=======================================================   RESTART [11-17 01:07:46]   =======================================================
/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-20241116_090909-6v3kc029
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run distinctive-wood-412
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/6v3kc029







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=======================================================   RESTART [11-17 01:25:26]   =======================================================
/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-20241116_092638-4mjk7456
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run sparkling-elevator-413
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/4mjk7456
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2198: UserWarning: Overwriting vit_tiny_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2207: UserWarning: Overwriting vit_tiny_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2216: UserWarning: Overwriting vit_small_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2225: UserWarning: Overwriting vit_small_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2234: UserWarning: Overwriting vit_small_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2243: UserWarning: Overwriting vit_small_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2252: UserWarning: Overwriting vit_small_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2261: UserWarning: Overwriting vit_base_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2271: UserWarning: Overwriting vit_base_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2281: UserWarning: Overwriting vit_base_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2291: UserWarning: Overwriting vit_base_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2301: UserWarning: Overwriting vit_base_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2311: UserWarning: Overwriting vit_large_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2320: UserWarning: Overwriting vit_large_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2330: UserWarning: Overwriting vit_large_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2340: UserWarning: Overwriting vit_large_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2350: UserWarning: Overwriting vit_large_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2359: UserWarning: Overwriting vit_huge_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2368: UserWarning: Overwriting vit_giant_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2377: UserWarning: Overwriting vit_gigantic_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2387: UserWarning: Overwriting vit_base_patch16_224_miil in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224_miil. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224_miil(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2398: UserWarning: Overwriting vit_medium_patch16_gap_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2410: UserWarning: Overwriting vit_medium_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2422: UserWarning: Overwriting vit_medium_patch16_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2434: UserWarning: Overwriting vit_betwixt_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2446: UserWarning: Overwriting vit_base_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2457: UserWarning: Overwriting vit_huge_patch14_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2468: UserWarning: Overwriting vit_huge_patch16_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch16_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch16_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2479: UserWarning: Overwriting vit_giant_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2491: UserWarning: Overwriting vit_xsmall_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_xsmall_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_xsmall_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2500: UserWarning: Overwriting vit_medium_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2510: UserWarning: Overwriting vit_medium_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2519: UserWarning: Overwriting vit_betwixt_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2529: UserWarning: Overwriting vit_base_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2540: UserWarning: Overwriting vit_base_patch32_clip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2551: UserWarning: Overwriting vit_base_patch32_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2562: UserWarning: Overwriting vit_base_patch32_clip_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2573: UserWarning: Overwriting vit_base_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2583: UserWarning: Overwriting vit_base_patch16_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2593: UserWarning: Overwriting vit_large_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2603: UserWarning: Overwriting vit_large_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2613: UserWarning: Overwriting vit_huge_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2623: UserWarning: Overwriting vit_huge_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2633: UserWarning: Overwriting vit_huge_patch14_clip_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2643: UserWarning: Overwriting vit_giant_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2656: UserWarning: Overwriting vit_gigantic_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2669: UserWarning: Overwriting vit_base_patch32_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2681: UserWarning: Overwriting vit_base_patch16_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2693: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2705: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2717: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2729: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2743: UserWarning: Overwriting vit_base_patch32_plus_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_plus_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_plus_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2753: UserWarning: Overwriting vit_base_patch16_plus_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_plus_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_plus_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2763: UserWarning: Overwriting vit_base_patch16_rpn_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_rpn_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_rpn_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2775: UserWarning: Overwriting vit_small_patch16_36x1_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_36x1_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_36x1_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2787: UserWarning: Overwriting vit_small_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2800: UserWarning: Overwriting vit_base_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2812: UserWarning: Overwriting eva_large_patch14_196 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_196. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_196(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2821: UserWarning: Overwriting eva_large_patch14_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2829: UserWarning: Overwriting flexivit_small in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_small. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_small(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2838: UserWarning: Overwriting flexivit_base in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_base. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_base(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2847: UserWarning: Overwriting flexivit_large in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_large. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_large(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2856: UserWarning: Overwriting vit_base_patch16_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2869: UserWarning: Overwriting vit_large_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2882: UserWarning: Overwriting vit_huge_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2895: UserWarning: Overwriting vit_small_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2905: UserWarning: Overwriting vit_base_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2915: UserWarning: Overwriting vit_large_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2925: UserWarning: Overwriting vit_giant_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2942: UserWarning: Overwriting vit_small_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2955: UserWarning: Overwriting vit_base_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2968: UserWarning: Overwriting vit_large_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2981: UserWarning: Overwriting vit_giant_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2998: UserWarning: Overwriting vit_base_patch16_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3008: UserWarning: Overwriting vit_base_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3018: UserWarning: Overwriting vit_base_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3028: UserWarning: Overwriting vit_base_patch16_siglip_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3038: UserWarning: Overwriting vit_large_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3048: UserWarning: Overwriting vit_large_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3058: UserWarning: Overwriting vit_so400m_patch14_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3068: UserWarning: Overwriting vit_so400m_patch14_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3078: UserWarning: Overwriting vit_base_patch16_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3089: UserWarning: Overwriting vit_base_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3100: UserWarning: Overwriting vit_base_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3111: UserWarning: Overwriting vit_base_patch16_siglip_gap_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3122: UserWarning: Overwriting vit_large_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3133: UserWarning: Overwriting vit_large_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3144: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3156: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3168: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3180: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_896 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_896. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_896(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3192: UserWarning: Overwriting vit_wee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_wee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_wee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3203: UserWarning: Overwriting vit_pwee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_pwee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_pwee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3214: UserWarning: Overwriting vit_little_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3225: UserWarning: Overwriting vit_little_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3236: UserWarning: Overwriting vit_medium_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3247: UserWarning: Overwriting vit_medium_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3258: UserWarning: Overwriting vit_mediumd_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_mediumd_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_mediumd_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3269: UserWarning: Overwriting vit_betwixt_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3280: UserWarning: Overwriting vit_betwixt_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3291: UserWarning: Overwriting vit_base_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3302: UserWarning: Overwriting vit_so150m_patch16_reg4_map_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_map_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_map_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3313: UserWarning: Overwriting vit_so150m_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/train.py:99: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  checkpoint = torch.load(vae_ckpt, map_location="cpu")
/home/user/VAR/utils/amp_sc.py:27: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
  self.scaler = torch.cuda.amp.GradScaler(init_scale=2. ** 11, growth_interval=1000) if self.using_fp16_rather_bf16 else None # only fp16 needs a scaler
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
AUTOTUNE mm(6840x24, 24x1088)
  triton_mm_7 0.0254 ms 100.0%
  triton_mm_12 0.0263 ms 96.7%
  triton_mm_8 0.0264 ms 96.1%
  triton_mm_9 0.0266 ms 95.4%
  triton_mm_11 0.0266 ms 95.4%
  triton_mm_6 0.0275 ms 92.4%
  triton_mm_4 0.0279 ms 91.1%
  triton_mm_3 0.0281 ms 90.4%
  triton_mm_2 0.0283 ms 89.9%
  triton_mm_13 0.0285 ms 89.1%
SingleProcess AUTOTUNE benchmarking takes 2.1818 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  triton_mm_1631 0.5619 ms 100.0%
  triton_mm_1632 0.5636 ms 99.7%
  triton_mm_1633 0.6320 ms 88.9%
  bias_addmm 0.6513 ms 86.3%
  triton_mm_1626 0.6600 ms 85.1%
  triton_mm_1628 0.6992 ms 80.4%
  triton_mm_1624 0.7092 ms 79.2%
  addmm 0.7652 ms 73.4%
  triton_mm_1629 0.7856 ms 71.5%
  triton_mm_1625 0.7870 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.8607 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5458 ms 100.0%
  triton_mm_1650 0.5733 ms 95.2%
  triton_mm_1651 0.5844 ms 93.4%
  triton_mm_1652 0.5984 ms 91.2%
  triton_mm_1645 0.6668 ms 81.9%
  triton_mm_1647 0.6685 ms 81.6%
  triton_mm_1643 0.6792 ms 80.4%
  triton_mm_1646 0.7044 ms 77.5%
  triton_mm_1644 0.7330 ms 74.5%
  triton_mm_1648 0.7422 ms 73.5%
SingleProcess AUTOTUNE benchmarking takes 2.7109 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
AUTOTUNE mm(6840x24, 24x1088)
  triton_mm_8 0.0263 ms 100.0%
  triton_mm_6 0.0264 ms 99.8%
  triton_mm_7 0.0267 ms 98.7%
  triton_mm_12 0.0275 ms 95.8%
  triton_mm_11 0.0277 ms 95.1%
  triton_mm_9 0.0277 ms 95.0%
  triton_mm_4 0.0281 ms 93.8%
  triton_mm_2 0.0281 ms 93.6%
  triton_mm_15 0.0285 ms 92.4%
  triton_mm_14 0.0287 ms 91.6%
SingleProcess AUTOTUNE benchmarking takes 2.1874 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  triton_mm_1631 0.5624 ms 100.0%
  triton_mm_1632 0.5673 ms 99.1%
  triton_mm_1633 0.6340 ms 88.7%
  bias_addmm 0.6557 ms 85.8%
  triton_mm_1626 0.6617 ms 85.0%
  triton_mm_1628 0.6992 ms 80.4%
  addmm 0.7092 ms 79.3%
  triton_mm_1624 0.7116 ms 79.0%
  triton_mm_1625 0.7857 ms 71.6%
  triton_mm_1629 0.7915 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 2.8814 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2198: UserWarning: Overwriting vit_tiny_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2207: UserWarning: Overwriting vit_tiny_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2216: UserWarning: Overwriting vit_small_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2225: UserWarning: Overwriting vit_small_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2234: UserWarning: Overwriting vit_small_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2243: UserWarning: Overwriting vit_small_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2252: UserWarning: Overwriting vit_small_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2261: UserWarning: Overwriting vit_base_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2271: UserWarning: Overwriting vit_base_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2281: UserWarning: Overwriting vit_base_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2291: UserWarning: Overwriting vit_base_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2301: UserWarning: Overwriting vit_base_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2311: UserWarning: Overwriting vit_large_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2320: UserWarning: Overwriting vit_large_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2330: UserWarning: Overwriting vit_large_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2340: UserWarning: Overwriting vit_large_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2350: UserWarning: Overwriting vit_large_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2359: UserWarning: Overwriting vit_huge_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2368: UserWarning: Overwriting vit_giant_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2377: UserWarning: Overwriting vit_gigantic_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2387: UserWarning: Overwriting vit_base_patch16_224_miil in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224_miil. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224_miil(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2398: UserWarning: Overwriting vit_medium_patch16_gap_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2410: UserWarning: Overwriting vit_medium_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2422: UserWarning: Overwriting vit_medium_patch16_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2434: UserWarning: Overwriting vit_betwixt_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2446: UserWarning: Overwriting vit_base_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2457: UserWarning: Overwriting vit_huge_patch14_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2468: UserWarning: Overwriting vit_huge_patch16_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch16_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch16_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2479: UserWarning: Overwriting vit_giant_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2491: UserWarning: Overwriting vit_xsmall_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_xsmall_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_xsmall_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2500: UserWarning: Overwriting vit_medium_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2510: UserWarning: Overwriting vit_medium_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2519: UserWarning: Overwriting vit_betwixt_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2529: UserWarning: Overwriting vit_base_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2540: UserWarning: Overwriting vit_base_patch32_clip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2551: UserWarning: Overwriting vit_base_patch32_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2562: UserWarning: Overwriting vit_base_patch32_clip_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2573: UserWarning: Overwriting vit_base_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2583: UserWarning: Overwriting vit_base_patch16_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2593: UserWarning: Overwriting vit_large_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2603: UserWarning: Overwriting vit_large_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2613: UserWarning: Overwriting vit_huge_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2623: UserWarning: Overwriting vit_huge_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2633: UserWarning: Overwriting vit_huge_patch14_clip_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2643: UserWarning: Overwriting vit_giant_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2656: UserWarning: Overwriting vit_gigantic_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2669: UserWarning: Overwriting vit_base_patch32_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2681: UserWarning: Overwriting vit_base_patch16_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2693: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2705: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2717: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2729: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2743: UserWarning: Overwriting vit_base_patch32_plus_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_plus_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_plus_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2753: UserWarning: Overwriting vit_base_patch16_plus_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_plus_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_plus_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2763: UserWarning: Overwriting vit_base_patch16_rpn_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_rpn_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_rpn_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2775: UserWarning: Overwriting vit_small_patch16_36x1_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_36x1_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_36x1_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2787: UserWarning: Overwriting vit_small_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2800: UserWarning: Overwriting vit_base_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2812: UserWarning: Overwriting eva_large_patch14_196 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_196. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_196(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2821: UserWarning: Overwriting eva_large_patch14_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2829: UserWarning: Overwriting flexivit_small in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_small. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_small(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2838: UserWarning: Overwriting flexivit_base in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_base. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_base(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2847: UserWarning: Overwriting flexivit_large in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_large. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_large(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2856: UserWarning: Overwriting vit_base_patch16_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2869: UserWarning: Overwriting vit_large_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2882: UserWarning: Overwriting vit_huge_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2895: UserWarning: Overwriting vit_small_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2905: UserWarning: Overwriting vit_base_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2915: UserWarning: Overwriting vit_large_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2925: UserWarning: Overwriting vit_giant_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2942: UserWarning: Overwriting vit_small_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2955: UserWarning: Overwriting vit_base_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2968: UserWarning: Overwriting vit_large_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2981: UserWarning: Overwriting vit_giant_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2998: UserWarning: Overwriting vit_base_patch16_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3008: UserWarning: Overwriting vit_base_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3018: UserWarning: Overwriting vit_base_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3028: UserWarning: Overwriting vit_base_patch16_siglip_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3038: UserWarning: Overwriting vit_large_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3048: UserWarning: Overwriting vit_large_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3058: UserWarning: Overwriting vit_so400m_patch14_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3068: UserWarning: Overwriting vit_so400m_patch14_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3078: UserWarning: Overwriting vit_base_patch16_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3089: UserWarning: Overwriting vit_base_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3100: UserWarning: Overwriting vit_base_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3111: UserWarning: Overwriting vit_base_patch16_siglip_gap_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3122: UserWarning: Overwriting vit_large_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3133: UserWarning: Overwriting vit_large_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3144: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3156: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3168: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3180: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_896 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_896. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_896(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3192: UserWarning: Overwriting vit_wee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_wee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_wee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3203: UserWarning: Overwriting vit_pwee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_pwee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_pwee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3214: UserWarning: Overwriting vit_little_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3225: UserWarning: Overwriting vit_little_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3236: UserWarning: Overwriting vit_medium_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3247: UserWarning: Overwriting vit_medium_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3258: UserWarning: Overwriting vit_mediumd_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_mediumd_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_mediumd_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3269: UserWarning: Overwriting vit_betwixt_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3280: UserWarning: Overwriting vit_betwixt_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3291: UserWarning: Overwriting vit_base_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3302: UserWarning: Overwriting vit_so150m_patch16_reg4_map_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_map_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_map_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3313: UserWarning: Overwriting vit_so150m_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/train.py:99: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  checkpoint = torch.load(vae_ckpt, map_location="cpu")
/home/user/VAR/utils/amp_sc.py:27: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
  self.scaler = torch.cuda.amp.GradScaler(init_scale=2. ** 11, growth_interval=1000) if self.using_fp16_rather_bf16 else None # only fp16 needs a scaler
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
AUTOTUNE mm(6840x24, 24x1088)
  triton_mm_7 0.0252 ms 100.0%
  triton_mm_6 0.0263 ms 95.7%
  triton_mm_9 0.0266 ms 94.8%
  triton_mm_4 0.0266 ms 94.7%
  triton_mm_12 0.0273 ms 92.4%
  triton_mm_8 0.0274 ms 92.1%
  triton_mm_11 0.0276 ms 91.4%
  triton_mm_3 0.0281 ms 89.7%
  triton_mm_15 0.0281 ms 89.6%
  triton_mm_14 0.0285 ms 88.4%
SingleProcess AUTOTUNE benchmarking takes 2.1745 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  triton_mm_1631 0.5696 ms 100.0%
  triton_mm_1632 0.5704 ms 99.9%
  triton_mm_1633 0.6424 ms 88.7%
  bias_addmm 0.6521 ms 87.3%
  triton_mm_1626 0.6709 ms 84.9%
  triton_mm_1628 0.7057 ms 80.7%
  addmm 0.7206 ms 79.0%
  triton_mm_1624 0.7228 ms 78.8%
  triton_mm_1629 0.7918 ms 71.9%
  triton_mm_1625 0.7962 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.8588 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.5388 ms 100.0%
  triton_mm_1669 0.5669 ms 95.0%
  triton_mm_1670 0.5874 ms 91.7%
  triton_mm_1671 0.6102 ms 88.3%
  triton_mm_1664 0.6837 ms 78.8%
  triton_mm_1662 0.6961 ms 77.4%
  triton_mm_1666 0.6966 ms 77.3%
  triton_mm_1665 0.7383 ms 73.0%
  triton_mm_1667 0.7433 ms 72.5%
  triton_mm_1663 0.7580 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 2.7046 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5468 ms 100.0%
  triton_mm_1650 0.5829 ms 93.8%
  triton_mm_1651 0.5924 ms 92.3%
  triton_mm_1652 0.6086 ms 89.9%
  triton_mm_1645 0.6789 ms 80.5%
  triton_mm_1643 0.6836 ms 80.0%
  triton_mm_1647 0.6878 ms 79.5%
  triton_mm_1646 0.7146 ms 76.5%
  triton_mm_1644 0.7412 ms 73.8%
  triton_mm_1648 0.7518 ms 72.7%
SingleProcess AUTOTUNE benchmarking takes 2.7188 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2198: UserWarning: Overwriting vit_tiny_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2207: UserWarning: Overwriting vit_tiny_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2216: UserWarning: Overwriting vit_small_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2225: UserWarning: Overwriting vit_small_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2234: UserWarning: Overwriting vit_small_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2243: UserWarning: Overwriting vit_small_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2252: UserWarning: Overwriting vit_small_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2261: UserWarning: Overwriting vit_base_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2271: UserWarning: Overwriting vit_base_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2281: UserWarning: Overwriting vit_base_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2291: UserWarning: Overwriting vit_base_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2301: UserWarning: Overwriting vit_base_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2311: UserWarning: Overwriting vit_large_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2320: UserWarning: Overwriting vit_large_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2330: UserWarning: Overwriting vit_large_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2340: UserWarning: Overwriting vit_large_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2350: UserWarning: Overwriting vit_large_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2359: UserWarning: Overwriting vit_huge_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2368: UserWarning: Overwriting vit_giant_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2377: UserWarning: Overwriting vit_gigantic_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2387: UserWarning: Overwriting vit_base_patch16_224_miil in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224_miil. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224_miil(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2398: UserWarning: Overwriting vit_medium_patch16_gap_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2410: UserWarning: Overwriting vit_medium_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2422: UserWarning: Overwriting vit_medium_patch16_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2434: UserWarning: Overwriting vit_betwixt_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2446: UserWarning: Overwriting vit_base_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2457: UserWarning: Overwriting vit_huge_patch14_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2468: UserWarning: Overwriting vit_huge_patch16_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch16_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch16_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2479: UserWarning: Overwriting vit_giant_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2491: UserWarning: Overwriting vit_xsmall_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_xsmall_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_xsmall_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2500: UserWarning: Overwriting vit_medium_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2510: UserWarning: Overwriting vit_medium_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2519: UserWarning: Overwriting vit_betwixt_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2529: UserWarning: Overwriting vit_base_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2540: UserWarning: Overwriting vit_base_patch32_clip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2551: UserWarning: Overwriting vit_base_patch32_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2562: UserWarning: Overwriting vit_base_patch32_clip_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2573: UserWarning: Overwriting vit_base_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2583: UserWarning: Overwriting vit_base_patch16_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2593: UserWarning: Overwriting vit_large_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2603: UserWarning: Overwriting vit_large_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2613: UserWarning: Overwriting vit_huge_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2623: UserWarning: Overwriting vit_huge_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2633: UserWarning: Overwriting vit_huge_patch14_clip_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2643: UserWarning: Overwriting vit_giant_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2656: UserWarning: Overwriting vit_gigantic_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2669: UserWarning: Overwriting vit_base_patch32_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2681: UserWarning: Overwriting vit_base_patch16_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2693: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2705: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2717: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2729: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2743: UserWarning: Overwriting vit_base_patch32_plus_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_plus_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_plus_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2753: UserWarning: Overwriting vit_base_patch16_plus_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_plus_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_plus_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2763: UserWarning: Overwriting vit_base_patch16_rpn_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_rpn_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_rpn_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2775: UserWarning: Overwriting vit_small_patch16_36x1_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_36x1_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_36x1_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2787: UserWarning: Overwriting vit_small_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2800: UserWarning: Overwriting vit_base_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2812: UserWarning: Overwriting eva_large_patch14_196 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_196. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_196(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2821: UserWarning: Overwriting eva_large_patch14_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2829: UserWarning: Overwriting flexivit_small in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_small. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_small(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2838: UserWarning: Overwriting flexivit_base in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_base. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_base(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2847: UserWarning: Overwriting flexivit_large in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_large. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_large(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2856: UserWarning: Overwriting vit_base_patch16_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2869: UserWarning: Overwriting vit_large_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2882: UserWarning: Overwriting vit_huge_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2895: UserWarning: Overwriting vit_small_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2905: UserWarning: Overwriting vit_base_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2915: UserWarning: Overwriting vit_large_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2925: UserWarning: Overwriting vit_giant_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2942: UserWarning: Overwriting vit_small_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2955: UserWarning: Overwriting vit_base_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2968: UserWarning: Overwriting vit_large_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2981: UserWarning: Overwriting vit_giant_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2998: UserWarning: Overwriting vit_base_patch16_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3008: UserWarning: Overwriting vit_base_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3018: UserWarning: Overwriting vit_base_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3028: UserWarning: Overwriting vit_base_patch16_siglip_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3038: UserWarning: Overwriting vit_large_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3048: UserWarning: Overwriting vit_large_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3058: UserWarning: Overwriting vit_so400m_patch14_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3068: UserWarning: Overwriting vit_so400m_patch14_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3078: UserWarning: Overwriting vit_base_patch16_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3089: UserWarning: Overwriting vit_base_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3100: UserWarning: Overwriting vit_base_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3111: UserWarning: Overwriting vit_base_patch16_siglip_gap_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3122: UserWarning: Overwriting vit_large_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3133: UserWarning: Overwriting vit_large_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3144: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3156: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3168: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3180: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_896 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_896. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_896(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3192: UserWarning: Overwriting vit_wee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_wee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_wee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3203: UserWarning: Overwriting vit_pwee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_pwee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_pwee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3214: UserWarning: Overwriting vit_little_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3225: UserWarning: Overwriting vit_little_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3236: UserWarning: Overwriting vit_medium_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3247: UserWarning: Overwriting vit_medium_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3258: UserWarning: Overwriting vit_mediumd_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_mediumd_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_mediumd_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3269: UserWarning: Overwriting vit_betwixt_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3280: UserWarning: Overwriting vit_betwixt_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3291: UserWarning: Overwriting vit_base_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3302: UserWarning: Overwriting vit_so150m_patch16_reg4_map_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_map_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_map_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3313: UserWarning: Overwriting vit_so150m_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/train.py:99: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  checkpoint = torch.load(vae_ckpt, map_location="cpu")
/home/user/VAR/utils/amp_sc.py:27: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
  self.scaler = torch.cuda.amp.GradScaler(init_scale=2. ** 11, growth_interval=1000) if self.using_fp16_rather_bf16 else None # only fp16 needs a scaler
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
AUTOTUNE mm(6840x24, 24x1088)
  triton_mm_7 0.0252 ms 100.0%
  triton_mm_6 0.0262 ms 96.0%
  triton_mm_9 0.0265 ms 95.0%
  triton_mm_12 0.0271 ms 92.7%
  triton_mm_8 0.0272 ms 92.6%
  triton_mm_11 0.0273 ms 92.3%
  triton_mm_4 0.0276 ms 91.2%
  triton_mm_3 0.0279 ms 90.2%
  triton_mm_5 0.0280 ms 89.9%
  triton_mm_14 0.0284 ms 88.4%
SingleProcess AUTOTUNE benchmarking takes 2.1884 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  triton_mm_1631 0.5540 ms 100.0%
  triton_mm_1632 0.5563 ms 99.6%
  triton_mm_1633 0.6299 ms 87.9%
  bias_addmm 0.6477 ms 85.5%
  triton_mm_1626 0.6553 ms 84.5%
  triton_mm_1628 0.6864 ms 80.7%
  triton_mm_1624 0.7111 ms 77.9%
  addmm 0.7625 ms 72.7%
  triton_mm_1629 0.7765 ms 71.3%
  triton_mm_1625 0.7766 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 2.8769 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.5293 ms 100.0%
  triton_mm_1669 0.5550 ms 95.4%
  triton_mm_1670 0.5716 ms 92.6%
  triton_mm_1671 0.5978 ms 88.5%
  triton_mm_1664 0.6658 ms 79.5%
  triton_mm_1666 0.6737 ms 78.6%
  triton_mm_1662 0.6819 ms 77.6%
  triton_mm_1665 0.7230 ms 73.2%
  triton_mm_1667 0.7278 ms 72.7%
  triton_mm_1663 0.7424 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 2.7040 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5384 ms 100.0%
  triton_mm_1650 0.5681 ms 94.8%
  triton_mm_1651 0.5785 ms 93.1%
  triton_mm_1652 0.5912 ms 91.1%
  triton_mm_1645 0.6604 ms 81.5%
  triton_mm_1647 0.6645 ms 81.0%
  triton_mm_1643 0.6685 ms 80.5%
  triton_mm_1646 0.7020 ms 76.7%
  triton_mm_1644 0.7248 ms 74.3%
  triton_mm_1648 0.7336 ms 73.4%
SingleProcess AUTOTUNE benchmarking takes 2.7014 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4990 0.8460 ms 100.0%
  mm 0.9418 ms 89.8%
  triton_mm_4987 1.0136 ms 83.5%
  triton_mm_4983 1.0237 ms 82.6%
  triton_mm_4991 1.0819 ms 78.2%
  triton_mm_4988 1.1263 ms 75.1%
  triton_mm_4984 1.1298 ms 74.9%
  triton_mm_4985 1.1571 ms 73.1%
  triton_mm_4980 1.3580 ms 62.3%
  triton_mm_4981 1.4301 ms 59.2%
SingleProcess AUTOTUNE benchmarking takes 2.1473 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10260x24, 24x1088)
  triton_mm_4909 0.0344 ms 100.0%
  triton_mm_4908 0.0351 ms 98.2%
  triton_mm_4910 0.0351 ms 98.1%
  triton_mm_4911 0.0354 ms 97.4%
  triton_mm_4906 0.0362 ms 95.2%
  triton_mm_4914 0.0363 ms 94.9%
  triton_mm_4913 0.0364 ms 94.5%
  triton_mm_4905 0.0385 ms 89.4%
  triton_mm_4904 0.0394 ms 87.5%
  triton_mm_4917 0.0396 ms 86.9%
SingleProcess AUTOTUNE benchmarking takes 2.1181 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  bias_addmm 0.6560 ms 100.0%
  triton_mm_4935 0.6575 ms 99.8%
  triton_mm_4932 0.7618 ms 86.1%
  triton_mm_4928 0.7709 ms 85.1%
  addmm 0.8111 ms 80.9%
  triton_mm_4936 0.8559 ms 76.6%
  triton_mm_4933 0.8687 ms 75.5%
  triton_mm_4929 0.8713 ms 75.3%
  triton_mm_4930 0.8997 ms 72.9%
  triton_mm_4925 1.0333 ms 63.5%
SingleProcess AUTOTUNE benchmarking takes 2.2566 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4954 0.2301 ms 100.0%
  mm 0.2418 ms 95.2%
  triton_mm_4951 0.2625 ms 87.7%
  triton_mm_4947 0.2754 ms 83.6%
  triton_mm_4952 0.2857 ms 80.5%
  triton_mm_4955 0.2927 ms 78.6%
  triton_mm_4948 0.3032 ms 75.9%
  triton_mm_4949 0.3120 ms 73.7%
  triton_mm_4944 0.3488 ms 66.0%
  triton_mm_4945 0.3597 ms 64.0%
SingleProcess AUTOTUNE benchmarking takes 2.0215 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5009 0.8546 ms 100.0%
  mm 0.8963 ms 95.3%
  triton_mm_5010 1.0202 ms 83.8%
  triton_mm_5006 1.0320 ms 82.8%
  triton_mm_5007 1.0970 ms 77.9%
  triton_mm_5002 1.1039 ms 77.4%
  triton_mm_5004 1.1578 ms 73.8%
  triton_mm_5003 1.1622 ms 73.5%
  triton_mm_4999 1.3734 ms 62.2%
  triton_mm_5000 1.4077 ms 60.7%
SingleProcess AUTOTUNE benchmarking takes 2.1543 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6516 1.5820 ms 100.0%
  bias_addmm 1.5928 ms 99.3%
  triton_mm_6513 1.8985 ms 83.3%
  triton_mm_6509 1.9563 ms 80.9%
  addmm 1.9717 ms 80.2%
  triton_mm_6517 2.0439 ms 77.4%
  triton_mm_6514 2.1422 ms 73.8%
  triton_mm_6510 2.1545 ms 73.4%
  triton_mm_6511 2.2074 ms 71.7%
  triton_mm_6506 2.5927 ms 61.0%
SingleProcess AUTOTUNE benchmarking takes 2.4014 seconds and 0.0011 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 [01:59<1:25:59, 120.00s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4990 0.8543 ms 100.0%
  mm 0.9413 ms 90.8%
  triton_mm_4987 1.0253 ms 83.3%
  triton_mm_4983 1.0349 ms 82.5%
  triton_mm_4991 1.0996 ms 77.7%
  triton_mm_4988 1.1397 ms 75.0%
  triton_mm_4984 1.1524 ms 74.1%
  triton_mm_4985 1.1687 ms 73.1%
  triton_mm_4980 1.3703 ms 62.3%
  triton_mm_4989 1.4382 ms 59.4%
SingleProcess AUTOTUNE benchmarking takes 2.1522 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5548 0.8634 ms 100.0%
  mm 0.8712 ms 99.1%
  triton_mm_5545 1.0293 ms 83.9%
  triton_mm_5541 1.0408 ms 82.9%
  triton_mm_5549 1.1091 ms 77.8%
  triton_mm_5546 1.1455 ms 75.4%
  triton_mm_5542 1.1466 ms 75.3%
  triton_mm_5543 1.1707 ms 73.8%
  triton_mm_5538 1.3716 ms 62.9%
  triton_mm_5539 1.4421 ms 59.9%
SingleProcess AUTOTUNE benchmarking takes 2.1444 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10260x24, 24x1088)
  triton_mm_4909 0.0359 ms 100.0%
  triton_mm_4906 0.0363 ms 99.1%
  triton_mm_4914 0.0363 ms 99.1%
  triton_mm_4908 0.0363 ms 98.9%
  triton_mm_4910 0.0363 ms 98.9%
  triton_mm_4913 0.0365 ms 98.4%
  triton_mm_4911 0.0366 ms 98.1%
  triton_mm_4917 0.0384 ms 93.6%
  triton_mm_4907 0.0392 ms 91.7%
  triton_mm_4904 0.0394 ms 91.2%
SingleProcess AUTOTUNE benchmarking takes 2.1220 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4935 0.6645 ms 100.0%
  bias_addmm 0.6664 ms 99.7%
  triton_mm_4932 0.7735 ms 85.9%
  triton_mm_4928 0.7887 ms 84.3%
  addmm 0.8274 ms 80.3%
  triton_mm_4936 0.8621 ms 77.1%
  triton_mm_4933 0.8669 ms 76.6%
  triton_mm_4929 0.8733 ms 76.1%
  triton_mm_4930 0.9020 ms 73.7%
  triton_mm_4925 1.0368 ms 64.1%
SingleProcess AUTOTUNE benchmarking takes 2.2481 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4954 0.2324 ms 100.0%
  mm 0.2450 ms 94.9%
  triton_mm_4951 0.2651 ms 87.7%
  triton_mm_4947 0.2787 ms 83.4%
  triton_mm_4952 0.2880 ms 80.7%
  triton_mm_4955 0.2947 ms 78.9%
  triton_mm_4948 0.3057 ms 76.0%
  triton_mm_4949 0.3161 ms 73.5%
  triton_mm_4944 0.3509 ms 66.2%
  triton_mm_4945 0.3624 ms 64.1%
SingleProcess AUTOTUNE benchmarking takes 2.0245 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5009 0.8675 ms 100.0%
  mm 0.9085 ms 95.5%
  triton_mm_5010 1.0315 ms 84.1%
  triton_mm_5006 1.0444 ms 83.1%
  triton_mm_5002 1.0904 ms 79.6%
  triton_mm_5007 1.1105 ms 78.1%
  triton_mm_5004 1.1591 ms 74.8%
  triton_mm_5003 1.1597 ms 74.8%
  triton_mm_4999 1.3815 ms 62.8%
  triton_mm_5000 1.4052 ms 61.7%
SingleProcess AUTOTUNE benchmarking takes 2.1550 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_5400 0.6637 ms 100.0%
  bias_addmm 0.6679 ms 99.4%
  triton_mm_5397 0.7720 ms 86.0%
  triton_mm_5393 0.7838 ms 84.7%
  addmm 0.8227 ms 80.7%
  triton_mm_5401 0.8552 ms 77.6%
  triton_mm_5398 0.8666 ms 76.6%
  triton_mm_5394 0.8739 ms 75.9%
  triton_mm_5395 0.9006 ms 73.7%
  triton_mm_5390 1.0376 ms 64.0%
SingleProcess AUTOTUNE benchmarking takes 2.2500 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_5419 0.2322 ms 100.0%
  mm 0.2447 ms 94.9%
  triton_mm_5416 0.2636 ms 88.1%
  triton_mm_5412 0.2772 ms 83.8%
  triton_mm_5417 0.2880 ms 80.6%
  triton_mm_5420 0.2928 ms 79.3%
  triton_mm_5413 0.3063 ms 75.8%
  triton_mm_5414 0.3149 ms 73.7%
  triton_mm_5409 0.3510 ms 66.2%
  triton_mm_5410 0.3615 ms 64.2%
SingleProcess AUTOTUNE benchmarking takes 2.0235 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5474 0.8668 ms 100.0%
  mm 0.9058 ms 95.7%
  triton_mm_5475 1.0249 ms 84.6%
  triton_mm_5471 1.0426 ms 83.1%
  triton_mm_5467 1.0809 ms 80.2%
  triton_mm_5472 1.1030 ms 78.6%
  triton_mm_5468 1.1526 ms 75.2%
  triton_mm_5469 1.1575 ms 74.9%
  triton_mm_5464 1.3942 ms 62.2%
  triton_mm_5465 1.4058 ms 61.7%
SingleProcess AUTOTUNE benchmarking takes 2.1615 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6516 1.5854 ms 100.0%
  bias_addmm 1.6080 ms 98.6%
  triton_mm_6513 1.9227 ms 82.5%
  addmm 1.9785 ms 80.1%
  triton_mm_6509 2.0235 ms 78.3%
  triton_mm_6517 2.0482 ms 77.4%
  triton_mm_6514 2.1439 ms 74.0%
  triton_mm_6510 2.1779 ms 72.8%
  triton_mm_6511 2.2239 ms 71.3%
  triton_mm_6506 2.5845 ms 61.3%
SingleProcess AUTOTUNE benchmarking takes 2.3968 seconds and 0.0011 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 [01:59<1:25:59, 119.99s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4990 0.8228 ms 100.0%
  mm 0.9390 ms 87.6%
  triton_mm_4987 0.9887 ms 83.2%
  triton_mm_4983 0.9958 ms 82.6%
  triton_mm_4991 1.0586 ms 77.7%
  triton_mm_4988 1.1019 ms 74.7%
  triton_mm_4985 1.1382 ms 72.3%
  triton_mm_4984 1.1650 ms 70.6%
  triton_mm_4980 1.3274 ms 62.0%
  triton_mm_4981 1.3941 ms 59.0%
SingleProcess AUTOTUNE benchmarking takes 2.1459 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5083 0.8315 ms 100.0%
  mm 0.8380 ms 99.2%
  triton_mm_5080 0.9954 ms 83.5%
  triton_mm_5076 0.9982 ms 83.3%
  triton_mm_5084 1.0721 ms 77.6%
  triton_mm_5081 1.1088 ms 75.0%
  triton_mm_5077 1.1168 ms 74.5%
  triton_mm_5078 1.1459 ms 72.6%
  triton_mm_5073 1.3426 ms 61.9%
  triton_mm_5074 1.4092 ms 59.0%
SingleProcess AUTOTUNE benchmarking takes 2.1528 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10260x24, 24x1088)
  triton_mm_4914 0.0349 ms 100.0%
  triton_mm_4908 0.0351 ms 99.5%
  triton_mm_4911 0.0352 ms 99.2%
  triton_mm_4909 0.0356 ms 97.8%
  triton_mm_4910 0.0361 ms 96.7%
  triton_mm_4913 0.0362 ms 96.4%
  triton_mm_4906 0.0364 ms 95.7%
  triton_mm_4917 0.0383 ms 91.1%
  triton_mm_4904 0.0390 ms 89.3%
  triton_mm_4905 0.0395 ms 88.4%
SingleProcess AUTOTUNE benchmarking takes 2.1239 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4935 0.6410 ms 100.0%
  bias_addmm 0.6424 ms 99.8%
  triton_mm_4932 0.7500 ms 85.5%
  triton_mm_4928 0.7594 ms 84.4%
  addmm 0.7948 ms 80.6%
  triton_mm_4936 0.8368 ms 76.6%
  triton_mm_4933 0.8370 ms 76.6%
  triton_mm_4929 0.8429 ms 76.0%
  triton_mm_4930 0.8706 ms 73.6%
  triton_mm_4925 1.0116 ms 63.4%
SingleProcess AUTOTUNE benchmarking takes 2.2444 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4954 0.2253 ms 100.0%
  mm 0.2374 ms 94.9%
  triton_mm_4951 0.2557 ms 88.1%
  triton_mm_4947 0.2703 ms 83.4%
  triton_mm_4952 0.2802 ms 80.4%
  triton_mm_4955 0.2901 ms 77.7%
  triton_mm_4948 0.2972 ms 75.8%
  triton_mm_4949 0.3092 ms 72.9%
  triton_mm_4944 0.3411 ms 66.1%
  triton_mm_4945 0.3524 ms 63.9%
SingleProcess AUTOTUNE benchmarking takes 2.0204 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5009 0.8356 ms 100.0%
  mm 0.8759 ms 95.4%
  triton_mm_5010 0.9989 ms 83.7%
  triton_mm_5006 1.0137 ms 82.4%
  triton_mm_5002 1.0472 ms 79.8%
  triton_mm_5007 1.0744 ms 77.8%
  triton_mm_5003 1.1205 ms 74.6%
  triton_mm_5004 1.1380 ms 73.4%
  triton_mm_4999 1.3449 ms 62.1%
  triton_mm_5000 1.3775 ms 60.7%
SingleProcess AUTOTUNE benchmarking takes 2.1575 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6516 1.5454 ms 100.0%
  bias_addmm 1.5562 ms 99.3%
  triton_mm_6513 1.8532 ms 83.4%
  addmm 1.9239 ms 80.3%
  triton_mm_6509 1.9272 ms 80.2%
  triton_mm_6517 2.0201 ms 76.5%
  triton_mm_6514 2.0937 ms 73.8%
  triton_mm_6510 2.1046 ms 73.4%
  triton_mm_6511 2.1544 ms 71.7%
  triton_mm_6506 2.5298 ms 61.1%
SingleProcess AUTOTUNE benchmarking takes 2.3936 seconds and 0.0010 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 [01:59<1:25:59, 120.00s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4990 0.8426 ms 100.0%
  mm 0.9481 ms 88.9%
  triton_mm_4987 1.0154 ms 83.0%
  triton_mm_4983 1.0570 ms 79.7%
  triton_mm_4991 1.0790 ms 78.1%
  triton_mm_4988 1.1298 ms 74.6%
  triton_mm_4984 1.1424 ms 73.8%
  triton_mm_4985 1.1573 ms 72.8%
  triton_mm_4980 1.3636 ms 61.8%
  triton_mm_4981 1.4279 ms 59.0%
SingleProcess AUTOTUNE benchmarking takes 2.1634 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8617 ms 100.0%
  triton_mm_5083 0.8629 ms 99.9%
  triton_mm_5080 1.0212 ms 84.4%
  triton_mm_5076 1.0382 ms 83.0%
  triton_mm_5084 1.0882 ms 79.2%
  triton_mm_5081 1.1325 ms 76.1%
  triton_mm_5077 1.1388 ms 75.7%
  triton_mm_5078 1.1650 ms 74.0%
  triton_mm_5073 1.3650 ms 63.1%
  triton_mm_5082 1.4460 ms 59.6%
SingleProcess AUTOTUNE benchmarking takes 2.1635 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6199 0.8518 ms 100.0%
  mm 0.8608 ms 99.0%
  triton_mm_6196 1.0316 ms 82.6%
  triton_mm_6192 1.0484 ms 81.3%
  triton_mm_6200 1.0965 ms 77.7%
  triton_mm_6197 1.1327 ms 75.2%
  triton_mm_6193 1.1353 ms 75.0%
  triton_mm_6194 1.1706 ms 72.8%
  triton_mm_6189 1.3649 ms 62.4%
  triton_mm_6198 1.4383 ms 59.2%
SingleProcess AUTOTUNE benchmarking takes 2.1521 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10260x24, 24x1088)
  triton_mm_4914 0.0349 ms 100.0%
  triton_mm_4910 0.0349 ms 99.9%
  triton_mm_4911 0.0353 ms 98.9%
  triton_mm_4909 0.0359 ms 97.2%
  triton_mm_4908 0.0363 ms 96.1%
  triton_mm_4913 0.0366 ms 95.3%
  triton_mm_4906 0.0376 ms 92.8%
  triton_mm_4904 0.0394 ms 88.6%
  triton_mm_4917 0.0396 ms 88.3%
  triton_mm_4905 0.0398 ms 87.7%
SingleProcess AUTOTUNE benchmarking takes 2.1132 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4935 0.6572 ms 100.0%
  bias_addmm 0.6580 ms 99.9%
  triton_mm_4932 0.7682 ms 85.6%
  triton_mm_4928 0.7757 ms 84.7%
  addmm 0.8129 ms 80.9%
  triton_mm_4936 0.8560 ms 76.8%
  triton_mm_4933 0.8604 ms 76.4%
  triton_mm_4929 0.8659 ms 75.9%
  triton_mm_4930 0.8949 ms 73.4%
  triton_mm_4925 1.0387 ms 63.3%
SingleProcess AUTOTUNE benchmarking takes 2.2553 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4954 0.2292 ms 100.0%
  mm 0.2430 ms 94.3%
  triton_mm_4951 0.2613 ms 87.7%
  triton_mm_4947 0.2734 ms 83.9%
  triton_mm_4952 0.2860 ms 80.1%
  triton_mm_4955 0.2934 ms 78.1%
  triton_mm_4948 0.3030 ms 75.6%
  triton_mm_4949 0.3132 ms 73.2%
  triton_mm_4944 0.3449 ms 66.5%
  triton_mm_4945 0.3586 ms 63.9%
SingleProcess AUTOTUNE benchmarking takes 2.0238 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5009 0.8570 ms 100.0%
  mm 0.8979 ms 95.4%
  triton_mm_5010 1.0272 ms 83.4%
  triton_mm_5006 1.0450 ms 82.0%
  triton_mm_5002 1.0692 ms 80.1%
  triton_mm_5007 1.1132 ms 77.0%
  triton_mm_5004 1.1490 ms 74.6%
  triton_mm_5003 1.1650 ms 73.6%
  triton_mm_5000 1.3949 ms 61.4%
  triton_mm_4999 1.4097 ms 60.8%
SingleProcess AUTOTUNE benchmarking takes 2.1542 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6516 1.5944 ms 100.0%
  bias_addmm 1.6171 ms 98.6%
  triton_mm_6513 1.9070 ms 83.6%
  triton_mm_6509 1.9422 ms 82.1%
  addmm 1.9565 ms 81.5%
  triton_mm_6517 2.0635 ms 77.3%
  triton_mm_6514 2.1458 ms 74.3%
  triton_mm_6510 2.1489 ms 74.2%
  triton_mm_6511 2.2057 ms 72.3%
  triton_mm_6506 2.6081 ms 61.1%
SingleProcess AUTOTUNE benchmarking takes 2.4220 seconds and 0.0010 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 [02:00<1:26:04, 120.10s/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 [02:02<35:41, 50.98s/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 [02:02<35:41, 50.98s/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 [02:02<35:41, 50.98s/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 [02:02<35:43, 51.02s/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 [02:03<19:13, 28.13s/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 [02:03<19:13, 28.13s/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 [02:03<19:13, 28.14s/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 [02:03<19:14, 28.16s/it]
Validation Progress:   9%|9         | 4/44 [02:04<11:36, 17.42s/it]
Validation Progress:   9%|9         | 4/44 [02:04<11:36, 17.42s/it]
Validation Progress:   9%|9         | 4/44 [02:04<11:36, 17.42s/it]
Validation Progress:   9%|9         | 4/44 [02:04<11:37, 17.44s/it]
Validation Progress:  11%|#1        | 5/44 [02:05<07:30, 11.56s/it]
Validation Progress:  11%|#1        | 5/44 [02:05<07:30, 11.56s/it]
Validation Progress:  11%|#1        | 5/44 [02:05<07:31, 11.56s/it]
Validation Progress:  11%|#1        | 5/44 [02:05<07:31, 11.57s/it]
Validation Progress:  14%|#3        | 6/44 [02:06<05:02,  7.97s/it]
Validation Progress:  14%|#3        | 6/44 [02:06<05:02,  7.97s/it]
Validation Progress:  14%|#3        | 6/44 [02:06<05:02,  7.97s/it]
Validation Progress:  14%|#3        | 6/44 [02:06<05:03,  7.97s/it]
Validation Progress:  16%|#5        | 7/44 [02:07<03:30,  5.68s/it]
Validation Progress:  16%|#5        | 7/44 [02:07<03:30,  5.68s/it]
Validation Progress:  16%|#5        | 7/44 [02:07<03:30,  5.69s/it]
Validation Progress:  16%|#5        | 7/44 [02:07<03:31,  5.72s/it]
Validation Progress:  18%|#8        | 8/44 [02:08<02:31,  4.21s/it]
Validation Progress:  18%|#8        | 8/44 [02:08<02:32,  4.25s/it]
Validation Progress:  18%|#8        | 8/44 [02:08<02:31,  4.22s/it]
Validation Progress:  18%|#8        | 8/44 [02:08<02:32,  4.24s/it]
Validation Progress:  20%|##        | 9/44 [02:09<01:52,  3.23s/it]
Validation Progress:  20%|##        | 9/44 [02:09<01:53,  3.25s/it]
Validation Progress:  20%|##        | 9/44 [02:09<01:53,  3.24s/it]
Validation Progress:  20%|##        | 9/44 [02:09<01:54,  3.26s/it]
Validation Progress:  23%|##2       | 10/44 [02:11<01:27,  2.58s/it]
Validation Progress:  23%|##2       | 10/44 [02:11<01:27,  2.57s/it]
Validation Progress:  23%|##2       | 10/44 [02:11<01:27,  2.56s/it]
Validation Progress:  23%|##2       | 10/44 [02:11<01:27,  2.57s/it]
Validation Progress:  25%|##5       | 11/44 [02:12<01:09,  2.10s/it]
Validation Progress:  25%|##5       | 11/44 [02:12<01:09,  2.10s/it]
Validation Progress:  25%|##5       | 11/44 [02:12<01:08,  2.09s/it]
Validation Progress:  25%|##5       | 11/44 [02:12<01:09,  2.10s/it]
Validation Progress:  27%|##7       | 12/44 [02:13<00:57,  1.79s/it]
Validation Progress:  27%|##7       | 12/44 [02:13<00:57,  1.78s/it]
Validation Progress:  27%|##7       | 12/44 [02:13<00:56,  1.78s/it]
Validation Progress:  27%|##7       | 12/44 [02:13<00:56,  1.78s/it]
Validation Progress:  30%|##9       | 13/44 [02:14<00:47,  1.54s/it]
Validation Progress:  30%|##9       | 13/44 [02:14<00:47,  1.53s/it]
Validation Progress:  30%|##9       | 13/44 [02:14<00:47,  1.53s/it]
Validation Progress:  30%|##9       | 13/44 [02:14<00:47,  1.54s/it]
Validation Progress:  32%|###1      | 14/44 [02:15<00:43,  1.46s/it]
Validation Progress:  32%|###1      | 14/44 [02:15<00:43,  1.46s/it]
Validation Progress:  32%|###1      | 14/44 [02:15<00:43,  1.46s/it]
Validation Progress:  32%|###1      | 14/44 [02:15<00:43,  1.46s/it]
Validation Progress:  34%|###4      | 15/44 [02:16<00:39,  1.37s/it]
Validation Progress:  34%|###4      | 15/44 [02:16<00:39,  1.36s/it]
Validation Progress:  34%|###4      | 15/44 [02:16<00:39,  1.36s/it]
Validation Progress:  34%|###4      | 15/44 [02:16<00:39,  1.36s/it]
Validation Progress:  36%|###6      | 16/44 [02:17<00:36,  1.29s/it]
Validation Progress:  36%|###6      | 16/44 [02:17<00:36,  1.29s/it]
Validation Progress:  36%|###6      | 16/44 [02:17<00:36,  1.29s/it]
Validation Progress:  36%|###6      | 16/44 [02:17<00:36,  1.29s/it]
Validation Progress:  39%|###8      | 17/44 [02:18<00:34,  1.29s/it]
Validation Progress:  39%|###8      | 17/44 [02:18<00:34,  1.29s/it]
Validation Progress:  39%|###8      | 17/44 [02:18<00:34,  1.29s/it]
Validation Progress:  39%|###8      | 17/44 [02:18<00:34,  1.29s/it]
Validation Progress:  41%|####      | 18/44 [02:19<00:31,  1.21s/it]
Validation Progress:  41%|####      | 18/44 [02:19<00:31,  1.21s/it]
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Validation Progress:  41%|####      | 18/44 [02:19<00:31,  1.21s/it]
Validation Progress:  43%|####3     | 19/44 [02:21<00:29,  1.16s/it]
Validation Progress:  43%|####3     | 19/44 [02:21<00:29,  1.16s/it]
Validation Progress:  43%|####3     | 19/44 [02:21<00:29,  1.16s/it]
Validation Progress:  43%|####3     | 19/44 [02:21<00:29,  1.17s/it]
Validation Progress:  45%|####5     | 20/44 [02:22<00:27,  1.13s/it]
Validation Progress:  45%|####5     | 20/44 [02:22<00:27,  1.13s/it]
Validation Progress:  45%|####5     | 20/44 [02:22<00:27,  1.13s/it]
Validation Progress:  45%|####5     | 20/44 [02:22<00:27,  1.13s/it]
Validation Progress:  48%|####7     | 21/44 [02:23<00:26,  1.16s/it]
Validation Progress:  48%|####7     | 21/44 [02:23<00:26,  1.16s/it]
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Validation Progress:  48%|####7     | 21/44 [02:23<00:26,  1.16s/it]
Validation Progress:  50%|#####     | 22/44 [02:24<00:26,  1.21s/it]
Validation Progress:  50%|#####     | 22/44 [02:24<00:26,  1.21s/it]
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Validation Progress:  50%|#####     | 22/44 [02:24<00:26,  1.22s/it]
Validation Progress:  52%|#####2    | 23/44 [02:25<00:24,  1.15s/it]
Validation Progress:  52%|#####2    | 23/44 [02:25<00:24,  1.15s/it]
Validation Progress:  52%|#####2    | 23/44 [02:25<00:24,  1.15s/it]
Validation Progress:  52%|#####2    | 23/44 [02:25<00:24,  1.15s/it]
Validation Progress:  55%|#####4    | 24/44 [02:26<00:23,  1.16s/it]
Validation Progress:  55%|#####4    | 24/44 [02:26<00:23,  1.16s/it]
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Validation Progress:  55%|#####4    | 24/44 [02:26<00:23,  1.16s/it]
Validation Progress:  57%|#####6    | 25/44 [02:27<00:21,  1.14s/it]
Validation Progress:  57%|#####6    | 25/44 [02:27<00:21,  1.14s/it]
Validation Progress:  57%|#####6    | 25/44 [02:27<00:21,  1.14s/it]
Validation Progress:  57%|#####6    | 25/44 [02:27<00:21,  1.14s/it]
Validation Progress:  59%|#####9    | 26/44 [02:29<00:20,  1.13s/it]
Validation Progress:  59%|#####9    | 26/44 [02:29<00:20,  1.13s/it]
Validation Progress:  59%|#####9    | 26/44 [02:29<00:20,  1.13s/it]
Validation Progress:  59%|#####9    | 26/44 [02:29<00:20,  1.13s/it]
Validation Progress:  61%|######1   | 27/44 [02:30<00:19,  1.13s/it]
Validation Progress:  61%|######1   | 27/44 [02:30<00:19,  1.13s/it]
Validation Progress:  61%|######1   | 27/44 [02:30<00:19,  1.13s/it]
Validation Progress:  61%|######1   | 27/44 [02:30<00:19,  1.13s/it]
Validation Progress:  64%|######3   | 28/44 [02:31<00:17,  1.11s/it]
Validation Progress:  64%|######3   | 28/44 [02:31<00:17,  1.11s/it]
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Validation Progress:  64%|######3   | 28/44 [02:31<00:17,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [02:32<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [02:32<00:17,  1.14s/it]
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Validation Progress:  66%|######5   | 29/44 [02:32<00:17,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [02:33<00:15,  1.12s/it]
Validation Progress:  68%|######8   | 30/44 [02:33<00:15,  1.12s/it]
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Validation Progress:  68%|######8   | 30/44 [02:33<00:15,  1.12s/it]
Validation Progress:  70%|#######   | 31/44 [02:34<00:14,  1.11s/it]
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Validation Progress:  73%|#######2  | 32/44 [02:35<00:13,  1.09s/it]
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Validation Progress:  75%|#######5  | 33/44 [02:36<00:11,  1.08s/it]
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Validation Progress:  77%|#######7  | 34/44 [02:37<00:11,  1.15s/it]
Validation Progress:  77%|#######7  | 34/44 [02:37<00:11,  1.15s/it]
Validation Progress:  77%|#######7  | 34/44 [02:37<00:11,  1.15s/it]
Validation Progress:  77%|#######7  | 34/44 [02:37<00:11,  1.15s/it]
Validation Progress:  80%|#######9  | 35/44 [02:39<00:10,  1.15s/it]
Validation Progress:  80%|#######9  | 35/44 [02:39<00:10,  1.14s/it]
Validation Progress:  80%|#######9  | 35/44 [02:39<00:10,  1.14s/it]
Validation Progress:  80%|#######9  | 35/44 [02:39<00:10,  1.15s/it]
Validation Progress:  82%|########1 | 36/44 [02:40<00:09,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [02:40<00:09,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [02:40<00:09,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [02:40<00:09,  1.16s/it]
Validation Progress:  84%|########4 | 37/44 [02:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [02:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [02:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [02:41<00:08,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [02:42<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [02:42<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [02:42<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [02:42<00:07,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [02:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [02:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [02:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [02:43<00:05,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [02:45<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [02:45<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [02:45<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [02:45<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [02:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [02:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [02:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [02:46<00:03,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [02:47<00:02,  1.15s/it]
Validation Progress:  95%|#########5| 42/44 [02:47<00:02,  1.15s/it]
Validation Progress:  95%|#########5| 42/44 [02:47<00:02,  1.15s/it]
Validation Progress:  95%|#########5| 42/44 [02:47<00:02,  1.15s/it]
Validation Progress:  98%|#########7| 43/44 [02:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [02:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [02:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [02:48<00:01,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [02:51<00:00,  1.60s/it]
Validation Progress: 100%|##########| 44/44 [02:51<00:00,  3.89s/it]
Validation Progress: 100%|##########| 44/44 [02:51<00:00,  1.62s/it]
Validation Progress: 100%|##########| 44/44 [02:51<00:00,  1.62s/it]
Validation Progress: 100%|##########| 44/44 [02:51<00:00,  3.89s/it]
Validation Progress: 100%|##########| 44/44 [02:51<00:00,  1.62s/it]
Validation Progress: 100%|##########| 44/44 [02:51<00:00,  3.89s/it]
Validation Progress: 100%|##########| 44/44 [02:51<00:00,  3.89s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:03<00:00,  3.29s/it]
100%|##########| 1/1 [00:03<00:00,  3.29s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:01<03:03,  1.18s/it]
  2%|1         | 3/157 [00:01<00:54,  2.85it/s]
  3%|3         | 5/157 [00:01<00:30,  4.97it/s]
  4%|4         | 7/157 [00:01<00:20,  7.17it/s]
  6%|5         | 9/157 [00:01<00:15,  9.25it/s]
  7%|7         | 11/157 [00:01<00:13, 11.15it/s]
  8%|8         | 13/157 [00:01<00:11, 12.63it/s]
 10%|9         | 15/157 [00:01<00:10, 13.99it/s]
 11%|#         | 17/157 [00:02<00:09, 14.97it/s]
 12%|#2        | 19/157 [00:02<00:08, 15.81it/s]
 13%|#3        | 21/157 [00:02<00:08, 16.04it/s]
 15%|#4        | 23/157 [00:02<00:08, 16.59it/s]
 16%|#5        | 25/157 [00:02<00:07, 17.02it/s]
 17%|#7        | 27/157 [00:02<00:07, 17.36it/s]
 18%|#8        | 29/157 [00:02<00:07, 17.27it/s]
 20%|#9        | 31/157 [00:02<00:07, 17.45it/s]
 21%|##1       | 33/157 [00:02<00:07, 17.60it/s]
 22%|##2       | 35/157 [00:03<00:06, 17.73it/s]
 24%|##3       | 37/157 [00:03<00:07, 16.80it/s]
 25%|##4       | 39/157 [00:03<00:06, 16.86it/s]
 26%|##6       | 41/157 [00:03<00:06, 17.07it/s]
 27%|##7       | 43/157 [00:03<00:06, 17.21it/s]
 29%|##8       | 45/157 [00:03<00:06, 17.35it/s]
 30%|##9       | 47/157 [00:03<00:06, 17.48it/s]
 31%|###1      | 49/157 [00:03<00:06, 17.23it/s]
 32%|###2      | 51/157 [00:04<00:06, 17.29it/s]
 34%|###3      | 53/157 [00:04<00:05, 17.35it/s]
 35%|###5      | 55/157 [00:04<00:05, 17.48it/s]
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 38%|###7      | 59/157 [00:04<00:05, 17.50it/s]
 39%|###8      | 61/157 [00:04<00:05, 17.65it/s]
 40%|####      | 63/157 [00:04<00:05, 17.77it/s]
 41%|####1     | 65/157 [00:04<00:05, 17.87it/s]
 43%|####2     | 67/157 [00:04<00:05, 17.93it/s]
 44%|####3     | 69/157 [00:05<00:05, 16.44it/s]
 45%|####5     | 71/157 [00:05<00:05, 16.80it/s]
 46%|####6     | 73/157 [00:05<00:04, 17.05it/s]
 48%|####7     | 75/157 [00:05<00:04, 17.22it/s]
 49%|####9     | 77/157 [00:05<00:04, 17.34it/s]
 50%|#####     | 79/157 [00:05<00:04, 17.49it/s]
 52%|#####1    | 81/157 [00:05<00:04, 17.49it/s]
 53%|#####2    | 83/157 [00:05<00:04, 17.53it/s]
 54%|#####4    | 85/157 [00:05<00:04, 17.53it/s]
 55%|#####5    | 87/157 [00:06<00:03, 17.54it/s]
 57%|#####6    | 89/157 [00:06<00:03, 17.55it/s]
 58%|#####7    | 91/157 [00:06<00:03, 17.61it/s]
 59%|#####9    | 93/157 [00:06<00:03, 17.65it/s]
 61%|######    | 95/157 [00:06<00:03, 17.63it/s]
 62%|######1   | 97/157 [00:06<00:03, 17.63it/s]
 63%|######3   | 99/157 [00:06<00:03, 17.63it/s]
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 71%|#######   | 111/157 [00:07<00:02, 17.66it/s]
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 73%|#######3  | 115/157 [00:07<00:02, 17.63it/s]
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 80%|#######9  | 125/157 [00:08<00:01, 17.92it/s]
 81%|########  | 127/157 [00:08<00:01, 17.97it/s]
 82%|########2 | 129/157 [00:08<00:01, 18.02it/s]
 83%|########3 | 131/157 [00:08<00:01, 18.05it/s]
 85%|########4 | 133/157 [00:08<00:01, 15.27it/s]
 86%|########5 | 135/157 [00:08<00:01, 15.97it/s]
 87%|########7 | 137/157 [00:08<00:01, 16.56it/s]
 89%|########8 | 139/157 [00:09<00:01, 17.01it/s]
 90%|########9 | 141/157 [00:09<00:00, 17.34it/s]
 91%|#########1| 143/157 [00:09<00:00, 17.57it/s]
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100%|##########| 157/157 [00:10<00:00,  6.07it/s]
100%|##########| 157/157 [00:10<00:00, 14.51it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:46, 16.85it/s]
  1%|          | 4/781 [00:00<00:43, 17.81it/s]
  1%|          | 6/781 [00:00<00:42, 18.13it/s]
  1%|1         | 8/781 [00:00<00:42, 18.32it/s]
  1%|1         | 10/781 [00:00<00:41, 18.40it/s]
  2%|1         | 12/781 [00:00<00:41, 18.45it/s]
  2%|1         | 14/781 [00:00<00:41, 18.52it/s]
  2%|2         | 16/781 [00:00<00:41, 18.54it/s]
  2%|2         | 18/781 [00:00<00:41, 18.60it/s]
  3%|2         | 20/781 [00:01<00:40, 18.60it/s]
  3%|2         | 22/781 [00:01<00:40, 18.60it/s]
  3%|3         | 24/781 [00:01<00:40, 18.62it/s]
  3%|3         | 26/781 [00:01<00:40, 18.60it/s]
  4%|3         | 28/781 [00:01<00:41, 17.98it/s]
  4%|3         | 30/781 [00:01<00:43, 17.12it/s]
  4%|4         | 32/781 [00:01<00:46, 16.20it/s]
  4%|4         | 34/781 [00:01<00:50, 14.71it/s]
  5%|4         | 36/781 [00:02<00:53, 13.85it/s]
  5%|4         | 38/781 [00:02<00:56, 13.14it/s]
  5%|5         | 40/781 [00:02<00:57, 12.84it/s]
  5%|5         | 42/781 [00:02<00:58, 12.62it/s]
  6%|5         | 44/781 [00:02<00:59, 12.35it/s]
  6%|5         | 46/781 [00:02<01:00, 12.15it/s]
  6%|6         | 48/781 [00:03<01:01, 11.97it/s]
  6%|6         | 50/781 [00:03<01:03, 11.55it/s]
  7%|6         | 52/781 [00:03<01:03, 11.51it/s]
  7%|6         | 54/781 [00:03<01:02, 11.63it/s]
  7%|7         | 56/781 [00:03<01:01, 11.76it/s]
  7%|7         | 58/781 [00:04<01:01, 11.76it/s]
  8%|7         | 60/781 [00:04<01:02, 11.57it/s]
  8%|7         | 62/781 [00:04<01:01, 11.66it/s]
  8%|8         | 64/781 [00:04<01:01, 11.65it/s]
  8%|8         | 66/781 [00:04<01:01, 11.61it/s]
  9%|8         | 68/781 [00:04<01:01, 11.61it/s]
  9%|8         | 70/781 [00:05<01:01, 11.57it/s]
  9%|9         | 72/781 [00:05<01:01, 11.46it/s]
  9%|9         | 74/781 [00:05<01:00, 11.60it/s]
 10%|9         | 76/781 [00:05<01:00, 11.60it/s]
 10%|9         | 78/781 [00:05<01:00, 11.68it/s]
 10%|#         | 80/781 [00:05<01:00, 11.54it/s]
 10%|#         | 82/781 [00:06<01:00, 11.49it/s]
 11%|#         | 84/781 [00:06<00:59, 11.65it/s]
 11%|#1        | 86/781 [00:06<00:59, 11.63it/s]
 11%|#1        | 88/781 [00:06<01:00, 11.51it/s]
 12%|#1        | 90/781 [00:06<00:59, 11.52it/s]
 12%|#1        | 92/781 [00:06<00:59, 11.50it/s]
 12%|#2        | 94/781 [00:07<00:58, 11.67it/s]
 12%|#2        | 96/781 [00:07<00:58, 11.81it/s]
 13%|#2        | 98/781 [00:07<00:57, 11.93it/s]
 13%|#2        | 100/781 [00:07<00:57, 11.87it/s]
 13%|#3        | 102/781 [00:07<00:57, 11.74it/s]
 13%|#3        | 104/781 [00:07<00:57, 11.84it/s]
 14%|#3        | 106/781 [00:08<00:57, 11.81it/s]
 14%|#3        | 108/781 [00:08<00:57, 11.69it/s]
 14%|#4        | 110/781 [00:08<00:57, 11.57it/s]
 14%|#4        | 112/781 [00:08<00:57, 11.62it/s]
 15%|#4        | 114/781 [00:08<00:56, 11.76it/s]
 15%|#4        | 116/781 [00:08<00:56, 11.78it/s]
 15%|#5        | 118/781 [00:09<00:57, 11.57it/s]
 15%|#5        | 120/781 [00:09<00:56, 11.61it/s]
 16%|#5        | 122/781 [00:09<00:56, 11.63it/s]
 16%|#5        | 124/781 [00:09<00:56, 11.66it/s]
 16%|#6        | 126/781 [00:09<00:55, 11.71it/s]
 16%|#6        | 128/781 [00:10<00:56, 11.62it/s]
 17%|#6        | 130/781 [00:10<00:55, 11.75it/s]
 17%|#6        | 132/781 [00:10<00:54, 11.88it/s]
 17%|#7        | 134/781 [00:10<00:54, 11.94it/s]
 17%|#7        | 136/781 [00:10<00:54, 11.91it/s]
 18%|#7        | 138/781 [00:10<00:54, 11.71it/s]
 18%|#7        | 140/781 [00:11<00:54, 11.71it/s]
 18%|#8        | 142/781 [00:11<00:54, 11.69it/s]
 18%|#8        | 144/781 [00:11<00:54, 11.71it/s]
 19%|#8        | 146/781 [00:11<00:54, 11.60it/s]
 19%|#8        | 148/781 [00:11<00:55, 11.39it/s]
 19%|#9        | 150/781 [00:11<00:55, 11.45it/s]
 19%|#9        | 152/781 [00:12<00:54, 11.56it/s]
 20%|#9        | 154/781 [00:12<00:54, 11.43it/s]
 20%|#9        | 156/781 [00:12<00:53, 11.59it/s]
 20%|##        | 158/781 [00:12<00:54, 11.52it/s]
 20%|##        | 160/781 [00:12<00:54, 11.44it/s]
 21%|##        | 162/781 [00:12<00:54, 11.34it/s]
 21%|##        | 164/781 [00:13<00:53, 11.49it/s]
 21%|##1       | 166/781 [00:13<00:53, 11.53it/s]
 22%|##1       | 168/781 [00:13<00:53, 11.40it/s]
 22%|##1       | 170/781 [00:13<00:53, 11.52it/s]
 22%|##2       | 172/781 [00:13<00:52, 11.62it/s]
 22%|##2       | 174/781 [00:13<00:51, 11.71it/s]
 23%|##2       | 176/781 [00:14<00:51, 11.79it/s]
 23%|##2       | 178/781 [00:14<00:50, 11.87it/s]
 23%|##3       | 180/781 [00:14<00:50, 11.90it/s]
 23%|##3       | 182/781 [00:14<00:50, 11.94it/s]
 24%|##3       | 184/781 [00:14<00:49, 11.98it/s]
 24%|##3       | 186/781 [00:14<00:49, 11.99it/s]
 24%|##4       | 188/781 [00:15<00:49, 12.01it/s]
 24%|##4       | 190/781 [00:15<00:49, 12.01it/s]
 25%|##4       | 192/781 [00:15<00:49, 12.01it/s]
 25%|##4       | 194/781 [00:15<00:48, 12.00it/s]
 25%|##5       | 196/781 [00:15<00:48, 11.98it/s]
 25%|##5       | 198/781 [00:15<00:48, 11.93it/s]
 26%|##5       | 200/781 [00:16<00:48, 11.86it/s]
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 26%|##6       | 204/781 [00:16<00:49, 11.77it/s]
 26%|##6       | 206/781 [00:16<00:48, 11.79it/s]
 27%|##6       | 208/781 [00:16<00:48, 11.76it/s]
 27%|##6       | 210/781 [00:17<00:48, 11.79it/s]
 27%|##7       | 212/781 [00:17<00:48, 11.76it/s]
 27%|##7       | 214/781 [00:17<00:48, 11.73it/s]
 28%|##7       | 216/781 [00:17<00:47, 11.83it/s]
 28%|##7       | 218/781 [00:17<00:48, 11.67it/s]
 28%|##8       | 220/781 [00:17<00:47, 11.76it/s]
 28%|##8       | 222/781 [00:18<00:47, 11.84it/s]
 29%|##8       | 224/781 [00:18<00:47, 11.78it/s]
 29%|##8       | 226/781 [00:18<00:47, 11.75it/s]
 29%|##9       | 228/781 [00:18<00:46, 11.82it/s]
 29%|##9       | 230/781 [00:18<00:46, 11.79it/s]
 30%|##9       | 232/781 [00:18<00:46, 11.71it/s]
 30%|##9       | 234/781 [00:19<00:46, 11.71it/s]
 30%|###       | 236/781 [00:19<00:46, 11.78it/s]
 30%|###       | 238/781 [00:19<00:46, 11.77it/s]
 31%|###       | 240/781 [00:19<00:46, 11.60it/s]
 31%|###       | 242/781 [00:19<00:46, 11.49it/s]
 31%|###1      | 244/781 [00:19<00:46, 11.62it/s]
 31%|###1      | 246/781 [00:20<00:45, 11.74it/s]
 32%|###1      | 248/781 [00:20<00:45, 11.83it/s]
 32%|###2      | 250/781 [00:20<00:44, 11.88it/s]
 32%|###2      | 252/781 [00:20<00:44, 11.93it/s]
 33%|###2      | 254/781 [00:20<00:44, 11.94it/s]
 33%|###2      | 256/781 [00:20<00:44, 11.74it/s]
 33%|###3      | 258/781 [00:21<00:45, 11.60it/s]
 33%|###3      | 260/781 [00:21<00:45, 11.48it/s]
 34%|###3      | 262/781 [00:21<00:56,  9.24it/s]
 34%|###3      | 264/781 [00:21<00:52,  9.83it/s]
 34%|###4      | 266/781 [00:21<00:49, 10.37it/s]
 34%|###4      | 268/781 [00:22<00:47, 10.69it/s]
 35%|###4      | 270/781 [00:22<00:46, 11.06it/s]
 35%|###4      | 272/781 [00:22<00:45, 11.21it/s]
 35%|###5      | 274/781 [00:22<00:44, 11.38it/s]
 35%|###5      | 276/781 [00:22<00:44, 11.46it/s]
 36%|###5      | 278/781 [00:22<00:43, 11.54it/s]
 36%|###5      | 280/781 [00:23<00:43, 11.51it/s]
 36%|###6      | 282/781 [00:23<00:43, 11.60it/s]
 36%|###6      | 284/781 [00:23<00:43, 11.49it/s]
 37%|###6      | 286/781 [00:23<00:42, 11.64it/s]
 37%|###6      | 288/781 [00:23<00:42, 11.64it/s]
 37%|###7      | 290/781 [00:23<00:41, 11.78it/s]
 37%|###7      | 292/781 [00:24<00:41, 11.88it/s]
 38%|###7      | 294/781 [00:24<00:41, 11.64it/s]
 38%|###7      | 296/781 [00:24<00:41, 11.79it/s]
 38%|###8      | 298/781 [00:24<00:40, 11.89it/s]
 38%|###8      | 300/781 [00:24<00:40, 11.98it/s]
 39%|###8      | 302/781 [00:24<00:40, 11.92it/s]
 39%|###8      | 304/781 [00:25<00:40, 11.75it/s]
 39%|###9      | 306/781 [00:25<00:40, 11.82it/s]
 39%|###9      | 308/781 [00:25<00:39, 11.90it/s]
 40%|###9      | 310/781 [00:25<00:39, 11.89it/s]
 40%|###9      | 312/781 [00:25<00:40, 11.70it/s]
 40%|####      | 314/781 [00:26<00:40, 11.67it/s]
 40%|####      | 316/781 [00:26<00:40, 11.57it/s]
 41%|####      | 318/781 [00:26<00:40, 11.50it/s]
 41%|####      | 320/781 [00:26<00:40, 11.42it/s]
 41%|####1     | 322/781 [00:26<00:39, 11.57it/s]
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 42%|####1     | 326/781 [00:27<00:38, 11.72it/s]
 42%|####1     | 328/781 [00:27<00:38, 11.84it/s]
 42%|####2     | 330/781 [00:27<00:37, 11.90it/s]
 43%|####2     | 332/781 [00:27<00:37, 11.97it/s]
 43%|####2     | 334/781 [00:27<00:37, 11.89it/s]
 43%|####3     | 336/781 [00:27<00:37, 11.95it/s]
 43%|####3     | 338/781 [00:28<00:36, 12.01it/s]
 44%|####3     | 340/781 [00:28<00:36, 12.01it/s]
 44%|####3     | 342/781 [00:28<00:36, 11.94it/s]
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 44%|####4     | 346/781 [00:28<00:36, 12.02it/s]
 45%|####4     | 348/781 [00:28<00:36, 11.93it/s]
 45%|####4     | 350/781 [00:29<00:36, 11.92it/s]
 45%|####5     | 352/781 [00:29<00:35, 11.92it/s]
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 50%|####9     | 388/781 [00:32<00:34, 11.37it/s]
 50%|####9     | 390/781 [00:32<00:34, 11.23it/s]
 50%|#####     | 392/781 [00:32<00:34, 11.42it/s]
 50%|#####     | 394/781 [00:32<00:33, 11.49it/s]
 51%|#####     | 396/781 [00:33<00:34, 11.28it/s]
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 51%|#####1    | 400/781 [00:33<00:33, 11.29it/s]
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 71%|#######1  | 556/781 [00:47<00:20, 11.24it/s]
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 80%|########  | 626/781 [00:53<00:13, 11.12it/s]
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 91%|######### | 710/781 [01:01<00:06, 11.25it/s]
 91%|#########1| 712/781 [01:01<00:06, 11.28it/s]
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100%|#########9| 778/781 [01:07<00:00, 11.25it/s]
100%|#########9| 780/781 [01:07<00:00, 11.28it/s]
100%|##########| 781/781 [01:07<00:00, 11.58it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
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Validation Progress:   2%|2         | 1/44 [00:01<00:48,  1.14s/it]
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Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.01s/it]
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Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.09s/it]
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Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.05s/it]
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Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.06s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:39,  1.06s/it]
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Validation Progress:  18%|#8        | 8/44 [00:08<00:38,  1.06s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:39,  1.10s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:38,  1.10s/it]
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Validation Progress:  20%|##        | 9/44 [00:09<00:38,  1.11s/it]
Validation Progress:  23%|##2       | 10/44 [00:10<00:36,  1.07s/it]
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Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/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 [00:50<00:00,  1.46s/it]
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  with torch.cuda.amp.autocast(enabled=False):

Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.47s/it]
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  with torch.cuda.amp.autocast(enabled=False):

Validation Progress: 100%|##########| 44/44 [00:50<00:00,  1.47s/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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  8%|7         | 62/781 [00:05<01:03, 11.24it/s]
  8%|8         | 64/781 [00:05<01:04, 11.20it/s]
  8%|8         | 66/781 [00:05<01:04, 11.17it/s]
  9%|8         | 68/781 [00:06<01:03, 11.23it/s]
  9%|8         | 70/781 [00:06<01:03, 11.26it/s]
  9%|9         | 72/781 [00:06<01:03, 11.24it/s]
  9%|9         | 74/781 [00:06<01:03, 11.18it/s]
 10%|9         | 76/781 [00:06<01:02, 11.24it/s]
 10%|9         | 78/781 [00:06<01:02, 11.21it/s]
 10%|#         | 80/781 [00:07<01:02, 11.17it/s]
 10%|#         | 82/781 [00:07<01:02, 11.12it/s]
 11%|#         | 84/781 [00:07<01:02, 11.08it/s]
 11%|#1        | 86/781 [00:07<01:02, 11.19it/s]
 11%|#1        | 88/781 [00:07<01:01, 11.25it/s]
 12%|#1        | 90/781 [00:08<01:01, 11.33it/s]
 12%|#1        | 92/781 [00:08<01:01, 11.27it/s]
 12%|#2        | 94/781 [00:08<01:00, 11.31it/s]
 12%|#2        | 96/781 [00:08<01:01, 11.22it/s]
 13%|#2        | 98/781 [00:08<01:01, 11.18it/s]
 13%|#2        | 100/781 [00:08<01:01, 11.15it/s]
 13%|#3        | 102/781 [00:09<01:01, 11.13it/s]
 13%|#3        | 104/781 [00:09<01:00, 11.11it/s]
 14%|#3        | 106/781 [00:09<00:59, 11.28it/s]
 14%|#3        | 108/781 [00:09<01:00, 11.18it/s]
 14%|#4        | 110/781 [00:09<00:59, 11.21it/s]
 14%|#4        | 112/781 [00:10<01:00, 11.14it/s]
 15%|#4        | 114/781 [00:10<01:00, 11.06it/s]
 15%|#4        | 116/781 [00:10<00:59, 11.25it/s]
 15%|#5        | 118/781 [00:10<00:59, 11.22it/s]
 15%|#5        | 120/781 [00:10<00:58, 11.21it/s]
 16%|#5        | 122/781 [00:10<00:59, 11.12it/s]
 16%|#5        | 124/781 [00:11<00:58, 11.28it/s]
 16%|#6        | 126/781 [00:11<00:58, 11.10it/s]
 16%|#6        | 128/781 [00:11<00:58, 11.20it/s]
 17%|#6        | 130/781 [00:11<00:57, 11.23it/s]
 17%|#6        | 132/781 [00:11<00:57, 11.29it/s]
 17%|#7        | 134/781 [00:11<00:57, 11.26it/s]
 17%|#7        | 136/781 [00:12<00:57, 11.15it/s]
 18%|#7        | 138/781 [00:12<00:58, 11.06it/s]
 18%|#7        | 140/781 [00:12<00:58, 11.04it/s]
 18%|#8        | 142/781 [00:12<00:57, 11.06it/s]
 18%|#8        | 144/781 [00:12<00:57, 11.15it/s]
 19%|#8        | 146/781 [00:13<00:57, 11.13it/s]
 19%|#8        | 148/781 [00:13<00:56, 11.13it/s]
 19%|#9        | 150/781 [00:13<00:56, 11.20it/s]
 19%|#9        | 152/781 [00:13<00:56, 11.15it/s]
 20%|#9        | 154/781 [00:13<00:56, 11.12it/s]
 20%|#9        | 156/781 [00:13<00:55, 11.17it/s]
 20%|##        | 158/781 [00:14<00:55, 11.13it/s]
 20%|##        | 160/781 [00:14<00:55, 11.12it/s]
 21%|##        | 162/781 [00:14<00:56, 11.01it/s]
 21%|##        | 164/781 [00:14<00:55, 11.10it/s]
 21%|##1       | 166/781 [00:14<00:55, 11.16it/s]
 22%|##1       | 168/781 [00:15<00:54, 11.19it/s]
 22%|##1       | 170/781 [00:15<00:54, 11.22it/s]
 22%|##2       | 172/781 [00:15<00:53, 11.36it/s]
 22%|##2       | 174/781 [00:15<00:53, 11.27it/s]
 23%|##2       | 176/781 [00:15<00:53, 11.31it/s]
 23%|##2       | 178/781 [00:15<00:53, 11.24it/s]
 23%|##3       | 180/781 [00:16<00:53, 11.19it/s]
 23%|##3       | 182/781 [00:16<00:53, 11.27it/s]
 24%|##3       | 184/781 [00:16<00:52, 11.40it/s]
 24%|##3       | 186/781 [00:16<00:52, 11.31it/s]
 24%|##4       | 188/781 [00:16<00:52, 11.27it/s]
 24%|##4       | 190/781 [00:16<00:52, 11.20it/s]
 25%|##4       | 192/781 [00:17<00:52, 11.23it/s]
 25%|##4       | 194/781 [00:17<00:52, 11.28it/s]
 25%|##5       | 196/781 [00:17<00:51, 11.35it/s]
 25%|##5       | 198/781 [00:17<00:51, 11.38it/s]
 26%|##5       | 200/781 [00:17<00:51, 11.31it/s]
 26%|##5       | 202/781 [00:18<00:51, 11.24it/s]
 26%|##6       | 204/781 [00:18<00:51, 11.29it/s]
 26%|##6       | 206/781 [00:18<00:51, 11.23it/s]
 27%|##6       | 208/781 [00:18<00:51, 11.21it/s]
 27%|##6       | 210/781 [00:18<00:50, 11.24it/s]
 27%|##7       | 212/781 [00:18<00:50, 11.30it/s]
 27%|##7       | 214/781 [00:19<00:50, 11.26it/s]
 28%|##7       | 216/781 [00:19<00:50, 11.21it/s]
 28%|##7       | 218/781 [00:19<00:50, 11.19it/s]
 28%|##8       | 220/781 [00:19<00:50, 11.16it/s]
 28%|##8       | 222/781 [00:19<00:49, 11.25it/s]
 29%|##8       | 224/781 [00:20<00:49, 11.20it/s]
 29%|##8       | 226/781 [00:20<00:49, 11.16it/s]
 29%|##9       | 228/781 [00:20<00:49, 11.15it/s]
 29%|##9       | 230/781 [00:20<00:49, 11.10it/s]
 30%|##9       | 232/781 [00:20<00:49, 11.20it/s]
 30%|##9       | 234/781 [00:20<00:49, 11.16it/s]
 30%|###       | 236/781 [00:21<00:48, 11.12it/s]
 30%|###       | 238/781 [00:21<00:48, 11.11it/s]
 31%|###       | 240/781 [00:21<00:48, 11.09it/s]
 31%|###       | 242/781 [00:21<00:48, 11.14it/s]
 31%|###1      | 244/781 [00:21<00:48, 11.12it/s]
 31%|###1      | 246/781 [00:21<00:47, 11.21it/s]
 32%|###1      | 248/781 [00:22<00:47, 11.16it/s]
 32%|###2      | 250/781 [00:22<00:47, 11.08it/s]
 32%|###2      | 252/781 [00:22<00:47, 11.06it/s]
 33%|###2      | 254/781 [00:22<00:47, 11.08it/s]
 33%|###2      | 256/781 [00:22<00:47, 11.16it/s]
 33%|###3      | 258/781 [00:23<00:46, 11.14it/s]
 33%|###3      | 260/781 [00:23<00:46, 11.14it/s]
 34%|###3      | 262/781 [00:23<00:46, 11.12it/s]
 34%|###3      | 264/781 [00:23<00:46, 11.16it/s]
 34%|###4      | 266/781 [00:23<00:46, 11.09it/s]
 34%|###4      | 268/781 [00:23<00:46, 11.06it/s]
 35%|###4      | 270/781 [00:24<00:46, 11.02it/s]
 35%|###4      | 272/781 [00:24<00:45, 11.17it/s]
 35%|###5      | 274/781 [00:24<00:45, 11.10it/s]
 35%|###5      | 276/781 [00:24<00:45, 11.15it/s]
 36%|###5      | 278/781 [00:24<00:45, 11.08it/s]
 36%|###5      | 280/781 [00:25<00:45, 11.13it/s]
 36%|###6      | 282/781 [00:25<00:45, 11.07it/s]
 36%|###6      | 284/781 [00:25<00:44, 11.11it/s]
 37%|###6      | 286/781 [00:25<00:44, 11.12it/s]
 37%|###6      | 288/781 [00:25<00:44, 11.17it/s]
 37%|###7      | 290/781 [00:25<00:43, 11.27it/s]
 37%|###7      | 292/781 [00:26<00:43, 11.28it/s]
 38%|###7      | 294/781 [00:26<00:43, 11.28it/s]
 38%|###7      | 296/781 [00:26<00:43, 11.19it/s]
 38%|###8      | 298/781 [00:26<00:43, 11.20it/s]
 38%|###8      | 300/781 [00:26<00:42, 11.19it/s]
 39%|###8      | 302/781 [00:27<00:42, 11.22it/s]
 39%|###8      | 304/781 [00:27<00:42, 11.31it/s]
 39%|###9      | 306/781 [00:27<00:41, 11.40it/s]
 39%|###9      | 308/781 [00:27<00:41, 11.36it/s]
 40%|###9      | 310/781 [00:27<00:41, 11.34it/s]
 40%|###9      | 312/781 [00:27<00:41, 11.42it/s]
 40%|####      | 314/781 [00:28<00:40, 11.44it/s]
 40%|####      | 316/781 [00:28<00:40, 11.46it/s]
 41%|####      | 318/781 [00:28<00:40, 11.46it/s]
 41%|####      | 320/781 [00:28<00:40, 11.43it/s]
 41%|####1     | 322/781 [00:28<00:40, 11.33it/s]
 41%|####1     | 324/781 [00:28<00:40, 11.35it/s]
 42%|####1     | 326/781 [00:29<00:40, 11.36it/s]
 42%|####1     | 328/781 [00:29<00:39, 11.38it/s]
 42%|####2     | 330/781 [00:29<00:39, 11.38it/s]
 43%|####2     | 332/781 [00:29<00:40, 11.22it/s]
 43%|####2     | 334/781 [00:29<00:40, 11.16it/s]
 43%|####3     | 336/781 [00:30<00:39, 11.14it/s]
 43%|####3     | 338/781 [00:30<00:39, 11.20it/s]
 44%|####3     | 340/781 [00:30<00:39, 11.09it/s]
 44%|####3     | 342/781 [00:30<00:39, 11.14it/s]
 44%|####4     | 344/781 [00:30<00:39, 11.18it/s]
 44%|####4     | 346/781 [00:30<00:38, 11.21it/s]
 45%|####4     | 348/781 [00:31<00:38, 11.35it/s]
 45%|####4     | 350/781 [00:31<00:38, 11.28it/s]
 45%|####5     | 352/781 [00:31<00:37, 11.40it/s]
 45%|####5     | 354/781 [00:31<00:38, 11.19it/s]
 46%|####5     | 356/781 [00:31<00:38, 11.18it/s]
 46%|####5     | 358/781 [00:31<00:37, 11.21it/s]
 46%|####6     | 360/781 [00:32<00:37, 11.15it/s]
 46%|####6     | 362/781 [00:32<00:37, 11.07it/s]
 47%|####6     | 364/781 [00:32<00:37, 11.07it/s]
 47%|####6     | 366/781 [00:32<00:37, 11.08it/s]
 47%|####7     | 368/781 [00:32<00:36, 11.24it/s]
 47%|####7     | 370/781 [00:33<00:36, 11.28it/s]
 48%|####7     | 372/781 [00:33<00:36, 11.26it/s]
 48%|####7     | 374/781 [00:33<00:36, 11.22it/s]
 48%|####8     | 376/781 [00:33<00:35, 11.28it/s]
 48%|####8     | 378/781 [00:33<00:35, 11.25it/s]
 49%|####8     | 380/781 [00:33<00:35, 11.26it/s]
 49%|####8     | 382/781 [00:34<00:35, 11.16it/s]
 49%|####9     | 384/781 [00:34<00:35, 11.13it/s]
 49%|####9     | 386/781 [00:34<00:35, 11.18it/s]
 50%|####9     | 388/781 [00:34<00:35, 11.21it/s]
 50%|####9     | 390/781 [00:34<00:35, 11.16it/s]
 50%|#####     | 392/781 [00:35<00:34, 11.23it/s]
 50%|#####     | 394/781 [00:35<00:34, 11.26it/s]
 51%|#####     | 396/781 [00:35<00:34, 11.26it/s]
 51%|#####     | 398/781 [00:35<00:34, 11.25it/s]
 51%|#####1    | 400/781 [00:35<00:33, 11.24it/s]
 51%|#####1    | 402/781 [00:35<00:33, 11.19it/s]
 52%|#####1    | 404/781 [00:36<00:33, 11.15it/s]
 52%|#####1    | 406/781 [00:36<00:33, 11.12it/s]
 52%|#####2    | 408/781 [00:36<00:33, 11.11it/s]
 52%|#####2    | 410/781 [00:36<00:33, 11.19it/s]
 53%|#####2    | 412/781 [00:36<00:32, 11.27it/s]
 53%|#####3    | 414/781 [00:36<00:32, 11.34it/s]
 53%|#####3    | 416/781 [00:37<00:32, 11.27it/s]
 54%|#####3    | 418/781 [00:37<00:32, 11.26it/s]
 54%|#####3    | 420/781 [00:37<00:32, 11.16it/s]
 54%|#####4    | 422/781 [00:37<00:32, 11.14it/s]
 54%|#####4    | 424/781 [00:37<00:32, 11.13it/s]
 55%|#####4    | 426/781 [00:38<00:31, 11.12it/s]
 55%|#####4    | 428/781 [00:38<00:31, 11.20it/s]
 55%|#####5    | 430/781 [00:38<00:31, 11.26it/s]
 55%|#####5    | 432/781 [00:38<00:31, 11.21it/s]
 56%|#####5    | 434/781 [00:38<00:30, 11.30it/s]
 56%|#####5    | 436/781 [00:38<00:30, 11.33it/s]
 56%|#####6    | 438/781 [00:39<00:30, 11.28it/s]
 56%|#####6    | 440/781 [00:39<00:30, 11.21it/s]
 57%|#####6    | 442/781 [00:39<00:30, 11.18it/s]
 57%|#####6    | 444/781 [00:39<00:30, 11.16it/s]
 57%|#####7    | 446/781 [00:39<00:30, 11.10it/s]
 57%|#####7    | 448/781 [00:40<00:30, 11.08it/s]
 58%|#####7    | 450/781 [00:40<00:29, 11.19it/s]
 58%|#####7    | 452/781 [00:40<00:29, 11.16it/s]
 58%|#####8    | 454/781 [00:40<00:29, 11.19it/s]
 58%|#####8    | 456/781 [00:40<00:29, 11.16it/s]
 59%|#####8    | 458/781 [00:40<00:29, 11.09it/s]
 59%|#####8    | 460/781 [00:41<00:29, 11.03it/s]
 59%|#####9    | 462/781 [00:41<00:29, 10.96it/s]
 59%|#####9    | 464/781 [00:41<00:29, 10.81it/s]
 60%|#####9    | 466/781 [00:41<00:29, 10.84it/s]
 60%|#####9    | 468/781 [00:41<00:28, 10.97it/s]
 60%|######    | 470/781 [00:42<00:28, 11.08it/s]
 60%|######    | 472/781 [00:42<00:28, 10.92it/s]
 61%|######    | 474/781 [00:42<00:28, 10.94it/s]
 61%|######    | 476/781 [00:42<00:27, 10.94it/s]
 61%|######1   | 478/781 [00:42<00:27, 10.93it/s]
 61%|######1   | 480/781 [00:42<00:27, 10.94it/s]
 62%|######1   | 482/781 [00:43<00:27, 10.98it/s]
 62%|######1   | 484/781 [00:43<00:26, 11.01it/s]
 62%|######2   | 486/781 [00:43<00:26, 11.02it/s]
 62%|######2   | 488/781 [00:43<00:26, 11.04it/s]
 63%|######2   | 490/781 [00:43<00:26, 11.01it/s]
 63%|######2   | 492/781 [00:44<00:26, 11.03it/s]
 63%|######3   | 494/781 [00:44<00:25, 11.04it/s]
 64%|######3   | 496/781 [00:44<00:25, 11.14it/s]
 64%|######3   | 498/781 [00:44<00:25, 11.13it/s]
 64%|######4   | 500/781 [00:44<00:25, 11.12it/s]
 64%|######4   | 502/781 [00:44<00:24, 11.18it/s]
 65%|######4   | 504/781 [00:45<00:24, 11.25it/s]
 65%|######4   | 506/781 [00:45<00:24, 11.20it/s]
 65%|######5   | 508/781 [00:45<00:24, 11.15it/s]
 65%|######5   | 510/781 [00:45<00:24, 11.09it/s]
 66%|######5   | 512/781 [00:45<00:24, 11.19it/s]
 66%|######5   | 514/781 [00:45<00:23, 11.33it/s]
 66%|######6   | 516/781 [00:46<00:23, 11.27it/s]
 66%|######6   | 518/781 [00:46<00:23, 11.25it/s]
 67%|######6   | 520/781 [00:46<00:22, 11.40it/s]
 67%|######6   | 522/781 [00:46<00:22, 11.30it/s]
 67%|######7   | 524/781 [00:46<00:22, 11.33it/s]
 67%|######7   | 526/781 [00:47<00:22, 11.45it/s]
 68%|######7   | 528/781 [00:47<00:22, 11.36it/s]
 68%|######7   | 530/781 [00:47<00:22, 11.29it/s]
 68%|######8   | 532/781 [00:47<00:22, 11.24it/s]
 68%|######8   | 534/781 [00:47<00:21, 11.26it/s]
 69%|######8   | 536/781 [00:47<00:21, 11.20it/s]
 69%|######8   | 538/781 [00:48<00:21, 11.10it/s]
 69%|######9   | 540/781 [00:48<00:21, 11.10it/s]
 69%|######9   | 542/781 [00:48<00:21, 11.17it/s]
 70%|######9   | 544/781 [00:48<00:21, 11.16it/s]
 70%|######9   | 546/781 [00:48<00:20, 11.19it/s]
 70%|#######   | 548/781 [00:48<00:20, 11.19it/s]
 70%|#######   | 550/781 [00:49<00:20, 11.20it/s]
 71%|#######   | 552/781 [00:49<00:20, 11.20it/s]
 71%|#######   | 554/781 [00:49<00:20, 11.19it/s]
 71%|#######1  | 556/781 [00:49<00:20, 11.24it/s]
 71%|#######1  | 558/781 [00:49<00:19, 11.16it/s]
 72%|#######1  | 560/781 [00:50<00:19, 11.15it/s]
 72%|#######1  | 562/781 [00:50<00:19, 11.06it/s]
 72%|#######2  | 564/781 [00:50<00:19, 11.15it/s]
 72%|#######2  | 566/781 [00:50<00:19, 11.04it/s]
 73%|#######2  | 568/781 [00:50<00:19, 10.98it/s]
 73%|#######2  | 570/781 [00:50<00:19, 11.07it/s]
 73%|#######3  | 572/781 [00:51<00:18, 11.12it/s]
 73%|#######3  | 574/781 [00:51<00:18, 11.12it/s]
 74%|#######3  | 576/781 [00:51<00:18, 11.03it/s]
 74%|#######4  | 578/781 [00:51<00:18, 11.15it/s]
 74%|#######4  | 580/781 [00:51<00:18, 11.14it/s]
 75%|#######4  | 582/781 [00:52<00:17, 11.08it/s]
 75%|#######4  | 584/781 [00:52<00:17, 11.13it/s]
 75%|#######5  | 586/781 [00:52<00:17, 11.17it/s]
 75%|#######5  | 588/781 [00:52<00:17, 11.21it/s]
 76%|#######5  | 590/781 [00:52<00:16, 11.27it/s]
 76%|#######5  | 592/781 [00:52<00:16, 11.27it/s]
 76%|#######6  | 594/781 [00:53<00:16, 11.26it/s]
 76%|#######6  | 596/781 [00:53<00:16, 11.27it/s]
 77%|#######6  | 598/781 [00:53<00:16, 11.29it/s]
 77%|#######6  | 600/781 [00:53<00:16, 11.29it/s]
 77%|#######7  | 602/781 [00:53<00:15, 11.26it/s]
 77%|#######7  | 604/781 [00:54<00:15, 11.29it/s]
 78%|#######7  | 606/781 [00:54<00:15, 11.26it/s]
 78%|#######7  | 608/781 [00:54<00:15, 11.26it/s]
 78%|#######8  | 610/781 [00:54<00:15, 11.05it/s]
 78%|#######8  | 612/781 [00:54<00:15, 11.06it/s]
 79%|#######8  | 614/781 [00:54<00:15, 11.07it/s]
 79%|#######8  | 616/781 [00:55<00:14, 11.11it/s]
 79%|#######9  | 618/781 [00:55<00:14, 11.08it/s]
 79%|#######9  | 620/781 [00:55<00:14, 11.15it/s]
 80%|#######9  | 622/781 [00:55<00:14, 11.20it/s]
 80%|#######9  | 624/781 [00:55<00:13, 11.23it/s]
 80%|########  | 626/781 [00:55<00:13, 11.25it/s]
 80%|########  | 628/781 [00:56<00:13, 11.26it/s]
 81%|########  | 630/781 [00:56<00:13, 11.26it/s]
 81%|########  | 632/781 [00:56<00:13, 11.27it/s]
 81%|########1 | 634/781 [00:56<00:13, 11.29it/s]
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/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

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

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

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

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Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.06it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.04it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.04it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.04it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:03<00:00,  3.26s/it]
100%|##########| 1/1 [00:03<00:00,  3.26s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 14.97it/s]
  3%|2         | 4/157 [00:00<00:09, 15.32it/s]
  4%|3         | 6/157 [00:00<00:09, 15.76it/s]
  5%|5         | 8/157 [00:00<00:09, 15.96it/s]
  6%|6         | 10/157 [00:00<00:09, 16.16it/s]
  8%|7         | 12/157 [00:00<00:08, 16.36it/s]
  9%|8         | 14/157 [00:00<00:08, 16.50it/s]
 10%|#         | 16/157 [00:00<00:08, 16.52it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.42it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.37it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.35it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.35it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.31it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.26it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.22it/s]
 20%|##        | 32/157 [00:01<00:07, 16.24it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.28it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.35it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.11it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.18it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.22it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.22it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.14it/s]
 31%|###       | 48/157 [00:02<00:06, 16.14it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.31it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.39it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.38it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.42it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.22it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.38it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.44it/s]
 41%|####      | 64/157 [00:03<00:05, 16.55it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.63it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.68it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.71it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.72it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.77it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.79it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.78it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.78it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.79it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.80it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.80it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.81it/s]
 57%|#####7    | 90/157 [00:05<00:03, 16.82it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.82it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.83it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.84it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.82it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.80it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.78it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.81it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.80it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.83it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.80it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.78it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.80it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.79it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.81it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.78it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.79it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.80it/s]
 80%|########  | 126/157 [00:07<00:01, 16.82it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.80it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.68it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.59it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.61it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.65it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.58it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.53it/s]
 90%|######### | 142/157 [00:08<00:00, 16.48it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.58it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.66it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.69it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.74it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.74it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.73it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.72it/s]
100%|##########| 157/157 [00:09<00:00, 16.61it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.83it/s]
  1%|          | 4/781 [00:00<00:41, 18.94it/s]
  1%|          | 6/781 [00:00<00:40, 18.99it/s]
  1%|1         | 8/781 [00:00<00:40, 19.04it/s]
  1%|1         | 10/781 [00:00<00:40, 19.08it/s]
  2%|1         | 12/781 [00:00<00:40, 19.10it/s]
  2%|1         | 14/781 [00:00<00:40, 19.11it/s]
  2%|2         | 16/781 [00:00<00:39, 19.13it/s]
  2%|2         | 18/781 [00:00<00:40, 19.00it/s]
  3%|2         | 20/781 [00:01<00:40, 18.92it/s]
  3%|2         | 22/781 [00:01<00:40, 18.85it/s]
  3%|3         | 24/781 [00:01<00:40, 18.82it/s]
  3%|3         | 26/781 [00:01<00:40, 18.87it/s]
  4%|3         | 28/781 [00:01<00:40, 18.77it/s]
  4%|3         | 30/781 [00:01<00:39, 18.80it/s]
  4%|4         | 32/781 [00:01<00:39, 18.90it/s]
  4%|4         | 34/781 [00:01<00:39, 19.01it/s]
  5%|4         | 36/781 [00:01<00:38, 19.11it/s]
  5%|4         | 38/781 [00:02<00:38, 19.15it/s]
  5%|5         | 40/781 [00:02<00:38, 19.02it/s]
  5%|5         | 42/781 [00:02<00:38, 19.03it/s]
  6%|5         | 44/781 [00:02<00:38, 18.91it/s]
  6%|5         | 46/781 [00:02<00:38, 18.85it/s]
  6%|6         | 48/781 [00:02<00:38, 18.89it/s]
  6%|6         | 50/781 [00:02<00:38, 18.77it/s]
  7%|6         | 52/781 [00:02<00:38, 19.00it/s]
  7%|6         | 54/781 [00:02<00:38, 18.97it/s]
  7%|7         | 56/781 [00:02<00:38, 18.93it/s]
  7%|7         | 58/781 [00:03<00:38, 18.80it/s]
  8%|7         | 60/781 [00:03<00:38, 18.86it/s]
  8%|7         | 62/781 [00:03<00:38, 18.70it/s]
  8%|8         | 64/781 [00:03<00:38, 18.74it/s]
  8%|8         | 66/781 [00:03<00:37, 18.83it/s]
  9%|8         | 68/781 [00:03<00:37, 18.84it/s]
  9%|8         | 70/781 [00:03<00:37, 19.03it/s]
  9%|9         | 72/781 [00:03<00:38, 18.62it/s]
  9%|9         | 74/781 [00:03<00:37, 18.68it/s]
 10%|9         | 76/781 [00:04<00:38, 18.41it/s]
 10%|9         | 78/781 [00:04<00:38, 18.41it/s]
 10%|#         | 80/781 [00:04<00:37, 18.55it/s]
 10%|#         | 82/781 [00:04<00:38, 18.36it/s]
 11%|#         | 84/781 [00:04<00:37, 18.49it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.47it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.31it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.36it/s]
 12%|#1        | 92/781 [00:04<00:43, 15.82it/s]
 12%|#2        | 94/781 [00:05<00:41, 16.54it/s]
 12%|#2        | 96/781 [00:05<00:40, 17.08it/s]
 13%|#2        | 98/781 [00:05<00:39, 17.46it/s]
 13%|#2        | 100/781 [00:05<00:38, 17.78it/s]
 13%|#3        | 102/781 [00:05<00:37, 17.99it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.16it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.29it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.55it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.48it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.31it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.34it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.39it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.43it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.47it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.54it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.55it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.55it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.57it/s]
 17%|#6        | 130/781 [00:07<00:34, 18.64it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.68it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.76it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.74it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.54it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.67it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.82it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.93it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.02it/s]
 19%|#8        | 148/781 [00:07<00:33, 19.09it/s]
 19%|#9        | 150/781 [00:08<00:33, 19.12it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.12it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.04it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.92it/s]
 20%|##        | 158/781 [00:08<00:32, 18.89it/s]
 20%|##        | 160/781 [00:08<00:32, 18.89it/s]
 21%|##        | 162/781 [00:08<00:32, 18.84it/s]
 21%|##        | 164/781 [00:08<00:32, 18.95it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.04it/s]
 22%|##1       | 168/781 [00:09<00:32, 19.10it/s]
 22%|##1       | 170/781 [00:09<00:32, 19.00it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.92it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.89it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.83it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.82it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.84it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.94it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.01it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.07it/s]
 24%|##4       | 188/781 [00:10<00:31, 19.05it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.98it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.88it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.85it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.82it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.80it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.91it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.01it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.11it/s]
 26%|##6       | 206/781 [00:11<00:30, 19.16it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.18it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.19it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.23it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.21it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.23it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.26it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.29it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.27it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.28it/s]
 29%|##8       | 226/781 [00:12<00:28, 19.18it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.22it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.21it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.23it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.26it/s]
 30%|###       | 236/781 [00:12<00:28, 19.06it/s]
 30%|###       | 238/781 [00:12<00:28, 19.02it/s]
 31%|###       | 240/781 [00:12<00:28, 19.01it/s]
 31%|###       | 242/781 [00:12<00:28, 19.01it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.91it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.75it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.72it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.71it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.78it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.56it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.75it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.89it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.00it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.07it/s]
 34%|###3      | 264/781 [00:14<00:27, 19.13it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.98it/s]
 34%|###4      | 268/781 [00:14<00:27, 19.00it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.06it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.13it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.20it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.20it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.06it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.96it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.93it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.87it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.81it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.76it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.82it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.79it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.79it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.79it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.80it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.78it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.78it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.81it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.82it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.80it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.80it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.90it/s]
 40%|####      | 314/781 [00:16<00:24, 19.04it/s]
 40%|####      | 316/781 [00:16<00:24, 19.12it/s]
 41%|####      | 318/781 [00:16<00:24, 19.16it/s]
 41%|####      | 320/781 [00:17<00:24, 19.19it/s]
 41%|####1     | 322/781 [00:17<00:24, 19.06it/s]
 41%|####1     | 324/781 [00:17<00:24, 19.01it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.91it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.86it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.00it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.05it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.10it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.06it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.95it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.88it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.82it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.81it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.56it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.74it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.88it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.98it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.06it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.91it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.85it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.88it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.96it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.02it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.08it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.13it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.13it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.19it/s]
 48%|####7     | 374/781 [00:19<00:21, 19.17it/s]
 48%|####8     | 376/781 [00:19<00:21, 19.16it/s]
 48%|####8     | 378/781 [00:20<00:21, 19.15it/s]
 49%|####8     | 380/781 [00:20<00:20, 19.11it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.98it/s]
 49%|####9     | 384/781 [00:20<00:20, 18.95it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.87it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.89it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.01it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.08it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.13it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.84it/s]
100%|##########| 781/781 [00:41<00:00, 18.85it/s]




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Validation Progress:  48%|####7     | 21/44 [00:22<00:26,  1.14s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.12s/it]
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Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.12s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.13s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.12s/it]
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Validation Progress:  66%|######5   | 29/44 [00:31<00:17,  1.14s/it]
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Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.13s/it]
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Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.09s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.16s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
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Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.16s/it]
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Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.16s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
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Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.20s/it]
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Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
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Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.15s/it]
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Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.15s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.20s/it]
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Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.14s/it]
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Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.17s/it]
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Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.17s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.03it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
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Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.02it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

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100%|##########| 157/157 [00:09<00:00, 16.55it/s]

