/s]
 16%|#6        | 126/781 [00:07<00:36, 17.88it/s]
 16%|#6        | 128/781 [00:07<00:36, 17.82it/s]
 17%|#6        | 130/781 [00:07<00:36, 17.91it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.92it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.90it/s]
 17%|#7        | 136/781 [00:07<00:35, 17.94it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.06it/s]
 18%|#7        | 140/781 [00:07<00:35, 18.03it/s]
 18%|#8        | 142/781 [00:07<00:35, 18.02it/s]
 18%|#8        | 144/781 [00:08<00:35, 18.04it/s]
 19%|#8        | 146/781 [00:08<00:34, 18.17it/s]
 19%|#8        | 148/781 [00:08<00:35, 17.74it/s]
 19%|#9        | 150/781 [00:08<00:35, 17.94it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.83it/s]
 20%|#9        | 154/781 [00:08<00:35, 17.89it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.00it/s]
 20%|##        | 158/781 [00:08<00:34, 18.03it/s]
 20%|##        | 160/781 [00:08<00:34, 18.00it/s]
 21%|##        | 162/781 [00:09<00:34, 18.17it/s]
 21%|##        | 164/781 [00:09<00:34, 18.08it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.22it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.35it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.36it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.40it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.42it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.45it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.41it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.26it/s]
 23%|##3       | 182/781 [00:10<00:32, 18.33it/s]
 24%|##3       | 184/781 [00:10<00:32, 18.13it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.24it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.03it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.08it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.03it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.06it/s]
 25%|##5       | 196/781 [00:10<00:32, 18.13it/s]
 25%|##5       | 198/781 [00:10<00:32, 18.18it/s]
 26%|##5       | 200/781 [00:11<00:32, 18.13it/s]
 26%|##5       | 202/781 [00:11<00:31, 18.13it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.23it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.13it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.22it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.21it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.20it/s]
 27%|##7       | 214/781 [00:11<00:31, 17.97it/s]
 28%|##7       | 216/781 [00:11<00:31, 18.00it/s]
 28%|##7       | 218/781 [00:12<00:31, 17.97it/s]
 28%|##8       | 220/781 [00:12<00:31, 17.94it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.94it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.08it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.13it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.05it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.12it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.20it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.30it/s]
 30%|###       | 236/781 [00:13<00:29, 18.30it/s]
 30%|###       | 238/781 [00:13<00:29, 18.19it/s]
 31%|###       | 240/781 [00:13<00:29, 18.15it/s]
 31%|###       | 242/781 [00:13<00:29, 18.27it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.25it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.15it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.23it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.28it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.34it/s]