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 28%|##7       | 217/781 [00:10<00:27, 20.25it/s]
 28%|##8       | 220/781 [00:10<00:27, 20.17it/s]
 29%|##8       | 223/781 [00:11<00:27, 20.11it/s]
 29%|##8       | 226/781 [00:11<00:27, 20.12it/s]
 29%|##9       | 229/781 [00:11<00:27, 20.05it/s]
 30%|##9       | 232/781 [00:11<00:27, 20.03it/s]
 30%|###       | 235/781 [00:11<00:27, 20.03it/s]
 30%|###       | 238/781 [00:11<00:27, 19.91it/s]
 31%|###       | 241/781 [00:11<00:26, 20.09it/s]
 31%|###1      | 244/781 [00:12<00:26, 20.01it/s]
 32%|###1      | 247/781 [00:12<00:26, 19.85it/s]
 32%|###1      | 249/781 [00:12<00:26, 19.85it/s]
 32%|###2      | 252/781 [00:12<00:26, 20.03it/s]
 33%|###2      | 255/781 [00:12<00:26, 19.87it/s]
 33%|###2      | 257/781 [00:12<00:26, 19.78it/s]
 33%|###3      | 259/781 [00:12<00:26, 19.59it/s]
 33%|###3      | 261/781 [00:13<00:26, 19.43it/s]
 34%|###3      | 263/781 [00:13<00:26, 19.52it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.62it/s]
 34%|###4      | 268/781 [00:13<00:26, 19.68it/s]
 35%|###4      | 271/781 [00:13<00:25, 19.93it/s]
 35%|###5      | 274/781 [00:13<00:25, 20.14it/s]
 35%|###5      | 277/781 [00:13<00:24, 20.26it/s]
 36%|###5      | 280/781 [00:13<00:25, 19.66it/s]
 36%|###6      | 283/781 [00:14<00:25, 19.89it/s]
 36%|###6      | 285/781 [00:14<00:25, 19.67it/s]
 37%|###6      | 288/781 [00:14<00:24, 19.92it/s]
 37%|###7      | 290/781 [00:14<00:24, 19.80it/s]
 37%|###7      | 292/781 [00:14<00:24, 19.56it/s]
 38%|###7      | 294/781 [00:14<00:24, 19.62it/s]
 38%|###8      | 297/781 [00:14<00:24, 19.63it/s]
 38%|###8      | 300/781 [00:14<00:24, 19.92it/s]
 39%|###8      | 303/781 [00:15<00:23, 20.12it/s]
 39%|###9      | 306/781 [00:15<00:24, 19.78it/s]
 39%|###9      | 308/781 [00:15<00:24, 19.52it/s]
 40%|###9      | 310/781 [00:15<00:24, 19.44it/s]
 40%|###9      | 312/781 [00:15<00:24, 19.28it/s]
 40%|####      | 314/781 [00:15<00:24, 19.17it/s]
 40%|####      | 316/781 [00:15<00:24, 19.33it/s]
 41%|####      | 318/781 [00:15<00:24, 19.27it/s]
 41%|####      | 320/781 [00:16<00:24, 19.01it/s]
 41%|####1     | 322/781 [00:16<00:24, 18.84it/s]
 41%|####1     | 324/781 [00:16<00:23, 19.12it/s]
 42%|####1     | 326/781 [00:16<00:23, 19.33it/s]
 42%|####1     | 328/781 [00:16<00:23, 19.49it/s]
 42%|####2     | 330/781 [00:16<00:23, 19.42it/s]
 43%|####2     | 333/781 [00:16<00:22, 19.72it/s]
 43%|####2     | 335/781 [00:16<00:23, 19.28it/s]
 43%|####3     | 337/781 [00:16<00:23, 19.08it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.62it/s]
 44%|####3     | 342/781 [00:17<00:22, 19.60it/s]
 44%|####4     | 344/781 [00:17<00:22, 19.69it/s]
 44%|####4     | 346/781 [00:17<00:22, 19.65it/s]
 45%|####4     | 348/781 [00:17<00:21, 19.75it/s]
 45%|####4     | 350/781 [00:17<00:21, 19.71it/s]
 45%|####5     | 352/781 [00:17<00:21, 19.52it/s]
 45%|####5     | 354/781 [00:17<00:22, 19.40it/s]
 46%|####5     | 356/781 [00:17<00:22, 19.28it/s]
 46%|####5     | 358/781 [00:17<00:22, 18.81it/s]
 46%|####6     | 360/781 [00:18<00:22, 18.74it/s]
 46%|####6     | 362/781 [00:18<00:22, 18.53it/s]
 47%|####6     | 364/781 [00:18<00:22, 18.22it/s]
 47%|####6     | 366/781 [00:18<00:22, 18.08it/s]
 47%|####7     | 368/781 [00:18<00:22, 18.21it/s]
 48%|####7     | 371/781 [00:18<00:21, 18.78it/s]
 48%|####7     | 373/781 [00:18<00:22, 18.48it/s]
 48%|####8     | 375/781 [00:18<00:21, 18.68it/s]
 48%|####8     | 377/781 [00:19<00:21, 18.79it/s]
 49%|####8     | 379/781 [00:19<00:21, 18.67it/s]
 49%|####8     | 381/781 [00:19<00:21, 18.46it/s]
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 49%|####9     | 385/781 [00:19<00:21, 18.22it/s]
 50%|####9     | 387/781 [00:19<00:21, 18.27it/s]
 50%|####9     | 389/781 [00:19<00:21, 18.38it/s]
 50%|#####     | 391/781 [00:19<00:21, 18.31it/s]
 50%|#####     | 393/781 [00:19<00:20, 18.77it/s]
 51%|#####     | 395/781 [00:19<00:20, 19.07it/s]
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 51%|#####1    | 399/781 [00:20<00:20, 18.45it/s]
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 57%|#####7    | 449/781 [00:22<00:17, 19.39it/s]
 58%|#####7    | 451/781 [00:22<00:17, 19.28it/s]
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 63%|######2   | 489/781 [00:24<00:15, 19.14it/s]
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 66%|######5   | 512/781 [00:26<00:13, 19.96it/s]
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 66%|######6   | 518/781 [00:26<00:12, 20.27it/s]
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 70%|######9   | 545/781 [00:27<00:11, 20.72it/s]
 70%|#######   | 548/781 [00:27<00:11, 20.73it/s]
 71%|#######   | 551/781 [00:27<00:11, 20.39it/s]
 71%|#######   | 554/781 [00:28<00:11, 20.50it/s]
 71%|#######1  | 557/781 [00:28<00:11, 20.19it/s]
 72%|#######1  | 560/781 [00:28<00:10, 20.19it/s]
 72%|#######2  | 563/781 [00:28<00:10, 20.18it/s]
 72%|#######2  | 566/781 [00:28<00:10, 20.22it/s]
 73%|#######2  | 569/781 [00:28<00:10, 20.21it/s]
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 78%|#######7  | 609/781 [00:30<00:09, 18.93it/s]
 78%|#######8  | 612/781 [00:31<00:08, 19.52it/s]
 79%|#######8  | 614/781 [00:31<00:08, 19.55it/s]
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 79%|#######9  | 618/781 [00:31<00:08, 19.47it/s]
 80%|#######9  | 621/781 [00:31<00:08, 19.88it/s]
 80%|#######9  | 624/781 [00:31<00:07, 20.11it/s]
 80%|########  | 627/781 [00:31<00:07, 20.27it/s]
 81%|########  | 630/781 [00:31<00:07, 20.36it/s]
 81%|########1 | 633/781 [00:32<00:07, 20.43it/s]
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 85%|########4 | 660/781 [00:33<00:06, 18.59it/s]
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 85%|########5 | 666/781 [00:33<00:06, 18.98it/s]
 86%|########5 | 668/781 [00:33<00:06, 18.25it/s]
 86%|########5 | 670/781 [00:34<00:05, 18.74it/s]
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 87%|########7 | 680/781 [00:34<00:05, 19.38it/s]
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 91%|######### | 710/781 [00:36<00:03, 19.04it/s]
 91%|#########1| 712/781 [00:36<00:03, 18.37it/s]
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 99%|#########9| 777/781 [00:39<00:00, 19.31it/s]
100%|#########9| 780/781 [00:39<00:00, 19.78it/s]
100%|##########| 781/781 [00:39<00:00, 19.59it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
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Validation Progress:   2%|2         | 1/44 [00:01<00:43,  1.01s/it]
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Validation Progress:   2%|2         | 1/44 [00:01<00:48,  1.12s/it]
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Validation Progress:   5%|4         | 2/44 [00:02<00:42,  1.01s/it]
Validation Progress:   7%|6         | 3/44 [00:02<00:39,  1.04it/s]
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Validation Progress:   7%|6         | 3/44 [00:03<00:40,  1.02it/s]
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Validation Progress:   9%|9         | 4/44 [00:04<00:39,  1.01it/s]
Validation Progress:  11%|#1        | 5/44 [00:05<00:40,  1.05s/it]
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Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.06s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.02s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.02s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.03s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.07s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.05s/it]
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Validation Progress:  18%|#8        | 8/44 [00:08<00:37,  1.05s/it]
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Validation Progress:  18%|#8        | 8/44 [00:08<00:39,  1.09s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:38,  1.07s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:37,  1.06s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:37,  1.08s/it]
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 10%|9         | 76/781 [00:04<00:37, 18.55it/s]
 10%|9         | 78/781 [00:04<00:37, 18.53it/s]
 10%|#         | 80/781 [00:04<00:37, 18.48it/s]
 10%|#         | 82/781 [00:04<00:37, 18.43it/s]
 11%|#         | 84/781 [00:04<00:37, 18.58it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.51it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.62it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.53it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.49it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.65it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.52it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.49it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.44it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.39it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.57it/s]
 14%|#3        | 106/781 [00:05<00:46, 14.63it/s]
 14%|#3        | 108/781 [00:05<00:43, 15.52it/s]
 14%|#4        | 110/781 [00:06<00:41, 16.26it/s]
 14%|#4        | 112/781 [00:06<00:39, 16.73it/s]
 15%|#4        | 114/781 [00:06<00:39, 16.99it/s]
 15%|#4        | 116/781 [00:06<00:38, 17.22it/s]
 15%|#5        | 118/781 [00:06<00:38, 17.35it/s]
 15%|#5        | 120/781 [00:06<00:37, 17.47it/s]
 16%|#5        | 122/781 [00:06<00:37, 17.59it/s]
 16%|#5        | 124/781 [00:06<00:36, 17.77it/s]
 16%|#6        | 126/781 [00:06<00:36, 18.16it/s]
 16%|#6        | 128/781 [00:07<00:35, 18.22it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.10it/s]
 17%|#6        | 132/781 [00:07<00:36, 18.00it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.95it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.15it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.18it/s]
 18%|#7        | 140/781 [00:07<00:35, 18.22it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.28it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.32it/s]
 19%|#8        | 146/781 [00:08<00:34, 18.45it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.29it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.27it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.29it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.68it/s]
 20%|#9        | 156/781 [00:08<00:32, 18.98it/s]
 20%|##        | 158/781 [00:08<00:32, 18.89it/s]
 20%|##        | 160/781 [00:08<00:33, 18.42it/s]
 21%|##        | 162/781 [00:08<00:33, 18.30it/s]
 21%|##        | 164/781 [00:08<00:33, 18.30it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.51it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.76it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.29it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.45it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.82it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.07it/s]
 23%|##2       | 178/781 [00:09<00:31, 18.97it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.19it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.62it/s]
 24%|##3       | 184/781 [00:10<00:31, 18.85it/s]
 24%|##3       | 186/781 [00:10<00:31, 19.06it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.95it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.90it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.82it/s]
 25%|##4       | 194/781 [00:10<00:30, 18.99it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.16it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.33it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.04it/s]
 26%|##5       | 202/781 [00:11<00:30, 18.83it/s]
 26%|##6       | 204/781 [00:11<00:30, 18.71it/s]
 26%|##6       | 206/781 [00:11<00:30, 19.02it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.58it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.16it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.51it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.56it/s]
 28%|##7       | 216/781 [00:11<00:29, 18.92it/s]
 28%|##8       | 219/781 [00:11<00:29, 19.34it/s]
 28%|##8       | 221/781 [00:12<00:28, 19.32it/s]
 29%|##8       | 223/781 [00:12<00:28, 19.50it/s]
 29%|##8       | 225/781 [00:12<00:29, 19.14it/s]
 29%|##9       | 227/781 [00:12<00:29, 18.71it/s]
 29%|##9       | 229/781 [00:12<00:29, 18.44it/s]
 30%|##9       | 231/781 [00:12<00:29, 18.85it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.44it/s]
 30%|###       | 237/781 [00:12<00:27, 19.81it/s]
 31%|###       | 239/781 [00:12<00:28, 19.26it/s]
 31%|###       | 241/781 [00:13<00:28, 18.99it/s]
 31%|###1      | 243/781 [00:13<00:28, 18.92it/s]
 31%|###1      | 245/781 [00:13<00:29, 18.46it/s]
 32%|###1      | 247/781 [00:13<00:29, 18.15it/s]
 32%|###1      | 249/781 [00:13<00:29, 17.91it/s]
 32%|###2      | 251/781 [00:13<00:29, 17.95it/s]
 32%|###2      | 253/781 [00:13<00:29, 17.91it/s]
 33%|###2      | 255/781 [00:13<00:29, 17.73it/s]
 33%|###2      | 257/781 [00:13<00:29, 17.74it/s]
 33%|###3      | 259/781 [00:14<00:28, 18.11it/s]
 33%|###3      | 261/781 [00:14<00:28, 18.02it/s]
 34%|###3      | 263/781 [00:14<00:28, 17.98it/s]
 34%|###3      | 265/781 [00:14<00:28, 17.86it/s]
 34%|###4      | 267/781 [00:14<00:28, 17.74it/s]
 34%|###4      | 269/781 [00:14<00:29, 17.64it/s]
 35%|###4      | 271/781 [00:14<00:28, 17.63it/s]
 35%|###4      | 273/781 [00:14<00:28, 17.66it/s]
 35%|###5      | 275/781 [00:14<00:28, 17.69it/s]
 35%|###5      | 277/781 [00:15<00:28, 17.69it/s]
 36%|###5      | 279/781 [00:15<00:28, 17.75it/s]
 36%|###5      | 281/781 [00:15<00:28, 17.82it/s]
 36%|###6      | 283/781 [00:15<00:27, 17.81it/s]
 36%|###6      | 285/781 [00:15<00:27, 17.85it/s]
 37%|###6      | 287/781 [00:15<00:27, 17.89it/s]
 37%|###7      | 289/781 [00:15<00:27, 17.93it/s]
 37%|###7      | 291/781 [00:15<00:27, 17.75it/s]
 38%|###7      | 293/781 [00:15<00:27, 17.64it/s]
 38%|###7      | 295/781 [00:16<00:27, 17.57it/s]
 38%|###8      | 297/781 [00:16<00:27, 17.58it/s]
 38%|###8      | 299/781 [00:16<00:27, 17.54it/s]
 39%|###8      | 301/781 [00:16<00:27, 17.51it/s]
 39%|###8      | 303/781 [00:16<00:27, 17.53it/s]
 39%|###9      | 305/781 [00:16<00:27, 17.49it/s]
 39%|###9      | 307/781 [00:16<00:27, 17.50it/s]
 40%|###9      | 309/781 [00:16<00:27, 17.45it/s]
 40%|###9      | 311/781 [00:17<00:26, 17.52it/s]
 40%|####      | 313/781 [00:17<00:26, 17.61it/s]
 40%|####      | 315/781 [00:17<00:26, 17.69it/s]
 41%|####      | 317/781 [00:17<00:26, 17.75it/s]
 41%|####      | 319/781 [00:17<00:26, 17.76it/s]
 41%|####1     | 321/781 [00:17<00:25, 17.80it/s]
 41%|####1     | 323/781 [00:17<00:25, 17.83it/s]
 42%|####1     | 325/781 [00:17<00:25, 17.87it/s]
 42%|####1     | 327/781 [00:17<00:25, 17.90it/s]
 42%|####2     | 329/781 [00:18<00:25, 17.63it/s]
 42%|####2     | 331/781 [00:18<00:25, 17.66it/s]
 43%|####2     | 333/781 [00:18<00:25, 17.72it/s]
 43%|####2     | 335/781 [00:18<00:25, 17.77it/s]
 43%|####3     | 337/781 [00:18<00:24, 17.78it/s]
 43%|####3     | 339/781 [00:18<00:25, 17.53it/s]
 44%|####3     | 341/781 [00:18<00:24, 17.62it/s]
 44%|####3     | 343/781 [00:18<00:24, 17.67it/s]
 44%|####4     | 345/781 [00:18<00:24, 17.74it/s]
 44%|####4     | 347/781 [00:19<00:24, 17.76it/s]
 45%|####4     | 349/781 [00:19<00:24, 17.78it/s]
 45%|####4     | 351/781 [00:19<00:24, 17.50it/s]
 45%|####5     | 353/781 [00:19<00:24, 17.61it/s]
 45%|####5     | 355/781 [00:19<00:24, 17.69it/s]
 46%|####5     | 357/781 [00:19<00:23, 17.73it/s]
 46%|####5     | 359/781 [00:19<00:24, 17.53it/s]
 46%|####6     | 361/781 [00:19<00:23, 17.61it/s]
 46%|####6     | 363/781 [00:19<00:23, 17.64it/s]
 47%|####6     | 365/781 [00:20<00:23, 17.66it/s]
 47%|####6     | 367/781 [00:20<00:23, 17.67it/s]
 47%|####7     | 369/781 [00:20<00:23, 17.59it/s]
 48%|####7     | 371/781 [00:20<00:23, 17.64it/s]
 48%|####7     | 373/781 [00:20<00:23, 17.64it/s]
 48%|####8     | 375/781 [00:20<00:23, 17.65it/s]
 48%|####8     | 377/781 [00:20<00:22, 17.69it/s]
 49%|####8     | 379/781 [00:20<00:22, 17.66it/s]
 49%|####8     | 381/781 [00:20<00:22, 17.69it/s]
 49%|####9     | 383/781 [00:21<00:22, 17.73it/s]
 49%|####9     | 385/781 [00:21<00:22, 17.77it/s]
 50%|####9     | 387/781 [00:21<00:22, 17.76it/s]
 50%|####9     | 389/781 [00:21<00:22, 17.77it/s]
 50%|#####     | 391/781 [00:21<00:21, 17.77it/s]
 50%|#####     | 393/781 [00:21<00:21, 17.77it/s]
 51%|#####     | 395/781 [00:21<00:21, 17.77it/s]
 51%|#####     | 397/781 [00:21<00:21, 17.79it/s]
 51%|#####1    | 399/781 [00:21<00:21, 17.83it/s]
 51%|#####1    | 401/781 [00:22<00:21, 17.78it/s]
 52%|#####1    | 403/781 [00:22<00:21, 17.78it/s]
 52%|#####1    | 405/781 [00:22<00:21, 17.69it/s]
 52%|#####2    | 407/781 [00:22<00:21, 17.61it/s]
 52%|#####2    | 409/781 [00:22<00:21, 17.51it/s]
 53%|#####2    | 411/781 [00:22<00:21, 17.46it/s]
 53%|#####2    | 413/781 [00:22<00:21, 17.52it/s]
 53%|#####3    | 415/781 [00:22<00:20, 17.51it/s]
 53%|#####3    | 417/781 [00:23<00:20, 17.46it/s]
 54%|#####3    | 419/781 [00:23<00:20, 17.41it/s]
 54%|#####3    | 421/781 [00:23<00:20, 17.44it/s]
 54%|#####4    | 423/781 [00:23<00:20, 17.39it/s]
 54%|#####4    | 425/781 [00:23<00:20, 17.39it/s]
 55%|#####4    | 427/781 [00:23<00:20, 17.40it/s]
 55%|#####4    | 429/781 [00:23<00:20, 17.45it/s]
 55%|#####5    | 431/781 [00:23<00:19, 17.56it/s]
 55%|#####5    | 433/781 [00:23<00:19, 17.58it/s]
 56%|#####5    | 435/781 [00:24<00:19, 17.53it/s]
 56%|#####5    | 437/781 [00:24<00:19, 17.49it/s]
 56%|#####6    | 439/781 [00:24<00:19, 17.58it/s]
 56%|#####6    | 441/781 [00:24<00:19, 17.69it/s]
 57%|#####6    | 443/781 [00:24<00:19, 17.76it/s]
 57%|#####6    | 445/781 [00:24<00:18, 17.77it/s]
 57%|#####7    | 447/781 [00:24<00:18, 17.81it/s]
 57%|#####7    | 449/781 [00:24<00:18, 17.84it/s]
 58%|#####7    | 451/781 [00:24<00:18, 17.88it/s]
 58%|#####8    | 453/781 [00:25<00:18, 17.76it/s]
 58%|#####8    | 455/781 [00:25<00:18, 17.66it/s]
 59%|#####8    | 457/781 [00:25<00:18, 17.59it/s]
 59%|#####8    | 459/781 [00:25<00:18, 17.64it/s]
 59%|#####9    | 461/781 [00:25<00:18, 17.67it/s]
 59%|#####9    | 463/781 [00:25<00:17, 17.71it/s]
 60%|#####9    | 465/781 [00:25<00:17, 17.74it/s]
 60%|#####9    | 467/781 [00:25<00:17, 17.74it/s]
 60%|######    | 469/781 [00:25<00:17, 17.78it/s]
 60%|######    | 471/781 [00:26<00:17, 17.77it/s]
 61%|######    | 473/781 [00:26<00:17, 17.65it/s]
 61%|######    | 475/781 [00:26<00:17, 17.56it/s]
 61%|######1   | 477/781 [00:26<00:17, 17.51it/s]
 61%|######1   | 479/781 [00:26<00:17, 17.46it/s]
 62%|######1   | 481/781 [00:26<00:17, 17.46it/s]
 62%|######1   | 483/781 [00:26<00:17, 17.46it/s]
 62%|######2   | 485/781 [00:26<00:16, 17.44it/s]
 62%|######2   | 487/781 [00:26<00:16, 17.42it/s]
 63%|######2   | 489/781 [00:27<00:16, 17.40it/s]
 63%|######2   | 491/781 [00:27<00:16, 17.43it/s]
 63%|######3   | 493/781 [00:27<00:16, 17.41it/s]
 63%|######3   | 495/781 [00:27<00:16, 17.41it/s]
 64%|######3   | 497/781 [00:27<00:16, 17.39it/s]
 64%|######3   | 499/781 [00:27<00:16, 17.39it/s]
 64%|######4   | 501/781 [00:27<00:16, 17.24it/s]
 64%|######4   | 503/781 [00:27<00:15, 17.40it/s]
 65%|######4   | 505/781 [00:28<00:15, 17.55it/s]
 65%|######4   | 507/781 [00:28<00:15, 17.56it/s]
 65%|######5   | 509/781 [00:28<00:15, 17.65it/s]
 65%|######5   | 511/781 [00:28<00:15, 17.41it/s]
 66%|######5   | 513/781 [00:28<00:15, 17.82it/s]
 66%|######5   | 515/781 [00:28<00:14, 18.01it/s]
 66%|######6   | 517/781 [00:28<00:14, 18.21it/s]
 66%|######6   | 519/781 [00:28<00:14, 18.41it/s]
 67%|######6   | 521/781 [00:28<00:14, 17.89it/s]
 67%|######6   | 523/781 [00:29<00:14, 17.83it/s]
 67%|######7   | 525/781 [00:29<00:14, 18.00it/s]
 67%|######7   | 527/781 [00:29<00:13, 18.41it/s]
 68%|######7   | 529/781 [00:29<00:13, 18.22it/s]
 68%|######7   | 531/781 [00:29<00:13, 17.98it/s]
 68%|######8   | 533/781 [00:29<00:13, 17.88it/s]
 69%|######8   | 535/781 [00:29<00:13, 18.18it/s]
 69%|######8   | 537/781 [00:29<00:13, 18.00it/s]
 69%|######9   | 539/781 [00:29<00:13, 18.45it/s]
 69%|######9   | 541/781 [00:30<00:13, 18.26it/s]
 70%|######9   | 543/781 [00:30<00:13, 17.75it/s]
 70%|######9   | 545/781 [00:30<00:13, 17.79it/s]
 70%|#######   | 547/781 [00:30<00:13, 17.78it/s]
 70%|#######   | 549/781 [00:30<00:13, 17.74it/s]
 71%|#######   | 551/781 [00:30<00:12, 17.95it/s]
 71%|#######   | 554/781 [00:30<00:12, 18.70it/s]
 71%|#######1  | 556/781 [00:30<00:12, 18.46it/s]
 71%|#######1  | 558/781 [00:30<00:12, 18.50it/s]
 72%|#######1  | 560/781 [00:31<00:12, 18.39it/s]
 72%|#######1  | 562/781 [00:31<00:11, 18.42it/s]
 72%|#######2  | 564/781 [00:31<00:11, 18.38it/s]
 72%|#######2  | 566/781 [00:31<00:11, 18.47it/s]
 73%|#######2  | 568/781 [00:31<00:11, 18.35it/s]
 73%|#######2  | 570/781 [00:31<00:11, 18.58it/s]
 73%|#######3  | 572/781 [00:31<00:11, 18.27it/s]
 73%|#######3  | 574/781 [00:31<00:11, 18.14it/s]
 74%|#######3  | 576/781 [00:31<00:11, 17.98it/s]
 74%|#######4  | 578/781 [00:32<00:11, 18.13it/s]
 74%|#######4  | 580/781 [00:32<00:11, 17.92it/s]
 75%|#######4  | 582/781 [00:32<00:10, 18.20it/s]
 75%|#######4  | 584/781 [00:32<00:10, 18.25it/s]
 75%|#######5  | 586/781 [00:32<00:10, 18.48it/s]
 75%|#######5  | 588/781 [00:32<00:10, 18.47it/s]
 76%|#######5  | 590/781 [00:32<00:10, 18.88it/s]
 76%|#######5  | 592/781 [00:32<00:10, 18.65it/s]
 76%|#######6  | 594/781 [00:32<00:10, 18.37it/s]
 76%|#######6  | 596/781 [00:33<00:10, 18.21it/s]
 77%|#######6  | 598/781 [00:33<00:10, 18.08it/s]
 77%|#######6  | 600/781 [00:33<00:10, 17.93it/s]
 77%|#######7  | 602/781 [00:33<00:10, 17.82it/s]
 77%|#######7  | 604/781 [00:33<00:09, 17.79it/s]
 78%|#######7  | 606/781 [00:33<00:09, 17.79it/s]
 78%|#######7  | 608/781 [00:33<00:09, 18.11it/s]
 78%|#######8  | 610/781 [00:33<00:09, 18.19it/s]
 78%|#######8  | 612/781 [00:33<00:09, 18.15it/s]
 79%|#######8  | 614/781 [00:34<00:09, 18.06it/s]
 79%|#######8  | 616/781 [00:34<00:09, 17.93it/s]
 79%|#######9  | 618/781 [00:34<00:09, 17.85it/s]
 79%|#######9  | 620/781 [00:34<00:09, 17.78it/s]
 80%|#######9  | 622/781 [00:34<00:08, 17.80it/s]
 80%|#######9  | 624/781 [00:34<00:08, 17.68it/s]
 80%|########  | 626/781 [00:34<00:08, 18.03it/s]
 80%|########  | 628/781 [00:34<00:08, 17.98it/s]
 81%|########  | 630/781 [00:34<00:08, 17.95it/s]
 81%|########  | 632/781 [00:35<00:08, 17.90it/s]
 81%|########1 | 634/781 [00:35<00:08, 17.84it/s]
 81%|########1 | 636/781 [00:35<00:08, 17.80it/s]
 82%|########1 | 638/781 [00:35<00:07, 18.40it/s]
 82%|########1 | 640/781 [00:35<00:07, 18.05it/s]
 82%|########2 | 642/781 [00:35<00:07, 17.83it/s]
 82%|########2 | 644/781 [00:35<00:07, 17.65it/s]
 83%|########2 | 646/781 [00:35<00:07, 17.97it/s]
 83%|########2 | 648/781 [00:35<00:07, 18.20it/s]
 83%|########3 | 650/781 [00:36<00:07, 18.45it/s]
 83%|########3 | 652/781 [00:36<00:07, 18.30it/s]
 84%|########3 | 654/781 [00:36<00:06, 18.17it/s]
 84%|########3 | 656/781 [00:36<00:06, 18.08it/s]
 84%|########4 | 658/781 [00:36<00:06, 18.00it/s]
 85%|########4 | 660/781 [00:36<00:06, 17.97it/s]
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 14%|#4        | 22/157 [00:01<00:08, 16.58it/s]
 15%|#5        | 24/157 [00:01<00:07, 16.64it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.77it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.42it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.80it/s]
 20%|##        | 32/157 [00:02<00:07, 16.57it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.68it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.43it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.03it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.21it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.05it/s]
 28%|##8       | 44/157 [00:02<00:07, 15.78it/s]
 29%|##9       | 46/157 [00:02<00:06, 15.96it/s]
 31%|###       | 48/157 [00:02<00:06, 16.34it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.47it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.18it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.84it/s]
 36%|###5      | 56/157 [00:03<00:06, 15.79it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.26it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.22it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.28it/s]
 41%|####      | 64/157 [00:03<00:05, 16.30it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.47it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.75it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.65it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.89it/s]
 47%|####7     | 74/157 [00:04<00:04, 17.14it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.80it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.79it/s]
 51%|#####     | 80/157 [00:04<00:04, 17.02it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.95it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.70it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.46it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.73it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.73it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.73it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.59it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.36it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.38it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.36it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.44it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.33it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.15it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.99it/s]
 70%|#######   | 110/157 [00:06<00:02, 15.88it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.36it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.79it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.85it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.48it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.81it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.75it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.88it/s]
 80%|########  | 126/157 [00:07<00:01, 16.57it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.67it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.71it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.78it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.45it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.36it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.34it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.45it/s]
 90%|######### | 142/157 [00:08<00:00, 16.19it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.18it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.56it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.88it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.51it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.16it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.26it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.48it/s]
100%|##########| 157/157 [00:09<00:00, 16.41it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:48, 15.99it/s]
  1%|          | 4/781 [00:00<00:47, 16.51it/s]
  1%|          | 6/781 [00:00<00:46, 16.74it/s]
  1%|1         | 8/781 [00:00<00:47, 16.35it/s]
  1%|1         | 10/781 [00:00<00:46, 16.62it/s]
  2%|1         | 12/781 [00:00<00:46, 16.52it/s]
  2%|1         | 14/781 [00:00<00:46, 16.50it/s]
  2%|2         | 16/781 [00:00<00:46, 16.50it/s]
  2%|2         | 18/781 [00:01<00:46, 16.41it/s]
  3%|2         | 20/781 [00:01<00:47, 16.14it/s]
  3%|2         | 22/781 [00:01<00:47, 16.11it/s]
  3%|3         | 24/781 [00:01<00:46, 16.15it/s]
  3%|3         | 26/781 [00:01<00:47, 15.98it/s]
  4%|3         | 28/781 [00:01<00:47, 15.81it/s]
  4%|3         | 30/781 [00:01<00:47, 15.83it/s]
  4%|4         | 32/781 [00:01<00:46, 15.99it/s]
  4%|4         | 34/781 [00:02<00:46, 16.12it/s]
  5%|4         | 36/781 [00:02<00:46, 16.09it/s]
  5%|4         | 38/781 [00:02<00:45, 16.18it/s]
  5%|5         | 40/781 [00:02<00:46, 16.00it/s]
  5%|5         | 42/781 [00:02<00:45, 16.09it/s]
  6%|5         | 44/781 [00:02<00:45, 16.24it/s]
  6%|5         | 46/781 [00:02<00:44, 16.34it/s]
  6%|6         | 48/781 [00:02<00:45, 16.04it/s]
  6%|6         | 50/781 [00:03<00:45, 16.14it/s]
  7%|6         | 52/781 [00:03<00:45, 16.02it/s]
  7%|6         | 54/781 [00:03<00:45, 15.89it/s]
  7%|7         | 56/781 [00:03<00:45, 15.92it/s]
  7%|7         | 58/781 [00:03<00:45, 15.83it/s]
  8%|7         | 60/781 [00:03<00:45, 15.75it/s]
  8%|7         | 62/781 [00:03<00:44, 16.00it/s]
  8%|8         | 64/781 [00:03<00:44, 16.14it/s]
  8%|8         | 66/781 [00:04<00:44, 15.97it/s]
  9%|8         | 68/781 [00:04<00:45, 15.79it/s]
  9%|8         | 70/781 [00:04<00:45, 15.68it/s]
  9%|9         | 72/781 [00:04<00:45, 15.61it/s]
  9%|9         | 74/781 [00:04<00:45, 15.60it/s]
 10%|9         | 76/781 [00:04<00:44, 15.98it/s]
 10%|9         | 78/781 [00:04<00:43, 15.99it/s]
 10%|#         | 80/781 [00:04<00:43, 15.95it/s]
 10%|#         | 82/781 [00:05<00:43, 15.97it/s]
 11%|#         | 84/781 [00:05<00:43, 15.96it/s]
 11%|#1        | 86/781 [00:05<00:43, 15.98it/s]
 11%|#1        | 88/781 [00:05<00:43, 15.97it/s]
 12%|#1        | 90/781 [00:05<00:42, 16.14it/s]
 12%|#1        | 92/781 [00:05<00:41, 16.45it/s]
 12%|#2        | 94/781 [00:05<00:41, 16.47it/s]
 12%|#2        | 96/781 [00:05<00:41, 16.53it/s]
 13%|#2        | 98/781 [00:06<00:41, 16.34it/s]
 13%|#2        | 100/781 [00:06<00:41, 16.44it/s]
 13%|#3        | 102/781 [00:06<00:41, 16.26it/s]
 13%|#3        | 104/781 [00:06<00:41, 16.19it/s]
 14%|#3        | 106/781 [00:06<00:41, 16.11it/s]
 14%|#3        | 108/781 [00:06<00:41, 16.24it/s]
 14%|#4        | 110/781 [00:06<00:41, 16.17it/s]
 14%|#4        | 112/781 [00:06<00:41, 16.08it/s]
 15%|#4        | 114/781 [00:07<00:41, 16.06it/s]
 15%|#4        | 116/781 [00:07<00:41, 16.05it/s]
 15%|#5        | 118/781 [00:07<00:41, 16.00it/s]
 15%|#5        | 120/781 [00:07<00:41, 16.05it/s]
 16%|#5        | 122/781 [00:07<00:41, 16.02it/s]
 16%|#5        | 124/781 [00:07<00:41, 16.01it/s]
 16%|#6        | 126/781 [00:07<00:40, 16.00it/s]
 16%|#6        | 128/781 [00:07<00:40, 16.00it/s]
 17%|#6        | 130/781 [00:08<00:40, 16.17it/s]
 17%|#6        | 132/781 [00:08<00:39, 16.31it/s]
 17%|#7        | 134/781 [00:08<00:39, 16.41it/s]
 17%|#7        | 136/781 [00:08<00:39, 16.31it/s]
 18%|#7        | 138/781 [00:08<00:39, 16.40it/s]
 18%|#7        | 140/781 [00:08<00:39, 16.30it/s]
 18%|#8        | 142/781 [00:08<00:38, 16.42it/s]
 18%|#8        | 144/781 [00:08<00:39, 16.32it/s]
 19%|#8        | 146/781 [00:09<00:39, 16.22it/s]
 19%|#8        | 148/781 [00:09<00:39, 16.13it/s]
 19%|#9        | 150/781 [00:09<00:38, 16.31it/s]
 19%|#9        | 152/781 [00:09<00:38, 16.28it/s]
 20%|#9        | 154/781 [00:09<00:38, 16.40it/s]
 20%|#9        | 156/781 [00:09<00:38, 16.27it/s]
 20%|##        | 158/781 [00:09<00:38, 16.19it/s]
 20%|##        | 160/781 [00:09<00:39, 15.72it/s]
 21%|##        | 162/781 [00:10<00:39, 15.48it/s]
 21%|##        | 164/781 [00:10<00:39, 15.50it/s]
 21%|##1       | 166/781 [00:10<00:39, 15.52it/s]
 22%|##1       | 168/781 [00:10<00:39, 15.63it/s]
 22%|##1       | 170/781 [00:10<00:38, 15.73it/s]
 22%|##2       | 172/781 [00:10<00:38, 15.81it/s]
 22%|##2       | 174/781 [00:10<00:38, 15.85it/s]
 23%|##2       | 176/781 [00:10<00:38, 15.89it/s]
 23%|##2       | 178/781 [00:11<00:37, 15.94it/s]
 23%|##3       | 180/781 [00:11<00:37, 15.88it/s]
 23%|##3       | 182/781 [00:11<00:37, 15.90it/s]
 24%|##3       | 184/781 [00:11<00:37, 15.97it/s]
 24%|##3       | 186/781 [00:11<00:37, 16.02it/s]
 24%|##4       | 188/781 [00:11<00:37, 16.00it/s]
 24%|##4       | 190/781 [00:11<00:36, 16.00it/s]
 25%|##4       | 192/781 [00:11<00:36, 16.01it/s]
 25%|##4       | 194/781 [00:12<00:36, 16.03it/s]
 25%|##5       | 196/781 [00:12<00:36, 16.05it/s]
 25%|##5       | 198/781 [00:12<00:36, 16.02it/s]
 26%|##5       | 200/781 [00:12<00:36, 15.99it/s]
 26%|##5       | 202/781 [00:12<00:36, 15.99it/s]
 26%|##6       | 204/781 [00:12<00:36, 15.84it/s]
 26%|##6       | 206/781 [00:12<00:36, 15.74it/s]
 27%|##6       | 208/781 [00:12<00:36, 15.76it/s]
 27%|##6       | 210/781 [00:13<00:36, 15.78it/s]
 27%|##7       | 212/781 [00:13<00:35, 15.82it/s]
 27%|##7       | 214/781 [00:13<00:36, 15.62it/s]
 28%|##7       | 216/781 [00:13<00:36, 15.69it/s]
 28%|##7       | 218/781 [00:13<00:35, 15.75it/s]
 28%|##8       | 220/781 [00:13<00:35, 15.80it/s]
 28%|##8       | 222/781 [00:13<00:35, 15.64it/s]
 29%|##8       | 224/781 [00:13<00:35, 15.73it/s]
 29%|##8       | 226/781 [00:14<00:35, 15.71it/s]
 29%|##9       | 228/781 [00:14<00:35, 15.76it/s]
 29%|##9       | 230/781 [00:14<00:34, 15.80it/s]
 30%|##9       | 232/781 [00:14<00:34, 15.73it/s]
 30%|##9       | 234/781 [00:14<00:34, 15.79it/s]
 30%|###       | 236/781 [00:14<00:34, 15.86it/s]
 30%|###       | 238/781 [00:14<00:34, 15.90it/s]
 31%|###       | 240/781 [00:14<00:33, 15.92it/s]
 31%|###       | 242/781 [00:15<00:33, 15.96it/s]
 31%|###1      | 244/781 [00:15<00:33, 15.96it/s]
 31%|###1      | 246/781 [00:15<00:33, 15.99it/s]
 32%|###1      | 248/781 [00:15<00:33, 15.98it/s]
 32%|###2      | 250/781 [00:15<00:33, 16.01it/s]
 32%|###2      | 252/781 [00:15<00:33, 16.01it/s]
 33%|###2      | 254/781 [00:15<00:32, 16.03it/s]
 33%|###2      | 256/781 [00:15<00:32, 16.03it/s]
 33%|###3      | 258/781 [00:16<00:32, 16.07it/s]
 33%|###3      | 260/781 [00:16<00:32, 16.07it/s]
 34%|###3      | 262/781 [00:16<00:32, 16.06it/s]
 34%|###3      | 264/781 [00:16<00:32, 16.04it/s]
 34%|###4      | 266/781 [00:16<00:32, 15.92it/s]
 34%|###4      | 268/781 [00:16<00:32, 15.86it/s]
 35%|###4      | 270/781 [00:16<00:32, 15.94it/s]
 35%|###4      | 272/781 [00:16<00:31, 15.98it/s]
 35%|###5      | 274/781 [00:17<00:31, 16.03it/s]
 35%|###5      | 276/781 [00:17<00:31, 15.93it/s]
 36%|###5      | 278/781 [00:17<00:31, 15.88it/s]
 36%|###5      | 280/781 [00:17<00:31, 15.76it/s]
 36%|###6      | 282/781 [00:17<00:31, 15.79it/s]
 36%|###6      | 284/781 [00:17<00:31, 15.83it/s]
 37%|###6      | 286/781 [00:17<00:31, 15.84it/s]
 37%|###6      | 288/781 [00:17<00:31, 15.85it/s]
 37%|###7      | 290/781 [00:18<00:30, 15.88it/s]
 37%|###7      | 292/781 [00:18<00:30, 15.90it/s]
 38%|###7      | 294/781 [00:18<00:30, 15.92it/s]
 38%|###7      | 296/781 [00:18<00:30, 15.93it/s]
 38%|###8      | 298/781 [00:18<00:30, 15.92it/s]
 38%|###8      | 300/781 [00:18<00:30, 15.80it/s]
 39%|###8      | 302/781 [00:18<00:29, 16.00it/s]
 39%|###8      | 304/781 [00:18<00:29, 15.96it/s]
 39%|###9      | 306/781 [00:19<00:29, 15.95it/s]
 39%|###9      | 308/781 [00:19<00:29, 15.97it/s]
 40%|###9      | 310/781 [00:19<00:29, 15.97it/s]
 40%|###9      | 312/781 [00:19<00:29, 16.11it/s]
 40%|####      | 314/781 [00:19<00:29, 15.99it/s]
 40%|####      | 316/781 [00:19<00:29, 15.99it/s]
 41%|####      | 318/781 [00:19<00:28, 15.99it/s]
 41%|####      | 320/781 [00:19<00:28, 15.97it/s]
 41%|####1     | 322/781 [00:20<00:28, 16.12it/s]
 41%|####1     | 324/781 [00:20<00:27, 16.43it/s]
 42%|####1     | 326/781 [00:20<00:27, 16.50it/s]
 42%|####1     | 328/781 [00:20<00:27, 16.33it/s]
 42%|####2     | 330/781 [00:20<00:27, 16.60it/s]
 43%|####2     | 332/781 [00:20<00:27, 16.41it/s]
 43%|####2     | 334/781 [00:20<00:27, 16.29it/s]
 43%|####3     | 336/781 [00:20<00:27, 16.40it/s]
 43%|####3     | 338/781 [00:21<00:27, 16.31it/s]
 44%|####3     | 340/781 [00:21<00:27, 16.23it/s]
 44%|####3     | 342/781 [00:21<00:27, 16.16it/s]
 44%|####4     | 344/781 [00:21<00:27, 16.12it/s]
 44%|####4     | 346/781 [00:21<00:26, 16.11it/s]
 45%|####4     | 348/781 [00:21<00:26, 16.07it/s]
 45%|####4     | 350/781 [00:21<00:26, 16.04it/s]
 45%|####5     | 352/781 [00:21<00:26, 16.01it/s]
 45%|####5     | 354/781 [00:22<00:26, 16.24it/s]
 46%|####5     | 356/781 [00:22<00:26, 16.05it/s]
 46%|####5     | 358/781 [00:22<00:26, 16.07it/s]
 46%|####6     | 360/781 [00:22<00:26, 16.10it/s]
 46%|####6     | 362/781 [00:22<00:26, 15.89it/s]
 47%|####6     | 364/781 [00:22<00:26, 15.78it/s]
 47%|####6     | 366/781 [00:22<00:26, 15.72it/s]
 47%|####7     | 368/781 [00:22<00:26, 15.65it/s]
 47%|####7     | 370/781 [00:23<00:26, 15.56it/s]
 48%|####7     | 372/781 [00:23<00:26, 15.59it/s]
 48%|####7     | 374/781 [00:23<00:25, 15.70it/s]
 48%|####8     | 376/781 [00:23<00:25, 15.75it/s]
 48%|####8     | 378/781 [00:23<00:25, 15.74it/s]
 49%|####8     | 380/781 [00:23<00:25, 15.67it/s]
 49%|####8     | 382/781 [00:23<00:25, 15.80it/s]
 49%|####9     | 384/781 [00:23<00:25, 15.69it/s]
 49%|####9     | 386/781 [00:24<00:24, 15.82it/s]
 50%|####9     | 388/781 [00:24<00:24, 15.92it/s]
 50%|####9     | 390/781 [00:24<00:24, 15.67it/s]
 50%|#####     | 392/781 [00:24<00:24, 15.72it/s]
 50%|#####     | 394/781 [00:24<00:24, 15.96it/s]
 51%|#####     | 396/781 [00:24<00:23, 16.14it/s]
 51%|#####     | 398/781 [00:24<00:23, 16.08it/s]
 51%|#####1    | 400/781 [00:24<00:23, 15.95it/s]
 51%|#####1    | 402/781 [00:25<00:23, 15.84it/s]
 52%|#####1    | 404/781 [00:25<00:23, 15.77it/s]
 52%|#####1    | 406/781 [00:25<00:23, 15.92it/s]
 52%|#####2    | 408/781 [00:25<00:23, 16.01it/s]
 52%|#####2    | 410/781 [00:25<00:23, 15.89it/s]
 53%|#####2    | 412/781 [00:25<00:23, 15.80it/s]
 53%|#####3    | 414/781 [00:25<00:23, 15.74it/s]
 53%|#####3    | 416/781 [00:26<00:23, 15.81it/s]
 54%|#####3    | 418/781 [00:26<00:22, 15.87it/s]
 54%|#####3    | 420/781 [00:26<00:22, 15.89it/s]
 54%|#####4    | 422/781 [00:26<00:22, 15.92it/s]
 54%|#####4    | 424/781 [00:26<00:22, 15.94it/s]
 55%|#####4    | 426/781 [00:26<00:21, 16.32it/s]
 55%|#####4    | 428/781 [00:26<00:21, 16.42it/s]
 55%|#####5    | 430/781 [00:26<00:21, 16.37it/s]
 55%|#####5    | 432/781 [00:26<00:21, 16.33it/s]
 56%|#####5    | 434/781 [00:27<00:21, 16.12it/s]
 56%|#####5    | 436/781 [00:27<00:21, 15.94it/s]
 56%|#####6    | 438/781 [00:27<00:21, 15.85it/s]
 56%|#####6    | 440/781 [00:27<00:21, 15.72it/s]
 57%|#####6    | 442/781 [00:27<00:21, 15.86it/s]
 57%|#####6    | 444/781 [00:27<00:21, 15.86it/s]
 57%|#####7    | 446/781 [00:27<00:20, 15.98it/s]
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100%|#########9| 780/781 [00:48<00:00, 16.46it/s]
100%|##########| 781/781 [00:48<00:00, 16.05it/s]




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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.12s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.12s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.12s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.12s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.12s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.12s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.12s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.12s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.12s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.12s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.12s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.13s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.13s/it]
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Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.13s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.09s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.17s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.17s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.17s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.15s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.15s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.15s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.15s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.18s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.15s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.15s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.15s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.15s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.17s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.17s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.17s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.17s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.02it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:05<00:00,  5.75s/it]
100%|##########| 1/1 [00:05<00:00,  5.75s/it]

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 10%|#         | 16/157 [00:00<00:08, 16.13it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.39it/s]
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100%|##########| 157/157 [00:09<00:00, 17.30it/s]

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 10%|9         | 78/781 [00:03<00:34, 20.24it/s]
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 35%|###4      | 273/781 [00:13<00:27, 18.35it/s]
 35%|###5      | 275/781 [00:14<00:27, 18.20it/s]
 35%|###5      | 277/781 [00:14<00:27, 18.37it/s]
 36%|###5      | 279/781 [00:14<00:27, 18.44it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.24it/s]
 36%|###6      | 284/781 [00:14<00:26, 18.98it/s]
 37%|###6      | 286/781 [00:14<00:26, 18.67it/s]
 37%|###6      | 288/781 [00:14<00:26, 18.45it/s]
 37%|###7      | 290/781 [00:14<00:26, 18.51it/s]
 37%|###7      | 292/781 [00:14<00:26, 18.47it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.27it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.14it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.20it/s]
 38%|###8      | 300/781 [00:15<00:26, 18.11it/s]
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 40%|###9      | 310/781 [00:15<00:25, 18.53it/s]
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 41%|####1     | 322/781 [00:16<00:25, 17.99it/s]
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 50%|#####     | 392/781 [00:20<00:21, 17.89it/s]
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 51%|#####1    | 400/781 [00:20<00:21, 17.97it/s]
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100%|#########9| 780/781 [00:42<00:00, 17.98it/s]
100%|##########| 781/781 [00:42<00:00, 18.42it/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<00:45,  1.05s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.05s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.05s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:50,  1.16s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:41,  1.01it/s]
Validation Progress:   5%|4         | 2/44 [00:02<00:41,  1.01it/s]
Validation Progress:   5%|4         | 2/44 [00:02<00:41,  1.00it/s]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.04s/it]
Validation Progress:   7%|6         | 3/44 [00:02<00:39,  1.03it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:39,  1.03it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:39,  1.03it/s]
Validation Progress:   7%|6         | 3/44 [00:03<00:40,  1.00it/s]
Validation Progress:   9%|9         | 4/44 [00:03<00:39,  1.01it/s]
Validation Progress:   9%|9         | 4/44 [00:03<00:39,  1.01it/s]
Validation Progress:   9%|9         | 4/44 [00:03<00:39,  1.01it/s]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.00s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.06s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.06s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.06s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.07s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.02s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.03s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.03s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.07s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.04s/it]
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  7%|6         | 54/781 [00:03<00:40, 17.76it/s]
  7%|7         | 56/781 [00:03<00:40, 17.79it/s]
  7%|7         | 58/781 [00:03<00:40, 17.80it/s]
  8%|7         | 60/781 [00:03<00:40, 17.81it/s]
  8%|7         | 62/781 [00:03<00:40, 17.82it/s]
  8%|8         | 64/781 [00:03<00:40, 17.82it/s]
  8%|8         | 66/781 [00:03<00:40, 17.83it/s]
  9%|8         | 68/781 [00:03<00:39, 17.84it/s]
  9%|8         | 70/781 [00:03<00:39, 17.82it/s]
  9%|9         | 72/781 [00:04<00:39, 17.86it/s]
  9%|9         | 74/781 [00:04<00:39, 17.85it/s]
 10%|9         | 76/781 [00:04<00:39, 17.84it/s]
 10%|9         | 78/781 [00:04<00:39, 17.86it/s]
 10%|#         | 80/781 [00:04<00:39, 17.83it/s]
 10%|#         | 82/781 [00:04<00:39, 17.84it/s]
 11%|#         | 84/781 [00:04<00:39, 17.87it/s]
 11%|#1        | 86/781 [00:04<00:38, 17.85it/s]
 11%|#1        | 88/781 [00:04<00:38, 17.85it/s]
 12%|#1        | 90/781 [00:05<00:38, 17.85it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.84it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.84it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.80it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.59it/s]
 13%|#2        | 100/781 [00:05<00:38, 17.73it/s]
 13%|#3        | 102/781 [00:05<00:38, 17.79it/s]
 13%|#3        | 104/781 [00:05<00:37, 17.87it/s]
 14%|#3        | 106/781 [00:05<00:37, 17.93it/s]
 14%|#3        | 108/781 [00:06<00:37, 17.97it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.75it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.81it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.86it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.92it/s]
 15%|#5        | 118/781 [00:06<00:36, 17.96it/s]
 15%|#5        | 120/781 [00:06<00:37, 17.81it/s]
 16%|#5        | 122/781 [00:06<00:36, 17.89it/s]
 16%|#5        | 124/781 [00:06<00:36, 17.92it/s]
 16%|#6        | 126/781 [00:07<00:36, 17.98it/s]
 16%|#6        | 128/781 [00:07<00:36, 17.87it/s]
 17%|#6        | 130/781 [00:07<00:36, 17.89it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.94it/s]
 17%|#7        | 134/781 [00:07<00:35, 17.97it/s]
 17%|#7        | 136/781 [00:07<00:35, 17.96it/s]
 18%|#7        | 138/781 [00:07<00:35, 17.98it/s]
 18%|#7        | 140/781 [00:07<00:35, 18.01it/s]
 18%|#8        | 142/781 [00:07<00:35, 18.02it/s]
 18%|#8        | 144/781 [00:08<00:35, 18.03it/s]
 19%|#8        | 146/781 [00:08<00:35, 18.05it/s]
 19%|#8        | 148/781 [00:08<00:35, 18.06it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.06it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.10it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.07it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.07it/s]
 20%|##        | 158/781 [00:08<00:34, 18.03it/s]
 20%|##        | 160/781 [00:08<00:34, 18.03it/s]
 21%|##        | 162/781 [00:09<00:34, 18.06it/s]
 21%|##        | 164/781 [00:09<00:34, 18.07it/s]
 21%|##1       | 166/781 [00:09<00:34, 18.07it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.99it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.00it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.00it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.03it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.04it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.03it/s]
 23%|##3       | 180/781 [00:10<00:33, 18.04it/s]
 23%|##3       | 182/781 [00:10<00:33, 18.06it/s]
 24%|##3       | 184/781 [00:10<00:33, 18.03it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.04it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.04it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.01it/s]
 25%|##4       | 192/781 [00:10<00:32, 17.99it/s]
 25%|##4       | 194/781 [00:10<00:32, 17.99it/s]
 25%|##5       | 196/781 [00:10<00:32, 17.99it/s]
 25%|##5       | 198/781 [00:11<00:32, 18.02it/s]
 26%|##5       | 200/781 [00:11<00:32, 18.04it/s]
 26%|##5       | 202/781 [00:11<00:32, 18.05it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.06it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.06it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.08it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.07it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.08it/s]
 27%|##7       | 214/781 [00:11<00:31, 18.07it/s]
 28%|##7       | 216/781 [00:12<00:31, 18.07it/s]
 28%|##7       | 218/781 [00:12<00:31, 17.93it/s]
 28%|##8       | 220/781 [00:12<00:31, 17.99it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.99it/s]
 29%|##8       | 224/781 [00:12<00:30, 17.99it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.02it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.02it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.04it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.01it/s]
 30%|##9       | 234/781 [00:13<00:30, 18.04it/s]
 30%|###       | 236/781 [00:13<00:30, 18.03it/s]
 30%|###       | 238/781 [00:13<00:30, 17.99it/s]
 31%|###       | 240/781 [00:13<00:30, 17.99it/s]
 31%|###       | 242/781 [00:13<00:29, 18.00it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.00it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.03it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.01it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.01it/s]
 32%|###2      | 252/781 [00:14<00:29, 18.02it/s]
 33%|###2      | 254/781 [00:14<00:29, 17.97it/s]
 33%|###2      | 256/781 [00:14<00:29, 17.96it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.93it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.95it/s]
 34%|###3      | 262/781 [00:14<00:28, 17.95it/s]
 34%|###3      | 264/781 [00:14<00:28, 17.97it/s]
 34%|###4      | 266/781 [00:14<00:28, 17.95it/s]
 34%|###4      | 268/781 [00:14<00:28, 17.94it/s]
 35%|###4      | 270/781 [00:15<00:28, 17.95it/s]
 35%|###4      | 272/781 [00:15<00:28, 17.94it/s]
 35%|###5      | 274/781 [00:15<00:28, 17.99it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.99it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.94it/s]
 36%|###5      | 280/781 [00:15<00:27, 17.93it/s]
 36%|###6      | 282/781 [00:15<00:27, 17.93it/s]
 36%|###6      | 284/781 [00:15<00:27, 17.89it/s]
 37%|###6      | 286/781 [00:15<00:27, 17.87it/s]
 37%|###6      | 288/781 [00:16<00:27, 17.89it/s]
 37%|###7      | 290/781 [00:16<00:27, 17.86it/s]
 37%|###7      | 292/781 [00:16<00:27, 17.91it/s]
 38%|###7      | 294/781 [00:16<00:27, 17.48it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.55it/s]
 38%|###8      | 298/781 [00:16<00:27, 17.57it/s]
 38%|###8      | 300/781 [00:16<00:27, 17.61it/s]
 39%|###8      | 302/781 [00:16<00:26, 17.84it/s]
 39%|###8      | 304/781 [00:16<00:26, 17.71it/s]
 39%|###9      | 306/781 [00:17<00:26, 17.72it/s]
 39%|###9      | 308/781 [00:17<00:26, 17.93it/s]
 40%|###9      | 310/781 [00:17<00:25, 18.35it/s]
 40%|###9      | 312/781 [00:17<00:25, 18.33it/s]
 40%|####      | 314/781 [00:17<00:25, 18.41it/s]
 40%|####      | 316/781 [00:17<00:25, 17.94it/s]
 41%|####      | 318/781 [00:17<00:26, 17.74it/s]
 41%|####      | 320/781 [00:17<00:26, 17.61it/s]
 41%|####1     | 322/781 [00:17<00:25, 17.74it/s]
 41%|####1     | 324/781 [00:18<00:25, 18.11it/s]
 42%|####1     | 326/781 [00:18<00:25, 17.89it/s]
 42%|####1     | 328/781 [00:18<00:25, 17.72it/s]
 42%|####2     | 330/781 [00:18<00:25, 17.65it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.11it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.38it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.35it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.48it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.28it/s]
 44%|####3     | 342/781 [00:19<00:23, 18.39it/s]
 44%|####4     | 344/781 [00:19<00:23, 18.31it/s]
 44%|####4     | 346/781 [00:19<00:23, 18.44it/s]
 45%|####4     | 348/781 [00:19<00:23, 18.21it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.42it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.58it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.31it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.51it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.26it/s]
 46%|####6     | 360/781 [00:20<00:23, 18.14it/s]
 46%|####6     | 362/781 [00:20<00:22, 18.25it/s]
 47%|####6     | 365/781 [00:20<00:21, 19.04it/s]
 47%|####6     | 367/781 [00:20<00:22, 18.77it/s]
 47%|####7     | 369/781 [00:20<00:21, 18.84it/s]
 48%|####7     | 371/781 [00:20<00:21, 18.64it/s]
 48%|####7     | 373/781 [00:20<00:22, 18.39it/s]
 48%|####8     | 375/781 [00:20<00:22, 18.34it/s]
 48%|####8     | 377/781 [00:20<00:21, 18.61it/s]
 49%|####8     | 379/781 [00:21<00:21, 18.63it/s]
 49%|####8     | 381/781 [00:21<00:21, 18.50it/s]
 49%|####9     | 383/781 [00:21<00:21, 18.69it/s]
 49%|####9     | 385/781 [00:21<00:21, 18.30it/s]
 50%|####9     | 387/781 [00:21<00:21, 18.59it/s]
 50%|####9     | 389/781 [00:21<00:21, 18.64it/s]
 50%|#####     | 391/781 [00:21<00:21, 18.49it/s]
 50%|#####     | 393/781 [00:21<00:21, 18.34it/s]
 51%|#####     | 395/781 [00:21<00:21, 18.26it/s]
 51%|#####     | 397/781 [00:22<00:21, 18.19it/s]
 51%|#####1    | 399/781 [00:22<00:21, 18.11it/s]
 51%|#####1    | 401/781 [00:22<00:20, 18.43it/s]
 52%|#####1    | 404/781 [00:22<00:19, 18.91it/s]
 52%|#####1    | 406/781 [00:22<00:20, 18.62it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.40it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.28it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.54it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.74it/s]
 53%|#####3    | 417/781 [00:23<00:18, 19.32it/s]
 54%|#####3    | 419/781 [00:23<00:18, 19.08it/s]
 54%|#####3    | 421/781 [00:23<00:18, 19.12it/s]
 54%|#####4    | 423/781 [00:23<00:19, 18.76it/s]
 54%|#####4    | 425/781 [00:23<00:19, 18.54it/s]
 55%|#####4    | 427/781 [00:23<00:19, 18.39it/s]
 55%|#####4    | 429/781 [00:23<00:19, 18.28it/s]
 55%|#####5    | 431/781 [00:23<00:19, 18.07it/s]
 55%|#####5    | 433/781 [00:23<00:19, 18.23it/s]
 56%|#####5    | 435/781 [00:24<00:18, 18.25it/s]
 56%|#####5    | 437/781 [00:24<00:18, 18.17it/s]
 56%|#####6    | 439/781 [00:24<00:19, 17.98it/s]
 56%|#####6    | 441/781 [00:24<00:19, 17.83it/s]
 57%|#####6    | 443/781 [00:24<00:18, 18.13it/s]
 57%|#####6    | 445/781 [00:24<00:18, 17.90it/s]
 57%|#####7    | 447/781 [00:24<00:18, 18.16it/s]
 57%|#####7    | 449/781 [00:24<00:18, 18.07it/s]
 58%|#####7    | 451/781 [00:24<00:18, 18.26it/s]
 58%|#####8    | 453/781 [00:25<00:17, 18.66it/s]
 58%|#####8    | 455/781 [00:25<00:17, 18.67it/s]
 59%|#####8    | 458/781 [00:25<00:16, 19.15it/s]
 59%|#####9    | 461/781 [00:25<00:16, 19.35it/s]
 59%|#####9    | 463/781 [00:25<00:16, 18.84it/s]
 60%|#####9    | 465/781 [00:25<00:16, 18.71it/s]
 60%|#####9    | 467/781 [00:25<00:17, 18.43it/s]
 60%|######    | 469/781 [00:25<00:17, 18.31it/s]
 60%|######    | 471/781 [00:26<00:17, 18.21it/s]
 61%|######    | 473/781 [00:26<00:17, 18.10it/s]
 61%|######    | 475/781 [00:26<00:16, 18.09it/s]
 61%|######1   | 477/781 [00:26<00:16, 18.42it/s]
 61%|######1   | 479/781 [00:26<00:16, 18.29it/s]
 62%|######1   | 481/781 [00:26<00:16, 18.19it/s]
 62%|######1   | 483/781 [00:26<00:16, 18.32it/s]
 62%|######2   | 485/781 [00:26<00:16, 18.49it/s]
 62%|######2   | 487/781 [00:26<00:15, 18.54it/s]
 63%|######2   | 489/781 [00:27<00:15, 18.32it/s]
 63%|######2   | 491/781 [00:27<00:15, 18.21it/s]
 63%|######3   | 493/781 [00:27<00:15, 18.52it/s]
 63%|######3   | 495/781 [00:27<00:15, 18.38it/s]
 64%|######3   | 497/781 [00:27<00:15, 18.13it/s]
 64%|######3   | 499/781 [00:27<00:15, 18.42it/s]
 64%|######4   | 501/781 [00:27<00:15, 18.28it/s]
 64%|######4   | 503/781 [00:27<00:15, 18.22it/s]
 65%|######4   | 505/781 [00:27<00:15, 18.18it/s]
 65%|######4   | 507/781 [00:28<00:15, 18.11it/s]
 65%|######5   | 509/781 [00:28<00:15, 18.10it/s]
 65%|######5   | 511/781 [00:28<00:14, 18.09it/s]
 66%|######5   | 513/781 [00:28<00:14, 18.07it/s]
 66%|######5   | 515/781 [00:28<00:14, 18.27it/s]
 66%|######6   | 517/781 [00:28<00:14, 18.68it/s]
 66%|######6   | 519/781 [00:28<00:13, 18.84it/s]
 67%|######6   | 521/781 [00:28<00:13, 18.58it/s]
 67%|######6   | 523/781 [00:28<00:14, 18.40it/s]
 67%|######7   | 525/781 [00:28<00:13, 18.63it/s]
 67%|######7   | 527/781 [00:29<00:13, 18.67it/s]
 68%|######7   | 529/781 [00:29<00:13, 18.83it/s]
 68%|######7   | 531/781 [00:29<00:13, 19.10it/s]
 68%|######8   | 533/781 [00:29<00:13, 18.76it/s]
 69%|######8   | 535/781 [00:29<00:13, 18.53it/s]
 69%|######8   | 537/781 [00:29<00:13, 18.34it/s]
 69%|######9   | 539/781 [00:29<00:13, 18.25it/s]
 69%|######9   | 541/781 [00:29<00:13, 18.17it/s]
 70%|######9   | 543/781 [00:29<00:12, 18.61it/s]
 70%|######9   | 545/781 [00:30<00:12, 18.51it/s]
 70%|#######   | 547/781 [00:30<00:12, 18.32it/s]
 70%|#######   | 550/781 [00:30<00:12, 19.03it/s]
 71%|#######   | 552/781 [00:30<00:12, 19.06it/s]
 71%|#######   | 554/781 [00:30<00:12, 18.85it/s]
 71%|#######1  | 556/781 [00:30<00:11, 18.95it/s]
 71%|#######1  | 558/781 [00:30<00:11, 18.88it/s]
 72%|#######1  | 561/781 [00:30<00:11, 19.47it/s]
 72%|#######2  | 563/781 [00:31<00:11, 19.17it/s]
 72%|#######2  | 565/781 [00:31<00:11, 18.86it/s]
 73%|#######2  | 567/781 [00:31<00:11, 18.62it/s]
 73%|#######2  | 569/781 [00:31<00:11, 18.46it/s]
 73%|#######3  | 571/781 [00:31<00:11, 17.99it/s]
 73%|#######3  | 573/781 [00:31<00:11, 18.02it/s]
 74%|#######3  | 575/781 [00:31<00:11, 18.02it/s]
 74%|#######3  | 577/781 [00:31<00:11, 18.01it/s]
 74%|#######4  | 579/781 [00:31<00:11, 18.01it/s]
 74%|#######4  | 581/781 [00:32<00:11, 18.03it/s]
 75%|#######4  | 583/781 [00:32<00:10, 18.03it/s]
 75%|#######4  | 585/781 [00:32<00:10, 18.05it/s]
 75%|#######5  | 587/781 [00:32<00:10, 18.05it/s]
 75%|#######5  | 589/781 [00:32<00:10, 18.03it/s]
 76%|#######5  | 591/781 [00:32<00:10, 18.04it/s]
 76%|#######5  | 593/781 [00:32<00:10, 18.02it/s]
 76%|#######6  | 595/781 [00:32<00:10, 18.01it/s]
 76%|#######6  | 597/781 [00:32<00:10, 18.01it/s]
 77%|#######6  | 599/781 [00:33<00:10, 18.01it/s]
 77%|#######6  | 601/781 [00:33<00:09, 18.03it/s]
 77%|#######7  | 603/781 [00:33<00:09, 18.04it/s]
 77%|#######7  | 605/781 [00:33<00:09, 18.04it/s]
 78%|#######7  | 607/781 [00:33<00:09, 18.03it/s]
 78%|#######7  | 609/781 [00:33<00:09, 18.00it/s]
 78%|#######8  | 611/781 [00:33<00:09, 17.96it/s]
 78%|#######8  | 613/781 [00:33<00:09, 17.97it/s]
 79%|#######8  | 615/781 [00:33<00:09, 17.97it/s]
 79%|#######9  | 617/781 [00:34<00:09, 17.96it/s]
 79%|#######9  | 619/781 [00:34<00:09, 17.93it/s]
 80%|#######9  | 621/781 [00:34<00:08, 17.96it/s]
 80%|#######9  | 623/781 [00:34<00:08, 17.98it/s]
 80%|########  | 625/781 [00:34<00:08, 18.01it/s]
 80%|########  | 627/781 [00:34<00:08, 18.02it/s]
 81%|########  | 629/781 [00:34<00:08, 18.02it/s]
 81%|########  | 631/781 [00:34<00:08, 17.99it/s]
 81%|########1 | 633/781 [00:34<00:08, 17.96it/s]
 81%|########1 | 635/781 [00:35<00:08, 17.96it/s]
 82%|########1 | 637/781 [00:35<00:08, 17.94it/s]
 82%|########1 | 639/781 [00:35<00:07, 17.92it/s]
 82%|########2 | 641/781 [00:35<00:07, 17.90it/s]
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  0%|          | 0/157 [00:00<?, ?it/s]
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  3%|2         | 4/157 [00:00<00:11, 12.92it/s]
  4%|3         | 6/157 [00:00<00:10, 13.90it/s]
  5%|5         | 8/157 [00:00<00:10, 14.46it/s]
  6%|6         | 10/157 [00:00<00:09, 14.83it/s]
  8%|7         | 12/157 [00:00<00:09, 15.02it/s]
  9%|8         | 14/157 [00:00<00:09, 15.20it/s]
 10%|#         | 16/157 [00:01<00:09, 15.40it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.54it/s]
 13%|#2        | 20/157 [00:01<00:08, 15.65it/s]
 14%|#4        | 22/157 [00:01<00:08, 15.70it/s]
 15%|#5        | 24/157 [00:01<00:08, 15.75it/s]
 17%|#6        | 26/157 [00:01<00:08, 15.76it/s]
 18%|#7        | 28/157 [00:01<00:08, 15.78it/s]
 19%|#9        | 30/157 [00:01<00:08, 15.81it/s]
 20%|##        | 32/157 [00:02<00:07, 15.82it/s]
 22%|##1       | 34/157 [00:02<00:07, 15.84it/s]
 23%|##2       | 36/157 [00:02<00:07, 15.84it/s]
 24%|##4       | 38/157 [00:02<00:07, 15.85it/s]
 25%|##5       | 40/157 [00:02<00:07, 15.85it/s]
 27%|##6       | 42/157 [00:02<00:07, 15.86it/s]
 28%|##8       | 44/157 [00:02<00:07, 15.88it/s]
 29%|##9       | 46/157 [00:02<00:06, 15.89it/s]
 31%|###       | 48/157 [00:03<00:06, 15.86it/s]
 32%|###1      | 50/157 [00:03<00:06, 15.83it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.79it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.54it/s]
 36%|###5      | 56/157 [00:03<00:06, 15.62it/s]
 37%|###6      | 58/157 [00:03<00:06, 15.67it/s]
 38%|###8      | 60/157 [00:03<00:06, 15.71it/s]
 39%|###9      | 62/157 [00:04<00:06, 15.51it/s]
 41%|####      | 64/157 [00:04<00:05, 15.61it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.66it/s]
 43%|####3     | 68/157 [00:04<00:05, 15.68it/s]
 45%|####4     | 70/157 [00:04<00:05, 15.57it/s]
 46%|####5     | 72/157 [00:04<00:05, 15.47it/s]
 47%|####7     | 74/157 [00:04<00:05, 15.46it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.44it/s]
 50%|####9     | 78/157 [00:05<00:05, 15.43it/s]
 51%|#####     | 80/157 [00:05<00:05, 15.40it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.19it/s]
 54%|#####3    | 84/157 [00:05<00:04, 15.31it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.31it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.35it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.28it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.43it/s]
 60%|#####9    | 94/157 [00:06<00:04, 15.57it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.68it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.74it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.79it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.81it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.84it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.85it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.82it/s]
 70%|#######   | 110/157 [00:07<00:02, 15.78it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.69it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.62it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.60it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.55it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.53it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.53it/s]
 79%|#######8  | 124/157 [00:07<00:02, 15.49it/s]
 80%|########  | 126/157 [00:08<00:02, 15.43it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.74it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.67it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.95it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.91it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.14it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.50it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.59it/s]
 90%|######### | 142/157 [00:09<00:00, 16.43it/s]
 92%|#########1| 144/157 [00:09<00:00, 16.52it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.28it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.12it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.81it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.77it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.77it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.74it/s]
100%|##########| 157/157 [00:10<00:00, 15.69it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:51, 15.16it/s]
  1%|          | 4/781 [00:00<00:47, 16.49it/s]
  1%|          | 6/781 [00:00<00:45, 16.97it/s]
  1%|1         | 8/781 [00:00<00:43, 17.95it/s]
  1%|1         | 10/781 [00:00<00:41, 18.41it/s]
  2%|1         | 12/781 [00:00<00:41, 18.42it/s]
  2%|1         | 14/781 [00:00<00:41, 18.60it/s]
  2%|2         | 17/781 [00:00<00:39, 19.29it/s]
  2%|2         | 19/781 [00:01<00:40, 18.95it/s]
  3%|2         | 21/781 [00:01<00:40, 18.58it/s]
  3%|2         | 23/781 [00:01<00:40, 18.53it/s]
  3%|3         | 25/781 [00:01<00:40, 18.62it/s]
  3%|3         | 27/781 [00:01<00:40, 18.84it/s]
  4%|3         | 29/781 [00:01<00:40, 18.45it/s]
  4%|3         | 31/781 [00:01<00:41, 18.21it/s]
  4%|4         | 33/781 [00:01<00:40, 18.28it/s]
  4%|4         | 35/781 [00:01<00:40, 18.63it/s]
  5%|4         | 37/781 [00:02<00:40, 18.30it/s]
  5%|4         | 39/781 [00:02<00:40, 18.33it/s]
  5%|5         | 41/781 [00:02<00:41, 17.96it/s]
  6%|5         | 43/781 [00:02<00:40, 18.31it/s]
  6%|5         | 45/781 [00:02<00:40, 18.07it/s]
  6%|6         | 47/781 [00:02<00:39, 18.38it/s]
  6%|6         | 49/781 [00:02<00:40, 18.13it/s]
  7%|6         | 51/781 [00:02<00:41, 17.80it/s]
  7%|6         | 53/781 [00:02<00:41, 17.57it/s]
  7%|7         | 55/781 [00:03<00:41, 17.42it/s]
  7%|7         | 57/781 [00:03<00:41, 17.26it/s]
  8%|7         | 59/781 [00:03<00:42, 17.01it/s]
  8%|7         | 61/781 [00:03<00:41, 17.17it/s]
  8%|8         | 63/781 [00:03<00:41, 17.31it/s]
  8%|8         | 65/781 [00:03<00:41, 17.41it/s]
  9%|8         | 67/781 [00:03<00:40, 17.48it/s]
  9%|8         | 69/781 [00:03<00:40, 17.51it/s]
  9%|9         | 71/781 [00:03<00:40, 17.55it/s]
  9%|9         | 73/781 [00:04<00:40, 17.44it/s]
 10%|9         | 75/781 [00:04<00:39, 17.70it/s]
 10%|9         | 77/781 [00:04<00:38, 18.11it/s]
 10%|#         | 79/781 [00:04<00:38, 18.32it/s]
 10%|#         | 81/781 [00:04<00:37, 18.59it/s]
 11%|#         | 83/781 [00:04<00:38, 18.28it/s]
 11%|#         | 85/781 [00:04<00:37, 18.46it/s]
 11%|#1        | 87/781 [00:04<00:36, 18.85it/s]
 11%|#1        | 89/781 [00:04<00:36, 18.77it/s]
 12%|#1        | 91/781 [00:05<00:36, 18.76it/s]
 12%|#1        | 93/781 [00:05<00:37, 18.24it/s]
 12%|#2        | 95/781 [00:05<00:38, 18.03it/s]
 12%|#2        | 97/781 [00:05<00:38, 17.76it/s]
 13%|#2        | 99/781 [00:05<00:38, 17.82it/s]
 13%|#2        | 101/781 [00:05<00:36, 18.39it/s]
 13%|#3        | 103/781 [00:05<00:37, 18.11it/s]
 13%|#3        | 105/781 [00:05<00:37, 17.83it/s]
 14%|#3        | 107/781 [00:05<00:38, 17.66it/s]
 14%|#3        | 109/781 [00:06<00:38, 17.53it/s]
 14%|#4        | 111/781 [00:06<00:38, 17.45it/s]
 14%|#4        | 113/781 [00:06<00:38, 17.58it/s]
 15%|#4        | 115/781 [00:06<00:37, 17.93it/s]
 15%|#4        | 117/781 [00:06<00:36, 18.02it/s]
 15%|#5        | 119/781 [00:06<00:37, 17.80it/s]
 15%|#5        | 121/781 [00:06<00:37, 17.64it/s]
 16%|#5        | 123/781 [00:06<00:37, 17.50it/s]
 16%|#6        | 125/781 [00:06<00:36, 17.75it/s]
 16%|#6        | 127/781 [00:07<00:36, 17.97it/s]
 17%|#6        | 129/781 [00:07<00:36, 17.95it/s]
 17%|#6        | 131/781 [00:07<00:35, 18.09it/s]
 17%|#7        | 133/781 [00:07<00:35, 18.20it/s]
 17%|#7        | 135/781 [00:07<00:34, 18.63it/s]
 18%|#7        | 137/781 [00:07<00:34, 18.56it/s]
 18%|#7        | 139/781 [00:07<00:34, 18.48it/s]
 18%|#8        | 141/781 [00:07<00:34, 18.57it/s]
 18%|#8        | 143/781 [00:07<00:33, 18.80it/s]
 19%|#8        | 145/781 [00:08<00:33, 19.13it/s]
 19%|#8        | 147/781 [00:08<00:32, 19.30it/s]
 19%|#9        | 149/781 [00:08<00:32, 19.19it/s]
 19%|#9        | 151/781 [00:08<00:33, 18.95it/s]
 20%|#9        | 153/781 [00:08<00:32, 19.08it/s]
 20%|#9        | 155/781 [00:08<00:33, 18.87it/s]
 20%|##        | 157/781 [00:08<00:33, 18.88it/s]
 20%|##        | 159/781 [00:08<00:32, 19.02it/s]
 21%|##        | 161/781 [00:08<00:32, 19.17it/s]
 21%|##        | 163/781 [00:08<00:32, 19.19it/s]
 21%|##1       | 165/781 [00:09<00:32, 18.69it/s]
 21%|##1       | 167/781 [00:09<00:32, 18.85it/s]
 22%|##1       | 169/781 [00:09<00:32, 18.89it/s]
 22%|##1       | 171/781 [00:09<00:32, 18.58it/s]
 22%|##2       | 173/781 [00:09<00:32, 18.92it/s]
 22%|##2       | 175/781 [00:09<00:32, 18.93it/s]
 23%|##2       | 177/781 [00:09<00:32, 18.38it/s]
 23%|##2       | 179/781 [00:09<00:33, 18.24it/s]
 23%|##3       | 181/781 [00:09<00:32, 18.28it/s]
 23%|##3       | 183/781 [00:10<00:33, 18.12it/s]
 24%|##3       | 185/781 [00:10<00:33, 17.84it/s]
 24%|##3       | 187/781 [00:10<00:32, 18.23it/s]
 24%|##4       | 189/781 [00:10<00:32, 18.05it/s]
 24%|##4       | 191/781 [00:10<00:32, 18.18it/s]
 25%|##4       | 193/781 [00:10<00:31, 18.44it/s]
 25%|##4       | 195/781 [00:10<00:32, 18.20it/s]
 25%|##5       | 197/781 [00:10<00:32, 18.10it/s]
 25%|##5       | 199/781 [00:10<00:31, 18.61it/s]
 26%|##5       | 201/781 [00:11<00:31, 18.30it/s]
 26%|##5       | 203/781 [00:11<00:31, 18.59it/s]
 26%|##6       | 205/781 [00:11<00:31, 18.27it/s]
 27%|##6       | 207/781 [00:11<00:31, 18.29it/s]
 27%|##6       | 209/781 [00:11<00:31, 17.95it/s]
 27%|##7       | 211/781 [00:11<00:31, 18.19it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.81it/s]
 28%|##7       | 216/781 [00:11<00:29, 18.84it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.06it/s]
 28%|##8       | 220/781 [00:12<00:29, 19.03it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.46it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.31it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.29it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.08it/s]
 29%|##9       | 230/781 [00:12<00:30, 17.83it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.02it/s]
 30%|##9       | 234/781 [00:12<00:30, 17.77it/s]
 30%|###       | 236/781 [00:12<00:30, 17.96it/s]
 30%|###       | 238/781 [00:13<00:30, 18.09it/s]
 31%|###       | 240/781 [00:13<00:29, 18.17it/s]
 31%|###       | 242/781 [00:13<00:29, 18.10it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.19it/s]
 31%|###1      | 246/781 [00:13<00:29, 17.88it/s]
 32%|###1      | 248/781 [00:13<00:30, 17.72it/s]
 32%|###2      | 250/781 [00:13<00:30, 17.34it/s]
 32%|###2      | 252/781 [00:13<00:30, 17.34it/s]
 33%|###2      | 254/781 [00:13<00:30, 17.30it/s]
 33%|###2      | 256/781 [00:14<00:30, 17.33it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.65it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.71it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.30it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.62it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.56it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.46it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.64it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.72it/s]
 35%|###5      | 274/781 [00:15<00:26, 18.94it/s]
 35%|###5      | 276/781 [00:15<00:26, 19.19it/s]
 36%|###5      | 279/781 [00:15<00:25, 19.63it/s]
 36%|###6      | 282/781 [00:15<00:25, 19.89it/s]
 36%|###6      | 284/781 [00:15<00:25, 19.54it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.63it/s]
 37%|###7      | 289/781 [00:15<00:24, 19.70it/s]
 37%|###7      | 291/781 [00:15<00:24, 19.77it/s]
 38%|###7      | 294/781 [00:16<00:24, 19.87it/s]
 38%|###7      | 296/781 [00:16<00:24, 19.88it/s]
 38%|###8      | 298/781 [00:16<00:24, 19.89it/s]
 39%|###8      | 301/781 [00:16<00:24, 19.73it/s]
 39%|###8      | 303/781 [00:16<00:24, 19.72it/s]
 39%|###9      | 306/781 [00:16<00:23, 20.00it/s]
 40%|###9      | 309/781 [00:16<00:23, 19.96it/s]
 40%|###9      | 311/781 [00:16<00:24, 19.45it/s]
 40%|####      | 313/781 [00:17<00:24, 19.31it/s]
 40%|####      | 315/781 [00:17<00:24, 19.32it/s]
 41%|####      | 317/781 [00:17<00:23, 19.48it/s]
 41%|####      | 320/781 [00:17<00:23, 19.87it/s]
 41%|####1     | 323/781 [00:17<00:22, 19.93it/s]
 42%|####1     | 325/781 [00:17<00:23, 19.70it/s]
 42%|####1     | 327/781 [00:17<00:23, 19.50it/s]
 42%|####2     | 329/781 [00:17<00:23, 19.59it/s]
 42%|####2     | 331/781 [00:17<00:22, 19.68it/s]
 43%|####2     | 333/781 [00:18<00:23, 19.47it/s]
 43%|####2     | 335/781 [00:18<00:22, 19.42it/s]
 43%|####3     | 337/781 [00:18<00:22, 19.53it/s]
 44%|####3     | 340/781 [00:18<00:22, 19.68it/s]
 44%|####3     | 342/781 [00:18<00:22, 19.25it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.07it/s]
 44%|####4     | 347/781 [00:18<00:22, 19.59it/s]
 45%|####4     | 349/781 [00:18<00:22, 19.21it/s]
 45%|####4     | 351/781 [00:18<00:22, 19.42it/s]
 45%|####5     | 354/781 [00:19<00:21, 19.59it/s]
 46%|####5     | 356/781 [00:19<00:21, 19.68it/s]
 46%|####5     | 359/781 [00:19<00:21, 19.63it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.84it/s]
 47%|####6     | 365/781 [00:19<00:20, 20.04it/s]
 47%|####7     | 368/781 [00:19<00:20, 19.88it/s]
 48%|####7     | 371/781 [00:19<00:20, 20.08it/s]
 48%|####7     | 374/781 [00:20<00:20, 19.71it/s]
 48%|####8     | 376/781 [00:20<00:20, 19.76it/s]
 49%|####8     | 379/781 [00:20<00:20, 20.00it/s]
 49%|####8     | 382/781 [00:20<00:19, 19.98it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.75it/s]
 49%|####9     | 386/781 [00:20<00:19, 19.79it/s]
 50%|####9     | 389/781 [00:20<00:19, 19.77it/s]
 50%|#####     | 391/781 [00:20<00:20, 19.46it/s]
 50%|#####     | 393/781 [00:21<00:20, 19.10it/s]
 51%|#####     | 395/781 [00:21<00:19, 19.32it/s]
 51%|#####     | 398/781 [00:21<00:19, 19.59it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.68it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.45it/s]
 52%|#####1    | 405/781 [00:21<00:18, 19.86it/s]
 52%|#####2    | 408/781 [00:21<00:18, 20.10it/s]
 53%|#####2    | 411/781 [00:21<00:18, 20.26it/s]
 53%|#####3    | 414/781 [00:22<00:18, 20.09it/s]
 53%|#####3    | 417/781 [00:22<00:18, 19.53it/s]
 54%|#####3    | 419/781 [00:22<00:18, 19.25it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.68it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.86it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.08it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.07it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.18it/s]
 55%|#####5    | 432/781 [00:23<00:18, 19.39it/s]
 56%|#####5    | 435/781 [00:23<00:17, 19.75it/s]
 56%|#####5    | 437/781 [00:23<00:17, 19.81it/s]
 56%|#####6    | 439/781 [00:23<00:17, 19.43it/s]
 56%|#####6    | 441/781 [00:23<00:17, 19.21it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.57it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.20it/s]
 57%|#####7    | 449/781 [00:23<00:16, 19.58it/s]
 58%|#####7    | 451/781 [00:24<00:16, 19.48it/s]
 58%|#####8    | 453/781 [00:24<00:16, 19.40it/s]
 58%|#####8    | 455/781 [00:24<00:17, 19.06it/s]
 59%|#####8    | 458/781 [00:24<00:16, 19.48it/s]
 59%|#####9    | 461/781 [00:24<00:16, 19.64it/s]
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Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:34<00:13,  1.09s/it]
Validation Progress:  73%|#######2  | 32/44 [00:34<00:13,  1.09s/it]
Validation Progress:  73%|#######2  | 32/44 [00:34<00:13,  1.09s/it]
Validation Progress:  73%|#######2  | 32/44 [00:34<00:13,  1.09s/it]
Validation Progress:  75%|#######5  | 33/44 [00:35<00:11,  1.08s/it]
Validation Progress:  75%|#######5  | 33/44 [00:35<00:11,  1.08s/it]
Validation Progress:  75%|#######5  | 33/44 [00:35<00:11,  1.08s/it]
Validation Progress:  75%|#######5  | 33/44 [00:35<00:11,  1.08s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.15s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.15s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.15s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.15s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.15s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.15s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.15s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.15s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.16s/it]
Validation Progress:  84%|########4 | 37/44 [00:40<00:08,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:40<00:08,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:40<00:08,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:40<00:08,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.15s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.15s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.15s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.15s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.14s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.15s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.15s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.15s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.05it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.05it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.04it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.04it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:07<00:00,  7.19s/it]
100%|##########| 1/1 [00:07<00:00,  7.19s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 14.13it/s]
  3%|2         | 4/157 [00:00<00:09, 15.59it/s]
  4%|3         | 6/157 [00:00<00:09, 16.50it/s]
  5%|5         | 8/157 [00:00<00:08, 16.67it/s]
  6%|6         | 10/157 [00:00<00:08, 17.16it/s]
  8%|7         | 12/157 [00:00<00:08, 17.49it/s]
  9%|8         | 14/157 [00:00<00:08, 17.48it/s]
 10%|#         | 16/157 [00:00<00:08, 17.18it/s]
 11%|#1        | 18/157 [00:01<00:08, 17.26it/s]
 13%|#2        | 20/157 [00:01<00:07, 17.40it/s]
 14%|#4        | 22/157 [00:01<00:07, 17.07it/s]
 15%|#5        | 24/157 [00:01<00:07, 16.99it/s]
 17%|#6        | 26/157 [00:01<00:07, 17.09it/s]
 18%|#7        | 28/157 [00:01<00:07, 17.26it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.20it/s]
 20%|##        | 32/157 [00:01<00:07, 17.26it/s]
 22%|##1       | 34/157 [00:01<00:07, 17.43it/s]
 23%|##2       | 36/157 [00:02<00:06, 17.39it/s]
 24%|##4       | 38/157 [00:02<00:06, 17.49it/s]
 25%|##5       | 40/157 [00:02<00:06, 17.42it/s]
 27%|##6       | 42/157 [00:02<00:06, 17.27it/s]
 28%|##8       | 44/157 [00:02<00:06, 17.56it/s]
 29%|##9       | 46/157 [00:02<00:06, 17.41it/s]
 31%|###       | 48/157 [00:02<00:06, 17.46it/s]
 32%|###1      | 50/157 [00:02<00:06, 17.56it/s]
 33%|###3      | 52/157 [00:03<00:05, 17.56it/s]
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 38%|###8      | 60/157 [00:03<00:05, 17.93it/s]
 39%|###9      | 62/157 [00:03<00:05, 17.99it/s]
 41%|####      | 64/157 [00:03<00:05, 18.03it/s]
 42%|####2     | 66/157 [00:03<00:05, 18.04it/s]
 43%|####3     | 68/157 [00:03<00:04, 18.05it/s]
 45%|####4     | 70/157 [00:04<00:04, 18.06it/s]
 46%|####5     | 72/157 [00:04<00:04, 18.09it/s]
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 48%|####8     | 76/157 [00:04<00:04, 18.08it/s]
 50%|####9     | 78/157 [00:04<00:04, 18.09it/s]
 51%|#####     | 80/157 [00:04<00:04, 18.14it/s]
 52%|#####2    | 82/157 [00:04<00:04, 18.23it/s]
 54%|#####3    | 84/157 [00:04<00:03, 18.30it/s]
 55%|#####4    | 86/157 [00:04<00:03, 18.34it/s]
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 57%|#####7    | 90/157 [00:05<00:03, 18.26it/s]
 59%|#####8    | 92/157 [00:05<00:03, 18.15it/s]
 60%|#####9    | 94/157 [00:05<00:03, 18.10it/s]
 61%|######1   | 96/157 [00:05<00:03, 18.11it/s]
 62%|######2   | 98/157 [00:05<00:03, 18.14it/s]
 64%|######3   | 100/157 [00:05<00:03, 18.12it/s]
 65%|######4   | 102/157 [00:05<00:03, 18.12it/s]
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 69%|######8   | 108/157 [00:06<00:02, 18.02it/s]
 70%|#######   | 110/157 [00:06<00:02, 18.02it/s]
 71%|#######1  | 112/157 [00:06<00:02, 18.05it/s]
 73%|#######2  | 114/157 [00:06<00:02, 18.12it/s]
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 79%|#######8  | 124/157 [00:06<00:01, 18.16it/s]
 80%|########  | 126/157 [00:07<00:01, 18.16it/s]
 82%|########1 | 128/157 [00:07<00:01, 18.17it/s]
 83%|########2 | 130/157 [00:07<00:01, 18.22it/s]
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 85%|########5 | 134/157 [00:07<00:01, 17.94it/s]
 87%|########6 | 136/157 [00:07<00:01, 17.86it/s]
 88%|########7 | 138/157 [00:07<00:01, 17.79it/s]
 89%|########9 | 140/157 [00:07<00:00, 17.84it/s]
 90%|######### | 142/157 [00:07<00:00, 17.96it/s]
 92%|#########1| 144/157 [00:08<00:00, 18.03it/s]
 93%|#########2| 146/157 [00:08<00:00, 18.07it/s]
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 99%|#########9| 156/157 [00:08<00:00, 17.74it/s]
100%|##########| 157/157 [00:08<00:00, 17.83it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
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  1%|          | 4/781 [00:00<00:44, 17.41it/s]
  1%|          | 6/781 [00:00<00:45, 17.13it/s]
  1%|1         | 8/781 [00:00<00:45, 17.01it/s]
  1%|1         | 10/781 [00:00<00:45, 17.08it/s]
  2%|1         | 12/781 [00:00<00:44, 17.11it/s]
  2%|1         | 14/781 [00:00<00:43, 17.55it/s]
  2%|2         | 16/781 [00:00<00:42, 17.86it/s]
  2%|2         | 18/781 [00:01<00:43, 17.62it/s]
  3%|2         | 20/781 [00:01<00:49, 15.43it/s]
  3%|2         | 22/781 [00:01<00:53, 14.23it/s]
  3%|3         | 24/781 [00:01<00:56, 13.52it/s]
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  4%|3         | 28/781 [00:01<00:59, 12.73it/s]
  4%|3         | 30/781 [00:02<01:00, 12.50it/s]
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  5%|4         | 36/781 [00:02<01:01, 12.05it/s]
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  6%|5         | 44/781 [00:03<01:02, 11.79it/s]
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  6%|6         | 48/781 [00:03<01:03, 11.56it/s]
  6%|6         | 50/781 [00:03<01:02, 11.61it/s]
  7%|6         | 52/781 [00:03<01:03, 11.52it/s]
  7%|6         | 54/781 [00:04<01:03, 11.50it/s]
  7%|7         | 56/781 [00:04<01:02, 11.56it/s]
  7%|7         | 58/781 [00:04<01:02, 11.63it/s]
  8%|7         | 60/781 [00:04<01:01, 11.71it/s]
  8%|7         | 62/781 [00:04<01:01, 11.62it/s]
  8%|8         | 64/781 [00:04<01:02, 11.51it/s]
  8%|8         | 66/781 [00:05<01:01, 11.53it/s]
  9%|8         | 68/781 [00:05<01:02, 11.48it/s]
  9%|8         | 70/781 [00:05<01:02, 11.42it/s]
  9%|9         | 72/781 [00:05<01:01, 11.60it/s]
  9%|9         | 74/781 [00:05<01:00, 11.62it/s]
 10%|9         | 76/781 [00:05<00:59, 11.77it/s]
 10%|9         | 78/781 [00:06<00:59, 11.87it/s]
 10%|#         | 80/781 [00:06<00:59, 11.83it/s]
 10%|#         | 82/781 [00:06<00:59, 11.78it/s]
 11%|#         | 84/781 [00:06<00:59, 11.62it/s]
 11%|#1        | 86/781 [00:06<00:59, 11.74it/s]
 11%|#1        | 88/781 [00:06<00:58, 11.84it/s]
 12%|#1        | 90/781 [00:07<00:58, 11.91it/s]
 12%|#1        | 92/781 [00:07<00:57, 11.91it/s]
 12%|#2        | 94/781 [00:07<00:57, 11.91it/s]
 12%|#2        | 96/781 [00:07<00:57, 11.83it/s]
 13%|#2        | 98/781 [00:07<00:57, 11.92it/s]
 13%|#2        | 100/781 [00:08<00:57, 11.85it/s]
 13%|#3        | 102/781 [00:08<00:57, 11.89it/s]
 13%|#3        | 104/781 [00:08<00:57, 11.85it/s]
 14%|#3        | 106/781 [00:08<00:57, 11.75it/s]
 14%|#3        | 108/781 [00:08<00:57, 11.71it/s]
 14%|#4        | 110/781 [00:08<00:56, 11.80it/s]
 14%|#4        | 112/781 [00:09<00:56, 11.87it/s]
 15%|#4        | 114/781 [00:09<00:55, 11.91it/s]
 15%|#4        | 116/781 [00:09<00:56, 11.86it/s]
 15%|#5        | 118/781 [00:09<00:55, 11.88it/s]
 15%|#5        | 120/781 [00:09<00:55, 11.92it/s]
 16%|#5        | 122/781 [00:09<00:55, 11.84it/s]
 16%|#5        | 124/781 [00:10<00:55, 11.79it/s]
 16%|#6        | 126/781 [00:10<00:55, 11.79it/s]
 16%|#6        | 128/781 [00:10<00:55, 11.82it/s]
 17%|#6        | 130/781 [00:10<00:55, 11.83it/s]
 17%|#6        | 132/781 [00:10<00:54, 11.88it/s]
 17%|#7        | 134/781 [00:10<00:54, 11.94it/s]
 17%|#7        | 136/781 [00:11<00:53, 11.99it/s]
 18%|#7        | 138/781 [00:11<00:54, 11.89it/s]
 18%|#7        | 140/781 [00:11<00:53, 11.92it/s]
 18%|#8        | 142/781 [00:11<00:54, 11.73it/s]
 18%|#8        | 144/781 [00:11<00:53, 11.80it/s]
 19%|#8        | 146/781 [00:11<00:54, 11.65it/s]
 19%|#8        | 148/781 [00:12<01:11,  8.86it/s]
 19%|#9        | 150/781 [00:12<01:06,  9.54it/s]
 19%|#9        | 152/781 [00:12<01:02, 10.06it/s]
 20%|#9        | 154/781 [00:12<00:59, 10.49it/s]
 20%|#9        | 156/781 [00:12<00:57, 10.83it/s]
 20%|##        | 158/781 [00:13<00:56, 11.04it/s]
 20%|##        | 160/781 [00:13<00:56, 11.06it/s]
 21%|##        | 162/781 [00:13<00:55, 11.20it/s]
 21%|##        | 164/781 [00:13<00:55, 11.20it/s]
 21%|##1       | 166/781 [00:13<00:55, 11.16it/s]
 22%|##1       | 168/781 [00:14<00:54, 11.17it/s]
 22%|##1       | 170/781 [00:14<00:54, 11.20it/s]
 22%|##2       | 172/781 [00:14<00:54, 11.16it/s]
 22%|##2       | 174/781 [00:14<00:54, 11.20it/s]
 23%|##2       | 176/781 [00:14<00:53, 11.32it/s]
 23%|##2       | 178/781 [00:14<00:52, 11.45it/s]
 23%|##3       | 180/781 [00:15<00:52, 11.47it/s]
 23%|##3       | 182/781 [00:15<00:52, 11.51it/s]
 24%|##3       | 184/781 [00:15<00:52, 11.46it/s]
 24%|##3       | 186/781 [00:15<00:52, 11.38it/s]
 24%|##4       | 188/781 [00:15<00:51, 11.51it/s]
 24%|##4       | 190/781 [00:15<00:51, 11.50it/s]
 25%|##4       | 192/781 [00:16<00:51, 11.46it/s]
 25%|##4       | 194/781 [00:16<00:51, 11.50it/s]
 25%|##5       | 196/781 [00:16<00:50, 11.57it/s]
 25%|##5       | 198/781 [00:16<00:49, 11.67it/s]
 26%|##5       | 200/781 [00:16<00:49, 11.74it/s]
 26%|##5       | 202/781 [00:16<00:49, 11.69it/s]
 26%|##6       | 204/781 [00:17<00:49, 11.60it/s]
 26%|##6       | 206/781 [00:17<00:49, 11.53it/s]
 27%|##6       | 208/781 [00:17<00:49, 11.57it/s]
 27%|##6       | 210/781 [00:17<00:49, 11.65it/s]
 27%|##7       | 212/781 [00:17<00:48, 11.66it/s]
 27%|##7       | 214/781 [00:17<00:48, 11.66it/s]
 28%|##7       | 216/781 [00:18<00:48, 11.67it/s]
 28%|##7       | 218/781 [00:18<00:48, 11.60it/s]
 28%|##8       | 220/781 [00:18<00:48, 11.58it/s]
 28%|##8       | 222/781 [00:18<00:48, 11.63it/s]
 29%|##8       | 224/781 [00:18<00:47, 11.68it/s]
 29%|##8       | 226/781 [00:19<00:47, 11.72it/s]
 29%|##9       | 228/781 [00:19<00:47, 11.76it/s]
 29%|##9       | 230/781 [00:19<00:46, 11.73it/s]
 30%|##9       | 232/781 [00:19<00:47, 11.48it/s]
 30%|##9       | 234/781 [00:19<00:47, 11.55it/s]
 30%|###       | 236/781 [00:19<00:47, 11.53it/s]
 30%|###       | 238/781 [00:20<00:47, 11.54it/s]
 31%|###       | 240/781 [00:20<00:47, 11.50it/s]
 31%|###       | 242/781 [00:20<00:46, 11.59it/s]
 31%|###1      | 244/781 [00:20<00:46, 11.53it/s]
 31%|###1      | 246/781 [00:20<00:47, 11.31it/s]
 32%|###1      | 248/781 [00:20<00:47, 11.18it/s]
 32%|###2      | 250/781 [00:21<00:47, 11.19it/s]
 32%|###2      | 252/781 [00:21<00:47, 11.25it/s]
 33%|###2      | 254/781 [00:21<00:46, 11.28it/s]
 33%|###2      | 256/781 [00:21<00:46, 11.26it/s]
 33%|###3      | 258/781 [00:21<00:46, 11.27it/s]
 33%|###3      | 260/781 [00:22<00:45, 11.40it/s]
 34%|###3      | 262/781 [00:22<00:46, 11.28it/s]
 34%|###3      | 264/781 [00:22<00:45, 11.28it/s]
 34%|###4      | 266/781 [00:22<00:45, 11.22it/s]
 34%|###4      | 268/781 [00:22<00:45, 11.26it/s]
 35%|###4      | 270/781 [00:22<00:45, 11.24it/s]
 35%|###4      | 272/781 [00:23<00:45, 11.27it/s]
 35%|###5      | 274/781 [00:23<00:44, 11.41it/s]
 35%|###5      | 276/781 [00:23<00:44, 11.41it/s]
 36%|###5      | 278/781 [00:23<00:44, 11.26it/s]
 36%|###5      | 280/781 [00:23<00:44, 11.32it/s]
 36%|###6      | 282/781 [00:23<00:44, 11.26it/s]
 36%|###6      | 284/781 [00:24<00:43, 11.32it/s]
 37%|###6      | 286/781 [00:24<00:44, 11.23it/s]
 37%|###6      | 288/781 [00:24<00:44, 11.16it/s]
 37%|###7      | 290/781 [00:24<00:44, 11.13it/s]
 37%|###7      | 292/781 [00:24<00:44, 11.06it/s]
 38%|###7      | 294/781 [00:25<00:43, 11.13it/s]
 38%|###7      | 296/781 [00:25<00:43, 11.05it/s]
 38%|###8      | 298/781 [00:25<00:42, 11.24it/s]
 38%|###8      | 300/781 [00:25<00:42, 11.22it/s]
 39%|###8      | 302/781 [00:25<00:42, 11.30it/s]
 39%|###8      | 304/781 [00:25<00:42, 11.32it/s]
 39%|###9      | 306/781 [00:26<00:41, 11.38it/s]
 39%|###9      | 308/781 [00:26<00:41, 11.38it/s]
 40%|###9      | 310/781 [00:26<00:41, 11.32it/s]
 40%|###9      | 312/781 [00:26<00:41, 11.26it/s]
 40%|####      | 314/781 [00:26<00:41, 11.32it/s]
 40%|####      | 316/781 [00:26<00:40, 11.46it/s]
 41%|####      | 318/781 [00:27<00:40, 11.38it/s]
 41%|####      | 320/781 [00:27<00:41, 11.22it/s]
 41%|####1     | 322/781 [00:27<00:40, 11.21it/s]
 41%|####1     | 324/781 [00:27<00:40, 11.24it/s]
 42%|####1     | 326/781 [00:27<00:40, 11.19it/s]
 42%|####1     | 328/781 [00:28<00:40, 11.15it/s]
 42%|####2     | 330/781 [00:28<00:40, 11.22it/s]
 43%|####2     | 332/781 [00:28<00:40, 11.13it/s]
 43%|####2     | 334/781 [00:28<00:39, 11.21it/s]
 43%|####3     | 336/781 [00:28<00:39, 11.28it/s]
 43%|####3     | 338/781 [00:28<00:39, 11.29it/s]
 44%|####3     | 340/781 [00:29<00:39, 11.18it/s]
 44%|####3     | 342/781 [00:29<00:39, 11.16it/s]
 44%|####4     | 344/781 [00:29<00:39, 11.12it/s]
 44%|####4     | 346/781 [00:29<00:39, 11.10it/s]
 45%|####4     | 348/781 [00:29<00:39, 11.03it/s]
 45%|####4     | 350/781 [00:30<00:38, 11.09it/s]
 45%|####5     | 352/781 [00:30<00:38, 11.11it/s]
 45%|####5     | 354/781 [00:30<00:38, 11.11it/s]
 46%|####5     | 356/781 [00:30<00:38, 11.11it/s]
 46%|####5     | 358/781 [00:30<00:38, 11.06it/s]
 46%|####6     | 360/781 [00:30<00:37, 11.14it/s]
 46%|####6     | 362/781 [00:31<00:37, 11.13it/s]
 47%|####6     | 364/781 [00:31<00:37, 11.12it/s]
 47%|####6     | 366/781 [00:31<00:37, 11.18it/s]
 47%|####7     | 368/781 [00:31<00:36, 11.29it/s]
 47%|####7     | 370/781 [00:31<00:36, 11.32it/s]
 48%|####7     | 372/781 [00:31<00:35, 11.41it/s]
 48%|####7     | 374/781 [00:32<00:35, 11.31it/s]
 48%|####8     | 376/781 [00:32<00:36, 11.22it/s]
 48%|####8     | 378/781 [00:32<00:36, 11.07it/s]
 49%|####8     | 380/781 [00:32<00:35, 11.17it/s]
 49%|####8     | 382/781 [00:32<00:36, 11.03it/s]
 49%|####9     | 384/781 [00:33<00:35, 11.04it/s]
 49%|####9     | 386/781 [00:33<00:35, 11.04it/s]
 50%|####9     | 388/781 [00:33<00:35, 11.08it/s]
 50%|####9     | 390/781 [00:33<00:35, 10.95it/s]
 50%|#####     | 392/781 [00:33<00:35, 11.08it/s]
 50%|#####     | 394/781 [00:33<00:35, 11.02it/s]
 51%|#####     | 396/781 [00:34<00:34, 11.00it/s]
 51%|#####     | 398/781 [00:34<00:34, 11.02it/s]
 51%|#####1    | 400/781 [00:34<00:34, 11.01it/s]
 51%|#####1    | 402/781 [00:34<00:34, 11.14it/s]
 52%|#####1    | 404/781 [00:34<00:33, 11.20it/s]
 52%|#####1    | 406/781 [00:35<00:33, 11.18it/s]
 52%|#####2    | 408/781 [00:35<00:33, 11.14it/s]
 52%|#####2    | 410/781 [00:35<00:33, 11.21it/s]
 53%|#####2    | 412/781 [00:35<00:33, 11.16it/s]
 53%|#####3    | 414/781 [00:35<00:33, 11.11it/s]
 53%|#####3    | 416/781 [00:35<00:32, 11.19it/s]
 54%|#####3    | 418/781 [00:36<00:32, 11.16it/s]
 54%|#####3    | 420/781 [00:36<00:32, 11.22it/s]
 54%|#####4    | 422/781 [00:36<00:32, 11.13it/s]
 54%|#####4    | 424/781 [00:36<00:32, 11.13it/s]
 55%|#####4    | 426/781 [00:36<00:32, 11.09it/s]
 55%|#####4    | 428/781 [00:37<00:31, 11.17it/s]
 55%|#####5    | 430/781 [00:37<00:30, 11.33it/s]
 55%|#####5    | 432/781 [00:37<00:31, 11.24it/s]
 56%|#####5    | 434/781 [00:37<00:31, 11.01it/s]
 56%|#####5    | 436/781 [00:37<00:31, 10.87it/s]
 56%|#####6    | 438/781 [00:37<00:31, 10.75it/s]
 56%|#####6    | 440/781 [00:38<00:31, 10.66it/s]
 57%|#####6    | 442/781 [00:38<00:31, 10.65it/s]
 57%|#####6    | 444/781 [00:38<00:31, 10.59it/s]
 57%|#####7    | 446/781 [00:38<00:32, 10.46it/s]
 57%|#####7    | 448/781 [00:38<00:32, 10.39it/s]
 58%|#####7    | 450/781 [00:39<00:31, 10.34it/s]
 58%|#####7    | 452/781 [00:39<00:31, 10.31it/s]
 58%|#####8    | 454/781 [00:39<00:31, 10.40it/s]
 58%|#####8    | 456/781 [00:39<00:30, 10.49it/s]
 59%|#####8    | 458/781 [00:39<00:30, 10.61it/s]
 59%|#####8    | 460/781 [00:40<00:30, 10.67it/s]
 59%|#####9    | 462/781 [00:40<00:29, 10.75it/s]
 59%|#####9    | 464/781 [00:40<00:29, 10.87it/s]
 60%|#####9    | 466/781 [00:40<00:28, 10.89it/s]
 60%|#####9    | 468/781 [00:40<00:28, 10.99it/s]
 60%|######    | 470/781 [00:40<00:28, 11.10it/s]
 60%|######    | 472/781 [00:41<00:27, 11.14it/s]
 61%|######    | 474/781 [00:41<00:27, 11.11it/s]
 61%|######    | 476/781 [00:41<00:27, 11.11it/s]
 61%|######1   | 478/781 [00:41<00:27, 11.12it/s]
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 62%|######1   | 482/781 [00:42<00:26, 11.17it/s]
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 62%|######2   | 486/781 [00:42<00:26, 10.93it/s]
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 69%|######8   | 538/781 [00:47<00:21, 11.07it/s]
 69%|######9   | 540/781 [00:47<00:21, 11.01it/s]
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 70%|######9   | 544/781 [00:47<00:21, 10.96it/s]
 70%|######9   | 546/781 [00:47<00:21, 10.97it/s]
 70%|#######   | 548/781 [00:48<00:21, 11.00it/s]
 70%|#######   | 550/781 [00:48<00:20, 11.01it/s]
 71%|#######   | 552/781 [00:48<00:20, 11.04it/s]
 71%|#######   | 554/781 [00:48<00:20, 11.01it/s]
 71%|#######1  | 556/781 [00:48<00:20, 11.02it/s]
 71%|#######1  | 558/781 [00:48<00:20, 11.03it/s]
 72%|#######1  | 560/781 [00:49<00:20, 11.04it/s]
 72%|#######1  | 562/781 [00:49<00:19, 11.05it/s]
 72%|#######2  | 564/781 [00:49<00:19, 11.06it/s]
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 73%|#######2  | 568/781 [00:49<00:19, 11.04it/s]
 73%|#######2  | 570/781 [00:50<00:19, 11.05it/s]
 73%|#######3  | 572/781 [00:50<00:18, 11.05it/s]
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 74%|#######4  | 580/781 [00:50<00:18, 11.01it/s]
 75%|#######4  | 582/781 [00:51<00:18, 11.03it/s]
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 75%|#######5  | 586/781 [00:51<00:17, 11.06it/s]
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 76%|#######5  | 590/781 [00:51<00:17, 10.99it/s]
 76%|#######5  | 592/781 [00:52<00:17, 11.01it/s]
 76%|#######6  | 594/781 [00:52<00:16, 11.04it/s]
 76%|#######6  | 596/781 [00:52<00:16, 11.00it/s]
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 77%|#######6  | 600/781 [00:52<00:16, 10.73it/s]
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 79%|#######9  | 618/781 [00:54<00:15, 10.83it/s]
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 80%|#######9  | 622/781 [00:54<00:14, 11.01it/s]
 80%|#######9  | 624/781 [00:54<00:14, 11.06it/s]
 80%|########  | 626/781 [00:55<00:13, 11.10it/s]
 80%|########  | 628/781 [00:55<00:13, 11.14it/s]
 81%|########  | 630/781 [00:55<00:13, 11.15it/s]
 81%|########  | 632/781 [00:55<00:13, 11.16it/s]
 81%|########1 | 634/781 [00:55<00:13, 11.12it/s]
 81%|########1 | 636/781 [00:56<00:13, 11.08it/s]
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 82%|########1 | 640/781 [00:56<00:12, 11.05it/s]
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 83%|########2 | 648/781 [00:57<00:12, 11.00it/s]
 83%|########3 | 650/781 [00:57<00:11, 11.00it/s]
 83%|########3 | 652/781 [00:57<00:11, 11.02it/s]
 84%|########3 | 654/781 [00:57<00:11, 11.07it/s]
 84%|########3 | 656/781 [00:57<00:11, 11.09it/s]
 84%|########4 | 658/781 [00:58<00:11, 11.12it/s]
 85%|########4 | 660/781 [00:58<00:10, 11.09it/s]
 85%|########4 | 662/781 [00:58<00:10, 11.09it/s]
 85%|########5 | 664/781 [00:58<00:10, 11.10it/s]
 85%|########5 | 666/781 [00:58<00:10, 11.08it/s]
 86%|########5 | 668/781 [00:58<00:10, 11.08it/s]
 86%|########5 | 670/781 [00:59<00:10, 11.09it/s]
 86%|########6 | 672/781 [00:59<00:09, 11.12it/s]
 86%|########6 | 674/781 [00:59<00:09, 11.17it/s]
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 87%|########6 | 678/781 [00:59<00:09, 11.16it/s]
 87%|########7 | 680/781 [01:00<00:09, 11.20it/s]
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 88%|########7 | 684/781 [01:00<00:08, 11.22it/s]
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 88%|########8 | 688/781 [01:00<00:08, 11.23it/s]
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 90%|########9 | 700/781 [01:01<00:07, 11.21it/s]
 90%|########9 | 702/781 [01:01<00:07, 11.17it/s]
 90%|######### | 704/781 [01:02<00:06, 11.19it/s]
 90%|######### | 706/781 [01:02<00:06, 11.19it/s]
 91%|######### | 708/781 [01:02<00:06, 11.04it/s]
 91%|######### | 710/781 [01:02<00:06, 11.08it/s]
 91%|#########1| 712/781 [01:02<00:06, 11.04it/s]
 91%|#########1| 714/781 [01:03<00:06, 11.04it/s]
 92%|#########1| 716/781 [01:03<00:05, 11.06it/s]
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 92%|#########2| 720/781 [01:03<00:05, 10.88it/s]
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 96%|#########6| 750/781 [01:06<00:02, 11.20it/s]
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 98%|#########8| 768/781 [01:07<00:01, 11.08it/s]
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100%|#########9| 778/781 [01:08<00:00, 11.05it/s]
100%|#########9| 780/781 [01:09<00:00, 11.08it/s]
100%|##########| 781/781 [01:09<00:00, 11.30it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
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Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.05s/it]
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Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.06s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:49,  1.16s/it]
Validation Progress:   5%|4         | 2/44 [00:01<00:41,  1.02it/s]
Validation Progress:   5%|4         | 2/44 [00:01<00:41,  1.02it/s]
Validation Progress:   5%|4         | 2/44 [00:01<00:41,  1.02it/s]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.02s/it]
Validation Progress:   7%|6         | 3/44 [00:02<00:39,  1.04it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:39,  1.04it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:39,  1.03it/s]
Validation Progress:   7%|6         | 3/44 [00:03<00:40,  1.01it/s]
Validation Progress:   9%|9         | 4/44 [00:03<00:39,  1.01it/s]
Validation Progress:   9%|9         | 4/44 [00:03<00:39,  1.01it/s]
Validation Progress:   9%|9         | 4/44 [00:03<00:39,  1.01it/s]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.00s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.05s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.05s/it]
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Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.06s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.02s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.02s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.03s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.06s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.04s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.04s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.05s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:39,  1.07s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:37,  1.04s/it]
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  8%|7         | 62/781 [00:03<00:38, 18.70it/s]
  8%|8         | 64/781 [00:03<00:38, 18.47it/s]
  8%|8         | 66/781 [00:03<00:38, 18.51it/s]
  9%|8         | 68/781 [00:03<00:38, 18.55it/s]
  9%|8         | 70/781 [00:03<00:38, 18.70it/s]
  9%|9         | 72/781 [00:03<00:37, 18.98it/s]
  9%|9         | 74/781 [00:03<00:37, 18.90it/s]
 10%|9         | 76/781 [00:04<00:37, 18.91it/s]
 10%|9         | 78/781 [00:04<00:36, 19.02it/s]
 10%|#         | 80/781 [00:04<00:36, 19.21it/s]
 10%|#         | 82/781 [00:04<00:36, 19.03it/s]
 11%|#         | 84/781 [00:04<00:36, 19.03it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.04it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.83it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.87it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.94it/s]
 12%|#2        | 94/781 [00:04<00:36, 18.93it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.44it/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, 18.66it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.44it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.28it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.32it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.17it/s]
 14%|#4        | 112/781 [00:05<00:37, 18.00it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.99it/s]
 15%|#4        | 116/781 [00:06<00:36, 17.99it/s]
 15%|#5        | 118/781 [00:06<00:36, 17.93it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.02it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.08it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.42it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.29it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.62it/s]
 17%|#6        | 130/781 [00:06<00:35, 18.54it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.82it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.66it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.69it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.69it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.54it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.46it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.39it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.38it/s]
 19%|#8        | 148/781 [00:07<00:34, 18.34it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.19it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.04it/s]
 20%|#9        | 154/781 [00:08<00:34, 17.96it/s]
 20%|#9        | 156/781 [00:08<00:34, 17.92it/s]
 20%|##        | 158/781 [00:08<00:34, 18.29it/s]
 20%|##        | 160/781 [00:08<00:33, 18.30it/s]
 21%|##        | 162/781 [00:08<00:33, 18.46it/s]
 21%|##        | 164/781 [00:08<00:33, 18.56it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.48it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.42it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.36it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.34it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.36it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.35it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.61it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.69it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.69it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.68it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.47it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.35it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.59it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.60it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.52it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.46it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.43it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.42it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.40it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.51it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.78it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.66it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.55it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.48it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.58it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.52it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.56it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.66it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.70it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.74it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.78it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.00it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.08it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.26it/s]
 30%|##9       | 234/781 [00:12<00:30, 18.21it/s]
 30%|###       | 236/781 [00:12<00:29, 18.41it/s]
 30%|###       | 238/781 [00:12<00:29, 18.40it/s]
 31%|###       | 240/781 [00:12<00:28, 18.69it/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, 18.77it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.65it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.86it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.72it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.59it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.65it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.71it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.70it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.56it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.49it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.43it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.51it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.40it/s]
 35%|###4      | 272/781 [00:14<00:28, 18.10it/s]
 35%|###5      | 274/781 [00:14<00:28, 17.96it/s]
 35%|###5      | 276/781 [00:14<00:28, 17.90it/s]
 36%|###5      | 278/781 [00:14<00:28, 17.85it/s]
 36%|###5      | 280/781 [00:15<00:28, 17.70it/s]
 36%|###6      | 282/781 [00:15<00:27, 17.93it/s]
 36%|###6      | 284/781 [00:15<00:27, 17.95it/s]
 37%|###6      | 286/781 [00:15<00:27, 18.01it/s]
 37%|###6      | 288/781 [00:15<00:27, 17.94it/s]
 37%|###7      | 290/781 [00:15<00:27, 17.81it/s]
 37%|###7      | 292/781 [00:15<00:27, 17.73it/s]
 38%|###7      | 294/781 [00:15<00:27, 17.75it/s]
 38%|###7      | 296/781 [00:15<00:27, 17.71it/s]
 38%|###8      | 298/781 [00:16<00:27, 17.68it/s]
 38%|###8      | 300/781 [00:16<00:26, 17.84it/s]
 39%|###8      | 302/781 [00:16<00:26, 17.96it/s]
 39%|###8      | 304/781 [00:16<00:26, 18.19it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.35it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.41it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.25it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.38it/s]
 40%|####      | 314/781 [00:16<00:25, 18.45it/s]
 40%|####      | 316/781 [00:17<00:25, 18.39it/s]
 41%|####      | 318/781 [00:17<00:25, 18.51it/s]
 41%|####      | 320/781 [00:17<00:25, 18.43it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.52it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.46it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.38it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.60it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.65it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.53it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.46it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.52it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.44it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.35it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.46it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.56it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.49it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.44it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.40it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.32it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.45it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.39it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.51it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.58it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.26it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.22it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.29it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.36it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.31it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.31it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.33it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.56it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.44it/s]
 49%|####8     | 380/781 [00:20<00:22, 18.14it/s]
 49%|####8     | 382/781 [00:20<00:22, 18.11it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.29it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.07it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.08it/s]
 50%|####9     | 390/781 [00:21<00:21, 17.94it/s]
 50%|#####     | 392/781 [00:21<00:21, 17.94it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.16it/s]
 51%|#####     | 396/781 [00:21<00:21, 17.98it/s]
 51%|#####     | 398/781 [00:21<00:21, 17.93it/s]
 51%|#####1    | 400/781 [00:21<00:21, 17.87it/s]
 51%|#####1    | 402/781 [00:21<00:21, 17.86it/s]
 52%|#####1    | 404/781 [00:21<00:21, 17.91it/s]
 52%|#####1    | 406/781 [00:21<00:20, 17.97it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.04it/s]
 52%|#####2    | 410/781 [00:22<00:20, 17.98it/s]
 53%|#####2    | 412/781 [00:22<00:20, 18.16it/s]
 53%|#####3    | 414/781 [00:22<00:20, 18.34it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.43it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.37it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.31it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.43it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.44it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.28it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.22it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.10it/s]
 55%|#####5    | 432/781 [00:23<00:19, 18.14it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.28it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.37it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.45it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.35it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.44it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.49it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.52it/s]
 57%|#####7    | 448/781 [00:24<00:17, 18.58it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.62it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.74it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.71it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.38it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.04it/s]
 59%|#####8    | 460/781 [00:24<00:17, 17.91it/s]
 59%|#####9    | 462/781 [00:25<00:17, 18.04it/s]
 59%|#####9    | 464/781 [00:25<00:17, 18.11it/s]
 60%|#####9    | 466/781 [00:25<00:17, 18.18it/s]
 60%|#####9    | 468/781 [00:25<00:17, 17.97it/s]
 60%|######    | 470/781 [00:25<00:17, 18.04it/s]
 60%|######    | 472/781 [00:25<00:17, 17.87it/s]
 61%|######    | 474/781 [00:25<00:17, 17.91it/s]
 61%|######    | 476/781 [00:25<00:16, 17.98it/s]
 61%|######1   | 478/781 [00:25<00:16, 17.96it/s]
 61%|######1   | 480/781 [00:26<00:16, 18.05it/s]
 62%|######1   | 482/781 [00:26<00:16, 18.10it/s]
 62%|######1   | 484/781 [00:26<00:16, 18.09it/s]
 62%|######2   | 486/781 [00:26<00:16, 18.09it/s]
 62%|######2   | 488/781 [00:26<00:16, 18.12it/s]
 63%|######2   | 490/781 [00:26<00:16, 17.94it/s]
 63%|######2   | 492/781 [00:26<00:16, 17.85it/s]
 63%|######3   | 494/781 [00:26<00:16, 17.90it/s]
 64%|######3   | 496/781 [00:26<00:15, 17.84it/s]
 64%|######3   | 498/781 [00:27<00:15, 17.92it/s]
 64%|######4   | 500/781 [00:27<00:15, 18.02it/s]
 64%|######4   | 502/781 [00:27<00:15, 18.09it/s]
 65%|######4   | 504/781 [00:27<00:15, 18.12it/s]
 65%|######4   | 506/781 [00:27<00:15, 18.18it/s]
 65%|######5   | 508/781 [00:27<00:15, 18.18it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.21it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.07it/s]
 66%|######5   | 514/781 [00:27<00:14, 17.95it/s]
 66%|######6   | 516/781 [00:28<00:14, 17.91it/s]
 66%|######6   | 518/781 [00:28<00:14, 17.82it/s]
 67%|######6   | 520/781 [00:28<00:14, 17.88it/s]
 67%|######6   | 522/781 [00:28<00:14, 18.01it/s]
 67%|######7   | 524/781 [00:28<00:14, 17.99it/s]
 67%|######7   | 526/781 [00:28<00:14, 17.98it/s]
 68%|######7   | 528/781 [00:28<00:14, 18.04it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.10it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.15it/s]
 68%|######8   | 534/781 [00:29<00:13, 18.13it/s]
 69%|######8   | 536/781 [00:29<00:13, 18.18it/s]
 69%|######8   | 538/781 [00:29<00:13, 18.20it/s]
 69%|######9   | 540/781 [00:29<00:13, 18.20it/s]
 69%|######9   | 542/781 [00:29<00:13, 18.20it/s]
 70%|######9   | 544/781 [00:29<00:13, 18.23it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.24it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.21it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.21it/s]
 71%|#######   | 552/781 [00:30<00:12, 18.22it/s]
 71%|#######   | 554/781 [00:30<00:12, 18.18it/s]
 71%|#######1  | 556/781 [00:30<00:12, 18.15it/s]
 71%|#######1  | 558/781 [00:30<00:12, 18.18it/s]
 72%|#######1  | 560/781 [00:30<00:12, 18.21it/s]
 72%|#######1  | 562/781 [00:30<00:12, 18.23it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.22it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.22it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.08it/s]
 73%|#######2  | 570/781 [00:31<00:11, 18.00it/s]
 73%|#######3  | 572/781 [00:31<00:11, 17.90it/s]
 73%|#######3  | 574/781 [00:31<00:11, 17.81it/s]
 74%|#######3  | 576/781 [00:31<00:11, 17.81it/s]
 74%|#######4  | 578/781 [00:31<00:11, 17.86it/s]
 74%|#######4  | 580/781 [00:31<00:11, 17.81it/s]
 75%|#######4  | 582/781 [00:31<00:11, 17.82it/s]
 75%|#######4  | 584/781 [00:31<00:11, 17.81it/s]
 75%|#######5  | 586/781 [00:31<00:10, 17.80it/s]
 75%|#######5  | 588/781 [00:32<00:10, 17.79it/s]
 76%|#######5  | 590/781 [00:32<00:10, 17.76it/s]
 76%|#######5  | 592/781 [00:32<00:10, 17.88it/s]
 76%|#######6  | 594/781 [00:32<00:10, 18.00it/s]
 76%|#######6  | 596/781 [00:32<00:10, 18.07it/s]
 77%|#######6  | 598/781 [00:32<00:10, 18.16it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.18it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.23it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.25it/s]
 78%|#######7  | 606/781 [00:33<00:09, 18.29it/s]
 78%|#######7  | 608/781 [00:33<00:09, 18.28it/s]
 78%|#######8  | 610/781 [00:33<00:09, 18.28it/s]
 78%|#######8  | 612/781 [00:33<00:09, 18.27it/s]
 79%|#######8  | 614/781 [00:33<00:09, 18.31it/s]
 79%|#######8  | 616/781 [00:33<00:09, 18.29it/s]
 79%|#######9  | 618/781 [00:33<00:08, 18.26it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.29it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.26it/s]
 80%|#######9  | 624/781 [00:34<00:08, 18.25it/s]
 80%|########  | 626/781 [00:34<00:08, 18.26it/s]
 80%|########  | 628/781 [00:34<00:08, 18.25it/s]
 81%|########  | 630/781 [00:34<00:08, 18.24it/s]
 81%|########  | 632/781 [00:34<00:08, 18.23it/s]
 81%|########1 | 634/781 [00:34<00:08, 18.21it/s]
 81%|########1 | 636/781 [00:34<00:07, 18.21it/s]
 82%|########1 | 638/781 [00:34<00:07, 17.94it/s]
 82%|########1 | 640/781 [00:34<00:07, 18.05it/s]
 82%|########2 | 642/781 [00:35<00:07, 18.14it/s]
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100%|##########| 781/781 [00:42<00:00, 18.24it/s]