 33%|###2      | 254/781 [00:14<00:29, 18.17it/s]
 33%|###2      | 256/781 [00:14<00:28, 18.28it/s]
 33%|###3      | 258/781 [00:14<00:28, 18.25it/s]
 33%|###3      | 260/781 [00:14<00:28, 18.19it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.16it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.14it/s]
 34%|###4      | 266/781 [00:14<00:28, 18.15it/s]
 34%|###4      | 268/781 [00:14<00:28, 18.16it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.27it/s]
 35%|###4      | 272/781 [00:15<00:27, 18.31it/s]
 35%|###5      | 274/781 [00:15<00:27, 18.33it/s]
 35%|###5      | 276/781 [00:15<00:27, 18.36it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.86it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.02it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.09it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.16it/s]
 37%|###6      | 286/781 [00:15<00:27, 18.23it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.31it/s]
 37%|###7      | 290/781 [00:16<00:26, 18.37it/s]
 37%|###7      | 292/781 [00:16<00:26, 18.38it/s]
 38%|###7      | 294/781 [00:16<00:26, 18.23it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.26it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.32it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.38it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.42it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.43it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.49it/s]
 39%|###9      | 308/781 [00:17<00:25, 18.48it/s]
 40%|###9      | 310/781 [00:17<00:25, 18.51it/s]
 40%|###9      | 312/781 [00:17<00:25, 18.42it/s]
 40%|####      | 314/781 [00:17<00:25, 18.40it/s]
 40%|####      | 316/781 [00:17<00:25, 18.38it/s]
 41%|####      | 318/781 [00:17<00:25, 18.43it/s]
 41%|####      | 320/781 [00:17<00:25, 18.32it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.32it/s]
 41%|####1     | 324/781 [00:17<00:25, 18.25it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.36it/s]
 42%|####1     | 328/781 [00:18<00:24, 18.32it/s]
 42%|####2     | 330/781 [00:18<00:24, 18.17it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.18it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.26it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.34it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.37it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.36it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.34it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.23it/s]
 44%|####4     | 346/781 [00:19<00:23, 18.25it/s]
 45%|####4     | 348/781 [00:19<00:23, 18.28it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.32it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.39it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.43it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.42it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.41it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.41it/s]
 46%|####6     | 362/781 [00:19<00:23, 18.02it/s]
 47%|####6     | 364/781 [00:20<00:22, 18.14it/s]
 47%|####6     | 366/781 [00:20<00:22, 18.22it/s]
 47%|####7     | 368/781 [00:20<00:22, 18.27it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.33it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.31it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.19it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.02it/s]
 48%|####8     | 378/781 [00:20<00:22, 18.06it/s]