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  1%|1         | 2/157 [00:00<00:11, 13.58it/s]
  3%|2         | 4/157 [00:00<00:11, 13.25it/s]
  4%|3         | 6/157 [00:00<00:10, 13.80it/s]
  5%|5         | 8/157 [00:00<00:10, 14.68it/s]
  6%|6         | 10/157 [00:00<00:09, 15.30it/s]
  8%|7         | 12/157 [00:00<00:09, 15.68it/s]
  9%|8         | 14/157 [00:00<00:09, 15.58it/s]
 10%|#         | 16/157 [00:01<00:08, 15.95it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.15it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.08it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.19it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.22it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.27it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.28it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.28it/s]
 20%|##        | 32/157 [00:02<00:07, 16.24it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.38it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.48it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.09it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.18it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.25it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.38it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.44it/s]
 31%|###       | 48/157 [00:03<00:06, 16.30it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.41it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.50it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.46it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.44it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.22it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.33it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.30it/s]
 41%|####      | 64/157 [00:03<00:05, 16.37it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.12it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.13it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.19it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.11it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.08it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.79it/s]
 50%|####9     | 78/157 [00:04<00:05, 15.72it/s]
 51%|#####     | 80/157 [00:05<00:04, 15.63it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.66it/s]
 54%|#####3    | 84/157 [00:05<00:04, 15.69it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.66it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.56it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.55it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.57it/s]
 60%|#####9    | 94/157 [00:05<00:04, 15.60it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.58it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.62it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.63it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.31it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.43it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.37it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.36it/s]
 70%|#######   | 110/157 [00:06<00:03, 15.47it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.51it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.62it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.94it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.04it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.12it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.31it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.42it/s]
 80%|########  | 126/157 [00:07<00:01, 16.54it/s]
 82%|########1 | 128/157 [00:08<00:01, 16.64it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.69it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.50it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.46it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.49it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.44it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.50it/s]
 90%|######### | 142/157 [00:08<00:00, 16.51it/s]
 92%|#########1| 144/157 [00:09<00:00, 16.62it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.66it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.69it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.55it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.49it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.56it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.58it/s]
100%|##########| 157/157 [00:09<00:00, 16.10it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.86it/s]
  1%|          | 4/781 [00:00<00:41, 18.84it/s]
  1%|          | 6/781 [00:00<00:41, 18.89it/s]
  1%|1         | 8/781 [00:00<00:40, 18.86it/s]
  1%|1         | 10/781 [00:00<00:41, 18.67it/s]
  2%|1         | 12/781 [00:00<00:41, 18.65it/s]
  2%|1         | 14/781 [00:00<00:40, 18.77it/s]
  2%|2         | 16/781 [00:00<00:40, 18.88it/s]
  2%|2         | 18/781 [00:00<00:40, 18.82it/s]
  3%|2         | 20/781 [00:01<00:40, 18.71it/s]
  3%|2         | 22/781 [00:01<00:40, 18.78it/s]
  3%|3         | 24/781 [00:01<00:40, 18.90it/s]
  3%|3         | 26/781 [00:01<00:40, 18.46it/s]
  4%|3         | 28/781 [00:01<00:40, 18.55it/s]
  4%|3         | 30/781 [00:01<00:40, 18.60it/s]
  4%|4         | 32/781 [00:01<00:39, 18.76it/s]
  4%|4         | 34/781 [00:01<00:39, 18.77it/s]
  5%|4         | 36/781 [00:01<00:39, 18.75it/s]
  5%|4         | 38/781 [00:02<00:39, 18.65it/s]
  5%|5         | 40/781 [00:02<00:39, 18.62it/s]
  5%|5         | 42/781 [00:02<00:40, 18.45it/s]
  6%|5         | 44/781 [00:02<00:39, 18.46it/s]
  6%|5         | 46/781 [00:02<00:39, 18.56it/s]
  6%|6         | 48/781 [00:02<00:39, 18.61it/s]
  6%|6         | 50/781 [00:02<00:39, 18.68it/s]
  7%|6         | 52/781 [00:02<00:38, 18.70it/s]
  7%|6         | 54/781 [00:02<00:39, 18.41it/s]
  7%|7         | 56/781 [00:03<00:39, 18.55it/s]
  7%|7         | 58/781 [00:03<00:38, 18.64it/s]
  8%|7         | 60/781 [00:03<00:38, 18.73it/s]
  8%|7         | 62/781 [00:03<00:38, 18.83it/s]
  8%|8         | 64/781 [00:03<00:38, 18.54it/s]
  8%|8         | 66/781 [00:03<00:38, 18.61it/s]
  9%|8         | 68/781 [00:03<00:38, 18.71it/s]
  9%|8         | 70/781 [00:03<00:37, 18.76it/s]
  9%|9         | 72/781 [00:03<00:37, 18.81it/s]
  9%|9         | 74/781 [00:03<00:37, 18.73it/s]
 10%|9         | 76/781 [00:04<00:37, 18.75it/s]
 10%|9         | 78/781 [00:04<00:37, 18.65it/s]
 10%|#         | 80/781 [00:04<00:37, 18.51it/s]
 10%|#         | 82/781 [00:04<00:37, 18.49it/s]
 11%|#         | 84/781 [00:04<00:38, 18.07it/s]
 11%|#1        | 86/781 [00:04<00:38, 18.13it/s]
 11%|#1        | 88/781 [00:04<00:38, 17.97it/s]
 12%|#1        | 90/781 [00:04<00:38, 18.03it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.15it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.50it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.41it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.39it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.54it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.60it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.23it/s]
 14%|#3        | 106/781 [00:05<00:37, 17.89it/s]
 14%|#3        | 108/781 [00:05<00:37, 18.10it/s]
 14%|#4        | 110/781 [00:05<00:37, 18.00it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.71it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.77it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.12it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.09it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.04it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.25it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.41it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.35it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.45it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.55it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.53it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.62it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.51it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.68it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.71it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.57it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.70it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.77it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.83it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.86it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.79it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.73it/s]
 20%|#9        | 156/781 [00:08<00:32, 18.96it/s]
 20%|##        | 158/781 [00:08<00:32, 19.07it/s]
 20%|##        | 160/781 [00:08<00:32, 18.88it/s]
 21%|##        | 162/781 [00:08<00:32, 18.99it/s]
 21%|##        | 164/781 [00:08<00:32, 19.11it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.18it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.77it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.69it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.66it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.90it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.08it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.23it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.05it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.11it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.25it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.29it/s]
 24%|##4       | 188/781 [00:10<00:30, 19.33it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.14it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.01it/s]
 25%|##4       | 194/781 [00:10<00:30, 18.99it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.03it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.94it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.88it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.04it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.18it/s]
 26%|##6       | 206/781 [00:11<00:29, 19.22it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.14it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.22it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.25it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.34it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.45it/s]
 28%|##7       | 218/781 [00:11<00:28, 19.41it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.39it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.23it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.74it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.88it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.10it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.08it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.19it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.08it/s]
 30%|###       | 236/781 [00:12<00:28, 19.11it/s]
 30%|###       | 238/781 [00:12<00:29, 18.70it/s]
 31%|###       | 240/781 [00:12<00:28, 18.79it/s]
 31%|###       | 242/781 [00:12<00:28, 18.93it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.79it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.99it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.72it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.80it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.77it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.79it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.97it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.99it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.83it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.84it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.68it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.85it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.03it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.95it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.65it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.88it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.09it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.20it/s]
 36%|###5      | 280/781 [00:14<00:25, 19.28it/s]
 36%|###6      | 282/781 [00:15<00:25, 19.20it/s]
 36%|###6      | 284/781 [00:15<00:25, 19.33it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.45it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.49it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.22it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.19it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.29it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.30it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.22it/s]
 38%|###8      | 300/781 [00:15<00:25, 19.18it/s]
 39%|###8      | 302/781 [00:16<00:24, 19.24it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.34it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.26it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.23it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.16it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.98it/s]
 40%|####      | 314/781 [00:16<00:24, 18.95it/s]
 40%|####      | 316/781 [00:16<00:24, 18.87it/s]
 41%|####      | 318/781 [00:16<00:24, 18.89it/s]
 41%|####      | 320/781 [00:17<00:24, 18.89it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.88it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.10it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.17it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.28it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.33it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.34it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.23it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.21it/s]
 43%|####3     | 338/781 [00:17<00:23, 19.13it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.94it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.94it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.92it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.72it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.85it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.45it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.34it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.41it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.49it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.27it/s]
 46%|####6     | 360/781 [00:19<00:23, 18.30it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.47it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.61it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.83it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.99it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.20it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.23it/s]
 48%|####7     | 374/781 [00:19<00:21, 19.14it/s]
 48%|####8     | 376/781 [00:19<00:21, 19.02it/s]
 48%|####8     | 378/781 [00:20<00:21, 19.02it/s]
 49%|####8     | 380/781 [00:20<00:21, 19.00it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.10it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.21it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.84it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.91it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.94it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.83it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.85it/s]
 51%|#####     | 396/781 [00:21<00:20, 19.04it/s]
 51%|#####     | 398/781 [00:21<00:20, 19.13it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.28it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.22it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.17it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.93it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.02it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.11it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.15it/s]
 53%|#####3    | 414/781 [00:21<00:19, 18.79it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.93it/s]
 54%|#####3    | 418/781 [00:22<00:18, 19.15it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.93it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.04it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.79it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.71it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.64it/s]
100%|##########| 781/781 [00:41<00:00, 18.76it/s]




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Validation Progress:  55%|#####4    | 24/44 [00:26<00:22,  1.12s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.11s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.11s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:19,  1.11s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:19,  1.11s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:19,  1.11s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.12s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.12s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.12s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.12s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:17,  1.14s/it]
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Validation Progress:  66%|######5   | 29/44 [00:31<00:17,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.12s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.12s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.12s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.12s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.18s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.18s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.18s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.14s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.05it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.05it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.04it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.03it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:09<00:00,  9.45s/it]
100%|##########| 1/1 [00:09<00:00,  9.45s/it]

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 10%|#         | 16/157 [00:01<00:08, 16.46it/s]
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100%|##########| 157/157 [00:09<00:00, 15.85it/s]

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 26%|##6       | 204/781 [00:10<00:30, 18.89it/s]
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 92%|#########1| 144/157 [00:08<00:00, 16.16it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.24it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.17it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.33it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.33it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.30it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.25it/s]
100%|##########| 157/157 [00:09<00:00, 16.20it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:48, 15.98it/s]
  1%|          | 4/781 [00:00<00:45, 17.16it/s]
  1%|          | 6/781 [00:00<00:43, 17.72it/s]
  1%|1         | 8/781 [00:00<00:43, 17.69it/s]
  1%|1         | 10/781 [00:00<00:43, 17.82it/s]
  2%|1         | 12/781 [00:00<00:42, 17.90it/s]
  2%|1         | 14/781 [00:00<00:42, 17.90it/s]
  2%|2         | 16/781 [00:00<00:42, 17.99it/s]
  2%|2         | 18/781 [00:01<00:42, 18.04it/s]
  3%|2         | 20/781 [00:01<00:41, 18.15it/s]
  3%|2         | 22/781 [00:01<00:41, 18.16it/s]
  3%|3         | 24/781 [00:01<00:41, 18.17it/s]
  3%|3         | 26/781 [00:01<00:41, 18.36it/s]
  4%|3         | 28/781 [00:01<00:40, 18.49it/s]
  4%|3         | 30/781 [00:01<00:40, 18.58it/s]
  4%|4         | 32/781 [00:01<00:40, 18.66it/s]
  4%|4         | 34/781 [00:01<00:40, 18.47it/s]
  5%|4         | 36/781 [00:01<00:40, 18.53it/s]
  5%|4         | 38/781 [00:02<00:39, 18.59it/s]
  5%|5         | 40/781 [00:02<00:39, 18.62it/s]
  5%|5         | 42/781 [00:02<00:39, 18.54it/s]
  6%|5         | 44/781 [00:02<00:39, 18.66it/s]
  6%|5         | 46/781 [00:02<00:39, 18.74it/s]
  6%|6         | 48/781 [00:02<00:38, 18.80it/s]
  6%|6         | 50/781 [00:02<00:38, 18.83it/s]
  7%|6         | 52/781 [00:02<00:38, 18.72it/s]
  7%|6         | 54/781 [00:02<00:38, 18.72it/s]
  7%|7         | 56/781 [00:03<00:39, 18.36it/s]
  7%|7         | 58/781 [00:03<00:39, 18.43it/s]
  8%|7         | 60/781 [00:03<00:38, 18.51it/s]
  8%|7         | 62/781 [00:03<00:38, 18.66it/s]
  8%|8         | 64/781 [00:03<00:38, 18.80it/s]
  8%|8         | 66/781 [00:03<00:37, 18.85it/s]
  9%|8         | 68/781 [00:03<00:37, 18.81it/s]
  9%|8         | 70/781 [00:03<00:37, 18.74it/s]
  9%|9         | 72/781 [00:03<00:37, 18.79it/s]
  9%|9         | 74/781 [00:04<00:37, 18.70it/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, 18.44it/s]
 10%|#         | 82/781 [00:04<00:37, 18.59it/s]
 11%|#         | 84/781 [00:04<00:37, 18.75it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.71it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.82it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.74it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.67it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.51it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.57it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.66it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.71it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.51it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.23it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.42it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.51it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.55it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.78it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.03it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.22it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.41it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.47it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.47it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.55it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.38it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.43it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.57it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.73it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.81it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.86it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.91it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.93it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.82it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.80it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.81it/s]
 19%|#8        | 148/781 [00:08<00:33, 18.77it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.58it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.70it/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, 18.55it/s]
 20%|##        | 160/781 [00:08<00:34, 18.25it/s]
 21%|##        | 162/781 [00:08<00:33, 18.36it/s]
 21%|##        | 164/781 [00:08<00:33, 18.53it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.63it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.59it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.46it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.26it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.25it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.33it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.36it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.51it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.46it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.47it/s]
 24%|##3       | 186/781 [00:10<00:31, 18.60it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.49it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.66it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.73it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.32it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.35it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.46it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.58it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.72it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.53it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.62it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.56it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.48it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.42it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.43it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.48it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.42it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.44it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.48it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.55it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.49it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.46it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.57it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.65it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.69it/s]
 30%|###       | 236/781 [00:12<00:29, 18.51it/s]
 30%|###       | 238/781 [00:12<00:29, 18.56it/s]
 31%|###       | 240/781 [00:12<00:29, 18.60it/s]
 31%|###       | 242/781 [00:13<00:29, 18.58it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.58it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.45it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.30it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.42it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.42it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.59it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.68it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.73it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.67it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.66it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.63it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.55it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.41it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.57it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.69it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.57it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.62it/s]
 36%|###5      | 278/781 [00:15<00:26, 18.77it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.43it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.58it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.31it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.46it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.57it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.63it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.45it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.33it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.31it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.49it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.51it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.63it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.45it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.49it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.69it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.78it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.84it/s]
 40%|####      | 314/781 [00:16<00:24, 18.81it/s]
 40%|####      | 316/781 [00:17<00:24, 18.92it/s]
 41%|####      | 318/781 [00:17<00:24, 18.98it/s]
 41%|####      | 320/781 [00:17<00:24, 18.90it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.68it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.74it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.70it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.81it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.85it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.84it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.42it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.43it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.57it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.67it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.72it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.48it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.60it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.60it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.58it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.53it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.53it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.40it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.54it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.64it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.76it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.80it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.74it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.67it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.44it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.51it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.53it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.61it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.63it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.60it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.66it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.81it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.84it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.91it/s]
 50%|####9     | 390/781 [00:21<00:20, 18.84it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.70it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.80it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.75it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.77it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.79it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.45it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.55it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.66it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.78it/s]
 52%|#####2    | 410/781 [00:22<00:19, 18.84it/s]
 53%|#####2    | 412/781 [00:22<00:20, 18.38it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.57it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.38it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.63it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.62it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.43it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.46it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.47it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.50it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.32it/s]
 55%|#####5    | 432/781 [00:23<00:19, 18.36it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.49it/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, 18.76it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.73it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.65it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.47it/s]
 57%|#####7    | 448/781 [00:24<00:17, 18.53it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.63it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.75it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.77it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.75it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.82it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.78it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.53it/s]
 59%|#####9    | 464/781 [00:25<00:17, 18.51it/s]
 60%|#####9    | 466/781 [00:25<00:17, 18.47it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.48it/s]
 60%|######    | 470/781 [00:25<00:16, 18.58it/s]
 60%|######    | 472/781 [00:25<00:16, 18.64it/s]
 61%|######    | 474/781 [00:25<00:16, 18.56it/s]
 61%|######    | 476/781 [00:25<00:16, 18.61it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.36it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.59it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.49it/s]
 62%|######1   | 484/781 [00:26<00:16, 18.49it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.52it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.66it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.49it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.62it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.43it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.33it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.32it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.42it/s]
 64%|######4   | 502/781 [00:27<00:15, 18.58it/s]
 65%|######4   | 504/781 [00:27<00:14, 18.67it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.73it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.79it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.72it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.73it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.75it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.66it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.27it/s]
 67%|######6   | 520/781 [00:28<00:14, 18.35it/s]
 67%|######6   | 522/781 [00:28<00:14, 18.44it/s]
 67%|######7   | 524/781 [00:28<00:13, 18.60it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.45it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.45it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.37it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.08it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.30it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.41it/s]
 69%|######8   | 538/781 [00:29<00:13, 18.37it/s]
 69%|######9   | 540/781 [00:29<00:13, 18.20it/s]
 69%|######9   | 542/781 [00:29<00:13, 18.13it/s]
 70%|######9   | 544/781 [00:29<00:13, 18.13it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.27it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.43it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.27it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.37it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.44it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.49it/s]
 71%|#######1  | 558/781 [00:30<00:12, 18.39it/s]
 72%|#######1  | 560/781 [00:30<00:11, 18.54it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.70it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.63it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.40it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.25it/s]
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100%|##########| 781/781 [00:42<00:00, 18.43it/s]




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Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.16s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.16s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.16s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.17s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.03it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.03it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.03it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.02it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:10<00:00, 10.83s/it]
100%|##########| 1/1 [00:10<00:00, 10.83s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 15.33it/s]
  3%|2         | 4/157 [00:00<00:09, 16.02it/s]
  4%|3         | 6/157 [00:00<00:09, 16.30it/s]
  5%|5         | 8/157 [00:00<00:09, 16.49it/s]
  6%|6         | 10/157 [00:00<00:08, 16.62it/s]
  8%|7         | 12/157 [00:00<00:08, 16.67it/s]
  9%|8         | 14/157 [00:00<00:08, 16.63it/s]
 10%|#         | 16/157 [00:00<00:08, 16.54it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.63it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.61it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.59it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.59it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.67it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.69it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.57it/s]
 20%|##        | 32/157 [00:01<00:07, 16.62it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.69it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.63it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.68it/s]
 25%|##5       | 40/157 [00:02<00:06, 16.75it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.82it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.67it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.70it/s]
 31%|###       | 48/157 [00:02<00:06, 16.54it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.65it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.65it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.53it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.36it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.53it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.18it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.12it/s]
 41%|####      | 64/157 [00:03<00:05, 16.33it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.39it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.47it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.52it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.36it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.46it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.57it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.46it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.55it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.40it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.46it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.38it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.29it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.38it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.53it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.62it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.70it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.75it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.73it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.67it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.46it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.59it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.69it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.31it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.42it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.56it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.51it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.60it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.63it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.70it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.54it/s]
 80%|########  | 126/157 [00:07<00:01, 16.52it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.56it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.52it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.62it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.46it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.53it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.59it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.66it/s]
 90%|######### | 142/157 [00:08<00:00, 16.68it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.57it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.71it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.77it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.57it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.62it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.68it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.62it/s]
100%|##########| 157/157 [00:09<00:00, 16.61it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:47, 16.38it/s]
  1%|          | 4/781 [00:00<00:43, 17.73it/s]
  1%|          | 6/781 [00:00<00:42, 18.05it/s]
  1%|1         | 8/781 [00:00<00:42, 18.29it/s]
  1%|1         | 10/781 [00:00<00:41, 18.40it/s]
  2%|1         | 12/781 [00:00<00:41, 18.41it/s]
  2%|1         | 14/781 [00:00<00:41, 18.41it/s]
  2%|2         | 16/781 [00:00<00:41, 18.49it/s]
  2%|2         | 18/781 [00:00<00:40, 18.63it/s]
  3%|2         | 20/781 [00:01<00:40, 18.79it/s]
  3%|2         | 22/781 [00:01<00:40, 18.81it/s]
  3%|3         | 24/781 [00:01<00:40, 18.76it/s]
  3%|3         | 26/781 [00:01<00:40, 18.74it/s]
  4%|3         | 28/781 [00:01<00:40, 18.69it/s]
  4%|3         | 30/781 [00:01<00:40, 18.60it/s]
  4%|4         | 32/781 [00:01<00:40, 18.33it/s]
  4%|4         | 34/781 [00:01<00:40, 18.43it/s]
  5%|4         | 36/781 [00:01<00:40, 18.55it/s]
  5%|4         | 38/781 [00:02<00:40, 18.22it/s]
  5%|5         | 40/781 [00:02<00:40, 18.46it/s]
  5%|5         | 42/781 [00:02<00:39, 18.62it/s]
  6%|5         | 44/781 [00:02<00:39, 18.71it/s]
  6%|5         | 46/781 [00:02<00:39, 18.68it/s]
  6%|6         | 48/781 [00:02<00:39, 18.66it/s]
  6%|6         | 50/781 [00:02<00:39, 18.60it/s]
  7%|6         | 52/781 [00:02<00:38, 18.70it/s]
  7%|6         | 54/781 [00:02<00:38, 18.82it/s]
  7%|7         | 56/781 [00:03<00:38, 18.91it/s]
  7%|7         | 58/781 [00:03<00:38, 18.97it/s]
  8%|7         | 60/781 [00:03<00:38, 18.93it/s]
  8%|7         | 62/781 [00:03<00:38, 18.81it/s]
  8%|8         | 64/781 [00:03<00:38, 18.57it/s]
  8%|8         | 66/781 [00:03<00:38, 18.50it/s]
  9%|8         | 68/781 [00:03<00:38, 18.48it/s]
  9%|8         | 70/781 [00:03<00:38, 18.35it/s]
  9%|9         | 72/781 [00:03<00:38, 18.53it/s]
  9%|9         | 74/781 [00:03<00:38, 18.39it/s]
 10%|9         | 76/781 [00:04<00:38, 18.50it/s]
 10%|9         | 78/781 [00:04<00:38, 18.47it/s]
 10%|#         | 80/781 [00:04<00:37, 18.47it/s]
 10%|#         | 82/781 [00:04<00:37, 18.63it/s]
 11%|#         | 84/781 [00:04<00:37, 18.51it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.43it/s]
 11%|#1        | 88/781 [00:04<00:38, 18.21it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.29it/s]
 12%|#1        | 92/781 [00:04<00:38, 18.04it/s]
 12%|#2        | 94/781 [00:05<00:38, 18.07it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.20it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.14it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.05it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.16it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.11it/s]
 14%|#3        | 106/781 [00:05<00:37, 18.23it/s]
 14%|#3        | 108/781 [00:05<00:37, 18.05it/s]
 14%|#4        | 110/781 [00:05<00:37, 18.00it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.20it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.11it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.10it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.09it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.07it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.05it/s]
 16%|#5        | 124/781 [00:06<00:37, 17.64it/s]
 16%|#6        | 126/781 [00:06<00:36, 17.91it/s]
 16%|#6        | 128/781 [00:06<00:36, 18.11it/s]
 17%|#6        | 130/781 [00:07<00:36, 18.06it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.32it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.36it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.46it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.64it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.80it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.88it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.87it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.81it/s]
 19%|#8        | 148/781 [00:08<00:36, 17.58it/s]
 19%|#9        | 150/781 [00:08<00:35, 17.97it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.22it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.36it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.52it/s]
 20%|##        | 158/781 [00:08<00:33, 18.70it/s]
 20%|##        | 160/781 [00:08<00:33, 18.81it/s]
 21%|##        | 162/781 [00:08<00:33, 18.62it/s]
 21%|##        | 164/781 [00:08<00:33, 18.60it/s]
 21%|##1       | 166/781 [00:09<00:32, 18.74it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.58it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.64it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.75it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.86it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.83it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.71it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.39it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.52it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.37it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.56it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.69it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.71it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.23it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.44it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.58it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.68it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.84it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.94it/s]
 26%|##6       | 204/781 [00:11<00:30, 18.99it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.96it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.93it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.74it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.78it/s]
 27%|##7       | 214/781 [00:11<00:29, 18.91it/s]
 28%|##7       | 216/781 [00:11<00:29, 18.91it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.75it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.78it/s]
 28%|##8       | 222/781 [00:12<00:29, 18.86it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.63it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.53it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.60it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.69it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.81it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.90it/s]
 30%|###       | 236/781 [00:12<00:28, 18.92it/s]
 30%|###       | 238/781 [00:12<00:28, 18.88it/s]
 31%|###       | 240/781 [00:12<00:28, 18.85it/s]
 31%|###       | 242/781 [00:13<00:28, 18.68it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.57it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.50it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.64it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.74it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.83it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.73it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.45it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.65it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.75it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.74it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.89it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.88it/s]
 34%|###4      | 268/781 [00:14<00:28, 18.21it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.37it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.30it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.32it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.59it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.28it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.42it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.30it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.14it/s]
 37%|###6      | 286/781 [00:15<00:27, 18.02it/s]
 37%|###6      | 288/781 [00:15<00:27, 18.08it/s]
 37%|###7      | 290/781 [00:15<00:27, 18.11it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.39it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.27it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.24it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.31it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.33it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.07it/s]
 39%|###8      | 304/781 [00:16<00:26, 17.99it/s]
 39%|###9      | 306/781 [00:16<00:26, 18.17it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.39it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.66it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.26it/s]
 40%|####      | 314/781 [00:16<00:25, 18.59it/s]
 40%|####      | 316/781 [00:17<00:24, 18.89it/s]
 41%|####      | 318/781 [00:17<00:24, 18.91it/s]
 41%|####      | 320/781 [00:17<00:24, 19.07it/s]
 41%|####1     | 322/781 [00:17<00:24, 19.06it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.13it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.28it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.29it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.29it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.25it/s]
 43%|####2     | 334/781 [00:18<00:23, 19.15it/s]
 43%|####3     | 336/781 [00:18<00:23, 19.25it/s]
 43%|####3     | 338/781 [00:18<00:23, 19.14it/s]
 44%|####3     | 340/781 [00:18<00:23, 19.12it/s]
 44%|####3     | 342/781 [00:18<00:22, 19.19it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.77it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.01it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.19it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.28it/s]
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 45%|####5     | 354/781 [00:19<00:21, 19.47it/s]
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 50%|#####     | 392/781 [00:21<00:20, 19.20it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.74it/s]
100%|##########| 781/781 [00:41<00:00, 18.75it/s]




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Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.16s/it]
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Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
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 16%|#6        | 126/781 [00:06<00:34, 19.07it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.02it/s]
 17%|#6        | 130/781 [00:06<00:35, 18.55it/s]
 17%|#6        | 132/781 [00:06<00:34, 18.73it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.50it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.36it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.05it/s]
 18%|#7        | 140/781 [00:07<00:35, 18.13it/s]
 18%|#8        | 142/781 [00:07<00:35, 18.16it/s]
 18%|#8        | 144/781 [00:07<00:35, 18.02it/s]
 19%|#8        | 146/781 [00:07<00:35, 18.01it/s]
 19%|#8        | 148/781 [00:07<00:35, 17.92it/s]
 19%|#9        | 150/781 [00:08<00:35, 18.02it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.80it/s]
 20%|#9        | 154/781 [00:08<00:35, 17.86it/s]
 20%|#9        | 156/781 [00:08<00:35, 17.83it/s]
 20%|##        | 158/781 [00:08<00:34, 17.81it/s]
 20%|##        | 160/781 [00:08<00:34, 17.90it/s]
 21%|##        | 162/781 [00:08<00:34, 18.04it/s]
 21%|##        | 164/781 [00:08<00:34, 18.13it/s]
 21%|##1       | 166/781 [00:08<00:34, 18.05it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.06it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.05it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.02it/s]
 22%|##2       | 174/781 [00:09<00:33, 17.97it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.20it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.43it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.45it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.43it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.55it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.71it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.78it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.86it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.94it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.57it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.74it/s]
 25%|##5       | 198/781 [00:10<00:32, 18.16it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.45it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.59it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.68it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.79it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.87it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.85it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.64it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.56it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.64it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.82it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.83it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.93it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.80it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.70it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.67it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.77it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.84it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.79it/s]
 30%|###       | 236/781 [00:12<00:29, 18.78it/s]
 30%|###       | 238/781 [00:12<00:28, 18.74it/s]
 31%|###       | 240/781 [00:12<00:29, 18.54it/s]
 31%|###       | 242/781 [00:12<00:29, 18.58it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.18it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.31it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.03it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.12it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.33it/s]
 33%|###2      | 254/781 [00:13<00:29, 18.12it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.30it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.08it/s]
 33%|###3      | 260/781 [00:13<00:29, 17.92it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.15it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.21it/s]
 34%|###4      | 266/781 [00:14<00:28, 18.39it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.41it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.49it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.64it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.77it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.89it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.97it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.55it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.68it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.71it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.55it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.68it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.74it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.83it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.89it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.98it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.88it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.97it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.98it/s]
 39%|###8      | 304/781 [00:16<00:25, 19.01it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.01it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.05it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.03it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.91it/s]
 40%|####      | 314/781 [00:16<00:24, 18.71it/s]
 40%|####      | 316/781 [00:16<00:24, 18.72it/s]
 41%|####      | 318/781 [00:17<00:44, 10.42it/s]
 41%|####      | 320/781 [00:17<00:38, 11.97it/s]
 41%|####1     | 322/781 [00:17<00:34, 13.50it/s]
 41%|####1     | 324/781 [00:17<00:31, 14.68it/s]
 42%|####1     | 326/781 [00:17<00:29, 15.47it/s]
 42%|####1     | 328/781 [00:17<00:27, 16.21it/s]
 42%|####2     | 330/781 [00:17<00:26, 16.87it/s]
 43%|####2     | 332/781 [00:18<00:25, 17.52it/s]
 43%|####2     | 334/781 [00:18<00:24, 17.88it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.11it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.05it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.31it/s]
 44%|####3     | 342/781 [00:18<00:24, 18.25it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.48it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.61it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.68it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.66it/s]
 45%|####5     | 352/781 [00:19<00:22, 18.75it/s]
 45%|####5     | 354/781 [00:19<00:22, 18.87it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.98it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.43it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.43it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.55it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.48it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.47it/s]
 47%|####7     | 368/781 [00:20<00:22, 18.55it/s]
 47%|####7     | 370/781 [00:20<00:21, 18.71it/s]
 48%|####7     | 372/781 [00:20<00:21, 18.66it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.38it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.53it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.69it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.82it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.94it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.01it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.96it/s]
 50%|####9     | 388/781 [00:21<00:20, 18.94it/s]
 50%|####9     | 390/781 [00:21<00:20, 18.99it/s]
 50%|#####     | 392/781 [00:21<00:20, 19.04it/s]
 50%|#####     | 394/781 [00:21<00:20, 19.11it/s]
 51%|#####     | 396/781 [00:21<00:20, 19.16it/s]
 51%|#####     | 398/781 [00:21<00:20, 19.07it/s]
 51%|#####1    | 400/781 [00:21<00:20, 19.04it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.94it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.55it/s]
 52%|#####1    | 406/781 [00:22<00:20, 18.44it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.50it/s]
 52%|#####2    | 410/781 [00:22<00:19, 18.56it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.70it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.52it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.64it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.48it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.64it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.77it/s]
 54%|#####4    | 424/781 [00:23<00:19, 18.70it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.31it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.25it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.44it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.60it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.71it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.66it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.26it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.22it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.30it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.50it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.57it/s]
 57%|#####7    | 448/781 [00:24<00:17, 18.64it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.49it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.28it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.25it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.49it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.66it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.82it/s]
 59%|#####9    | 462/781 [00:25<00:16, 18.92it/s]
 59%|#####9    | 464/781 [00:25<00:17, 18.57it/s]
 60%|#####9    | 466/781 [00:25<00:16, 18.70it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.76it/s]
 60%|######    | 470/781 [00:25<00:16, 18.82it/s]
 60%|######    | 472/781 [00:25<00:16, 18.77it/s]
 61%|######    | 474/781 [00:25<00:16, 18.85it/s]
 61%|######    | 476/781 [00:25<00:16, 18.35it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.52it/s]
 61%|######1   | 480/781 [00:26<00:16, 18.48it/s]
 62%|######1   | 482/781 [00:26<00:16, 18.62it/s]
 62%|######1   | 484/781 [00:26<00:15, 18.68it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.80it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.75it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.89it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.84it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.59it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.58it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.73it/s]
 64%|######4   | 500/781 [00:27<00:14, 18.76it/s]
 64%|######4   | 502/781 [00:27<00:14, 18.84it/s]
 65%|######4   | 504/781 [00:27<00:14, 18.86it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.67it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.57it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.67it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.80it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.51it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.40it/s]
 66%|######6   | 518/781 [00:28<00:14, 18.47it/s]
 67%|######6   | 520/781 [00:28<00:14, 18.54it/s]
 67%|######6   | 522/781 [00:28<00:13, 18.67it/s]
 67%|######7   | 524/781 [00:28<00:14, 18.19it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.29it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.32it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.36it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.57it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.76it/s]
 69%|######8   | 536/781 [00:29<00:12, 18.88it/s]
 69%|######8   | 538/781 [00:29<00:12, 18.77it/s]
 69%|######9   | 540/781 [00:29<00:12, 18.66it/s]
 69%|######9   | 542/781 [00:29<00:12, 18.80it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.90it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.97it/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, 19.07it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.57it/s]
 71%|#######1  | 556/781 [00:30<00:12, 18.55it/s]
 71%|#######1  | 558/781 [00:30<00:12, 18.46it/s]
 72%|#######1  | 560/781 [00:30<00:12, 18.25it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.36it/s]
 72%|#######2  | 564/781 [00:30<00:12, 18.01it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.08it/s]
 73%|#######2  | 568/781 [00:30<00:11, 17.99it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.33it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.48it/s]
 73%|#######3  | 574/781 [00:31<00:11, 18.58it/s]
 74%|#######3  | 576/781 [00:31<00:11, 18.49it/s]
 74%|#######4  | 578/781 [00:31<00:11, 18.40it/s]
 74%|#######4  | 580/781 [00:31<00:10, 18.42it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.49it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.59it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.59it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.54it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.58it/s]
 76%|#######5  | 592/781 [00:32<00:10, 18.59it/s]
 76%|#######6  | 594/781 [00:32<00:09, 18.76it/s]
 76%|#######6  | 596/781 [00:32<00:09, 18.71it/s]
 77%|#######6  | 598/781 [00:32<00:09, 18.32it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.42it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.46it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.50it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.60it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.64it/s]
 78%|#######8  | 610/781 [00:33<00:09, 18.37it/s]
 78%|#######8  | 612/781 [00:33<00:09, 18.52it/s]
 79%|#######8  | 614/781 [00:33<00:08, 18.67it/s]
 79%|#######8  | 616/781 [00:33<00:08, 18.61it/s]
 79%|#######9  | 618/781 [00:33<00:08, 18.80it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.77it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.80it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.69it/s]
 80%|########  | 626/781 [00:33<00:08, 18.77it/s]
 80%|########  | 628/781 [00:33<00:08, 18.85it/s]
 81%|########  | 630/781 [00:34<00:08, 18.76it/s]
 81%|########  | 632/781 [00:34<00:08, 18.61it/s]
 81%|########1 | 634/781 [00:34<00:07, 18.66it/s]
 81%|########1 | 636/781 [00:34<00:07, 18.78it/s]
 82%|########1 | 638/781 [00:34<00:07, 18.82it/s]
 82%|########1 | 640/781 [00:34<00:07, 18.90it/s]
 82%|########2 | 642/781 [00:34<00:07, 18.79it/s]
 82%|########2 | 644/781 [00:34<00:07, 18.78it/s]
 83%|########2 | 646/781 [00:34<00:07, 18.76it/s]
 83%|########2 | 648/781 [00:35<00:07, 18.73it/s]
 83%|########3 | 650/781 [00:35<00:06, 18.84it/s]
 83%|########3 | 652/781 [00:35<00:06, 18.86it/s]
 84%|########3 | 654/781 [00:35<00:06, 18.72it/s]
 84%|########3 | 656/781 [00:35<00:06, 18.86it/s]
 84%|########4 | 658/781 [00:35<00:06, 18.96it/s]
 85%|########4 | 660/781 [00:35<00:06, 19.01it/s]
 85%|########4 | 662/781 [00:35<00:06, 18.93it/s]
 85%|########5 | 664/781 [00:35<00:06, 18.88it/s]
 85%|########5 | 666/781 [00:36<00:06, 18.88it/s]
 86%|########5 | 668/781 [00:36<00:05, 18.91it/s]
 86%|########5 | 670/781 [00:36<00:05, 18.95it/s]
 86%|########6 | 672/781 [00:36<00:05, 18.97it/s]
 86%|########6 | 674/781 [00:36<00:05, 18.47it/s]
 87%|########6 | 676/781 [00:36<00:05, 18.57it/s]
 87%|########6 | 678/781 [00:36<00:05, 18.57it/s]
 87%|########7 | 680/781 [00:36<00:05, 18.51it/s]
 87%|########7 | 682/781 [00:36<00:05, 18.46it/s]
 88%|########7 | 684/781 [00:36<00:05, 18.57it/s]
 88%|########7 | 686/781 [00:37<00:05, 18.50it/s]
 88%|########8 | 688/781 [00:37<00:04, 18.62it/s]
 88%|########8 | 690/781 [00:37<00:04, 18.69it/s]
 89%|########8 | 692/781 [00:37<00:04, 18.74it/s]
 89%|########8 | 694/781 [00:37<00:04, 18.71it/s]
 89%|########9 | 696/781 [00:37<00:04, 18.87it/s]
 89%|########9 | 698/781 [00:37<00:04, 18.92it/s]
 90%|########9 | 700/781 [00:37<00:04, 18.72it/s]
 90%|########9 | 702/781 [00:37<00:04, 18.81it/s]
 90%|######### | 704/781 [00:38<00:04, 18.68it/s]
 90%|######### | 706/781 [00:38<00:04, 18.61it/s]
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100%|#########9| 780/781 [00:42<00:00, 18.66it/s]
100%|##########| 781/781 [00:42<00:00, 18.53it/s]




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 43%|####3     | 68/157 [00:04<00:05, 16.12it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.14it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.23it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.18it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.24it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.16it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.10it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.18it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.21it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.33it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.46it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.53it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.56it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.43it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.29it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.33it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.40it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.44it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.27it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.36it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.35it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.29it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.16it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.23it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.32it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.32it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.32it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.39it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.35it/s]
 80%|########  | 126/157 [00:07<00:01, 16.39it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.51it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.41it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.37it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.31it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.37it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.40it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.43it/s]
 90%|######### | 142/157 [00:08<00:00, 16.46it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.48it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.39it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.43it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.50it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.47it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.42it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.33it/s]
100%|##########| 157/157 [00:09<00:00, 16.38it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:42, 18.16it/s]
  1%|          | 4/781 [00:00<00:42, 18.35it/s]
  1%|          | 6/781 [00:00<00:41, 18.49it/s]
  1%|1         | 8/781 [00:00<00:41, 18.48it/s]
  1%|1         | 10/781 [00:00<00:41, 18.64it/s]
  2%|1         | 12/781 [00:00<00:41, 18.72it/s]
  2%|1         | 14/781 [00:00<00:40, 18.81it/s]
  2%|2         | 16/781 [00:00<00:40, 18.92it/s]
  2%|2         | 18/781 [00:00<00:40, 19.00it/s]
  3%|2         | 20/781 [00:01<00:40, 18.82it/s]
  3%|2         | 22/781 [00:01<00:40, 18.90it/s]
  3%|3         | 24/781 [00:01<00:40, 18.70it/s]
  3%|3         | 26/781 [00:01<00:40, 18.80it/s]
  4%|3         | 28/781 [00:01<00:40, 18.82it/s]
  4%|3         | 30/781 [00:01<00:39, 18.88it/s]
  4%|4         | 32/781 [00:01<00:40, 18.67it/s]
  4%|4         | 34/781 [00:01<00:40, 18.46it/s]
  5%|4         | 36/781 [00:01<00:40, 18.54it/s]
  5%|4         | 38/781 [00:02<00:39, 18.71it/s]
  5%|5         | 40/781 [00:02<00:39, 18.77it/s]
  5%|5         | 42/781 [00:02<00:39, 18.79it/s]
  6%|5         | 44/781 [00:02<00:39, 18.51it/s]
  6%|5         | 46/781 [00:02<00:39, 18.58it/s]
  6%|6         | 48/781 [00:02<00:39, 18.48it/s]
  6%|6         | 50/781 [00:02<00:39, 18.44it/s]
  7%|6         | 52/781 [00:02<00:39, 18.57it/s]
  7%|6         | 54/781 [00:02<00:39, 18.19it/s]
  7%|7         | 56/781 [00:03<00:39, 18.43it/s]
  7%|7         | 58/781 [00:03<00:39, 18.25it/s]
  8%|7         | 60/781 [00:03<00:39, 18.48it/s]
  8%|7         | 62/781 [00:03<00:38, 18.57it/s]
  8%|8         | 64/781 [00:03<00:38, 18.41it/s]
  8%|8         | 66/781 [00:03<00:38, 18.62it/s]
  9%|8         | 68/781 [00:03<00:38, 18.41it/s]
  9%|8         | 70/781 [00:03<00:38, 18.44it/s]
  9%|9         | 72/781 [00:03<00:38, 18.48it/s]
  9%|9         | 74/781 [00:03<00:38, 18.50it/s]
 10%|9         | 76/781 [00:04<00:38, 18.42it/s]
 10%|9         | 78/781 [00:04<00:38, 18.44it/s]
 10%|#         | 80/781 [00:04<00:37, 18.47it/s]
 10%|#         | 82/781 [00:04<00:37, 18.56it/s]
 11%|#         | 84/781 [00:04<00:37, 18.60it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.69it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.79it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.82it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.84it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.80it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.85it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.95it/s]
 13%|#2        | 100/781 [00:05<00:35, 18.93it/s]
 13%|#3        | 102/781 [00:05<00:35, 18.94it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.91it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.96it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.04it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.82it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.87it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.94it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.03it/s]
 15%|#5        | 118/781 [00:06<00:34, 18.99it/s]
 15%|#5        | 120/781 [00:06<00:34, 18.94it/s]
 16%|#5        | 122/781 [00:06<00:34, 18.85it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.43it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.46it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.60it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.64it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.69it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.66it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.66it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.36it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.43it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.60it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.72it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.75it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.84it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.86it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.84it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.88it/s]
 20%|#9        | 156/781 [00:08<00:32, 18.96it/s]
 20%|##        | 158/781 [00:08<00:32, 18.96it/s]
 20%|##        | 160/781 [00:08<00:32, 19.01it/s]
 21%|##        | 162/781 [00:08<00:32, 18.89it/s]
 21%|##        | 164/781 [00:08<00:32, 18.96it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.76it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.88it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.92it/s]
 22%|##2       | 172/781 [00:09<00:32, 19.00it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.96it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.00it/s]
 23%|##2       | 178/781 [00:09<00:31, 18.87it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.77it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.81it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.86it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.88it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.98it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.89it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.94it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.90it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.86it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.93it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.89it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.78it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.75it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.83it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.87it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.79it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.69it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.72it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.66it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.63it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.78it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.83it/s]
 29%|##8       | 224/781 [00:11<00:30, 18.35it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.45it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.45it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.55it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.51it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.50it/s]
 30%|###       | 236/781 [00:12<00:29, 18.50it/s]
 30%|###       | 238/781 [00:12<00:29, 18.17it/s]
 31%|###       | 240/781 [00:12<00:29, 18.18it/s]
 31%|###       | 242/781 [00:12<00:29, 18.24it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.33it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.28it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.33it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.17it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.31it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.51it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.57it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.46it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.42it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.60it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.67it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.78it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.87it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.95it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.01it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.03it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.95it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.96it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.99it/s]
 36%|###6      | 282/781 [00:15<00:26, 19.02it/s]
 36%|###6      | 284/781 [00:15<00:26, 19.01it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.91it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.93it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.05it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.81it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.78it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.65it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.71it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.75it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.85it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.83it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.84it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.60it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.59it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.42it/s]
 40%|####      | 314/781 [00:16<00:25, 18.56it/s]
 40%|####      | 316/781 [00:16<00:24, 18.67it/s]
 41%|####      | 318/781 [00:17<00:24, 18.69it/s]
 41%|####      | 320/781 [00:17<00:24, 18.72it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.61it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.49it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.54it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.53it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.56it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.69it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.85it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.93it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.63it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.73it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.81it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.82it/s]
 44%|####4     | 346/781 [00:18<00:22, 18.92it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.94it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.77it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.71it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.64it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.60it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.57it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.69it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.86it/s]
 47%|####6     | 364/781 [00:19<00:21, 18.96it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.02it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.08it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.60it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.50it/s]
 48%|####7     | 374/781 [00:19<00:22, 18.46it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.59it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.57it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.75it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.84it/s]
 49%|####9     | 384/781 [00:20<00:20, 18.94it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.94it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.97it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.93it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.89it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.89it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.80it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.93it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.94it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.01it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.95it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.92it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.91it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.93it/s]
 53%|#####2    | 412/781 [00:22<00:20, 18.19it/s]
 53%|#####3    | 414/781 [00:22<00:20, 17.87it/s]
 53%|#####3    | 416/781 [00:22<00:20, 17.97it/s]
 54%|#####3    | 418/781 [00:22<00:20, 18.13it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.33it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.27it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.13it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.28it/s]
 55%|#####4    | 428/781 [00:22<00:19, 18.35it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.43it/s]
 55%|#####5    | 432/781 [00:23<00:19, 18.30it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.53it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.70it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.78it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.69it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.50it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.47it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.64it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.81it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.82it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.75it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.56it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.53it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.51it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.46it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.60it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.76it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.73it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.72it/s]
 60%|######    | 470/781 [00:25<00:16, 18.57it/s]
 60%|######    | 472/781 [00:25<00:16, 18.55it/s]
 61%|######    | 474/781 [00:25<00:16, 18.66it/s]
 61%|######    | 476/781 [00:25<00:16, 18.81it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.92it/s]
 61%|######1   | 480/781 [00:25<00:15, 18.99it/s]
 62%|######1   | 482/781 [00:25<00:15, 18.93it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.63it/s]
 62%|######2   | 486/781 [00:26<00:16, 18.36it/s]
 62%|######2   | 488/781 [00:26<00:16, 18.29it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.43it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.43it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.83it/s]
100%|##########| 781/781 [00:41<00:00, 18.67it/s]




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Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.14s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:06,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.23s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.23s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.17s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.17s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.17s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.17s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.19s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.11s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:13<00:00, 13.17s/it]
100%|##########| 1/1 [00:13<00:00, 13.17s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.17it/s]
  3%|2         | 4/157 [00:00<00:11, 13.40it/s]
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  8%|7         | 12/157 [00:00<00:10, 14.00it/s]
  9%|8         | 14/157 [00:01<00:10, 13.85it/s]
 10%|#         | 16/157 [00:01<00:10, 13.65it/s]
 11%|#1        | 18/157 [00:01<00:10, 13.88it/s]
 13%|#2        | 20/157 [00:01<00:09, 14.06it/s]
 14%|#4        | 22/157 [00:01<00:09, 14.19it/s]
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 17%|#6        | 26/157 [00:01<00:09, 14.24it/s]
 18%|#7        | 28/157 [00:01<00:09, 14.27it/s]
 19%|#9        | 30/157 [00:02<00:08, 14.27it/s]
 20%|##        | 32/157 [00:02<00:08, 14.29it/s]
 22%|##1       | 34/157 [00:02<00:08, 14.35it/s]
 23%|##2       | 36/157 [00:02<00:08, 14.27it/s]
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 28%|##8       | 44/157 [00:03<00:07, 14.29it/s]
 29%|##9       | 46/157 [00:03<00:07, 14.20it/s]
 31%|###       | 48/157 [00:03<00:07, 14.09it/s]
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 33%|###3      | 52/157 [00:03<00:07, 14.28it/s]
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 38%|###8      | 60/157 [00:04<00:06, 14.24it/s]
 39%|###9      | 62/157 [00:04<00:06, 14.27it/s]
 41%|####      | 64/157 [00:04<00:06, 14.26it/s]
 42%|####2     | 66/157 [00:04<00:06, 14.11it/s]
 43%|####3     | 68/157 [00:04<00:06, 14.10it/s]
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 50%|####9     | 78/157 [00:05<00:05, 14.13it/s]
 51%|#####     | 80/157 [00:05<00:05, 13.98it/s]
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 57%|#####7    | 90/157 [00:06<00:04, 14.26it/s]
 59%|#####8    | 92/157 [00:06<00:04, 14.27it/s]
 60%|#####9    | 94/157 [00:06<00:04, 14.34it/s]
 61%|######1   | 96/157 [00:06<00:04, 14.25it/s]
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 80%|########  | 126/157 [00:08<00:02, 14.00it/s]
 82%|########1 | 128/157 [00:09<00:02, 13.93it/s]
 83%|########2 | 130/157 [00:09<00:01, 14.06it/s]
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 90%|######### | 142/157 [00:10<00:01, 14.20it/s]
 92%|#########1| 144/157 [00:10<00:00, 14.24it/s]
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100%|##########| 157/157 [00:11<00:00, 14.16it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
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  1%|          | 4/781 [00:00<00:49, 15.84it/s]
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  1%|1         | 8/781 [00:00<00:48, 15.84it/s]
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  2%|1         | 12/781 [00:00<00:48, 15.89it/s]
  2%|1         | 14/781 [00:00<00:48, 15.90it/s]
  2%|2         | 16/781 [00:01<00:48, 15.87it/s]
  2%|2         | 18/781 [00:01<00:48, 15.75it/s]
  3%|2         | 20/781 [00:01<00:48, 15.59it/s]
  3%|2         | 22/781 [00:01<00:48, 15.62it/s]
  3%|3         | 24/781 [00:01<00:48, 15.67it/s]
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  6%|6         | 48/781 [00:03<00:46, 15.68it/s]
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  7%|6         | 54/781 [00:03<00:46, 15.78it/s]
  7%|7         | 56/781 [00:03<00:46, 15.74it/s]
  7%|7         | 58/781 [00:03<00:45, 15.78it/s]
  8%|7         | 60/781 [00:03<00:46, 15.66it/s]
  8%|7         | 62/781 [00:03<00:45, 15.70it/s]
  8%|8         | 64/781 [00:04<00:45, 15.59it/s]
  8%|8         | 66/781 [00:04<00:45, 15.67it/s]
  9%|8         | 68/781 [00:04<00:45, 15.75it/s]
  9%|8         | 70/781 [00:04<00:44, 15.81it/s]
  9%|9         | 72/781 [00:04<00:45, 15.67it/s]
  9%|9         | 74/781 [00:04<00:45, 15.53it/s]
 10%|9         | 76/781 [00:04<00:45, 15.44it/s]
 10%|9         | 78/781 [00:04<00:45, 15.49it/s]
 10%|#         | 80/781 [00:05<00:45, 15.50it/s]
 10%|#         | 82/781 [00:05<00:44, 15.55it/s]
 11%|#         | 84/781 [00:05<00:44, 15.58it/s]
 11%|#1        | 86/781 [00:05<00:44, 15.73it/s]
 11%|#1        | 88/781 [00:05<00:44, 15.72it/s]
 12%|#1        | 90/781 [00:05<00:43, 15.71it/s]
 12%|#1        | 92/781 [00:05<00:43, 15.81it/s]
 12%|#2        | 94/781 [00:05<00:43, 15.78it/s]
 12%|#2        | 96/781 [00:06<00:43, 15.74it/s]
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 13%|#2        | 100/781 [00:06<00:43, 15.66it/s]
 13%|#3        | 102/781 [00:06<00:43, 15.74it/s]
 13%|#3        | 104/781 [00:06<00:43, 15.68it/s]
 14%|#3        | 106/781 [00:06<00:43, 15.68it/s]
 14%|#3        | 108/781 [00:06<00:42, 15.69it/s]
 14%|#4        | 110/781 [00:07<00:43, 15.58it/s]
 14%|#4        | 112/781 [00:07<00:43, 15.53it/s]
 15%|#4        | 114/781 [00:07<00:42, 15.59it/s]
 15%|#4        | 116/781 [00:07<00:42, 15.70it/s]
 15%|#5        | 118/781 [00:07<00:42, 15.78it/s]
 15%|#5        | 120/781 [00:07<00:41, 15.86it/s]
 16%|#5        | 122/781 [00:07<00:41, 15.76it/s]
 16%|#5        | 124/781 [00:07<00:41, 15.70it/s]
 16%|#6        | 126/781 [00:08<00:42, 15.52it/s]
 16%|#6        | 128/781 [00:08<00:41, 15.57it/s]
 17%|#6        | 130/781 [00:08<00:41, 15.59it/s]
 17%|#6        | 132/781 [00:08<00:41, 15.48it/s]
 17%|#7        | 134/781 [00:08<00:41, 15.62it/s]
 17%|#7        | 136/781 [00:08<00:41, 15.59it/s]
 18%|#7        | 138/781 [00:08<00:41, 15.56it/s]
 18%|#7        | 140/781 [00:08<00:40, 15.65it/s]
 18%|#8        | 142/781 [00:09<00:40, 15.65it/s]
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 19%|#8        | 148/781 [00:09<00:40, 15.77it/s]
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 20%|#9        | 156/781 [00:09<00:39, 15.87it/s]
 20%|##        | 158/781 [00:10<00:39, 15.92it/s]
 20%|##        | 160/781 [00:10<00:39, 15.64it/s]
 21%|##        | 162/781 [00:10<00:39, 15.65it/s]
 21%|##        | 164/781 [00:10<00:39, 15.43it/s]
 21%|##1       | 166/781 [00:10<00:39, 15.50it/s]
 22%|##1       | 168/781 [00:10<00:39, 15.51it/s]
 22%|##1       | 170/781 [00:10<00:39, 15.54it/s]
 22%|##2       | 172/781 [00:10<00:39, 15.59it/s]
 22%|##2       | 174/781 [00:11<00:38, 15.69it/s]
 23%|##2       | 176/781 [00:11<00:38, 15.75it/s]
 23%|##2       | 178/781 [00:11<00:38, 15.78it/s]
 23%|##3       | 180/781 [00:11<00:37, 15.84it/s]
 23%|##3       | 182/781 [00:11<00:37, 15.82it/s]
 24%|##3       | 184/781 [00:11<00:37, 15.75it/s]
 24%|##3       | 186/781 [00:11<00:37, 15.75it/s]
 24%|##4       | 188/781 [00:11<00:38, 15.54it/s]
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 26%|##6       | 204/781 [00:13<00:37, 15.28it/s]
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 27%|##7       | 212/781 [00:13<00:36, 15.56it/s]
 27%|##7       | 214/781 [00:13<00:36, 15.49it/s]
 28%|##7       | 216/781 [00:13<00:36, 15.60it/s]
 28%|##7       | 218/781 [00:13<00:36, 15.31it/s]
 28%|##8       | 220/781 [00:14<00:36, 15.50it/s]
 28%|##8       | 222/781 [00:14<00:36, 15.51it/s]
 29%|##8       | 224/781 [00:14<00:35, 15.62it/s]
 29%|##8       | 226/781 [00:14<00:35, 15.72it/s]
 29%|##9       | 228/781 [00:14<00:35, 15.75it/s]
 29%|##9       | 230/781 [00:14<00:34, 15.78it/s]
 30%|##9       | 232/781 [00:14<00:34, 15.81it/s]
 30%|##9       | 234/781 [00:14<00:35, 15.59it/s]
 30%|###       | 236/781 [00:15<00:34, 15.58it/s]
 30%|###       | 238/781 [00:15<00:34, 15.66it/s]
 31%|###       | 240/781 [00:15<00:34, 15.66it/s]
 31%|###       | 242/781 [00:15<00:34, 15.69it/s]
 31%|###1      | 244/781 [00:15<00:34, 15.68it/s]
 31%|###1      | 246/781 [00:15<00:33, 15.78it/s]
 32%|###1      | 248/781 [00:15<00:33, 15.76it/s]
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 33%|###2      | 254/781 [00:16<00:33, 15.90it/s]
 33%|###2      | 256/781 [00:16<00:32, 15.93it/s]
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 34%|###4      | 268/781 [00:17<00:32, 15.71it/s]
 35%|###4      | 270/781 [00:17<00:32, 15.68it/s]
 35%|###4      | 272/781 [00:17<00:32, 15.70it/s]
 35%|###5      | 274/781 [00:17<00:32, 15.77it/s]
 35%|###5      | 276/781 [00:17<00:32, 15.72it/s]
 36%|###5      | 278/781 [00:17<00:31, 15.80it/s]
 36%|###5      | 280/781 [00:17<00:31, 15.79it/s]
 36%|###6      | 282/781 [00:17<00:31, 15.83it/s]
 36%|###6      | 284/781 [00:18<00:32, 15.44it/s]
 37%|###6      | 286/781 [00:18<00:32, 15.21it/s]
 37%|###6      | 288/781 [00:18<00:32, 15.23it/s]
 37%|###7      | 290/781 [00:18<00:32, 15.33it/s]
 37%|###7      | 292/781 [00:18<00:31, 15.41it/s]
 38%|###7      | 294/781 [00:18<00:31, 15.43it/s]
 38%|###7      | 296/781 [00:18<00:31, 15.60it/s]
 38%|###8      | 298/781 [00:19<00:30, 15.63it/s]
 38%|###8      | 300/781 [00:19<00:31, 15.48it/s]
 39%|###8      | 302/781 [00:19<00:31, 15.43it/s]
 39%|###8      | 304/781 [00:19<00:30, 15.46it/s]
 39%|###9      | 306/781 [00:19<00:30, 15.50it/s]
 39%|###9      | 308/781 [00:19<00:30, 15.66it/s]
 40%|###9      | 310/781 [00:19<00:30, 15.62it/s]
 40%|###9      | 312/781 [00:19<00:30, 15.51it/s]
 40%|####      | 314/781 [00:20<00:29, 15.61it/s]
 40%|####      | 316/781 [00:20<00:29, 15.71it/s]
 41%|####      | 318/781 [00:20<00:29, 15.61it/s]
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 41%|####1     | 322/781 [00:20<00:29, 15.77it/s]
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 42%|####1     | 326/781 [00:20<00:28, 15.73it/s]
 42%|####1     | 328/781 [00:20<00:28, 15.81it/s]
 42%|####2     | 330/781 [00:21<00:28, 15.86it/s]
 43%|####2     | 332/781 [00:21<00:28, 15.81it/s]
 43%|####2     | 334/781 [00:21<00:28, 15.70it/s]
 43%|####3     | 336/781 [00:21<00:28, 15.70it/s]
 43%|####3     | 338/781 [00:21<00:28, 15.74it/s]
 44%|####3     | 340/781 [00:21<00:28, 15.69it/s]
 44%|####3     | 342/781 [00:21<00:27, 15.75it/s]
 44%|####4     | 344/781 [00:21<00:27, 15.82it/s]
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 45%|####4     | 348/781 [00:22<00:27, 15.91it/s]
 45%|####4     | 350/781 [00:22<00:27, 15.65it/s]
 45%|####5     | 352/781 [00:22<00:27, 15.72it/s]
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 46%|####5     | 356/781 [00:22<00:26, 15.81it/s]
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 50%|####9     | 388/781 [00:24<00:24, 15.77it/s]
 50%|####9     | 390/781 [00:24<00:24, 15.70it/s]
 50%|#####     | 392/781 [00:25<00:24, 15.64it/s]
 50%|#####     | 394/781 [00:25<00:24, 15.62it/s]
 51%|#####     | 396/781 [00:25<00:24, 15.42it/s]
 51%|#####     | 398/781 [00:25<00:24, 15.46it/s]
 51%|#####1    | 400/781 [00:25<00:24, 15.49it/s]
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 53%|#####2    | 412/781 [00:26<00:23, 15.77it/s]
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 60%|#####9    | 468/781 [00:29<00:19, 15.76it/s]
 60%|######    | 470/781 [00:30<00:19, 15.76it/s]
 60%|######    | 472/781 [00:30<00:19, 15.49it/s]
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 70%|#######   | 548/781 [00:35<00:14, 15.54it/s]
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 71%|#######   | 552/781 [00:35<00:14, 15.34it/s]
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 71%|#######1  | 556/781 [00:35<00:14, 15.55it/s]
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 85%|########4 | 660/781 [00:42<00:07, 15.65it/s]
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 85%|########5 | 666/781 [00:42<00:07, 15.42it/s]
 86%|########5 | 668/781 [00:42<00:07, 15.45it/s]
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100%|#########9| 778/781 [00:49<00:00, 15.81it/s]
100%|#########9| 780/781 [00:49<00:00, 15.71it/s]
100%|##########| 781/781 [00:49<00:00, 15.66it/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,  1.02s/it]
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<00:47,  1.10s/it]
Validation Progress:   5%|4         | 2/44 [00:01<00:41,  1.02it/s]
Validation Progress:   5%|4         | 2/44 [00:01<00:41,  1.02it/s]
Validation Progress:   5%|4         | 2/44 [00:01<00:41,  1.02it/s]
Validation Progress:   5%|4         | 2/44 [00:02<00:41,  1.01it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:40,  1.02it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:40,  1.02it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:40,  1.02it/s]
Validation Progress:   7%|6         | 3/44 [00:03<00:41,  1.02s/it]
Validation Progress:   9%|9         | 4/44 [00:03<00:40,  1.00s/it]
Validation Progress:   9%|9         | 4/44 [00:03<00:40,  1.00s/it]
Validation Progress:   9%|9         | 4/44 [00:03<00:40,  1.00s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:40,  1.02s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.07s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.07s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.07s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:42,  1.08s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.04s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.04s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.08s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.05s/it]
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  7%|6         | 54/781 [00:03<00:39, 18.23it/s]
  7%|7         | 56/781 [00:03<00:40, 17.98it/s]
  7%|7         | 58/781 [00:03<00:40, 17.85it/s]
  8%|7         | 60/781 [00:03<00:39, 18.15it/s]
  8%|7         | 62/781 [00:03<00:39, 18.07it/s]
  8%|8         | 64/781 [00:03<00:39, 17.98it/s]
  8%|8         | 66/781 [00:03<00:39, 17.90it/s]
  9%|8         | 68/781 [00:03<00:39, 17.92it/s]
  9%|8         | 70/781 [00:03<00:39, 17.94it/s]
  9%|9         | 72/781 [00:04<00:39, 17.95it/s]
  9%|9         | 74/781 [00:04<00:39, 17.95it/s]
 10%|9         | 76/781 [00:04<00:39, 17.74it/s]
 10%|9         | 78/781 [00:04<00:39, 17.71it/s]
 10%|#         | 80/781 [00:04<00:39, 17.65it/s]
 10%|#         | 82/781 [00:04<00:39, 17.68it/s]
 11%|#         | 84/781 [00:04<00:39, 17.78it/s]
 11%|#1        | 86/781 [00:04<00:38, 17.85it/s]
 11%|#1        | 88/781 [00:04<00:38, 17.84it/s]
 12%|#1        | 90/781 [00:05<00:38, 17.90it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.94it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.77it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.69it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.80it/s]
 13%|#2        | 100/781 [00:05<00:38, 17.85it/s]
 13%|#3        | 102/781 [00:05<00:37, 17.91it/s]
 13%|#3        | 104/781 [00:05<00:38, 17.66it/s]
 14%|#3        | 106/781 [00:05<00:38, 17.71it/s]
 14%|#3        | 108/781 [00:06<00:38, 17.54it/s]
 14%|#4        | 110/781 [00:06<01:20,  8.32it/s]
 14%|#4        | 112/781 [00:06<01:07,  9.88it/s]
 15%|#4        | 114/781 [00:06<00:58, 11.41it/s]
 15%|#4        | 116/781 [00:06<00:51, 12.82it/s]
 15%|#5        | 118/781 [00:07<00:47, 13.97it/s]
 15%|#5        | 120/781 [00:07<00:44, 14.91it/s]
 16%|#5        | 122/781 [00:07<00:42, 15.68it/s]
 16%|#5        | 124/781 [00:07<00:40, 16.24it/s]
 16%|#6        | 126/781 [00:07<00:39, 16.67it/s]
 16%|#6        | 128/781 [00:07<00:38, 16.95it/s]
 17%|#6        | 130/781 [00:07<00:38, 17.08it/s]
 17%|#6        | 132/781 [00:07<00:37, 17.31it/s]
 17%|#7        | 134/781 [00:07<00:37, 17.09it/s]
 17%|#7        | 136/781 [00:08<00:37, 17.31it/s]
 18%|#7        | 138/781 [00:08<00:36, 17.42it/s]
 18%|#7        | 140/781 [00:08<00:36, 17.47it/s]
 18%|#8        | 142/781 [00:08<00:36, 17.48it/s]
 18%|#8        | 144/781 [00:08<00:36, 17.51it/s]
 19%|#8        | 146/781 [00:08<00:36, 17.33it/s]
 19%|#8        | 148/781 [00:08<00:36, 17.48it/s]
 19%|#9        | 150/781 [00:08<00:35, 17.61it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.67it/s]
 20%|#9        | 154/781 [00:09<00:35, 17.72it/s]
 20%|#9        | 156/781 [00:09<00:35, 17.71it/s]
 20%|##        | 158/781 [00:09<00:35, 17.62it/s]
 20%|##        | 160/781 [00:09<00:34, 17.74it/s]
 21%|##        | 162/781 [00:09<00:35, 17.64it/s]
 21%|##        | 164/781 [00:09<00:34, 18.07it/s]
 21%|##1       | 166/781 [00:09<00:34, 18.06it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.85it/s]
 22%|##1       | 170/781 [00:10<00:34, 17.69it/s]
 22%|##2       | 172/781 [00:10<00:34, 17.83it/s]
 22%|##2       | 174/781 [00:10<00:33, 17.92it/s]
 23%|##2       | 176/781 [00:10<00:34, 17.72it/s]
 23%|##2       | 178/781 [00:10<00:33, 18.20it/s]
 23%|##3       | 181/781 [00:10<00:31, 18.95it/s]
 23%|##3       | 183/781 [00:10<00:31, 19.22it/s]
 24%|##3       | 186/781 [00:10<00:30, 19.54it/s]
 24%|##4       | 189/781 [00:10<00:29, 19.80it/s]
 24%|##4       | 191/781 [00:11<00:30, 19.63it/s]
 25%|##4       | 193/781 [00:11<00:30, 19.08it/s]
 25%|##5       | 196/781 [00:11<00:30, 19.38it/s]
 25%|##5       | 198/781 [00:11<00:29, 19.48it/s]
 26%|##5       | 200/781 [00:11<00:29, 19.61it/s]
 26%|##5       | 203/781 [00:11<00:28, 19.96it/s]
 26%|##6       | 206/781 [00:11<00:28, 20.11it/s]
 27%|##6       | 209/781 [00:12<00:28, 19.98it/s]
 27%|##7       | 212/781 [00:12<00:28, 20.13it/s]
 28%|##7       | 215/781 [00:12<00:28, 20.17it/s]
 28%|##7       | 218/781 [00:12<00:28, 20.03it/s]
 28%|##8       | 221/781 [00:12<00:28, 19.97it/s]
 29%|##8       | 223/781 [00:12<00:27, 19.96it/s]
 29%|##8       | 225/781 [00:12<00:27, 19.92it/s]
 29%|##9       | 227/781 [00:12<00:27, 19.85it/s]
 29%|##9       | 229/781 [00:13<00:27, 19.85it/s]
 30%|##9       | 232/781 [00:13<00:27, 20.01it/s]
 30%|###       | 235/781 [00:13<00:27, 20.10it/s]
 30%|###       | 238/781 [00:13<00:26, 20.17it/s]
 31%|###       | 241/781 [00:13<00:27, 19.95it/s]
 31%|###1      | 243/781 [00:13<00:26, 19.93it/s]
 31%|###1      | 246/781 [00:13<00:26, 19.97it/s]
 32%|###1      | 249/781 [00:13<00:26, 20.11it/s]
 32%|###2      | 252/781 [00:14<00:26, 20.20it/s]
 33%|###2      | 255/781 [00:14<00:26, 20.05it/s]
 33%|###3      | 258/781 [00:14<00:25, 20.21it/s]
 33%|###3      | 261/781 [00:14<00:25, 20.27it/s]
 34%|###3      | 264/781 [00:14<00:25, 20.37it/s]
 34%|###4      | 267/781 [00:14<00:25, 20.31it/s]
 35%|###4      | 270/781 [00:15<00:25, 20.31it/s]
 35%|###4      | 273/781 [00:15<00:25, 20.19it/s]
 35%|###5      | 276/781 [00:15<00:24, 20.26it/s]
 36%|###5      | 279/781 [00:15<00:24, 20.22it/s]
 36%|###6      | 282/781 [00:15<00:25, 19.90it/s]
 36%|###6      | 285/781 [00:15<00:24, 20.04it/s]
 37%|###6      | 288/781 [00:15<00:24, 20.12it/s]
 37%|###7      | 291/781 [00:16<00:24, 20.14it/s]
 38%|###7      | 294/781 [00:16<00:24, 20.25it/s]
 38%|###8      | 297/781 [00:16<00:23, 20.20it/s]
 38%|###8      | 300/781 [00:16<00:23, 20.33it/s]
 39%|###8      | 303/781 [00:16<00:23, 20.32it/s]
 39%|###9      | 306/781 [00:16<00:23, 20.36it/s]
 40%|###9      | 309/781 [00:16<00:23, 20.36it/s]
 40%|###9      | 312/781 [00:17<00:23, 20.39it/s]
 40%|####      | 315/781 [00:17<00:23, 20.11it/s]
 41%|####      | 318/781 [00:17<00:23, 19.91it/s]
 41%|####      | 320/781 [00:17<00:23, 19.70it/s]
 41%|####1     | 322/781 [00:17<00:23, 19.57it/s]
 42%|####1     | 325/781 [00:17<00:22, 19.91it/s]
 42%|####1     | 328/781 [00:17<00:22, 19.80it/s]
 42%|####2     | 331/781 [00:18<00:22, 19.96it/s]
 43%|####2     | 334/781 [00:18<00:22, 20.14it/s]
 43%|####3     | 337/781 [00:18<00:21, 20.19it/s]
 44%|####3     | 340/781 [00:18<00:21, 20.20it/s]
 44%|####3     | 343/781 [00:18<00:21, 19.99it/s]
 44%|####4     | 346/781 [00:18<00:21, 20.03it/s]
 45%|####4     | 349/781 [00:18<00:21, 20.15it/s]
 45%|####5     | 352/781 [00:19<00:21, 20.07it/s]
 45%|####5     | 355/781 [00:19<00:21, 20.01it/s]
 46%|####5     | 358/781 [00:19<00:21, 20.04it/s]
 46%|####6     | 361/781 [00:19<00:21, 19.94it/s]
 47%|####6     | 364/781 [00:19<00:20, 20.07it/s]
 47%|####6     | 367/781 [00:19<00:20, 20.02it/s]
 47%|####7     | 370/781 [00:20<00:20, 19.92it/s]
 48%|####7     | 373/781 [00:20<00:20, 20.01it/s]
 48%|####8     | 376/781 [00:20<00:20, 20.01it/s]
 49%|####8     | 379/781 [00:20<00:19, 20.16it/s]
 49%|####8     | 382/781 [00:20<00:19, 20.15it/s]
 49%|####9     | 385/781 [00:20<00:19, 20.22it/s]
 50%|####9     | 388/781 [00:20<00:19, 20.10it/s]
 50%|#####     | 391/781 [00:21<00:19, 20.27it/s]
 50%|#####     | 394/781 [00:21<00:19, 20.12it/s]
 51%|#####     | 397/781 [00:21<00:19, 20.17it/s]
 51%|#####1    | 400/781 [00:21<00:18, 20.24it/s]
 52%|#####1    | 403/781 [00:21<00:18, 20.31it/s]
 52%|#####1    | 406/781 [00:21<00:18, 20.37it/s]
 52%|#####2    | 409/781 [00:21<00:18, 20.35it/s]
 53%|#####2    | 412/781 [00:22<00:18, 20.35it/s]
 53%|#####3    | 415/781 [00:22<00:17, 20.34it/s]
 54%|#####3    | 418/781 [00:22<00:18, 20.13it/s]
 54%|#####3    | 421/781 [00:22<00:17, 20.16it/s]
 54%|#####4    | 424/781 [00:22<00:17, 20.11it/s]
 55%|#####4    | 427/781 [00:22<00:17, 20.26it/s]
 55%|#####5    | 430/781 [00:22<00:17, 19.92it/s]
 55%|#####5    | 433/781 [00:23<00:17, 20.05it/s]
 56%|#####5    | 436/781 [00:23<00:17, 20.11it/s]
 56%|#####6    | 439/781 [00:23<00:17, 20.08it/s]
 57%|#####6    | 442/781 [00:23<00:16, 20.22it/s]
 57%|#####6    | 445/781 [00:23<00:16, 20.23it/s]
 57%|#####7    | 448/781 [00:23<00:16, 20.23it/s]
 58%|#####7    | 451/781 [00:24<00:16, 19.78it/s]
 58%|#####8    | 454/781 [00:24<00:16, 19.65it/s]
 59%|#####8    | 457/781 [00:24<00:16, 19.79it/s]
 59%|#####8    | 459/781 [00:24<00:16, 19.82it/s]
 59%|#####9    | 461/781 [00:24<00:16, 19.83it/s]
 59%|#####9    | 464/781 [00:24<00:15, 19.96it/s]
 60%|#####9    | 466/781 [00:24<00:15, 19.94it/s]
 60%|#####9    | 468/781 [00:24<00:15, 19.93it/s]
 60%|######    | 471/781 [00:25<00:15, 20.09it/s]
 61%|######    | 474/781 [00:25<00:15, 20.22it/s]
 61%|######1   | 477/781 [00:25<00:14, 20.30it/s]
 61%|######1   | 480/781 [00:25<00:14, 20.40it/s]
 62%|######1   | 483/781 [00:25<00:14, 20.48it/s]
 62%|######2   | 486/781 [00:25<00:14, 20.44it/s]
 63%|######2   | 489/781 [00:25<00:14, 20.38it/s]
 63%|######2   | 492/781 [00:26<00:14, 20.43it/s]
 63%|######3   | 495/781 [00:26<00:14, 20.18it/s]
 64%|######3   | 498/781 [00:26<00:13, 20.28it/s]
 64%|######4   | 501/781 [00:26<00:13, 20.18it/s]
 65%|######4   | 504/781 [00:26<00:13, 20.18it/s]
 65%|######4   | 507/781 [00:26<00:13, 20.08it/s]
 65%|######5   | 510/781 [00:26<00:13, 20.04it/s]
 66%|######5   | 513/781 [00:27<00:13, 19.92it/s]
 66%|######5   | 515/781 [00:27<00:13, 19.80it/s]
 66%|######6   | 517/781 [00:27<00:13, 19.50it/s]
 66%|######6   | 519/781 [00:27<00:13, 19.51it/s]
 67%|######6   | 521/781 [00:27<00:13, 19.27it/s]
 67%|######6   | 523/781 [00:27<00:13, 18.87it/s]
 67%|######7   | 525/781 [00:27<00:14, 18.23it/s]
 67%|######7   | 527/781 [00:27<00:14, 17.91it/s]
 68%|######7   | 529/781 [00:27<00:14, 17.74it/s]
 68%|######7   | 531/781 [00:28<00:14, 17.63it/s]
 68%|######8   | 533/781 [00:28<00:14, 17.55it/s]
 69%|######8   | 535/781 [00:28<00:14, 17.50it/s]
 69%|######8   | 537/781 [00:28<00:13, 17.61it/s]
 69%|######9   | 539/781 [00:28<00:13, 17.67it/s]
 69%|######9   | 541/781 [00:28<00:13, 17.71it/s]
 70%|######9   | 543/781 [00:28<00:13, 17.37it/s]
 70%|######9   | 545/781 [00:28<00:13, 17.53it/s]
 70%|#######   | 547/781 [00:29<00:13, 17.43it/s]
 70%|#######   | 549/781 [00:29<00:13, 17.55it/s]
 71%|#######   | 551/781 [00:29<00:13, 17.63it/s]
 71%|#######   | 553/781 [00:29<00:12, 17.78it/s]
 71%|#######1  | 555/781 [00:29<00:12, 17.93it/s]
 71%|#######1  | 557/781 [00:29<00:12, 17.75it/s]
 72%|#######1  | 559/781 [00:29<00:12, 17.68it/s]
 72%|#######1  | 561/781 [00:29<00:12, 17.63it/s]
 72%|#######2  | 563/781 [00:29<00:12, 17.67it/s]
 72%|#######2  | 565/781 [00:30<00:11, 18.16it/s]
 73%|#######2  | 567/781 [00:30<00:11, 18.23it/s]
 73%|#######2  | 569/781 [00:30<00:11, 18.09it/s]
 73%|#######3  | 571/781 [00:30<00:11, 18.14it/s]
 73%|#######3  | 573/781 [00:30<00:11, 17.91it/s]
 74%|#######3  | 575/781 [00:30<00:11, 17.72it/s]
 74%|#######3  | 577/781 [00:30<00:11, 17.78it/s]
 74%|#######4  | 579/781 [00:30<00:11, 17.83it/s]
 74%|#######4  | 581/781 [00:30<00:11, 17.77it/s]
 75%|#######4  | 583/781 [00:31<00:11, 17.70it/s]
 75%|#######4  | 585/781 [00:31<00:11, 17.59it/s]
 75%|#######5  | 587/781 [00:31<00:11, 17.54it/s]
 75%|#######5  | 589/781 [00:31<00:10, 17.58it/s]
 76%|#######5  | 591/781 [00:31<00:10, 17.60it/s]
 76%|#######5  | 593/781 [00:31<00:10, 17.62it/s]
 76%|#######6  | 595/781 [00:31<00:10, 17.52it/s]
 76%|#######6  | 597/781 [00:31<00:10, 17.53it/s]
 77%|#######6  | 599/781 [00:31<00:10, 17.42it/s]
 77%|#######6  | 601/781 [00:32<00:10, 17.34it/s]
 77%|#######7  | 603/781 [00:32<00:10, 17.24it/s]
 77%|#######7  | 605/781 [00:32<00:10, 17.26it/s]
 78%|#######7  | 607/781 [00:32<00:10, 17.34it/s]
 78%|#######7  | 609/781 [00:32<00:09, 17.22it/s]
 78%|#######8  | 611/781 [00:32<00:09, 17.36it/s]
 78%|#######8  | 613/781 [00:32<00:09, 17.43it/s]
 79%|#######8  | 615/781 [00:32<00:09, 17.50it/s]
 79%|#######9  | 617/781 [00:32<00:09, 17.51it/s]
 79%|#######9  | 619/781 [00:33<00:09, 17.57it/s]
 80%|#######9  | 621/781 [00:33<00:09, 17.58it/s]
 80%|#######9  | 623/781 [00:33<00:09, 17.53it/s]
 80%|########  | 625/781 [00:33<00:08, 17.49it/s]
 80%|########  | 627/781 [00:33<00:08, 17.37it/s]
 81%|########  | 629/781 [00:33<00:08, 17.45it/s]
 81%|########  | 631/781 [00:33<00:08, 17.57it/s]
 81%|########1 | 633/781 [00:33<00:08, 17.56it/s]
 81%|########1 | 635/781 [00:34<00:08, 17.56it/s]
 82%|########1 | 637/781 [00:34<00:08, 17.58it/s]
 82%|########1 | 639/781 [00:34<00:08, 17.67it/s]
 82%|########2 | 641/781 [00:34<00:07, 17.63it/s]
 82%|########2 | 643/781 [00:34<00:07, 17.63it/s]
 83%|########2 | 645/781 [00:34<00:07, 17.71it/s]
 83%|########2 | 647/781 [00:34<00:07, 17.79it/s]
 83%|########3 | 649/781 [00:34<00:07, 17.83it/s]
 83%|########3 | 651/781 [00:34<00:07, 17.88it/s]
 84%|########3 | 653/781 [00:35<00:07, 17.91it/s]
 84%|########3 | 655/781 [00:35<00:07, 17.91it/s]
 84%|########4 | 657/781 [00:35<00:06, 17.84it/s]
 84%|########4 | 659/781 [00:35<00:06, 17.81it/s]
 85%|########4 | 661/781 [00:35<00:06, 17.72it/s]
 85%|########4 | 663/781 [00:35<00:06, 17.69it/s]
 85%|########5 | 665/781 [00:35<00:06, 17.77it/s]
 85%|########5 | 667/781 [00:35<00:06, 17.86it/s]
 86%|########5 | 669/781 [00:35<00:06, 17.91it/s]
 86%|########5 | 671/781 [00:36<00:06, 17.86it/s]
 86%|########6 | 673/781 [00:36<00:06, 17.84it/s]
 86%|########6 | 675/781 [00:36<00:05, 17.72it/s]
 87%|########6 | 677/781 [00:36<00:05, 17.75it/s]
 87%|########6 | 679/781 [00:36<00:05, 17.80it/s]
 87%|########7 | 681/781 [00:36<00:05, 17.79it/s]
 87%|########7 | 683/781 [00:36<00:05, 17.79it/s]
 88%|########7 | 685/781 [00:36<00:05, 17.84it/s]
 88%|########7 | 687/781 [00:36<00:05, 17.90it/s]
 88%|########8 | 689/781 [00:37<00:05, 17.82it/s]
 88%|########8 | 691/781 [00:37<00:05, 17.76it/s]
 89%|########8 | 693/781 [00:37<00:04, 17.85it/s]
 89%|########8 | 695/781 [00:37<00:04, 17.67it/s]
 89%|########9 | 697/781 [00:37<00:04, 17.48it/s]
 90%|########9 | 699/781 [00:37<00:04, 17.27it/s]
 90%|########9 | 701/781 [00:37<00:04, 17.37it/s]
 90%|######### | 703/781 [00:37<00:04, 17.39it/s]
 90%|######### | 705/781 [00:37<00:04, 17.32it/s]
 91%|######### | 707/781 [00:38<00:04, 17.30it/s]
 91%|######### | 709/781 [00:38<00:04, 17.18it/s]
 91%|#########1| 711/781 [00:38<00:04, 17.32it/s]
 91%|#########1| 713/781 [00:38<00:03, 17.19it/s]
 92%|#########1| 715/781 [00:38<00:03, 17.27it/s]
 92%|#########1| 717/781 [00:38<00:03, 17.29it/s]
 92%|#########2| 719/781 [00:38<00:03, 17.71it/s]
 92%|#########2| 721/781 [00:38<00:03, 17.79it/s]
 93%|#########2| 723/781 [00:39<00:03, 17.66it/s]
 93%|#########2| 725/781 [00:39<00:03, 17.75it/s]
 93%|#########3| 727/781 [00:39<00:03, 17.70it/s]
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100%|##########| 781/781 [00:42<00:00, 18.48it/s]




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 57%|#####7    | 90/157 [00:05<00:04, 15.48it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.53it/s]
 60%|#####9    | 94/157 [00:05<00:04, 15.70it/s]
 61%|######1   | 96/157 [00:05<00:03, 15.69it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.86it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.04it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.14it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.17it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.00it/s]
 69%|######8   | 108/157 [00:06<00:03, 16.09it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.16it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.22it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.37it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.42it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.49it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.39it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.25it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.28it/s]
 80%|########  | 126/157 [00:07<00:01, 16.14it/s]
 82%|########1 | 128/157 [00:07<00:01, 15.93it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.93it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.16it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.30it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.33it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.33it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.34it/s]
 90%|######### | 142/157 [00:08<00:00, 16.18it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.28it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.40it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.46it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.54it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.58it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.59it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.62it/s]
100%|##########| 157/157 [00:09<00:00, 16.20it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.65it/s]
  1%|          | 4/781 [00:00<00:41, 18.75it/s]
  1%|          | 6/781 [00:00<00:41, 18.62it/s]
  1%|1         | 8/781 [00:00<00:42, 18.36it/s]
  1%|1         | 10/781 [00:00<00:42, 18.32it/s]
  2%|1         | 12/781 [00:00<00:42, 18.27it/s]
  2%|1         | 14/781 [00:00<00:42, 18.22it/s]
  2%|2         | 16/781 [00:00<00:41, 18.29it/s]
  2%|2         | 18/781 [00:00<00:41, 18.21it/s]
  3%|2         | 20/781 [00:01<00:41, 18.24it/s]
  3%|2         | 22/781 [00:01<00:41, 18.20it/s]
  3%|3         | 24/781 [00:01<00:41, 18.23it/s]
  3%|3         | 26/781 [00:01<00:40, 18.46it/s]
  4%|3         | 28/781 [00:01<00:40, 18.63it/s]
  4%|3         | 30/781 [00:01<00:40, 18.56it/s]
  4%|4         | 32/781 [00:01<00:40, 18.62it/s]
  4%|4         | 34/781 [00:01<00:39, 18.71it/s]
  5%|4         | 36/781 [00:01<00:39, 18.73it/s]
  5%|4         | 38/781 [00:02<00:39, 18.83it/s]
  5%|5         | 40/781 [00:02<00:39, 18.79it/s]
  5%|5         | 42/781 [00:02<00:39, 18.79it/s]
  6%|5         | 44/781 [00:02<00:39, 18.77it/s]
  6%|5         | 46/781 [00:02<00:38, 18.86it/s]
  6%|6         | 48/781 [00:02<00:38, 18.84it/s]
  6%|6         | 50/781 [00:02<00:38, 18.89it/s]
  7%|6         | 52/781 [00:02<00:38, 18.96it/s]
  7%|6         | 54/781 [00:02<00:38, 18.96it/s]
  7%|7         | 56/781 [00:03<00:38, 18.99it/s]
  7%|7         | 58/781 [00:03<00:37, 19.07it/s]
  8%|7         | 60/781 [00:03<00:37, 19.04it/s]
  8%|7         | 62/781 [00:03<00:37, 19.08it/s]
  8%|8         | 64/781 [00:03<00:37, 19.15it/s]
  8%|8         | 66/781 [00:03<00:38, 18.41it/s]
  9%|8         | 68/781 [00:03<00:38, 18.63it/s]
  9%|8         | 70/781 [00:03<00:38, 18.59it/s]
  9%|9         | 72/781 [00:03<00:37, 18.71it/s]
  9%|9         | 74/781 [00:03<00:37, 18.82it/s]
 10%|9         | 76/781 [00:04<00:37, 18.88it/s]
 10%|9         | 78/781 [00:04<00:37, 18.65it/s]
 10%|#         | 80/781 [00:04<00:37, 18.75it/s]
 10%|#         | 82/781 [00:04<00:37, 18.86it/s]
 11%|#         | 84/781 [00:04<00:36, 18.92it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.94it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.89it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.82it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.92it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.81it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.79it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.74it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.79it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.53it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.67it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.57it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.63it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.62it/s]
 14%|#4        | 112/781 [00:05<00:36, 18.42it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.35it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.45it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.67it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.54it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.64it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.46it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.59it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.69it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.81it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.82it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.84it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.85it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.59it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.50it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.62it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.75it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.82it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.82it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.81it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.63it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.75it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.89it/s]
 20%|##        | 158/781 [00:08<00:33, 18.86it/s]
 20%|##        | 160/781 [00:08<00:32, 18.86it/s]
 21%|##        | 162/781 [00:08<00:32, 18.85it/s]
 21%|##        | 164/781 [00:08<00:32, 18.82it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.57it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.72it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.71it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.69it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.72it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.57it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.69it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.77it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.86it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.92it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.82it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.94it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.74it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.63it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.72it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.76it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.73it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.63it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.25it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.39it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.46it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.68it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.58it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.55it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.70it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.75it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.87it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.91it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.92it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.97it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.99it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.96it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.00it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.04it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.05it/s]
 30%|###       | 236/781 [00:12<00:28, 18.86it/s]
 30%|###       | 238/781 [00:12<00:28, 18.83it/s]
 31%|###       | 240/781 [00:12<00:28, 18.79it/s]
 31%|###       | 242/781 [00:12<00:28, 18.74it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.80it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.87it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.90it/s]
 32%|###2      | 250/781 [00:13<00:27, 18.99it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.05it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.03it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.05it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.82it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.84it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.98it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.72it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.81it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.93it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.96it/s]
 35%|###4      | 272/781 [00:14<00:26, 18.98it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.03it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.67it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.67it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.62it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.57it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.73it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.71it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.48it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.52it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.67it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.65it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.77it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.64it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.62it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.52it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.69it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.69it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.63it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.57it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.72it/s]
 40%|####      | 314/781 [00:16<00:25, 18.63it/s]
 40%|####      | 316/781 [00:16<00:24, 18.73it/s]
 41%|####      | 318/781 [00:16<00:24, 18.62it/s]
 41%|####      | 320/781 [00:17<00:24, 18.71it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.74it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.86it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.81it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.73it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.82it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.84it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.76it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.85it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.94it/s]
 44%|####3     | 340/781 [00:18<00:23, 19.03it/s]
 44%|####3     | 342/781 [00:18<00:23, 19.08it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.08it/s]
 44%|####4     | 346/781 [00:18<00:22, 18.97it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.97it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.01it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.01it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.83it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.65it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.53it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.47it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.44it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.36it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.48it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.54it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.71it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.85it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.84it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.56it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.46it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.52it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.71it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.63it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.58it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.53it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.64it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.57it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.42it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.38it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.41it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.32it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.29it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.21it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.38it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.44it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.55it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.67it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.74it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.71it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.49it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.64it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.79it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.90it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.73it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.67it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.60it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.67it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.63it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.47it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.44it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.45it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.50it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.34it/s]
 57%|#####7    | 446/781 [00:23<00:18, 18.59it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.78it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.83it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.87it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.93it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.95it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.82it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.85it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.79it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.80it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.87it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.54it/s]
 60%|######    | 470/781 [00:25<00:16, 18.48it/s]
 60%|######    | 472/781 [00:25<00:16, 18.53it/s]
 61%|######    | 474/781 [00:25<00:16, 18.55it/s]
 61%|######    | 476/781 [00:25<00:16, 18.53it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.23it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.30it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.00it/s]
 62%|######1   | 484/781 [00:25<00:16, 18.36it/s]
 62%|######2   | 486/781 [00:25<00:15, 18.51it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.33it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.23it/s]
 63%|######2   | 492/781 [00:26<00:16, 17.94it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.14it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.31it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.57it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.81it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.94it/s]
 65%|######4   | 504/781 [00:26<00:14, 19.10it/s]
 65%|######4   | 506/781 [00:27<00:14, 19.16it/s]
 65%|######5   | 508/781 [00:27<00:14, 19.30it/s]
 65%|######5   | 510/781 [00:27<00:14, 19.16it/s]
 66%|######5   | 512/781 [00:27<00:13, 19.26it/s]
 66%|######5   | 514/781 [00:27<00:13, 19.36it/s]
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100%|##########| 781/781 [00:42<00:00, 18.55it/s]