 49%|####8     | 380/781 [00:20<00:22, 17.97it/s]
 49%|####8     | 382/781 [00:21<00:22, 18.04it/s]
 49%|####9     | 384/781 [00:21<00:21, 18.09it/s]
 49%|####9     | 386/781 [00:21<00:21, 18.08it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.20it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.16it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.09it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.08it/s]
 51%|#####     | 396/781 [00:21<00:21, 17.55it/s]
 51%|#####     | 398/781 [00:21<00:21, 17.67it/s]
 51%|#####1    | 400/781 [00:22<00:21, 17.79it/s]
 51%|#####1    | 402/781 [00:22<00:21, 18.00it/s]
 52%|#####1    | 404/781 [00:22<00:20, 17.97it/s]
 52%|#####1    | 406/781 [00:22<00:20, 17.96it/s]
 52%|#####2    | 408/781 [00:22<00:20, 17.95it/s]
 52%|#####2    | 410/781 [00:22<00:20, 17.77it/s]
 53%|#####2    | 412/781 [00:22<00:20, 17.81it/s]
 53%|#####3    | 414/781 [00:22<00:20, 17.88it/s]
 53%|#####3    | 416/781 [00:22<00:20, 18.05it/s]
 54%|#####3    | 418/781 [00:23<00:20, 17.92it/s]
 54%|#####3    | 420/781 [00:23<00:20, 17.80it/s]
 54%|#####4    | 422/781 [00:23<00:19, 17.98it/s]
 54%|#####4    | 424/781 [00:23<00:19, 18.06it/s]
 55%|#####4    | 426/781 [00:23<00:19, 17.97it/s]
 55%|#####4    | 428/781 [00:23<00:19, 17.78it/s]
 55%|#####5    | 430/781 [00:23<00:19, 17.81it/s]
 55%|#####5    | 432/781 [00:23<00:19, 17.81it/s]
 56%|#####5    | 434/781 [00:23<00:19, 17.84it/s]
 56%|#####5    | 436/781 [00:24<00:19, 17.92it/s]
 56%|#####6    | 438/781 [00:24<00:19, 17.77it/s]
 56%|#####6    | 440/781 [00:24<00:19, 17.75it/s]
 57%|#####6    | 442/781 [00:24<00:18, 17.90it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.04it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.18it/s]
 57%|#####7    | 448/781 [00:24<00:18, 18.23it/s]
 58%|#####7    | 450/781 [00:24<00:18, 18.28it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.33it/s]
 58%|#####8    | 454/781 [00:25<00:17, 18.19it/s]
 58%|#####8    | 456/781 [00:25<00:17, 18.12it/s]
 59%|#####8    | 458/781 [00:25<00:17, 18.15it/s]
 59%|#####8    | 460/781 [00:25<00:17, 18.21it/s]
 59%|#####9    | 462/781 [00:25<00:17, 18.27it/s]
 59%|#####9    | 464/781 [00:25<00:17, 18.18it/s]
 60%|#####9    | 466/781 [00:25<00:17, 18.28it/s]
 60%|#####9    | 468/781 [00:25<00:17, 17.94it/s]
 60%|######    | 470/781 [00:25<00:17, 18.00it/s]
 60%|######    | 472/781 [00:26<00:17, 17.91it/s]
 61%|######    | 474/781 [00:26<00:17, 18.02it/s]
 61%|######    | 476/781 [00:26<00:16, 18.14it/s]
 61%|######1   | 478/781 [00:26<00:16, 18.26it/s]
 61%|######1   | 480/781 [00:26<00:16, 18.24it/s]
 62%|######1   | 482/781 [00:26<00:16, 18.19it/s]
 62%|######1   | 484/781 [00:26<00:16, 18.12it/s]
 62%|######2   | 486/781 [00:26<00:16, 18.17it/s]
 62%|######2   | 488/781 [00:26<00:16, 18.24it/s]
 63%|######2   | 490/781 [00:27<00:15, 18.21it/s]
 63%|######2   | 492/781 [00:27<00:15, 18.30it/s]
 63%|######3   | 494/781 [00:27<00:15, 18.36it/s]
 64%|######3   | 496/781 [00:27<00:15, 18.32it/s]
 64%|######3   | 498/781 [00:27<00:15, 18.01it/s]
 64%|######4   | 500/781 [00:27<00:15, 18.09it/s]
 64%|######4   | 502/781 [00:27<00:15, 18.24it/s]
 65%|######4   | 504/781 [00:27<00:15, 18.27it/s]
 65%|######4   | 506/781 [00:27<00:15, 18.28it/s]
 65%|######5   | 508/781 [00:28<00:15, 18.13it/s]
 65%|######5   | 510/781 [00:28<00:14, 18.13it/s]
 66%|######5   | 512/781 [00:28<00:14, 18.10it/s]