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Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.09s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.09s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:11,  1.09s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:11,  1.09s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:11,  1.09s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:11,  1.09s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.14s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.05it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.04it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.03it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.03it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:15<00:00, 15.32s/it]
100%|##########| 1/1 [00:15<00:00, 15.32s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 14.37it/s]
  3%|2         | 4/157 [00:00<00:10, 14.41it/s]
  4%|3         | 6/157 [00:00<00:09, 15.21it/s]
  5%|5         | 8/157 [00:00<00:09, 15.57it/s]
  6%|6         | 10/157 [00:00<00:09, 15.88it/s]
  8%|7         | 12/157 [00:00<00:09, 16.06it/s]
  9%|8         | 14/157 [00:00<00:08, 16.15it/s]
 10%|#         | 16/157 [00:01<00:08, 16.15it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.16it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.16it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.12it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.24it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.36it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.39it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.46it/s]
 20%|##        | 32/157 [00:01<00:07, 16.45it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.49it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.33it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.10it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.14it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.30it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.31it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.38it/s]
 31%|###       | 48/157 [00:02<00:06, 16.46it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.52it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.45it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.43it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.41it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.27it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.37it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.45it/s]
 41%|####      | 64/157 [00:03<00:05, 16.27it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.21it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.13it/s]
 45%|####4     | 70/157 [00:04<00:05, 15.97it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.01it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.11it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.24it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.16it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.20it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.14it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.15it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.11it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.08it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.16it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.32it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.12it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.04it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.03it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.06it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.11it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.06it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.08it/s]
 69%|######8   | 108/157 [00:06<00:03, 16.18it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.01it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.15it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.28it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.37it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.07it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.05it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.18it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.31it/s]
 80%|########  | 126/157 [00:07<00:01, 16.20it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.16it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.16it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.02it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.01it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.01it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.18it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.10it/s]
 90%|######### | 142/157 [00:08<00:00, 16.20it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.04it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.95it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.02it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.96it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.94it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.04it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.01it/s]
100%|##########| 157/157 [00:09<00:00, 16.20it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:45, 17.19it/s]
  1%|          | 4/781 [00:00<00:43, 17.89it/s]
  1%|          | 6/781 [00:00<00:43, 17.99it/s]
  1%|1         | 8/781 [00:00<00:42, 18.23it/s]
  1%|1         | 10/781 [00:00<00:41, 18.54it/s]
  2%|1         | 12/781 [00:00<00:41, 18.71it/s]
  2%|1         | 14/781 [00:00<00:40, 18.89it/s]
  2%|2         | 16/781 [00:00<00:40, 18.89it/s]
  2%|2         | 18/781 [00:00<00:41, 18.50it/s]
  3%|2         | 20/781 [00:01<00:40, 18.80it/s]
  3%|2         | 22/781 [00:01<00:40, 18.89it/s]
  3%|3         | 24/781 [00:01<00:40, 18.88it/s]
  3%|3         | 26/781 [00:01<00:39, 19.00it/s]
  4%|3         | 28/781 [00:01<00:39, 18.90it/s]
  4%|3         | 30/781 [00:01<00:39, 19.11it/s]
  4%|4         | 32/781 [00:01<00:39, 19.14it/s]
  4%|4         | 34/781 [00:01<00:38, 19.28it/s]
  5%|4         | 36/781 [00:01<00:38, 19.26it/s]
  5%|4         | 38/781 [00:02<00:39, 18.97it/s]
  5%|5         | 40/781 [00:02<00:38, 19.09it/s]
  5%|5         | 42/781 [00:02<00:38, 19.05it/s]
  6%|5         | 44/781 [00:02<00:38, 19.20it/s]
  6%|5         | 46/781 [00:02<00:38, 19.29it/s]
  6%|6         | 48/781 [00:02<00:38, 18.94it/s]
  6%|6         | 50/781 [00:02<00:38, 18.98it/s]
  7%|6         | 52/781 [00:02<00:38, 19.05it/s]
  7%|6         | 54/781 [00:02<00:38, 19.05it/s]
  7%|7         | 56/781 [00:02<00:38, 18.92it/s]
  7%|7         | 58/781 [00:03<00:37, 19.11it/s]
  8%|7         | 60/781 [00:03<00:37, 19.28it/s]
  8%|7         | 62/781 [00:03<00:37, 19.38it/s]
  8%|8         | 64/781 [00:03<00:36, 19.39it/s]
  8%|8         | 66/781 [00:03<00:37, 19.29it/s]
  9%|8         | 68/781 [00:03<00:37, 19.21it/s]
  9%|8         | 70/781 [00:03<00:37, 19.20it/s]
  9%|9         | 72/781 [00:03<00:37, 19.16it/s]
  9%|9         | 74/781 [00:03<00:36, 19.24it/s]
 10%|9         | 76/781 [00:04<00:37, 19.04it/s]
 10%|9         | 78/781 [00:04<00:37, 18.99it/s]
 10%|#         | 80/781 [00:04<00:37, 18.81it/s]
 10%|#         | 82/781 [00:04<00:36, 18.97it/s]
 11%|#         | 84/781 [00:04<00:36, 19.07it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.22it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.66it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.84it/s]
 12%|#1        | 92/781 [00:04<00:36, 19.02it/s]
 12%|#2        | 94/781 [00:04<00:36, 18.95it/s]
 12%|#2        | 96/781 [00:05<00:36, 19.00it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.05it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.03it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.21it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.30it/s]
 14%|#3        | 106/781 [00:05<00:34, 19.37it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.40it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.42it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.17it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.25it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.22it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.21it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.18it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.20it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.32it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.42it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.53it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.39it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.30it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.40it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.35it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.33it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.29it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.18it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.28it/s]
 19%|#8        | 146/781 [00:07<00:32, 19.29it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.24it/s]
 19%|#9        | 150/781 [00:07<00:32, 19.17it/s]
 19%|#9        | 152/781 [00:07<00:32, 19.27it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.41it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.39it/s]
 20%|##        | 158/781 [00:08<00:32, 19.28it/s]
 20%|##        | 160/781 [00:08<00:32, 19.21it/s]
 21%|##        | 162/781 [00:08<00:32, 19.31it/s]
 21%|##        | 164/781 [00:08<00:31, 19.37it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.01it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.97it/s]
 22%|##1       | 170/781 [00:08<00:32, 18.79it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.82it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.85it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.70it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.65it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.72it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.78it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.85it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.02it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.91it/s]
 24%|##4       | 190/781 [00:09<00:31, 19.06it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.22it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.28it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.32it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.36it/s]
 26%|##5       | 200/781 [00:10<00:29, 19.40it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.02it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.14it/s]
 26%|##6       | 206/781 [00:10<00:30, 19.15it/s]
 27%|##6       | 208/781 [00:10<00:30, 19.06it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.13it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.20it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.77it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.72it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.80it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.57it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.55it/s]
 29%|##8       | 224/781 [00:11<00:30, 18.55it/s]
 29%|##8       | 226/781 [00:11<00:30, 18.26it/s]
 29%|##9       | 228/781 [00:11<00:30, 18.05it/s]
 29%|##9       | 230/781 [00:12<00:30, 17.91it/s]
 30%|##9       | 232/781 [00:12<00:30, 17.75it/s]
 30%|##9       | 234/781 [00:12<00:30, 17.91it/s]
 30%|###       | 236/781 [00:12<00:30, 18.16it/s]
 30%|###       | 238/781 [00:12<00:29, 18.36it/s]
 31%|###       | 240/781 [00:12<00:29, 18.51it/s]
 31%|###       | 242/781 [00:12<00:29, 18.54it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.58it/s]
 31%|###1      | 246/781 [00:12<00:28, 18.70it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.72it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.63it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.59it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.76it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.72it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.60it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.73it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.79it/s]
 34%|###3      | 264/781 [00:13<00:28, 18.42it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.56it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.61it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.61it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.67it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.80it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.78it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.69it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.75it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.81it/s]
 36%|###6      | 284/781 [00:14<00:26, 18.88it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.92it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.88it/s]
 37%|###7      | 290/781 [00:15<00:25, 18.98it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.87it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.85it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.86it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.88it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.90it/s]
 39%|###8      | 302/781 [00:15<00:25, 18.72it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.66it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.62it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.66it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.78it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.30it/s]
 40%|####      | 314/781 [00:16<00:25, 18.49it/s]
 40%|####      | 316/781 [00:16<00:25, 18.21it/s]
 41%|####      | 318/781 [00:16<00:25, 18.11it/s]
 41%|####      | 320/781 [00:16<00:25, 18.27it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.23it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.43it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.62it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.60it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.66it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.59it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.62it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.76it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.82it/s]
 44%|####3     | 340/781 [00:17<00:23, 18.90it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.97it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.04it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.10it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.86it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.58it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.37it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.51it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.61it/s]
 46%|####5     | 358/781 [00:18<00:22, 18.49it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.58it/s]
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 49%|####8     | 382/781 [00:20<00:20, 19.25it/s]
 49%|####9     | 384/781 [00:20<00:20, 18.96it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.11it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.19it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.21it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.33it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.94it/s]
 51%|#####     | 396/781 [00:20<00:20, 18.85it/s]
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 51%|#####1    | 400/781 [00:21<00:20, 18.92it/s]
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 53%|#####2    | 412/781 [00:21<00:19, 19.30it/s]
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 70%|#######   | 548/781 [00:29<00:12, 18.75it/s]
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 71%|#######1  | 556/781 [00:29<00:12, 18.33it/s]
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 80%|########  | 626/781 [00:33<00:08, 19.05it/s]
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 91%|######### | 710/781 [00:37<00:03, 18.31it/s]
 91%|#########1| 712/781 [00:37<00:03, 18.29it/s]
 91%|#########1| 714/781 [00:37<00:03, 18.21it/s]
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100%|#########9| 778/781 [00:41<00:00, 18.00it/s]
100%|#########9| 780/781 [00:41<00:00, 18.31it/s]
100%|##########| 781/781 [00:41<00:00, 18.81it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
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Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.05s/it]
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Validation Progress:   2%|2         | 1/44 [00:01<00:45,  1.05s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:48,  1.13s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:41,  1.01it/s]
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Validation Progress:   5%|4         | 2/44 [00:02<00:41,  1.00it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:40,  1.02it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:40,  1.02it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:40,  1.02it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:40,  1.02it/s]
Validation Progress:   9%|9         | 4/44 [00:03<00:38,  1.03it/s]
Validation Progress:   9%|9         | 4/44 [00:03<00:38,  1.03it/s]
Validation Progress:   9%|9         | 4/44 [00:03<00:38,  1.03it/s]
Validation Progress:   9%|9         | 4/44 [00:03<00:39,  1.03it/s]
Validation Progress:  11%|#1        | 5/44 [00:05<00:39,  1.03s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:39,  1.03s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:39,  1.03s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.05s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.01s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.01s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.03s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:40,  1.05s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.04s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.04s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:39,  1.07s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:39,  1.06s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:37,  1.05s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:38,  1.07s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:39,  1.09s/it]
Validation Progress:  18%|#8        | 8/44 [00:08<00:38,  1.06s/it]
Validation Progress:  20%|##        | 9/44 [00:09<00:38,  1.10s/it]
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  9%|9         | 72/781 [00:04<00:42, 16.75it/s]
  9%|9         | 74/781 [00:04<00:41, 16.89it/s]
 10%|9         | 76/781 [00:04<00:41, 16.96it/s]
 10%|9         | 78/781 [00:04<00:41, 17.05it/s]
 10%|#         | 80/781 [00:04<00:41, 17.00it/s]
 10%|#         | 82/781 [00:04<00:41, 17.01it/s]
 11%|#         | 84/781 [00:05<00:41, 16.87it/s]
 11%|#1        | 86/781 [00:05<00:41, 16.80it/s]
 11%|#1        | 88/781 [00:05<00:41, 16.69it/s]
 12%|#1        | 90/781 [00:05<00:41, 16.81it/s]
 12%|#1        | 92/781 [00:05<00:40, 16.87it/s]
 12%|#2        | 94/781 [00:05<00:40, 16.85it/s]
 12%|#2        | 96/781 [00:05<00:40, 16.95it/s]
 13%|#2        | 98/781 [00:05<00:40, 16.91it/s]
 13%|#2        | 100/781 [00:06<00:40, 16.92it/s]
 13%|#3        | 102/781 [00:06<00:40, 16.90it/s]
 13%|#3        | 104/781 [00:06<00:40, 16.70it/s]
 14%|#3        | 106/781 [00:06<00:40, 16.68it/s]
 14%|#3        | 108/781 [00:06<01:21,  8.27it/s]
 14%|#4        | 110/781 [00:07<01:08,  9.74it/s]
 14%|#4        | 112/781 [00:07<00:59, 11.18it/s]
 15%|#4        | 114/781 [00:07<00:53, 12.48it/s]
 15%|#4        | 116/781 [00:07<00:48, 13.58it/s]
 15%|#5        | 118/781 [00:07<00:45, 14.47it/s]
 15%|#5        | 120/781 [00:07<00:44, 14.94it/s]
 16%|#5        | 122/781 [00:07<00:42, 15.51it/s]
 16%|#5        | 124/781 [00:07<00:41, 15.81it/s]
 16%|#6        | 126/781 [00:07<00:40, 16.06it/s]
 16%|#6        | 128/781 [00:08<00:40, 16.19it/s]
 17%|#6        | 130/781 [00:08<00:39, 16.35it/s]
 17%|#6        | 132/781 [00:08<00:39, 16.45it/s]
 17%|#7        | 134/781 [00:08<00:38, 16.64it/s]
 17%|#7        | 136/781 [00:08<00:38, 16.67it/s]
 18%|#7        | 138/781 [00:08<00:38, 16.58it/s]
 18%|#7        | 140/781 [00:08<00:38, 16.62it/s]
 18%|#8        | 142/781 [00:08<00:38, 16.79it/s]
 18%|#8        | 144/781 [00:09<00:37, 16.84it/s]
 19%|#8        | 146/781 [00:09<00:37, 16.89it/s]
 19%|#8        | 148/781 [00:09<00:38, 16.59it/s]
 19%|#9        | 150/781 [00:09<00:37, 16.63it/s]
 19%|#9        | 152/781 [00:09<00:37, 16.73it/s]
 20%|#9        | 154/781 [00:09<00:37, 16.81it/s]
 20%|#9        | 156/781 [00:09<00:38, 16.36it/s]
 20%|##        | 158/781 [00:09<00:37, 16.54it/s]
 20%|##        | 160/781 [00:10<00:37, 16.51it/s]
 21%|##        | 162/781 [00:10<00:37, 16.66it/s]
 21%|##        | 164/781 [00:10<00:37, 16.64it/s]
 21%|##1       | 166/781 [00:10<00:36, 16.66it/s]
 22%|##1       | 168/781 [00:10<00:36, 16.76it/s]
 22%|##1       | 170/781 [00:10<00:37, 16.23it/s]
 22%|##2       | 172/781 [00:10<00:37, 16.44it/s]
 22%|##2       | 174/781 [00:10<00:37, 16.24it/s]
 23%|##2       | 176/781 [00:10<00:36, 16.48it/s]
 23%|##2       | 178/781 [00:11<00:36, 16.66it/s]
 23%|##3       | 180/781 [00:11<00:36, 16.45it/s]
 23%|##3       | 182/781 [00:11<00:36, 16.58it/s]
 24%|##3       | 184/781 [00:11<00:35, 16.62it/s]
 24%|##3       | 186/781 [00:11<00:35, 16.66it/s]
 24%|##4       | 188/781 [00:11<00:35, 16.68it/s]
 24%|##4       | 190/781 [00:11<00:35, 16.54it/s]
 25%|##4       | 192/781 [00:11<00:35, 16.62it/s]
 25%|##4       | 194/781 [00:12<00:35, 16.76it/s]
 25%|##5       | 196/781 [00:12<00:34, 16.75it/s]
 25%|##5       | 198/781 [00:12<00:35, 16.54it/s]
 26%|##5       | 200/781 [00:12<00:35, 16.14it/s]
 26%|##5       | 202/781 [00:12<00:35, 16.09it/s]
 26%|##6       | 204/781 [00:12<00:36, 15.97it/s]
 26%|##6       | 206/781 [00:12<00:35, 16.06it/s]
 27%|##6       | 208/781 [00:12<00:35, 16.12it/s]
 27%|##6       | 210/781 [00:13<00:34, 16.36it/s]
 27%|##7       | 212/781 [00:13<00:34, 16.29it/s]
 27%|##7       | 214/781 [00:13<00:34, 16.27it/s]
 28%|##7       | 216/781 [00:13<00:35, 16.09it/s]
 28%|##7       | 218/781 [00:13<00:35, 15.93it/s]
 28%|##8       | 220/781 [00:13<00:35, 15.90it/s]
 28%|##8       | 222/781 [00:13<00:35, 15.95it/s]
 29%|##8       | 224/781 [00:13<00:35, 15.65it/s]
 29%|##8       | 226/781 [00:14<00:35, 15.79it/s]
 29%|##9       | 228/781 [00:14<00:34, 15.83it/s]
 29%|##9       | 230/781 [00:14<00:35, 15.71it/s]
 30%|##9       | 232/781 [00:14<00:34, 15.84it/s]
 30%|##9       | 234/781 [00:14<00:34, 15.87it/s]
 30%|###       | 236/781 [00:14<00:34, 15.96it/s]
 30%|###       | 238/781 [00:14<00:34, 15.78it/s]
 31%|###       | 240/781 [00:14<00:34, 15.77it/s]
 31%|###       | 242/781 [00:15<00:34, 15.80it/s]
 31%|###1      | 244/781 [00:15<00:33, 15.82it/s]
 31%|###1      | 246/781 [00:15<00:33, 15.84it/s]
 32%|###1      | 248/781 [00:15<00:33, 15.91it/s]
 32%|###2      | 250/781 [00:15<00:33, 15.88it/s]
 32%|###2      | 252/781 [00:15<00:33, 15.99it/s]
 33%|###2      | 254/781 [00:15<00:32, 16.07it/s]
 33%|###2      | 256/781 [00:15<00:32, 16.15it/s]
 33%|###3      | 258/781 [00:16<00:32, 16.17it/s]
 33%|###3      | 260/781 [00:16<00:32, 16.17it/s]
 34%|###3      | 262/781 [00:16<00:32, 15.99it/s]
 34%|###3      | 264/781 [00:16<00:32, 15.94it/s]
 34%|###4      | 266/781 [00:16<00:32, 15.97it/s]
 34%|###4      | 268/781 [00:16<00:31, 16.03it/s]
 35%|###4      | 270/781 [00:16<00:31, 16.08it/s]
 35%|###4      | 272/781 [00:16<00:31, 15.94it/s]
 35%|###5      | 274/781 [00:17<00:31, 15.86it/s]
 35%|###5      | 276/781 [00:17<00:31, 15.86it/s]
 36%|###5      | 278/781 [00:17<00:31, 15.85it/s]
 36%|###5      | 280/781 [00:17<00:31, 15.85it/s]
 36%|###6      | 282/781 [00:17<00:31, 15.84it/s]
 36%|###6      | 284/781 [00:17<00:31, 15.82it/s]
 37%|###6      | 286/781 [00:17<00:31, 15.89it/s]
 37%|###6      | 288/781 [00:17<00:31, 15.68it/s]
 37%|###7      | 290/781 [00:18<00:31, 15.80it/s]
 37%|###7      | 292/781 [00:18<00:30, 15.98it/s]
 38%|###7      | 294/781 [00:18<00:30, 15.78it/s]
 38%|###7      | 296/781 [00:18<00:30, 15.96it/s]
 38%|###8      | 298/781 [00:18<00:29, 16.23it/s]
 38%|###8      | 300/781 [00:18<00:29, 16.42it/s]
 39%|###8      | 302/781 [00:18<00:29, 16.44it/s]
 39%|###8      | 304/781 [00:18<00:29, 16.45it/s]
 39%|###9      | 306/781 [00:19<00:28, 16.64it/s]
 39%|###9      | 308/781 [00:19<00:28, 16.79it/s]
 40%|###9      | 310/781 [00:19<00:27, 16.87it/s]
 40%|###9      | 312/781 [00:19<00:27, 16.84it/s]
 40%|####      | 314/781 [00:19<00:27, 16.96it/s]
 40%|####      | 316/781 [00:19<00:27, 16.95it/s]
 41%|####      | 318/781 [00:19<00:27, 16.87it/s]
 41%|####      | 320/781 [00:19<00:27, 16.48it/s]
 41%|####1     | 322/781 [00:20<00:27, 16.59it/s]
 41%|####1     | 324/781 [00:20<00:27, 16.64it/s]
 42%|####1     | 326/781 [00:20<00:27, 16.66it/s]
 42%|####1     | 328/781 [00:20<00:27, 16.67it/s]
 42%|####2     | 330/781 [00:20<00:27, 16.49it/s]
 43%|####2     | 332/781 [00:20<00:27, 16.40it/s]
 43%|####2     | 334/781 [00:20<00:27, 16.36it/s]
 43%|####3     | 336/781 [00:20<00:27, 16.16it/s]
 43%|####3     | 338/781 [00:20<00:27, 16.11it/s]
 44%|####3     | 340/781 [00:21<00:27, 16.21it/s]
 44%|####3     | 342/781 [00:21<00:26, 16.35it/s]
 44%|####4     | 344/781 [00:21<00:26, 16.53it/s]
 44%|####4     | 346/781 [00:21<00:26, 16.67it/s]
 45%|####4     | 348/781 [00:21<00:26, 16.62it/s]
 45%|####4     | 350/781 [00:21<00:25, 16.64it/s]
 45%|####5     | 352/781 [00:21<00:25, 16.74it/s]
 45%|####5     | 354/781 [00:21<00:25, 16.79it/s]
 46%|####5     | 356/781 [00:22<00:25, 16.89it/s]
 46%|####5     | 358/781 [00:22<00:24, 16.98it/s]
 46%|####6     | 360/781 [00:22<00:25, 16.48it/s]
 46%|####6     | 362/781 [00:22<00:25, 16.38it/s]
 47%|####6     | 364/781 [00:22<00:25, 16.32it/s]
 47%|####6     | 366/781 [00:22<00:25, 16.32it/s]
 47%|####7     | 368/781 [00:22<00:24, 16.54it/s]
 47%|####7     | 370/781 [00:22<00:24, 16.64it/s]
 48%|####7     | 372/781 [00:23<00:24, 16.78it/s]
 48%|####7     | 374/781 [00:23<00:24, 16.78it/s]
 48%|####8     | 376/781 [00:23<00:24, 16.77it/s]
 48%|####8     | 378/781 [00:23<00:24, 16.71it/s]
 49%|####8     | 380/781 [00:23<00:23, 16.85it/s]
 49%|####8     | 382/781 [00:23<00:23, 16.94it/s]
 49%|####9     | 384/781 [00:23<00:23, 16.98it/s]
 49%|####9     | 386/781 [00:23<00:23, 16.73it/s]
 50%|####9     | 388/781 [00:23<00:23, 16.80it/s]
 50%|####9     | 390/781 [00:24<00:23, 16.88it/s]
 50%|#####     | 392/781 [00:24<00:23, 16.72it/s]
 50%|#####     | 394/781 [00:24<00:23, 16.28it/s]
 51%|#####     | 396/781 [00:24<00:23, 16.34it/s]
 51%|#####     | 398/781 [00:24<00:23, 16.36it/s]
 51%|#####1    | 400/781 [00:24<00:23, 15.91it/s]
 51%|#####1    | 402/781 [00:24<00:23, 16.22it/s]
 52%|#####1    | 404/781 [00:24<00:23, 16.12it/s]
 52%|#####1    | 406/781 [00:25<00:23, 15.94it/s]
 52%|#####2    | 408/781 [00:25<00:23, 15.93it/s]
 52%|#####2    | 410/781 [00:25<00:23, 15.88it/s]
 53%|#####2    | 412/781 [00:25<00:23, 15.78it/s]
 53%|#####3    | 414/781 [00:25<00:22, 15.99it/s]
 53%|#####3    | 416/781 [00:25<00:22, 15.90it/s]
 54%|#####3    | 418/781 [00:25<00:23, 15.77it/s]
 54%|#####3    | 420/781 [00:25<00:22, 15.87it/s]
 54%|#####4    | 422/781 [00:26<00:22, 15.76it/s]
 54%|#####4    | 424/781 [00:26<00:22, 15.77it/s]
 55%|#####4    | 426/781 [00:26<00:22, 15.72it/s]
 55%|#####4    | 428/781 [00:26<00:22, 15.67it/s]
 55%|#####5    | 430/781 [00:26<00:22, 15.74it/s]
 55%|#####5    | 432/781 [00:26<00:22, 15.80it/s]
 56%|#####5    | 434/781 [00:26<00:21, 15.82it/s]
 56%|#####5    | 436/781 [00:26<00:21, 15.89it/s]
 56%|#####6    | 438/781 [00:27<00:21, 15.95it/s]
 56%|#####6    | 440/781 [00:27<00:21, 15.68it/s]
 57%|#####6    | 442/781 [00:27<00:21, 15.71it/s]
 57%|#####6    | 444/781 [00:27<00:21, 15.72it/s]
 57%|#####7    | 446/781 [00:27<00:21, 15.59it/s]
 57%|#####7    | 448/781 [00:27<00:21, 15.40it/s]
 58%|#####7    | 450/781 [00:27<00:21, 15.59it/s]
 58%|#####7    | 452/781 [00:28<00:20, 15.75it/s]
 58%|#####8    | 454/781 [00:28<00:20, 15.79it/s]
 58%|#####8    | 456/781 [00:28<00:20, 15.91it/s]
 59%|#####8    | 458/781 [00:28<00:20, 15.83it/s]
 59%|#####8    | 460/781 [00:28<00:20, 15.81it/s]
 59%|#####9    | 462/781 [00:28<00:20, 15.85it/s]
 59%|#####9    | 464/781 [00:28<00:19, 15.94it/s]
 60%|#####9    | 466/781 [00:28<00:19, 16.01it/s]
 60%|#####9    | 468/781 [00:29<00:19, 16.02it/s]
 60%|######    | 470/781 [00:29<00:19, 15.94it/s]
 60%|######    | 472/781 [00:29<00:19, 15.88it/s]
 61%|######    | 474/781 [00:29<00:19, 15.93it/s]
 61%|######    | 476/781 [00:29<00:19, 15.94it/s]
 61%|######1   | 478/781 [00:29<00:19, 15.94it/s]
 61%|######1   | 480/781 [00:29<00:18, 15.85it/s]
 62%|######1   | 482/781 [00:29<00:18, 15.94it/s]
 62%|######1   | 484/781 [00:30<00:18, 15.71it/s]
 62%|######2   | 486/781 [00:30<00:18, 15.62it/s]
 62%|######2   | 488/781 [00:30<00:19, 15.37it/s]
 63%|######2   | 490/781 [00:30<00:18, 15.32it/s]
 63%|######2   | 492/781 [00:30<00:18, 15.43it/s]
 63%|######3   | 494/781 [00:30<00:18, 15.47it/s]
 64%|######3   | 496/781 [00:30<00:18, 15.36it/s]
 64%|######3   | 498/781 [00:30<00:18, 15.52it/s]
 64%|######4   | 500/781 [00:31<00:17, 15.61it/s]
 64%|######4   | 502/781 [00:31<00:17, 15.61it/s]
 65%|######4   | 504/781 [00:31<00:18, 15.35it/s]
 65%|######4   | 506/781 [00:31<00:17, 15.38it/s]
 65%|######5   | 508/781 [00:31<00:17, 15.21it/s]
 65%|######5   | 510/781 [00:31<00:17, 15.24it/s]
 66%|######5   | 512/781 [00:31<00:17, 15.30it/s]
 66%|######5   | 514/781 [00:31<00:17, 15.52it/s]
 66%|######6   | 516/781 [00:32<00:17, 15.42it/s]
 66%|######6   | 518/781 [00:32<00:17, 15.39it/s]
 67%|######6   | 520/781 [00:32<00:16, 15.52it/s]
 67%|######6   | 522/781 [00:32<00:16, 15.67it/s]
 67%|######7   | 524/781 [00:32<00:16, 15.73it/s]
 67%|######7   | 526/781 [00:32<00:16, 15.80it/s]
 68%|######7   | 528/781 [00:32<00:15, 15.93it/s]
 68%|######7   | 530/781 [00:32<00:15, 15.97it/s]
 68%|######8   | 532/781 [00:33<00:15, 15.99it/s]
 68%|######8   | 534/781 [00:33<00:15, 15.96it/s]
 69%|######8   | 536/781 [00:33<00:15, 16.05it/s]
 69%|######8   | 538/781 [00:33<00:15, 16.13it/s]
 69%|######9   | 540/781 [00:33<00:14, 16.17it/s]
 69%|######9   | 542/781 [00:33<00:14, 16.16it/s]
 70%|######9   | 544/781 [00:33<00:14, 16.18it/s]
 70%|######9   | 546/781 [00:33<00:14, 16.09it/s]
 70%|#######   | 548/781 [00:34<00:14, 16.14it/s]
 70%|#######   | 550/781 [00:34<00:14, 16.19it/s]
 71%|#######   | 552/781 [00:34<00:14, 16.14it/s]
 71%|#######   | 554/781 [00:34<00:14, 16.13it/s]
 71%|#######1  | 556/781 [00:34<00:14, 15.93it/s]
 71%|#######1  | 558/781 [00:34<00:13, 16.00it/s]
 72%|#######1  | 560/781 [00:34<00:13, 15.94it/s]
 72%|#######1  | 562/781 [00:34<00:13, 15.74it/s]
 72%|#######2  | 564/781 [00:35<00:13, 15.73it/s]
 72%|#######2  | 566/781 [00:35<00:13, 15.78it/s]
 73%|#######2  | 568/781 [00:35<00:13, 15.84it/s]
 73%|#######2  | 570/781 [00:35<00:13, 15.95it/s]
 73%|#######3  | 572/781 [00:35<00:13, 16.00it/s]
 73%|#######3  | 574/781 [00:35<00:12, 16.05it/s]
 74%|#######3  | 576/781 [00:35<00:12, 15.91it/s]
 74%|#######4  | 578/781 [00:35<00:12, 15.88it/s]
 74%|#######4  | 580/781 [00:36<00:12, 15.77it/s]
 75%|#######4  | 582/781 [00:36<00:12, 15.69it/s]
 75%|#######4  | 584/781 [00:36<00:12, 15.66it/s]
 75%|#######5  | 586/781 [00:36<00:12, 15.74it/s]
 75%|#######5  | 588/781 [00:36<00:12, 15.74it/s]
 76%|#######5  | 590/781 [00:36<00:12, 15.87it/s]
 76%|#######5  | 592/781 [00:36<00:11, 15.93it/s]
 76%|#######6  | 594/781 [00:37<00:11, 15.95it/s]
 76%|#######6  | 596/781 [00:37<00:11, 16.07it/s]
 77%|#######6  | 598/781 [00:37<00:11, 16.11it/s]
 77%|#######6  | 600/781 [00:37<00:11, 16.06it/s]
 77%|#######7  | 602/781 [00:37<00:11, 16.07it/s]
 77%|#######7  | 604/781 [00:37<00:10, 16.09it/s]
 78%|#######7  | 606/781 [00:37<00:10, 16.09it/s]
 78%|#######7  | 608/781 [00:37<00:10, 16.13it/s]
 78%|#######8  | 610/781 [00:37<00:10, 16.18it/s]
 78%|#######8  | 612/781 [00:38<00:10, 16.09it/s]
 79%|#######8  | 614/781 [00:38<00:10, 16.13it/s]
 79%|#######8  | 616/781 [00:38<00:10, 16.14it/s]
 79%|#######9  | 618/781 [00:38<00:09, 16.34it/s]
 79%|#######9  | 620/781 [00:38<00:09, 16.22it/s]
 80%|#######9  | 622/781 [00:38<00:09, 16.12it/s]
 80%|#######9  | 624/781 [00:38<00:09, 15.95it/s]
 80%|########  | 626/781 [00:38<00:09, 15.94it/s]
 80%|########  | 628/781 [00:39<00:09, 15.98it/s]
 81%|########  | 630/781 [00:39<00:09, 16.04it/s]
 81%|########  | 632/781 [00:39<00:09, 16.07it/s]
 81%|########1 | 634/781 [00:39<00:09, 15.98it/s]
 81%|########1 | 636/781 [00:39<00:09, 15.72it/s]
 82%|########1 | 638/781 [00:39<00:09, 15.86it/s]
 82%|########1 | 640/781 [00:39<00:08, 15.92it/s]
 82%|########2 | 642/781 [00:39<00:08, 15.99it/s]
 82%|########2 | 644/781 [00:40<00:08, 15.84it/s]
 83%|########2 | 646/781 [00:40<00:08, 15.79it/s]
 83%|########2 | 648/781 [00:40<00:08, 15.80it/s]
 83%|########3 | 650/781 [00:40<00:08, 15.83it/s]
 83%|########3 | 652/781 [00:40<00:08, 15.56it/s]
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  8%|7         | 12/157 [00:00<00:08, 16.11it/s]
  9%|8         | 14/157 [00:00<00:08, 16.28it/s]
 10%|#         | 16/157 [00:00<00:08, 16.32it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.12it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.02it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.19it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.04it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.13it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.31it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.26it/s]
 20%|##        | 32/157 [00:01<00:07, 16.37it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.43it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.45it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.48it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.42it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.29it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.49it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.16it/s]
 31%|###       | 48/157 [00:02<00:06, 16.20it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.34it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.38it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.36it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.42it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.38it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.31it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.20it/s]
 41%|####      | 64/157 [00:03<00:05, 16.27it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.28it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.20it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.16it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.29it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.37it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.33it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.40it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.50it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.60it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.66it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.64it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.75it/s]
 57%|#####7    | 90/157 [00:05<00:03, 16.80it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.84it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.51it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.59it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.65it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.68it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.57it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.53it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.47it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.48it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.56it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.25it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.39it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.31it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.38it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.41it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.42it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.33it/s]
 80%|########  | 126/157 [00:07<00:01, 16.36it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.44it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.40it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.48it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.53it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.55it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.58it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.55it/s]
 90%|######### | 142/157 [00:08<00:00, 16.59it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.66it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.67it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.54it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.48it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.49it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.52it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.23it/s]
100%|##########| 157/157 [00:09<00:00, 16.43it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:45, 17.19it/s]
  1%|          | 4/781 [00:00<00:48, 16.06it/s]
  1%|          | 6/781 [00:00<00:44, 17.23it/s]
  1%|1         | 8/781 [00:00<00:43, 17.91it/s]
  1%|1         | 10/781 [00:00<00:43, 17.90it/s]
  2%|1         | 12/781 [00:00<00:42, 18.11it/s]
  2%|1         | 14/781 [00:00<00:41, 18.27it/s]
  2%|2         | 16/781 [00:00<00:42, 18.11it/s]
  2%|2         | 18/781 [00:01<00:42, 18.09it/s]
  3%|2         | 20/781 [00:01<00:41, 18.27it/s]
  3%|2         | 22/781 [00:01<00:41, 18.41it/s]
  3%|3         | 24/781 [00:01<00:40, 18.48it/s]
  3%|3         | 26/781 [00:01<00:40, 18.56it/s]
  4%|3         | 28/781 [00:01<00:40, 18.69it/s]
  4%|3         | 30/781 [00:01<00:39, 18.81it/s]
  4%|4         | 32/781 [00:01<00:39, 18.86it/s]
  4%|4         | 34/781 [00:01<00:39, 18.84it/s]
  5%|4         | 36/781 [00:01<00:40, 18.62it/s]
  5%|4         | 38/781 [00:02<00:39, 18.65it/s]
  5%|5         | 40/781 [00:02<00:40, 18.33it/s]
  5%|5         | 42/781 [00:02<00:40, 18.37it/s]
  6%|5         | 44/781 [00:02<00:39, 18.58it/s]
  6%|5         | 46/781 [00:02<00:39, 18.54it/s]
  6%|6         | 48/781 [00:02<00:39, 18.63it/s]
  6%|6         | 50/781 [00:02<00:39, 18.58it/s]
  7%|6         | 52/781 [00:02<00:39, 18.54it/s]
  7%|6         | 54/781 [00:02<00:39, 18.34it/s]
  7%|7         | 56/781 [00:03<00:39, 18.46it/s]
  7%|7         | 58/781 [00:03<00:39, 18.40it/s]
  8%|7         | 60/781 [00:03<00:38, 18.57it/s]
  8%|7         | 62/781 [00:03<00:38, 18.72it/s]
  8%|8         | 64/781 [00:03<00:37, 18.87it/s]
  8%|8         | 66/781 [00:03<00:37, 18.82it/s]
  9%|8         | 68/781 [00:03<00:37, 18.89it/s]
  9%|8         | 70/781 [00:03<00:37, 18.95it/s]
  9%|9         | 72/781 [00:03<00:37, 18.96it/s]
  9%|9         | 74/781 [00:04<00:37, 18.95it/s]
 10%|9         | 76/781 [00:04<00:37, 19.00it/s]
 10%|9         | 78/781 [00:04<00:37, 18.95it/s]
 10%|#         | 80/781 [00:04<00:37, 18.87it/s]
 10%|#         | 82/781 [00:04<00:36, 18.93it/s]
 11%|#         | 84/781 [00:04<00:36, 18.89it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.92it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.97it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.82it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.82it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.81it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.76it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.82it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.85it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.86it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.87it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.84it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.80it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.80it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.56it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.57it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.66it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.78it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.86it/s]
 16%|#5        | 122/781 [00:06<00:34, 18.89it/s]
 16%|#5        | 124/781 [00:06<00:34, 18.93it/s]
 16%|#6        | 126/781 [00:06<00:34, 18.86it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.92it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.94it/s]
 17%|#6        | 132/781 [00:07<00:34, 19.00it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.94it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.91it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.83it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.65it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.77it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.84it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.70it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.84it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.85it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.90it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.68it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.68it/s]
 20%|##        | 158/781 [00:08<00:33, 18.77it/s]
 20%|##        | 160/781 [00:08<00:32, 18.83it/s]
 21%|##        | 162/781 [00:08<00:32, 18.97it/s]
 21%|##        | 164/781 [00:08<00:32, 19.04it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.93it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.91it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.91it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.82it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.87it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.86it/s]
 23%|##2       | 178/781 [00:09<00:31, 18.90it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.89it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.84it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.78it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.79it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.84it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.83it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.73it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.81it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.79it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.77it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.50it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.58it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.77it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.82it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.87it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.94it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.70it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.75it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.61it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.77it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.85it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.66it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.57it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.29it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.43it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.37it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.47it/s]
 30%|##9       | 234/781 [00:12<00:30, 18.09it/s]
 30%|###       | 236/781 [00:12<00:29, 18.23it/s]
 30%|###       | 238/781 [00:12<00:29, 18.24it/s]
 31%|###       | 240/781 [00:12<00:29, 18.31it/s]
 31%|###       | 242/781 [00:12<00:29, 18.32it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.10it/s]
 31%|###1      | 246/781 [00:13<00:29, 17.84it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.08it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.08it/s]
 32%|###2      | 252/781 [00:13<00:29, 18.14it/s]
 33%|###2      | 254/781 [00:13<00:29, 17.95it/s]
 33%|###2      | 256/781 [00:13<00:29, 18.08it/s]
 33%|###3      | 258/781 [00:13<00:29, 17.93it/s]
 33%|###3      | 260/781 [00:13<00:29, 17.88it/s]
 34%|###3      | 262/781 [00:14<00:29, 17.78it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.17it/s]
 34%|###4      | 266/781 [00:14<00:28, 18.36it/s]
 34%|###4      | 268/781 [00:14<00:28, 18.07it/s]
 35%|###4      | 270/781 [00:14<00:28, 17.92it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.23it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.43it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.10it/s]
 36%|###5      | 278/781 [00:14<00:27, 18.02it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.08it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.28it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.42it/s]
 37%|###6      | 286/781 [00:15<00:27, 18.28it/s]
 37%|###6      | 288/781 [00:15<00:27, 18.08it/s]
 37%|###7      | 290/781 [00:15<00:27, 18.12it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.15it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.10it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.12it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.19it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.35it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.26it/s]
 39%|###8      | 304/781 [00:16<00:26, 18.27it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.37it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.54it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.63it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.68it/s]
 40%|####      | 314/781 [00:16<00:25, 18.67it/s]
 40%|####      | 316/781 [00:17<00:24, 18.68it/s]
 41%|####      | 318/781 [00:17<00:24, 18.73it/s]
 41%|####      | 320/781 [00:17<00:24, 18.81it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.85it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.93it/s]
 42%|####1     | 326/781 [00:17<00:23, 18.96it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.75it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.82it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.85it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.92it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.93it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.97it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.99it/s]
 44%|####3     | 342/781 [00:18<00:23, 19.03it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.99it/s]
 44%|####4     | 346/781 [00:18<00:22, 18.96it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.75it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.82it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.00it/s]
 45%|####5     | 354/781 [00:19<00:22, 18.74it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.65it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.80it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.66it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.87it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.70it/s]
 47%|####6     | 366/781 [00:19<00:21, 18.90it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.64it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.72it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.71it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.66it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.79it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.66it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.62it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.61it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.70it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.73it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.76it/s]
 50%|####9     | 390/781 [00:20<00:21, 18.61it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.62it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.39it/s]
 51%|#####     | 396/781 [00:21<00:21, 18.23it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.34it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.49it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.57it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.53it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.72it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.86it/s]
 52%|#####2    | 410/781 [00:22<00:19, 18.89it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.93it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.96it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.65it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.74it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.74it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.63it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.61it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.37it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.35it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.33it/s]
 55%|#####5    | 432/781 [00:23<00:19, 18.25it/s]
 56%|#####5    | 434/781 [00:23<00:19, 18.21it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.33it/s]
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100%|#########9| 780/781 [00:42<00:00, 18.85it/s]
100%|##########| 781/781 [00:42<00:00, 18.37it/s]




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Validation Progress:  55%|#####4    | 24/44 [00:26<00:22,  1.12s/it]
Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.11s/it]
Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.11s/it]
Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.11s/it]
Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.11s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:19,  1.10s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:19,  1.10s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:19,  1.10s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:19,  1.10s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:18,  1.12s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:18,  1.12s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:18,  1.12s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.12s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.11s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.11s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.11s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.11s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.13s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.13s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.13s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.12s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.12s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.12s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.12s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.12s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.12s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.12s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.12s/it]
Validation Progress:  73%|#######2  | 32/44 [00:34<00:13,  1.09s/it]
Validation Progress:  73%|#######2  | 32/44 [00:34<00:13,  1.09s/it]
Validation Progress:  73%|#######2  | 32/44 [00:34<00:13,  1.09s/it]
Validation Progress:  73%|#######2  | 32/44 [00:34<00:13,  1.09s/it]
Validation Progress:  75%|#######5  | 33/44 [00:35<00:11,  1.08s/it]
Validation Progress:  75%|#######5  | 33/44 [00:35<00:11,  1.08s/it]
Validation Progress:  75%|#######5  | 33/44 [00:35<00:11,  1.08s/it]
Validation Progress:  75%|#######5  | 33/44 [00:35<00:11,  1.08s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.17s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.17s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.17s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.15s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.15s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.15s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.15s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
Validation Progress:  84%|########4 | 37/44 [00:40<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:40<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:40<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:40<00:08,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.21s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.15s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.15s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.15s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.15s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.17s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.17s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.17s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.17s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.04it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.04it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.03it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.02it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:17<00:00, 17.39s/it]
100%|##########| 1/1 [00:17<00:00, 17.39s/it]

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  8%|7         | 12/157 [00:00<00:09, 15.95it/s]
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 10%|#         | 16/157 [00:01<00:08, 16.11it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.20it/s]
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 41%|####      | 64/157 [00:03<00:05, 16.52it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.59it/s]
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100%|##########| 157/157 [00:09<00:00, 16.38it/s]