 66%|######5   | 514/781 [00:28<00:14, 18.12it/s]
 66%|######6   | 516/781 [00:28<00:14, 18.08it/s]
 66%|######6   | 518/781 [00:28<00:14, 18.05it/s]
 67%|######6   | 520/781 [00:28<00:14, 18.06it/s]
 67%|######6   | 522/781 [00:28<00:14, 18.19it/s]
 67%|######7   | 524/781 [00:28<00:14, 18.22it/s]
 67%|######7   | 526/781 [00:29<00:14, 18.20it/s]
 68%|######7   | 528/781 [00:29<00:13, 18.17it/s]
 68%|######7   | 530/781 [00:29<00:13, 18.17it/s]
 68%|######8   | 532/781 [00:29<00:13, 18.17it/s]
 68%|######8   | 534/781 [00:29<00:13, 18.29it/s]
 69%|######8   | 536/781 [00:29<00:13, 18.32it/s]
 69%|######8   | 538/781 [00:29<00:13, 18.36it/s]
 69%|######9   | 540/781 [00:29<00:13, 18.42it/s]
 69%|######9   | 542/781 [00:29<00:13, 18.37it/s]
 70%|######9   | 544/781 [00:30<00:12, 18.29it/s]
 70%|######9   | 546/781 [00:30<00:12, 18.28it/s]
 70%|#######   | 548/781 [00:30<00:12, 18.29it/s]
 70%|#######   | 550/781 [00:30<00:12, 18.37it/s]
 71%|#######   | 552/781 [00:30<00:12, 18.28it/s]
 71%|#######   | 554/781 [00:30<00:12, 18.27it/s]
 71%|#######1  | 556/781 [00:30<00:12, 18.27it/s]
 71%|#######1  | 558/781 [00:30<00:12, 18.37it/s]
 72%|#######1  | 560/781 [00:30<00:11, 18.44it/s]
 72%|#######1  | 562/781 [00:31<00:11, 18.52it/s]
 72%|#######2  | 564/781 [00:31<00:11, 18.44it/s]
 72%|#######2  | 566/781 [00:31<00:11, 18.26it/s]
 73%|#######2  | 568/781 [00:31<00:11, 18.18it/s]
 73%|#######2  | 570/781 [00:31<00:11, 18.14it/s]
 73%|#######3  | 572/781 [00:31<00:11, 18.11it/s]
 73%|#######3  | 574/781 [00:31<00:11, 18.06it/s]
 74%|#######3  | 576/781 [00:31<00:11, 17.99it/s]
 74%|#######4  | 578/781 [00:31<00:11, 17.94it/s]
 74%|#######4  | 580/781 [00:32<00:11, 18.11it/s]
 75%|#######4  | 582/781 [00:32<00:10, 18.12it/s]
 75%|#######4  | 584/781 [00:32<00:10, 18.21it/s]
 75%|#######5  | 586/781 [00:32<00:10, 17.75it/s]
 75%|#######5  | 588/781 [00:32<00:10, 17.82it/s]
 76%|#######5  | 590/781 [00:32<00:11, 17.35it/s]
 76%|#######5  | 592/781 [00:32<00:10, 17.74it/s]
 76%|#######6  | 594/781 [00:32<00:10, 17.88it/s]
 76%|#######6  | 596/781 [00:32<00:10, 17.99it/s]
 77%|#######6  | 598/781 [00:33<00:10, 17.87it/s]
 77%|#######6  | 600/781 [00:33<00:09, 18.36it/s]
 77%|#######7  | 602/781 [00:33<00:09, 18.78it/s]
 77%|#######7  | 604/781 [00:33<00:09, 19.01it/s]
 78%|#######7  | 606/781 [00:33<00:09, 19.07it/s]
 78%|#######7  | 608/781 [00:33<00:09, 19.20it/s]
 78%|#######8  | 610/781 [00:33<00:08, 19.30it/s]
 78%|#######8  | 612/781 [00:33<00:08, 19.49it/s]
 79%|#######8  | 615/781 [00:33<00:08, 19.86it/s]
 79%|#######9  | 617/781 [00:33<00:08, 19.88it/s]
 79%|#######9  | 620/781 [00:34<00:07, 20.40it/s]
 80%|#######9  | 623/781 [00:34<00:07, 20.48it/s]
 80%|########  | 626/781 [00:34<00:07, 20.62it/s]
 81%|########  | 629/781 [00:34<00:07, 20.69it/s]
 81%|########  | 632/781 [00:34<00:07, 20.77it/s]
 81%|########1 | 635/781 [00:34<00:06, 20.86it/s]
 82%|########1 | 638/781 [00:34<00:06, 20.65it/s]
 82%|########2 | 641/781 [00:35<00:06, 20.59it/s]
 82%|########2 | 644/781 [00:35<00:06, 20.51it/s]
 83%|########2 | 647/781 [00:35<00:06, 20.49it/s]
 83%|########3 | 650/781 [00:35<00:06, 20.63it/s]
 84%|########3 | 653/781 [00:35<00:06, 20.77it/s]
 84%|########3 | 656/781 [00:35<00:05, 20.88it/s]
 84%|########4 | 659/781 [00:35<00:05, 21.00it/s]
 85%|########4 | 662/781 [00:36<00:05, 21.14it/s]
 85%|########5 | 665/781 [00:36<00:05, 21.24it/s]
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