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  2%|1         | 12/781 [00:00<00:41, 18.52it/s]
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  2%|2         | 16/781 [00:00<00:42, 18.17it/s]
  2%|2         | 18/781 [00:00<00:41, 18.38it/s]
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  3%|2         | 22/781 [00:01<00:40, 18.65it/s]
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  7%|7         | 56/781 [00:03<00:38, 18.63it/s]
  7%|7         | 58/781 [00:03<00:38, 18.74it/s]
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  8%|7         | 62/781 [00:03<00:38, 18.67it/s]
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 14%|#3        | 106/781 [00:05<00:36, 18.58it/s]
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 21%|##        | 162/781 [00:08<00:32, 18.80it/s]
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 21%|##1       | 166/781 [00:08<00:32, 18.64it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.54it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.55it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.42it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.23it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.19it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.23it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.47it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.62it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.41it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.42it/s]
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 27%|##7       | 214/781 [00:11<00:30, 18.89it/s]
 28%|##7       | 216/781 [00:11<00:29, 18.95it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.05it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.84it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.92it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.89it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.76it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.66it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.80it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.91it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.97it/s]
 30%|###       | 236/781 [00:12<00:29, 18.70it/s]
 30%|###       | 238/781 [00:12<00:29, 18.65it/s]
 31%|###       | 240/781 [00:12<00:28, 18.75it/s]
 31%|###       | 242/781 [00:12<00:28, 18.83it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.72it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.67it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.68it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.26it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.49it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.64it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.63it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.75it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.86it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.48it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.63it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.57it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.49it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.35it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.47it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.58it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.70it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.74it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.76it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.77it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.83it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.88it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.86it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.78it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.76it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.78it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.77it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.76it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.82it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.72it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.59it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.76it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.91it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.98it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.07it/s]
 40%|####      | 314/781 [00:16<00:24, 19.06it/s]
 40%|####      | 316/781 [00:16<00:24, 19.08it/s]
 41%|####      | 318/781 [00:17<00:24, 18.87it/s]
 41%|####      | 320/781 [00:17<00:24, 18.87it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.92it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.99it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.95it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.78it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.84it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.85it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.90it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.88it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.92it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.87it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.92it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.86it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.88it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.93it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.74it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.64it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.67it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.78it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.46it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.43it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.65it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.49it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.40it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.30it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.24it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.39it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.45it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.52it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.48it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.51it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.54it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.47it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.61it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.55it/s]
 50%|####9     | 390/781 [00:20<00:21, 18.46it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.61it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.85it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.89it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.95it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.92it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.07it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.49it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.74it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.53it/s]
 52%|#####2    | 410/781 [00:21<00:20, 18.30it/s]
 53%|#####2    | 412/781 [00:22<00:20, 18.06it/s]
 53%|#####3    | 414/781 [00:22<00:20, 17.94it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.31it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.34it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.57it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.80it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.69it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.46it/s]
 55%|#####4    | 428/781 [00:22<00:19, 18.43it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.45it/s]
 55%|#####5    | 432/781 [00:23<00:19, 18.30it/s]
 56%|#####5    | 434/781 [00:23<00:19, 18.10it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.16it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.24it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.33it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.34it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.50it/s]
 57%|#####7    | 446/781 [00:23<00:18, 18.59it/s]
 57%|#####7    | 448/781 [00:24<00:17, 18.72it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.62it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.65it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.53it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.52it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.60it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.72it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.82it/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 [00:25<00:16, 18.77it/s]
 60%|######    | 470/781 [00:25<00:16, 18.87it/s]
 60%|######    | 472/781 [00:25<00:16, 18.89it/s]
 61%|######    | 474/781 [00:25<00:16, 18.51it/s]
 61%|######    | 476/781 [00:25<00:16, 18.61it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.79it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.71it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.63it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.64it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.55it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.67it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.83it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.91it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.96it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.97it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.01it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.77it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.86it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.95it/s]
 65%|######4   | 506/781 [00:27<00:14, 19.00it/s]
 65%|######5   | 508/781 [00:27<00:14, 19.00it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.97it/s]
 66%|######5   | 512/781 [00:27<00:14, 19.03it/s]
 66%|######5   | 514/781 [00:27<00:13, 19.08it/s]
 66%|######6   | 516/781 [00:27<00:13, 19.12it/s]
 66%|######6   | 518/781 [00:27<00:13, 18.84it/s]
 67%|######6   | 520/781 [00:27<00:13, 18.95it/s]
 67%|######6   | 522/781 [00:27<00:13, 18.93it/s]
 67%|######7   | 524/781 [00:28<00:13, 18.93it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.99it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.89it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.93it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.84it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.86it/s]
 69%|######8   | 536/781 [00:28<00:12, 18.92it/s]
 69%|######8   | 538/781 [00:28<00:12, 18.88it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.90it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.88it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.95it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.99it/s]
 70%|#######   | 548/781 [00:29<00:12, 19.06it/s]
 70%|#######   | 550/781 [00:29<00:12, 19.05it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.60it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.65it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.75it/s]
 71%|#######1  | 558/781 [00:29<00:12, 18.42it/s]
 72%|#######1  | 560/781 [00:29<00:12, 18.41it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.51it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.52it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.64it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.66it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.69it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.57it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.60it/s]
 74%|#######3  | 576/781 [00:30<00:10, 18.74it/s]
 74%|#######4  | 578/781 [00:30<00:10, 18.73it/s]
 74%|#######4  | 580/781 [00:31<00:10, 18.71it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.81it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.92it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.84it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.85it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.91it/s]
 76%|#######5  | 592/781 [00:31<00:09, 18.95it/s]
 76%|#######6  | 594/781 [00:31<00:09, 18.75it/s]
 76%|#######6  | 596/781 [00:31<00:10, 18.49it/s]
 77%|#######6  | 598/781 [00:31<00:09, 18.71it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.83it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.75it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.78it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.89it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.90it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.82it/s]
 78%|#######8  | 612/781 [00:32<00:08, 18.92it/s]
 79%|#######8  | 614/781 [00:32<00:08, 18.92it/s]
 79%|#######8  | 616/781 [00:32<00:08, 18.82it/s]
 79%|#######9  | 618/781 [00:33<00:08, 18.59it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.58it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.47it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.44it/s]
 80%|########  | 626/781 [00:33<00:08, 18.26it/s]
 80%|########  | 628/781 [00:33<00:08, 18.40it/s]
 81%|########  | 630/781 [00:33<00:08, 18.54it/s]
 81%|########  | 632/781 [00:33<00:07, 18.71it/s]
 81%|########1 | 634/781 [00:33<00:07, 18.69it/s]
 81%|########1 | 636/781 [00:34<00:07, 18.84it/s]
 82%|########1 | 638/781 [00:34<00:07, 18.69it/s]
 82%|########1 | 640/781 [00:34<00:07, 18.73it/s]
 82%|########2 | 642/781 [00:34<00:07, 18.70it/s]
 82%|########2 | 644/781 [00:34<00:07, 18.73it/s]
 83%|########2 | 646/781 [00:34<00:07, 18.89it/s]
 83%|########2 | 648/781 [00:34<00:07, 18.83it/s]
 83%|########3 | 650/781 [00:34<00:07, 18.57it/s]
 83%|########3 | 652/781 [00:34<00:06, 18.62it/s]
 84%|########3 | 654/781 [00:34<00:06, 18.75it/s]
 84%|########3 | 656/781 [00:35<00:06, 18.75it/s]
 84%|########4 | 658/781 [00:35<00:06, 18.87it/s]
 85%|########4 | 660/781 [00:35<00:06, 19.00it/s]
 85%|########4 | 662/781 [00:35<00:06, 19.05it/s]
 85%|########5 | 664/781 [00:35<00:06, 18.98it/s]
 85%|########5 | 666/781 [00:35<00:06, 18.99it/s]
 86%|########5 | 668/781 [00:35<00:05, 19.03it/s]
 86%|########5 | 670/781 [00:35<00:05, 19.02it/s]
 86%|########6 | 672/781 [00:35<00:05, 18.93it/s]
 86%|########6 | 674/781 [00:36<00:05, 18.76it/s]
 87%|########6 | 676/781 [00:36<00:05, 18.75it/s]
 87%|########6 | 678/781 [00:36<00:05, 18.63it/s]
 87%|########7 | 680/781 [00:36<00:05, 18.56it/s]
 87%|########7 | 682/781 [00:36<00:05, 18.42it/s]
 88%|########7 | 684/781 [00:36<00:05, 18.59it/s]
 88%|########7 | 686/781 [00:36<00:05, 18.67it/s]
 88%|########8 | 688/781 [00:36<00:04, 18.63it/s]
 88%|########8 | 690/781 [00:36<00:04, 18.78it/s]
 89%|########8 | 692/781 [00:37<00:04, 18.91it/s]
 89%|########8 | 694/781 [00:37<00:04, 18.63it/s]
 89%|########9 | 696/781 [00:37<00:04, 18.74it/s]
 89%|########9 | 698/781 [00:37<00:04, 18.78it/s]
 90%|########9 | 700/781 [00:37<00:04, 18.88it/s]
 90%|########9 | 702/781 [00:37<00:04, 18.85it/s]
 90%|######### | 704/781 [00:37<00:04, 18.80it/s]
 90%|######### | 706/781 [00:37<00:03, 18.81it/s]
 91%|######### | 708/781 [00:37<00:03, 18.86it/s]
 91%|######### | 710/781 [00:37<00:03, 18.69it/s]
 91%|#########1| 712/781 [00:38<00:03, 18.69it/s]
 91%|#########1| 714/781 [00:38<00:03, 18.71it/s]
 92%|#########1| 716/781 [00:38<00:03, 18.62it/s]
 92%|#########1| 718/781 [00:38<00:03, 18.77it/s]
 92%|#########2| 720/781 [00:38<00:03, 18.79it/s]
 92%|#########2| 722/781 [00:38<00:03, 18.81it/s]
 93%|#########2| 724/781 [00:38<00:03, 18.63it/s]
 93%|#########2| 726/781 [00:38<00:02, 18.67it/s]
 93%|#########3| 728/781 [00:38<00:02, 18.52it/s]
 93%|#########3| 730/781 [00:39<00:02, 18.45it/s]
 94%|#########3| 732/781 [00:39<00:02, 18.47it/s]
 94%|#########3| 734/781 [00:39<00:02, 18.59it/s]
 94%|#########4| 736/781 [00:39<00:02, 18.48it/s]
 94%|#########4| 738/781 [00:39<00:02, 18.69it/s]
 95%|#########4| 740/781 [00:39<00:02, 18.85it/s]
 95%|#########5| 742/781 [00:39<00:02, 18.68it/s]
 95%|#########5| 744/781 [00:39<00:02, 18.49it/s]
 96%|#########5| 746/781 [00:39<00:01, 18.70it/s]
 96%|#########5| 748/781 [00:40<00:01, 18.82it/s]
 96%|#########6| 750/781 [00:40<00:01, 18.91it/s]
 96%|#########6| 752/781 [00:40<00:01, 18.98it/s]
 97%|#########6| 754/781 [00:40<00:01, 18.94it/s]
 97%|#########6| 756/781 [00:40<00:01, 18.99it/s]
 97%|#########7| 758/781 [00:40<00:01, 18.85it/s]
 97%|#########7| 760/781 [00:40<00:01, 18.94it/s]
 98%|#########7| 762/781 [00:40<00:01, 18.98it/s]
 98%|#########7| 764/781 [00:40<00:00, 18.91it/s]
 98%|#########8| 766/781 [00:40<00:00, 18.91it/s]
 98%|#########8| 768/781 [00:41<00:00, 18.85it/s]
 99%|#########8| 770/781 [00:41<00:00, 18.62it/s]
 99%|#########8| 772/781 [00:41<00:00, 18.64it/s]
 99%|#########9| 774/781 [00:41<00:00, 18.66it/s]
 99%|#########9| 776/781 [00:41<00:00, 18.76it/s]
100%|#########9| 778/781 [00:41<00:00, 18.86it/s]
100%|#########9| 780/781 [00:41<00:00, 18.95it/s]
100%|##########| 781/781 [00:41<00:00, 18.71it/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<00:45,  1.06s/it]
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 97%|#########6| 152/157 [00:10<00:00, 15.53it/s]
 98%|#########8| 154/157 [00:10<00:00, 15.66it/s]
 99%|#########9| 156/157 [00:10<00:00, 15.80it/s]
100%|##########| 157/157 [00:10<00:00, 15.02it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:59, 13.04it/s]
  1%|          | 4/781 [00:00<00:59, 12.96it/s]
  1%|          | 6/781 [00:00<00:56, 13.67it/s]
  1%|1         | 8/781 [00:00<00:54, 14.29it/s]
  1%|1         | 10/781 [00:00<00:52, 14.77it/s]
  2%|1         | 12/781 [00:00<00:51, 15.06it/s]
  2%|1         | 14/781 [00:00<00:50, 15.18it/s]
  2%|2         | 16/781 [00:01<00:49, 15.40it/s]
  2%|2         | 18/781 [00:01<00:49, 15.52it/s]
  3%|2         | 20/781 [00:01<00:48, 15.59it/s]
  3%|2         | 22/781 [00:01<00:48, 15.67it/s]
  3%|3         | 24/781 [00:01<00:48, 15.61it/s]
  3%|3         | 26/781 [00:01<00:48, 15.66it/s]
  4%|3         | 28/781 [00:01<00:48, 15.62it/s]
  4%|3         | 30/781 [00:01<00:48, 15.62it/s]
  4%|4         | 32/781 [00:02<00:48, 15.31it/s]
  4%|4         | 34/781 [00:02<00:48, 15.36it/s]
  5%|4         | 36/781 [00:02<00:48, 15.41it/s]
  5%|4         | 38/781 [00:02<00:47, 15.53it/s]
  5%|5         | 40/781 [00:02<00:47, 15.62it/s]
  5%|5         | 42/781 [00:02<00:47, 15.63it/s]
  6%|5         | 44/781 [00:02<00:47, 15.67it/s]
  6%|5         | 46/781 [00:03<00:46, 15.73it/s]
  6%|6         | 48/781 [00:03<00:46, 15.76it/s]
  6%|6         | 50/781 [00:03<00:46, 15.64it/s]
  7%|6         | 52/781 [00:03<00:46, 15.70it/s]
  7%|6         | 54/781 [00:03<00:46, 15.57it/s]
  7%|7         | 56/781 [00:03<00:46, 15.59it/s]
  7%|7         | 58/781 [00:03<00:46, 15.70it/s]
  8%|7         | 60/781 [00:03<00:45, 15.69it/s]
  8%|7         | 62/781 [00:04<00:45, 15.73it/s]
  8%|8         | 64/781 [00:04<00:45, 15.65it/s]
  8%|8         | 66/781 [00:04<00:45, 15.78it/s]
  9%|8         | 68/781 [00:04<00:45, 15.57it/s]
  9%|8         | 70/781 [00:04<00:45, 15.54it/s]
  9%|9         | 72/781 [00:04<00:45, 15.50it/s]
  9%|9         | 74/781 [00:04<00:45, 15.57it/s]
 10%|9         | 76/781 [00:04<00:45, 15.60it/s]
 10%|9         | 78/781 [00:05<00:44, 15.68it/s]
 10%|#         | 80/781 [00:05<00:44, 15.73it/s]
 10%|#         | 82/781 [00:05<00:44, 15.68it/s]
 11%|#         | 84/781 [00:05<00:45, 15.25it/s]
 11%|#1        | 86/781 [00:05<00:45, 15.14it/s]
 11%|#1        | 88/781 [00:05<00:45, 15.33it/s]
 12%|#1        | 90/781 [00:05<00:45, 15.34it/s]
 12%|#1        | 92/781 [00:05<00:45, 15.31it/s]
 12%|#2        | 94/781 [00:06<00:44, 15.48it/s]
 12%|#2        | 96/781 [00:06<00:44, 15.52it/s]
 13%|#2        | 98/781 [00:06<00:44, 15.47it/s]
 13%|#2        | 100/781 [00:06<00:43, 15.52it/s]
 13%|#3        | 102/781 [00:06<00:44, 15.39it/s]
 13%|#3        | 104/781 [00:06<00:43, 15.52it/s]
 14%|#3        | 106/781 [00:06<00:43, 15.59it/s]
 14%|#3        | 108/781 [00:06<00:42, 15.67it/s]
 14%|#4        | 110/781 [00:07<00:42, 15.71it/s]
 14%|#4        | 112/781 [00:07<00:42, 15.67it/s]
 15%|#4        | 114/781 [00:07<00:42, 15.69it/s]
 15%|#4        | 116/781 [00:07<00:42, 15.74it/s]
 15%|#5        | 118/781 [00:07<00:42, 15.66it/s]
 15%|#5        | 120/781 [00:07<00:42, 15.70it/s]
 16%|#5        | 122/781 [00:07<00:41, 15.71it/s]
 16%|#5        | 124/781 [00:08<00:41, 15.75it/s]
 16%|#6        | 126/781 [00:08<00:41, 15.79it/s]
 16%|#6        | 128/781 [00:08<00:41, 15.81it/s]
 17%|#6        | 130/781 [00:08<00:41, 15.86it/s]
 17%|#6        | 132/781 [00:08<00:41, 15.68it/s]
 17%|#7        | 134/781 [00:08<00:41, 15.68it/s]
 17%|#7        | 136/781 [00:08<00:41, 15.64it/s]
 18%|#7        | 138/781 [00:08<00:40, 15.69it/s]
 18%|#7        | 140/781 [00:09<00:40, 15.72it/s]
 18%|#8        | 142/781 [00:09<00:40, 15.75it/s]
 18%|#8        | 144/781 [00:09<00:40, 15.67it/s]
 19%|#8        | 146/781 [00:09<00:40, 15.63it/s]
 19%|#8        | 148/781 [00:09<00:40, 15.61it/s]
 19%|#9        | 150/781 [00:09<00:40, 15.72it/s]
 19%|#9        | 152/781 [00:09<00:39, 15.74it/s]
 20%|#9        | 154/781 [00:09<00:39, 15.76it/s]
 20%|#9        | 156/781 [00:10<00:39, 15.74it/s]
 20%|##        | 158/781 [00:10<00:39, 15.69it/s]
 20%|##        | 160/781 [00:10<00:39, 15.57it/s]
 21%|##        | 162/781 [00:10<00:39, 15.53it/s]
 21%|##        | 164/781 [00:10<00:39, 15.44it/s]
 21%|##1       | 166/781 [00:10<00:39, 15.40it/s]
 22%|##1       | 168/781 [00:10<00:39, 15.39it/s]
 22%|##1       | 170/781 [00:10<00:39, 15.36it/s]
 22%|##2       | 172/781 [00:11<00:39, 15.42it/s]
 22%|##2       | 174/781 [00:11<00:39, 15.49it/s]
 23%|##2       | 176/781 [00:11<00:38, 15.56it/s]
 23%|##2       | 178/781 [00:11<00:38, 15.61it/s]
 23%|##3       | 180/781 [00:11<00:38, 15.60it/s]
 23%|##3       | 182/781 [00:11<00:38, 15.67it/s]
 24%|##3       | 184/781 [00:11<00:37, 15.73it/s]
 24%|##3       | 186/781 [00:11<00:37, 15.71it/s]
 24%|##4       | 188/781 [00:12<00:37, 15.68it/s]
 24%|##4       | 190/781 [00:12<00:37, 15.74it/s]
 25%|##4       | 192/781 [00:12<00:36, 15.93it/s]
 25%|##4       | 194/781 [00:12<00:37, 15.80it/s]
 25%|##5       | 196/781 [00:12<00:37, 15.75it/s]
 25%|##5       | 198/781 [00:12<00:37, 15.57it/s]
 26%|##5       | 200/781 [00:12<00:37, 15.50it/s]
 26%|##5       | 202/781 [00:13<00:37, 15.48it/s]
 26%|##6       | 204/781 [00:13<00:37, 15.45it/s]
 26%|##6       | 206/781 [00:13<00:37, 15.39it/s]
 27%|##6       | 208/781 [00:13<00:37, 15.46it/s]
 27%|##6       | 210/781 [00:13<00:36, 15.61it/s]
 27%|##7       | 212/781 [00:13<00:36, 15.55it/s]
 27%|##7       | 214/781 [00:13<00:36, 15.49it/s]
 28%|##7       | 216/781 [00:13<00:36, 15.57it/s]
 28%|##7       | 218/781 [00:14<00:35, 15.68it/s]
 28%|##8       | 220/781 [00:14<00:35, 15.68it/s]
 28%|##8       | 222/781 [00:14<00:35, 15.68it/s]
 29%|##8       | 224/781 [00:14<00:35, 15.73it/s]
 29%|##8       | 226/781 [00:14<00:35, 15.71it/s]
 29%|##9       | 228/781 [00:14<00:35, 15.61it/s]
 29%|##9       | 230/781 [00:14<00:35, 15.64it/s]
 30%|##9       | 232/781 [00:14<00:35, 15.67it/s]
 30%|##9       | 234/781 [00:15<00:34, 15.72it/s]
 30%|###       | 236/781 [00:15<00:35, 15.50it/s]
 30%|###       | 238/781 [00:15<00:34, 15.57it/s]
 31%|###       | 240/781 [00:15<00:34, 15.90it/s]
 31%|###       | 242/781 [00:15<00:33, 15.87it/s]
 31%|###1      | 244/781 [00:15<00:33, 15.93it/s]
 31%|###1      | 246/781 [00:15<00:33, 15.90it/s]
 32%|###1      | 248/781 [00:15<00:34, 15.44it/s]
 32%|###2      | 250/781 [00:16<00:34, 15.40it/s]
 32%|###2      | 252/781 [00:16<00:34, 15.33it/s]
 33%|###2      | 254/781 [00:16<00:34, 15.48it/s]
 33%|###2      | 256/781 [00:16<00:33, 15.56it/s]
 33%|###3      | 258/781 [00:16<00:33, 15.47it/s]
 33%|###3      | 260/781 [00:16<00:33, 15.57it/s]
 34%|###3      | 262/781 [00:16<00:33, 15.40it/s]
 34%|###3      | 264/781 [00:16<00:33, 15.29it/s]
 34%|###4      | 266/781 [00:17<00:33, 15.34it/s]
 34%|###4      | 268/781 [00:17<00:33, 15.25it/s]
 35%|###4      | 270/781 [00:17<00:33, 15.24it/s]
 35%|###4      | 272/781 [00:17<00:33, 15.11it/s]
 35%|###5      | 274/781 [00:17<00:33, 15.29it/s]
 35%|###5      | 276/781 [00:17<00:32, 15.53it/s]
 36%|###5      | 278/781 [00:17<00:32, 15.58it/s]
 36%|###5      | 280/781 [00:18<00:31, 15.71it/s]
 36%|###6      | 282/781 [00:18<00:31, 15.71it/s]
 36%|###6      | 284/781 [00:18<00:31, 15.82it/s]
 37%|###6      | 286/781 [00:18<00:30, 16.00it/s]
 37%|###6      | 288/781 [00:18<00:30, 16.17it/s]
 37%|###7      | 290/781 [00:18<00:30, 16.21it/s]
 37%|###7      | 292/781 [00:18<00:30, 16.29it/s]
 38%|###7      | 294/781 [00:18<00:29, 16.30it/s]
 38%|###7      | 296/781 [00:19<00:29, 16.24it/s]
 38%|###8      | 298/781 [00:19<00:29, 16.20it/s]
 38%|###8      | 300/781 [00:19<00:29, 16.23it/s]
 39%|###8      | 302/781 [00:19<00:29, 16.45it/s]
 39%|###8      | 304/781 [00:19<00:28, 16.60it/s]
 39%|###9      | 306/781 [00:19<00:28, 16.68it/s]
 39%|###9      | 308/781 [00:19<00:28, 16.79it/s]
 40%|###9      | 310/781 [00:19<00:27, 16.86it/s]
 40%|###9      | 312/781 [00:19<00:27, 16.91it/s]
 40%|####      | 314/781 [00:20<00:27, 16.91it/s]
 40%|####      | 316/781 [00:20<00:27, 16.75it/s]
 41%|####      | 318/781 [00:20<00:27, 16.65it/s]
 41%|####      | 320/781 [00:20<00:27, 16.53it/s]
 41%|####1     | 322/781 [00:20<00:28, 16.39it/s]
 41%|####1     | 324/781 [00:20<00:27, 16.42it/s]
 42%|####1     | 326/781 [00:20<00:27, 16.64it/s]
 42%|####1     | 328/781 [00:20<00:27, 16.72it/s]
 42%|####2     | 330/781 [00:21<00:26, 16.81it/s]
 43%|####2     | 332/781 [00:21<00:26, 16.86it/s]
 43%|####2     | 334/781 [00:21<00:26, 16.89it/s]
 43%|####3     | 336/781 [00:21<00:26, 16.90it/s]
 43%|####3     | 338/781 [00:21<00:26, 16.86it/s]
 44%|####3     | 340/781 [00:21<00:26, 16.86it/s]
 44%|####3     | 342/781 [00:21<00:26, 16.88it/s]
 44%|####4     | 344/781 [00:21<00:25, 16.96it/s]
 44%|####4     | 346/781 [00:21<00:25, 16.94it/s]
 45%|####4     | 348/781 [00:22<00:25, 16.86it/s]
 45%|####4     | 350/781 [00:22<00:25, 16.88it/s]
 45%|####5     | 352/781 [00:22<00:25, 16.78it/s]
 45%|####5     | 354/781 [00:22<00:25, 16.70it/s]
 46%|####5     | 356/781 [00:22<00:25, 16.66it/s]
 46%|####5     | 358/781 [00:22<00:25, 16.73it/s]
 46%|####6     | 360/781 [00:22<00:25, 16.69it/s]
 46%|####6     | 362/781 [00:22<00:24, 16.81it/s]
 47%|####6     | 364/781 [00:23<00:25, 16.56it/s]
 47%|####6     | 366/781 [00:23<00:25, 16.52it/s]
 47%|####7     | 368/781 [00:23<00:24, 16.55it/s]
 47%|####7     | 370/781 [00:23<00:24, 16.68it/s]
 48%|####7     | 372/781 [00:23<00:24, 16.76it/s]
 48%|####7     | 374/781 [00:23<00:24, 16.75it/s]
 48%|####8     | 376/781 [00:23<00:24, 16.79it/s]
 48%|####8     | 378/781 [00:23<00:23, 16.79it/s]
 49%|####8     | 380/781 [00:24<00:23, 16.75it/s]
 49%|####8     | 382/781 [00:24<00:23, 16.82it/s]
 49%|####9     | 384/781 [00:24<00:23, 16.88it/s]
 49%|####9     | 386/781 [00:24<00:23, 16.83it/s]
 50%|####9     | 388/781 [00:24<00:23, 16.89it/s]
 50%|####9     | 390/781 [00:24<00:23, 16.99it/s]
 50%|#####     | 392/781 [00:24<00:22, 17.05it/s]
 50%|#####     | 394/781 [00:24<00:23, 16.79it/s]
 51%|#####     | 396/781 [00:24<00:22, 16.88it/s]
 51%|#####     | 398/781 [00:25<00:22, 16.88it/s]
 51%|#####1    | 400/781 [00:25<00:22, 16.82it/s]
 51%|#####1    | 402/781 [00:25<00:22, 16.76it/s]
 52%|#####1    | 404/781 [00:25<00:22, 16.65it/s]
 52%|#####1    | 406/781 [00:25<00:23, 16.29it/s]
 52%|#####2    | 408/781 [00:25<00:22, 16.40it/s]
 52%|#####2    | 410/781 [00:25<00:22, 16.60it/s]
 53%|#####2    | 412/781 [00:25<00:22, 16.70it/s]
 53%|#####3    | 414/781 [00:26<00:22, 16.68it/s]
 53%|#####3    | 416/781 [00:26<00:22, 16.54it/s]
 54%|#####3    | 418/781 [00:26<00:21, 16.65it/s]
 54%|#####3    | 420/781 [00:26<00:21, 16.73it/s]
 54%|#####4    | 422/781 [00:26<00:21, 16.84it/s]
 54%|#####4    | 424/781 [00:26<00:21, 16.66it/s]
 55%|#####4    | 426/781 [00:26<00:21, 16.78it/s]
 55%|#####4    | 428/781 [00:26<00:21, 16.76it/s]
 55%|#####5    | 430/781 [00:27<00:20, 16.81it/s]
 55%|#####5    | 432/781 [00:27<00:20, 16.81it/s]
 56%|#####5    | 434/781 [00:27<00:20, 16.81it/s]
 56%|#####5    | 436/781 [00:27<00:20, 16.49it/s]
 56%|#####6    | 438/781 [00:27<00:20, 16.48it/s]
 56%|#####6    | 440/781 [00:27<00:20, 16.25it/s]
 57%|#####6    | 442/781 [00:27<00:20, 16.30it/s]
 57%|#####6    | 444/781 [00:27<00:20, 16.48it/s]
 57%|#####7    | 446/781 [00:27<00:20, 16.60it/s]
 57%|#####7    | 448/781 [00:28<00:19, 16.71it/s]
 58%|#####7    | 450/781 [00:28<00:19, 16.83it/s]
 58%|#####7    | 452/781 [00:28<00:19, 16.75it/s]
 58%|#####8    | 454/781 [00:28<00:19, 16.75it/s]
 58%|#####8    | 456/781 [00:28<00:19, 16.89it/s]
 59%|#####8    | 458/781 [00:28<00:19, 16.89it/s]
 59%|#####8    | 460/781 [00:28<00:18, 16.98it/s]
 59%|#####9    | 462/781 [00:28<00:18, 17.02it/s]
 59%|#####9    | 464/781 [00:29<00:18, 17.07it/s]
 60%|#####9    | 466/781 [00:29<00:18, 17.04it/s]
 60%|#####9    | 468/781 [00:29<00:18, 16.85it/s]
 60%|######    | 470/781 [00:29<00:18, 16.82it/s]
 60%|######    | 472/781 [00:29<00:18, 16.90it/s]
 61%|######    | 474/781 [00:29<00:18, 16.94it/s]
 61%|######    | 476/781 [00:29<00:17, 16.95it/s]
 61%|######1   | 478/781 [00:29<00:17, 17.03it/s]
 61%|######1   | 480/781 [00:29<00:17, 17.12it/s]
 62%|######1   | 482/781 [00:30<00:17, 17.16it/s]
 62%|######1   | 484/781 [00:30<00:17, 17.11it/s]
 62%|######2   | 486/781 [00:30<00:17, 17.02it/s]
 62%|######2   | 488/781 [00:30<00:17, 17.02it/s]
 63%|######2   | 490/781 [00:30<00:17, 17.01it/s]
 63%|######2   | 492/781 [00:30<00:17, 16.89it/s]
 63%|######3   | 494/781 [00:30<00:17, 16.88it/s]
 64%|######3   | 496/781 [00:30<00:16, 16.87it/s]
 64%|######3   | 498/781 [00:31<00:16, 16.87it/s]
 64%|######4   | 500/781 [00:31<00:16, 16.85it/s]
 64%|######4   | 502/781 [00:31<00:16, 16.55it/s]
 65%|######4   | 504/781 [00:31<00:16, 16.60it/s]
 65%|######4   | 506/781 [00:31<00:16, 16.56it/s]
 65%|######5   | 508/781 [00:31<00:16, 16.68it/s]
 65%|######5   | 510/781 [00:31<00:16, 16.78it/s]
 66%|######5   | 512/781 [00:31<00:15, 16.83it/s]
 66%|######5   | 514/781 [00:31<00:15, 16.83it/s]
 66%|######6   | 516/781 [00:32<00:16, 16.51it/s]
 66%|######6   | 518/781 [00:32<00:16, 16.40it/s]
 67%|######6   | 520/781 [00:32<00:15, 16.57it/s]
 67%|######6   | 522/781 [00:32<00:15, 16.57it/s]
 67%|######7   | 524/781 [00:32<00:15, 16.65it/s]
 67%|######7   | 526/781 [00:32<00:15, 16.72it/s]
 68%|######7   | 528/781 [00:32<00:15, 16.71it/s]
 68%|######7   | 530/781 [00:32<00:14, 16.79it/s]
 68%|######8   | 532/781 [00:33<00:14, 16.91it/s]
 68%|######8   | 534/781 [00:33<00:14, 16.97it/s]
 69%|######8   | 536/781 [00:33<00:14, 16.97it/s]
 69%|######8   | 538/781 [00:33<00:14, 16.69it/s]
 69%|######9   | 540/781 [00:33<00:14, 16.80it/s]
 69%|######9   | 542/781 [00:33<00:14, 16.90it/s]
 70%|######9   | 544/781 [00:33<00:13, 16.99it/s]
 70%|######9   | 546/781 [00:33<00:13, 17.06it/s]
 70%|#######   | 548/781 [00:34<00:13, 17.11it/s]
 70%|#######   | 550/781 [00:34<00:13, 16.91it/s]
 71%|#######   | 552/781 [00:34<00:13, 16.82it/s]
 71%|#######   | 554/781 [00:34<00:13, 16.89it/s]
 71%|#######1  | 556/781 [00:34<00:13, 16.85it/s]
 71%|#######1  | 558/781 [00:34<00:13, 16.85it/s]
 72%|#######1  | 560/781 [00:34<00:13, 16.90it/s]
 72%|#######1  | 562/781 [00:34<00:12, 17.00it/s]
 72%|#######2  | 564/781 [00:34<00:12, 16.93it/s]
 72%|#######2  | 566/781 [00:35<00:12, 17.02it/s]
 73%|#######2  | 568/781 [00:35<00:12, 17.02it/s]
 73%|#######2  | 570/781 [00:35<00:12, 17.03it/s]
 73%|#######3  | 572/781 [00:35<00:12, 16.57it/s]
 73%|#######3  | 574/781 [00:35<00:12, 16.63it/s]
 74%|#######3  | 576/781 [00:35<00:12, 16.48it/s]
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100%|##########| 781/781 [00:48<00:00, 16.25it/s]




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Validation Progress:  89%|########8 | 39/44 [00:43<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:06,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.17s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.21s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.15s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.15s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.15s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.15s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.03it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.03it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.02it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.02it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:19<00:00, 19.11s/it]
100%|##########| 1/1 [00:19<00:00, 19.11s/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, 14.64it/s]
  4%|3         | 6/157 [00:00<00:09, 15.17it/s]
  5%|5         | 8/157 [00:00<00:09, 15.62it/s]
  6%|6         | 10/157 [00:00<00:09, 15.97it/s]
  8%|7         | 12/157 [00:00<00:08, 16.17it/s]
  9%|8         | 14/157 [00:00<00:08, 16.15it/s]
 10%|#         | 16/157 [00:01<00:08, 16.26it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.13it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.26it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.45it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.44it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.37it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.54it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.63it/s]
 20%|##        | 32/157 [00:01<00:07, 16.72it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.60it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.54it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.05it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.12it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.18it/s]
 28%|##8       | 44/157 [00:02<00:07, 16.14it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.18it/s]
 31%|###       | 48/157 [00:02<00:06, 16.28it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.25it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.13it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.14it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.21it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.33it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.52it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.61it/s]
 41%|####      | 64/157 [00:03<00:05, 16.59it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.66it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.74it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.70it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.78it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.80it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.86it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.84it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.46it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.57it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.51it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.46it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.38it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.43it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.55it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.53it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.44it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.32it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.49it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.58it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.63it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.62it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.65it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.74it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.81it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.83it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.56it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.43it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.32it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.45it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.59it/s]
 80%|########  | 126/157 [00:07<00:01, 16.55it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.51it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.49it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.49it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.35it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.42it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.45it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.46it/s]
 90%|######### | 142/157 [00:08<00:00, 16.37it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.41it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.38it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.49it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.49it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.38it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.48it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.55it/s]
100%|##########| 157/157 [00:09<00:00, 16.48it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:44, 17.36it/s]
  1%|          | 4/781 [00:00<00:48, 16.17it/s]
  1%|          | 6/781 [00:00<00:48, 15.86it/s]
  1%|1         | 8/781 [00:00<00:45, 16.87it/s]
  1%|1         | 10/781 [00:00<00:44, 17.45it/s]
  2%|1         | 12/781 [00:00<00:43, 17.48it/s]
  2%|1         | 14/781 [00:00<00:43, 17.52it/s]
  2%|2         | 16/781 [00:00<00:43, 17.71it/s]
  2%|2         | 18/781 [00:01<00:42, 17.79it/s]
  3%|2         | 20/781 [00:01<00:42, 18.11it/s]
  3%|2         | 22/781 [00:01<00:41, 18.13it/s]
  3%|3         | 24/781 [00:01<00:40, 18.50it/s]
  3%|3         | 26/781 [00:01<00:40, 18.79it/s]
  4%|3         | 28/781 [00:01<00:39, 19.04it/s]
  4%|3         | 30/781 [00:01<00:39, 18.91it/s]
  4%|4         | 32/781 [00:01<00:40, 18.58it/s]
  4%|4         | 34/781 [00:01<00:40, 18.61it/s]
  5%|4         | 36/781 [00:01<00:40, 18.45it/s]
  5%|4         | 38/781 [00:02<00:40, 18.57it/s]
  5%|5         | 40/781 [00:02<00:39, 18.64it/s]
  5%|5         | 42/781 [00:02<00:39, 18.67it/s]
  6%|5         | 44/781 [00:02<00:39, 18.62it/s]
  6%|5         | 46/781 [00:02<00:39, 18.50it/s]
  6%|6         | 48/781 [00:02<00:39, 18.46it/s]
  6%|6         | 50/781 [00:02<00:39, 18.34it/s]
  7%|6         | 52/781 [00:02<00:39, 18.40it/s]
  7%|6         | 54/781 [00:02<00:39, 18.40it/s]
  7%|7         | 56/781 [00:03<00:39, 18.53it/s]
  7%|7         | 58/781 [00:03<00:38, 18.66it/s]
  8%|7         | 60/781 [00:03<00:38, 18.75it/s]
  8%|7         | 62/781 [00:03<00:38, 18.80it/s]
  8%|8         | 64/781 [00:03<00:38, 18.82it/s]
  8%|8         | 66/781 [00:03<00:38, 18.68it/s]
  9%|8         | 68/781 [00:03<00:38, 18.53it/s]
  9%|8         | 70/781 [00:03<00:39, 18.09it/s]
  9%|9         | 72/781 [00:03<00:38, 18.25it/s]
  9%|9         | 74/781 [00:04<00:38, 18.45it/s]
 10%|9         | 76/781 [00:04<00:37, 18.61it/s]
 10%|9         | 78/781 [00:04<00:37, 18.67it/s]
 10%|#         | 80/781 [00:04<00:37, 18.73it/s]
 10%|#         | 82/781 [00:04<00:37, 18.74it/s]
 11%|#         | 84/781 [00:04<00:37, 18.83it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.89it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.99it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.03it/s]
 12%|#1        | 92/781 [00:05<00:37, 18.58it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.57it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.57it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.57it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.57it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.63it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.65it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.52it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.59it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.70it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.55it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.28it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.26it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.34it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.50it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.60it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.42it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.45it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.48it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.54it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.58it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.81it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.78it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.70it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.64it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.27it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.54it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.59it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.59it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.51it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.50it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.52it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.36it/s]
 20%|##        | 158/781 [00:08<00:33, 18.38it/s]
 20%|##        | 160/781 [00:08<00:33, 18.33it/s]
 21%|##        | 162/781 [00:08<00:33, 18.40it/s]
 21%|##        | 164/781 [00:08<00:34, 18.06it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.21it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.41it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.61it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.17it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.46it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.77it/s]
 23%|##2       | 178/781 [00:09<00:31, 18.98it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.07it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.12it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.21it/s]
 24%|##3       | 186/781 [00:10<00:31, 18.92it/s]
 24%|##4       | 188/781 [00:10<00:31, 19.04it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.22it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.20it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.34it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.43it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.25it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.12it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.14it/s]
 26%|##6       | 204/781 [00:11<00:30, 19.07it/s]
 26%|##6       | 206/781 [00:11<00:30, 19.12it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.33it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.48it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.58it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.50it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.31it/s]
 28%|##7       | 218/781 [00:11<00:28, 19.42it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.52it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.46it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.91it/s]
 29%|##8       | 226/781 [00:12<00:28, 19.15it/s]
 29%|##9       | 228/781 [00:12<00:29, 19.01it/s]
 29%|##9       | 230/781 [00:12<00:29, 19.00it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.09it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.28it/s]
 30%|###       | 236/781 [00:12<00:28, 19.41it/s]
 30%|###       | 238/781 [00:12<00:27, 19.52it/s]
 31%|###       | 240/781 [00:12<00:27, 19.60it/s]
 31%|###       | 242/781 [00:12<00:27, 19.68it/s]
 31%|###1      | 244/781 [00:13<00:27, 19.68it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.46it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.52it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.59it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.57it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.78it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.54it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.57it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.59it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.18it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.44it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.79it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.81it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.08it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.31it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.23it/s]
 35%|###5      | 277/781 [00:14<00:25, 19.54it/s]
 36%|###5      | 279/781 [00:14<00:25, 19.61it/s]
 36%|###5      | 281/781 [00:15<00:25, 19.70it/s]
 36%|###6      | 283/781 [00:15<00:25, 19.73it/s]
 36%|###6      | 285/781 [00:15<00:25, 19.77it/s]
 37%|###6      | 287/781 [00:15<00:24, 19.78it/s]
 37%|###7      | 289/781 [00:15<00:25, 19.58it/s]
 37%|###7      | 291/781 [00:15<00:25, 19.49it/s]
 38%|###7      | 293/781 [00:15<00:25, 19.12it/s]
 38%|###7      | 295/781 [00:15<00:25, 18.92it/s]
 38%|###8      | 297/781 [00:15<00:25, 19.06it/s]
 38%|###8      | 299/781 [00:15<00:25, 18.99it/s]
 39%|###8      | 301/781 [00:16<00:25, 18.86it/s]
 39%|###8      | 303/781 [00:16<00:25, 19.09it/s]
 39%|###9      | 305/781 [00:16<00:24, 19.17it/s]
 39%|###9      | 307/781 [00:16<00:24, 19.22it/s]
 40%|###9      | 309/781 [00:16<00:24, 19.16it/s]
 40%|###9      | 311/781 [00:16<00:24, 19.18it/s]
 40%|####      | 313/781 [00:16<00:24, 19.40it/s]
 40%|####      | 315/781 [00:16<00:24, 19.26it/s]
 41%|####      | 317/781 [00:16<00:24, 19.11it/s]
 41%|####      | 319/781 [00:16<00:24, 19.17it/s]
 41%|####1     | 321/781 [00:17<00:23, 19.35it/s]
 41%|####1     | 323/781 [00:17<00:23, 19.49it/s]
 42%|####1     | 325/781 [00:17<00:23, 19.58it/s]
 42%|####1     | 327/781 [00:17<00:23, 19.55it/s]
 42%|####2     | 329/781 [00:17<00:23, 19.64it/s]
 42%|####2     | 331/781 [00:17<00:23, 19.47it/s]
 43%|####2     | 333/781 [00:17<00:22, 19.50it/s]
 43%|####2     | 335/781 [00:17<00:22, 19.63it/s]
 43%|####3     | 337/781 [00:17<00:22, 19.72it/s]
 43%|####3     | 339/781 [00:17<00:22, 19.51it/s]
 44%|####3     | 341/781 [00:18<00:22, 19.59it/s]
 44%|####3     | 343/781 [00:18<00:22, 19.54it/s]
 44%|####4     | 345/781 [00:18<00:22, 19.54it/s]
 44%|####4     | 347/781 [00:18<00:22, 19.60it/s]
 45%|####4     | 349/781 [00:18<00:22, 19.62it/s]
 45%|####4     | 351/781 [00:18<00:22, 19.49it/s]
 45%|####5     | 353/781 [00:18<00:22, 19.06it/s]
 45%|####5     | 355/781 [00:18<00:22, 19.21it/s]
 46%|####5     | 357/781 [00:18<00:22, 19.25it/s]
 46%|####5     | 359/781 [00:19<00:21, 19.30it/s]
 46%|####6     | 361/781 [00:19<00:21, 19.15it/s]
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 48%|####8     | 375/781 [00:19<00:21, 19.07it/s]
 48%|####8     | 377/781 [00:19<00:21, 18.92it/s]
 49%|####8     | 379/781 [00:20<00:21, 19.05it/s]
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 50%|####9     | 389/781 [00:21<00:32, 12.20it/s]
 50%|#####     | 391/781 [00:21<00:28, 13.72it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.63it/s]
100%|##########| 781/781 [00:41<00:00, 18.82it/s]




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Validation Progress:  66%|######5   | 29/44 [00:32<00:17,  1.15s/it]
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Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.14s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.12s/it]
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Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
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Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.21s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
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Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
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Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.17s/it]
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Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
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Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.12s/it]
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 18%|#7        | 138/781 [00:07<00:36, 17.52it/s]
 18%|#7        | 140/781 [00:07<00:36, 17.38it/s]
 18%|#8        | 142/781 [00:07<00:36, 17.56it/s]
 18%|#8        | 144/781 [00:08<00:35, 17.72it/s]
 19%|#8        | 146/781 [00:08<00:35, 17.75it/s]
 19%|#8        | 148/781 [00:08<00:35, 17.81it/s]
 19%|#9        | 150/781 [00:08<00:35, 17.78it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.85it/s]
 20%|#9        | 154/781 [00:08<00:35, 17.84it/s]
 20%|#9        | 156/781 [00:08<00:34, 17.88it/s]
 20%|##        | 158/781 [00:08<00:34, 17.91it/s]
 20%|##        | 160/781 [00:08<00:34, 17.78it/s]
 21%|##        | 162/781 [00:09<00:34, 17.82it/s]
 21%|##        | 164/781 [00:09<00:34, 17.73it/s]
 21%|##1       | 166/781 [00:09<00:34, 17.82it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.96it/s]
 22%|##1       | 170/781 [00:09<00:33, 17.97it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.83it/s]
 22%|##2       | 174/781 [00:09<00:34, 17.84it/s]
 23%|##2       | 176/781 [00:09<00:34, 17.72it/s]
 23%|##2       | 178/781 [00:09<00:33, 17.79it/s]
 23%|##3       | 180/781 [00:10<00:33, 17.84it/s]
 23%|##3       | 182/781 [00:10<00:33, 17.93it/s]
 24%|##3       | 184/781 [00:10<00:33, 18.01it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.06it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.12it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.16it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.13it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.10it/s]
 25%|##5       | 196/781 [00:10<00:32, 18.15it/s]
 25%|##5       | 198/781 [00:11<00:32, 18.10it/s]
 26%|##5       | 200/781 [00:11<00:32, 17.97it/s]
 26%|##5       | 202/781 [00:11<00:32, 17.95it/s]
 26%|##6       | 204/781 [00:11<00:32, 18.00it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.96it/s]
 27%|##6       | 208/781 [00:11<00:32, 17.86it/s]
 27%|##6       | 210/781 [00:11<00:31, 17.90it/s]
 27%|##7       | 212/781 [00:11<00:31, 17.92it/s]
 27%|##7       | 214/781 [00:11<00:31, 17.99it/s]
 28%|##7       | 216/781 [00:12<00:31, 18.04it/s]
 28%|##7       | 218/781 [00:12<00:31, 18.12it/s]
 28%|##8       | 220/781 [00:12<00:31, 17.97it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.91it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.80it/s]
 29%|##8       | 226/781 [00:12<00:31, 17.64it/s]
 29%|##9       | 228/781 [00:12<00:31, 17.62it/s]
 29%|##9       | 230/781 [00:12<00:31, 17.60it/s]
 30%|##9       | 232/781 [00:12<00:31, 17.69it/s]
 30%|##9       | 234/781 [00:13<00:30, 17.75it/s]
 30%|###       | 236/781 [00:13<00:30, 17.70it/s]
 30%|###       | 238/781 [00:13<00:31, 17.37it/s]
 31%|###       | 240/781 [00:13<00:30, 17.94it/s]
 31%|###       | 242/781 [00:13<00:29, 18.00it/s]
 31%|###1      | 244/781 [00:13<00:29, 17.94it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.25it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.41it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.73it/s]
 32%|###2      | 252/781 [00:14<00:27, 18.94it/s]
 33%|###2      | 254/781 [00:14<00:27, 19.16it/s]
 33%|###2      | 256/781 [00:14<00:27, 18.94it/s]
 33%|###3      | 258/781 [00:14<00:27, 18.99it/s]
 33%|###3      | 260/781 [00:14<00:27, 19.15it/s]
 34%|###3      | 262/781 [00:14<00:26, 19.27it/s]
 34%|###3      | 264/781 [00:14<00:26, 19.26it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.19it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.23it/s]
 35%|###4      | 270/781 [00:15<00:26, 19.28it/s]
 35%|###4      | 272/781 [00:15<00:26, 19.30it/s]
 35%|###5      | 274/781 [00:15<00:26, 19.37it/s]
 35%|###5      | 276/781 [00:15<00:26, 19.31it/s]
 36%|###5      | 278/781 [00:15<00:26, 19.25it/s]
 36%|###5      | 280/781 [00:15<00:25, 19.46it/s]
 36%|###6      | 283/781 [00:15<00:25, 19.82it/s]
 37%|###6      | 286/781 [00:15<00:24, 19.98it/s]
 37%|###7      | 289/781 [00:15<00:24, 20.13it/s]
 37%|###7      | 292/781 [00:16<00:24, 20.30it/s]
 38%|###7      | 295/781 [00:16<00:23, 20.43it/s]
 38%|###8      | 298/781 [00:16<00:23, 20.26it/s]
 39%|###8      | 301/781 [00:16<00:23, 20.38it/s]
 39%|###8      | 304/781 [00:16<00:23, 20.44it/s]
 39%|###9      | 307/781 [00:16<00:23, 20.36it/s]
 40%|###9      | 310/781 [00:16<00:23, 20.37it/s]
 40%|####      | 313/781 [00:17<00:22, 20.37it/s]
 40%|####      | 316/781 [00:17<00:22, 20.27it/s]
 41%|####      | 319/781 [00:17<00:22, 20.20it/s]
 41%|####1     | 322/781 [00:17<00:22, 20.28it/s]
 42%|####1     | 325/781 [00:17<00:22, 19.95it/s]
 42%|####1     | 328/781 [00:17<00:22, 20.15it/s]
 42%|####2     | 331/781 [00:18<00:22, 20.04it/s]
 43%|####2     | 334/781 [00:18<00:22, 19.62it/s]
 43%|####3     | 336/781 [00:18<00:22, 19.42it/s]
 43%|####3     | 339/781 [00:18<00:22, 19.48it/s]
 44%|####3     | 341/781 [00:18<00:23, 19.09it/s]
 44%|####3     | 343/781 [00:18<00:23, 18.85it/s]
 44%|####4     | 345/781 [00:18<00:23, 18.35it/s]
 44%|####4     | 347/781 [00:18<00:23, 18.24it/s]
 45%|####4     | 349/781 [00:19<00:23, 18.23it/s]
 45%|####4     | 351/781 [00:19<00:23, 18.15it/s]
 45%|####5     | 353/781 [00:19<00:23, 18.25it/s]
 45%|####5     | 355/781 [00:19<00:23, 18.24it/s]
 46%|####5     | 357/781 [00:19<00:24, 17.55it/s]
 46%|####5     | 359/781 [00:19<00:23, 17.64it/s]
 46%|####6     | 361/781 [00:19<00:23, 18.06it/s]
 46%|####6     | 363/781 [00:19<00:23, 18.12it/s]
 47%|####6     | 365/781 [00:19<00:22, 18.52it/s]
 47%|####6     | 367/781 [00:20<00:22, 18.81it/s]
 47%|####7     | 369/781 [00:20<00:21, 18.85it/s]
 48%|####7     | 372/781 [00:20<00:21, 19.36it/s]
 48%|####8     | 375/781 [00:20<00:20, 19.58it/s]
 48%|####8     | 377/781 [00:20<00:20, 19.61it/s]
 49%|####8     | 380/781 [00:20<00:20, 19.94it/s]
 49%|####9     | 383/781 [00:20<00:19, 20.15it/s]
 49%|####9     | 386/781 [00:20<00:19, 20.30it/s]
 50%|####9     | 389/781 [00:21<00:19, 20.35it/s]
 50%|#####     | 392/781 [00:21<00:19, 20.44it/s]
 51%|#####     | 395/781 [00:21<00:18, 20.48it/s]
 51%|#####     | 398/781 [00:21<00:18, 20.54it/s]
 51%|#####1    | 401/781 [00:21<00:18, 20.54it/s]
 52%|#####1    | 404/781 [00:21<00:18, 20.44it/s]
 52%|#####2    | 407/781 [00:21<00:18, 20.36it/s]
 52%|#####2    | 410/781 [00:22<00:18, 20.33it/s]
 53%|#####2    | 413/781 [00:22<00:18, 20.39it/s]
 53%|#####3    | 416/781 [00:22<00:17, 20.36it/s]
 54%|#####3    | 419/781 [00:22<00:17, 20.40it/s]
 54%|#####4    | 422/781 [00:22<00:17, 20.31it/s]
 54%|#####4    | 425/781 [00:22<00:17, 20.42it/s]
 55%|#####4    | 428/781 [00:23<00:17, 20.36it/s]
 55%|#####5    | 431/781 [00:23<00:17, 20.43it/s]
 56%|#####5    | 434/781 [00:23<00:16, 20.50it/s]
 56%|#####5    | 437/781 [00:23<00:16, 20.48it/s]
 56%|#####6    | 440/781 [00:23<00:16, 20.60it/s]
 57%|#####6    | 443/781 [00:23<00:16, 20.46it/s]
 57%|#####7    | 446/781 [00:23<00:16, 20.43it/s]
 57%|#####7    | 449/781 [00:24<00:16, 20.34it/s]
 58%|#####7    | 452/781 [00:24<00:16, 20.38it/s]
 58%|#####8    | 455/781 [00:24<00:15, 20.47it/s]
 59%|#####8    | 458/781 [00:24<00:15, 20.55it/s]
 59%|#####9    | 461/781 [00:24<00:15, 20.54it/s]
 59%|#####9    | 464/781 [00:24<00:15, 20.50it/s]
 60%|#####9    | 467/781 [00:24<00:15, 20.58it/s]
 60%|######    | 470/781 [00:25<00:15, 20.57it/s]
 61%|######    | 473/781 [00:25<00:14, 20.63it/s]
 61%|######    | 476/781 [00:25<00:14, 20.39it/s]
 61%|######1   | 479/781 [00:25<00:14, 20.33it/s]
 62%|######1   | 482/781 [00:25<00:14, 20.27it/s]
 62%|######2   | 485/781 [00:25<00:14, 20.39it/s]
 62%|######2   | 488/781 [00:25<00:14, 20.45it/s]
 63%|######2   | 491/781 [00:26<00:14, 20.49it/s]
 63%|######3   | 494/781 [00:26<00:13, 20.53it/s]
 64%|######3   | 497/781 [00:26<00:14, 20.21it/s]
 64%|######4   | 500/781 [00:26<00:13, 20.26it/s]
 64%|######4   | 503/781 [00:26<00:13, 20.40it/s]
 65%|######4   | 506/781 [00:26<00:13, 20.50it/s]
 65%|######5   | 509/781 [00:26<00:13, 20.47it/s]
 66%|######5   | 512/781 [00:27<00:13, 20.36it/s]
 66%|######5   | 515/781 [00:27<00:13, 20.18it/s]
 66%|######6   | 518/781 [00:27<00:13, 20.11it/s]
 67%|######6   | 521/781 [00:27<00:13, 19.81it/s]
 67%|######6   | 523/781 [00:27<00:13, 19.78it/s]
 67%|######7   | 526/781 [00:27<00:12, 19.94it/s]
 68%|######7   | 529/781 [00:27<00:12, 20.11it/s]
 68%|######8   | 532/781 [00:28<00:12, 19.87it/s]
 69%|######8   | 535/781 [00:28<00:12, 20.06it/s]
 69%|######8   | 538/781 [00:28<00:12, 20.12it/s]
 69%|######9   | 541/781 [00:28<00:12, 19.76it/s]
 70%|######9   | 543/781 [00:28<00:12, 19.61it/s]
 70%|######9   | 546/781 [00:28<00:11, 19.83it/s]
 70%|#######   | 549/781 [00:28<00:11, 19.99it/s]
 71%|#######   | 552/781 [00:29<00:11, 19.98it/s]
 71%|#######1  | 555/781 [00:29<00:11, 20.13it/s]
 71%|#######1  | 558/781 [00:29<00:11, 19.88it/s]
 72%|#######1  | 561/781 [00:29<00:10, 20.04it/s]
 72%|#######2  | 564/781 [00:29<00:10, 20.12it/s]
 73%|#######2  | 567/781 [00:29<00:10, 20.14it/s]
 73%|#######2  | 570/781 [00:30<00:10, 19.97it/s]
 73%|#######3  | 572/781 [00:30<00:10, 19.56it/s]
 74%|#######3  | 575/781 [00:30<00:10, 19.72it/s]
 74%|#######4  | 578/781 [00:30<00:10, 20.03it/s]
 74%|#######4  | 581/781 [00:30<00:09, 20.17it/s]
 75%|#######4  | 584/781 [00:30<00:09, 20.35it/s]
 75%|#######5  | 587/781 [00:30<00:09, 20.35it/s]
 76%|#######5  | 590/781 [00:31<00:09, 20.35it/s]
 76%|#######5  | 593/781 [00:31<00:09, 20.49it/s]
 76%|#######6  | 596/781 [00:31<00:09, 20.52it/s]
 77%|#######6  | 599/781 [00:31<00:09, 20.21it/s]
 77%|#######7  | 602/781 [00:31<00:08, 20.38it/s]
 77%|#######7  | 605/781 [00:31<00:08, 20.52it/s]
 78%|#######7  | 608/781 [00:31<00:08, 20.56it/s]
 78%|#######8  | 611/781 [00:32<00:08, 20.63it/s]
 79%|#######8  | 614/781 [00:32<00:08, 20.60it/s]
 79%|#######9  | 617/781 [00:32<00:07, 20.60it/s]
 79%|#######9  | 620/781 [00:32<00:07, 20.51it/s]
 80%|#######9  | 623/781 [00:32<00:07, 20.52it/s]
 80%|########  | 626/781 [00:32<00:07, 20.58it/s]
 81%|########  | 629/781 [00:32<00:07, 20.56it/s]
 81%|########  | 632/781 [00:33<00:07, 20.62it/s]
 81%|########1 | 635/781 [00:33<00:07, 20.52it/s]
 82%|########1 | 638/781 [00:33<00:07, 20.35it/s]
 82%|########2 | 641/781 [00:33<00:06, 20.20it/s]
 82%|########2 | 644/781 [00:33<00:06, 20.13it/s]
 83%|########2 | 647/781 [00:33<00:06, 20.27it/s]
 83%|########3 | 650/781 [00:33<00:06, 20.45it/s]
 84%|########3 | 653/781 [00:34<00:06, 20.42it/s]
 84%|########3 | 656/781 [00:34<00:06, 20.50it/s]
 84%|########4 | 659/781 [00:34<00:05, 20.37it/s]
 85%|########4 | 662/781 [00:34<00:05, 20.25it/s]
 85%|########5 | 665/781 [00:34<00:05, 20.34it/s]
 86%|########5 | 668/781 [00:34<00:05, 20.35it/s]
 86%|########5 | 671/781 [00:34<00:05, 20.26it/s]
 86%|########6 | 674/781 [00:35<00:05, 20.23it/s]
 87%|########6 | 677/781 [00:35<00:05, 20.04it/s]
 87%|########7 | 680/781 [00:35<00:05, 19.89it/s]
 87%|########7 | 682/781 [00:35<00:04, 19.91it/s]
 88%|########7 | 685/781 [00:35<00:04, 20.11it/s]
 88%|########8 | 688/781 [00:35<00:04, 20.30it/s]
 88%|########8 | 691/781 [00:35<00:04, 20.33it/s]
 89%|########8 | 694/781 [00:36<00:04, 20.38it/s]
 89%|########9 | 697/781 [00:36<00:04, 20.38it/s]
 90%|########9 | 700/781 [00:36<00:03, 20.34it/s]
 90%|######### | 703/781 [00:36<00:03, 20.36it/s]
 90%|######### | 706/781 [00:36<00:03, 20.34it/s]
 91%|######### | 709/781 [00:36<00:03, 20.15it/s]
 91%|#########1| 712/781 [00:37<00:03, 20.15it/s]
 92%|#########1| 715/781 [00:37<00:03, 20.24it/s]
 92%|#########1| 718/781 [00:37<00:03, 20.36it/s]
 92%|#########2| 721/781 [00:37<00:02, 20.20it/s]
 93%|#########2| 724/781 [00:37<00:02, 19.99it/s]
 93%|#########3| 727/781 [00:37<00:02, 19.46it/s]
 93%|#########3| 729/781 [00:37<00:02, 18.95it/s]
 94%|#########3| 731/781 [00:38<00:02, 18.51it/s]
 94%|#########3| 733/781 [00:38<00:02, 18.37it/s]
 94%|#########4| 735/781 [00:38<00:02, 18.26it/s]
 94%|#########4| 737/781 [00:38<00:02, 18.21it/s]
 95%|#########4| 739/781 [00:38<00:02, 18.18it/s]
 95%|#########4| 741/781 [00:38<00:02, 17.94it/s]
 95%|#########5| 743/781 [00:38<00:02, 17.92it/s]
 95%|#########5| 745/781 [00:38<00:02, 17.86it/s]
 96%|#########5| 747/781 [00:38<00:01, 17.90it/s]
 96%|#########5| 749/781 [00:39<00:01, 17.91it/s]
 96%|#########6| 751/781 [00:39<00:01, 17.45it/s]
 96%|#########6| 753/781 [00:39<00:01, 17.45it/s]
 97%|#########6| 755/781 [00:39<00:01, 17.92it/s]
 97%|#########6| 757/781 [00:39<00:01, 17.76it/s]
 97%|#########7| 759/781 [00:39<00:01, 17.91it/s]
 97%|#########7| 761/781 [00:39<00:01, 17.87it/s]
 98%|#########7| 763/781 [00:39<00:01, 17.93it/s]
 98%|#########7| 765/781 [00:39<00:00, 17.97it/s]
 98%|#########8| 767/781 [00:40<00:00, 17.97it/s]
 98%|#########8| 769/781 [00:40<00:00, 17.99it/s]
 99%|#########8| 771/781 [00:40<00:00, 17.96it/s]
 99%|#########8| 773/781 [00:40<00:00, 18.01it/s]
 99%|#########9| 775/781 [00:40<00:00, 17.98it/s]
 99%|#########9| 777/781 [00:40<00:00, 18.01it/s]
100%|#########9| 779/781 [00:40<00:00, 17.84it/s]
100%|##########| 781/781 [00:40<00:00, 17.74it/s]
100%|##########| 781/781 [00:40<00:00, 19.14it/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<00:44,  1.03s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:44,  1.03s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:44,  1.03s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:47,  1.11s/it]
Validation Progress:   5%|4         | 2/44 [00:01<00:41,  1.01it/s]
Validation Progress:   5%|4         | 2/44 [00:01<00:41,  1.01it/s]
Validation Progress:   5%|4         | 2/44 [00:01<00:41,  1.01it/s]
Validation Progress:   5%|4         | 2/44 [00:02<00:41,  1.00it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:40,  1.02it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:40,  1.02it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:40,  1.02it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:40,  1.01it/s]
Validation Progress:   9%|9         | 4/44 [00:03<00:39,  1.02it/s]
Validation Progress:   9%|9         | 4/44 [00:03<00:39,  1.02it/s]
Validation Progress:   9%|9         | 4/44 [00:03<00:39,  1.02it/s]
Validation Progress:   9%|9         | 4/44 [00:03<00:39,  1.02it/s]
Validation Progress:  11%|#1        | 5/44 [00:05<00:39,  1.02s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:39,  1.02s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:39,  1.02s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:41,  1.06s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.01s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:38,  1.01s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.03s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.05s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:38,  1.04s/it]
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  7%|6         | 54/781 [00:03<00:41, 17.49it/s]
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  7%|7         | 58/781 [00:03<00:41, 17.34it/s]
  8%|7         | 60/781 [00:03<00:41, 17.56it/s]
  8%|7         | 62/781 [00:03<00:40, 17.79it/s]
  8%|8         | 64/781 [00:03<00:40, 17.91it/s]
  8%|8         | 66/781 [00:03<00:40, 17.70it/s]
  9%|8         | 68/781 [00:03<00:40, 17.75it/s]
  9%|8         | 70/781 [00:03<00:38, 18.23it/s]
  9%|9         | 72/781 [00:04<00:39, 18.13it/s]
  9%|9         | 74/781 [00:04<00:38, 18.52it/s]
 10%|9         | 76/781 [00:04<00:37, 18.77it/s]
 10%|9         | 78/781 [00:04<00:37, 18.96it/s]
 10%|#         | 80/781 [00:04<00:36, 19.10it/s]
 10%|#         | 82/781 [00:04<00:36, 18.91it/s]
 11%|#         | 84/781 [00:04<00:36, 18.95it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.99it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.05it/s]
 12%|#1        | 90/781 [00:04<00:36, 19.05it/s]
 12%|#1        | 93/781 [00:05<00:35, 19.50it/s]
 12%|#2        | 96/781 [00:05<00:34, 19.83it/s]
 13%|#2        | 98/781 [00:05<00:34, 19.68it/s]
 13%|#2        | 101/781 [00:05<00:34, 19.97it/s]
 13%|#3        | 104/781 [00:05<00:33, 20.10it/s]
 14%|#3        | 107/781 [00:05<00:33, 20.28it/s]
 14%|#4        | 110/781 [00:05<00:33, 20.31it/s]
 14%|#4        | 113/781 [00:06<00:32, 20.34it/s]
 15%|#4        | 116/781 [00:06<00:32, 20.33it/s]
 15%|#5        | 119/781 [00:06<00:32, 20.34it/s]
 16%|#5        | 122/781 [00:06<00:32, 20.45it/s]
 16%|#6        | 125/781 [00:06<00:32, 20.47it/s]
 16%|#6        | 128/781 [00:06<00:31, 20.53it/s]
 17%|#6        | 131/781 [00:07<00:31, 20.59it/s]
 17%|#7        | 134/781 [00:07<00:31, 20.49it/s]
 18%|#7        | 137/781 [00:07<00:31, 20.50it/s]
 18%|#7        | 140/781 [00:07<00:32, 19.59it/s]
 18%|#8        | 143/781 [00:07<00:32, 19.91it/s]
 19%|#8        | 146/781 [00:07<00:31, 20.05it/s]
 19%|#9        | 149/781 [00:07<00:31, 20.11it/s]
 19%|#9        | 152/781 [00:08<00:31, 19.93it/s]
 20%|#9        | 154/781 [00:08<00:31, 19.80it/s]
 20%|##        | 157/781 [00:08<00:31, 20.03it/s]
 20%|##        | 160/781 [00:08<00:30, 20.17it/s]
 21%|##        | 163/781 [00:08<00:30, 20.26it/s]
 21%|##1       | 166/781 [00:08<00:30, 20.07it/s]
 22%|##1       | 169/781 [00:08<00:30, 20.17it/s]
 22%|##2       | 172/781 [00:09<00:30, 20.22it/s]
 22%|##2       | 175/781 [00:09<00:30, 20.06it/s]
 23%|##2       | 178/781 [00:09<00:30, 19.75it/s]
 23%|##3       | 181/781 [00:09<00:30, 19.77it/s]
 23%|##3       | 183/781 [00:09<00:30, 19.41it/s]
 24%|##3       | 185/781 [00:09<00:30, 19.27it/s]
 24%|##3       | 187/781 [00:09<00:30, 19.20it/s]
 24%|##4       | 189/781 [00:09<00:31, 18.79it/s]
 24%|##4       | 191/781 [00:10<00:31, 18.90it/s]
 25%|##4       | 193/781 [00:10<00:30, 19.15it/s]
 25%|##4       | 195/781 [00:10<00:30, 19.15it/s]
 25%|##5       | 197/781 [00:10<00:30, 18.85it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.36it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.07it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.54it/s]
 26%|##6       | 206/781 [00:10<00:31, 18.05it/s]
 27%|##6       | 208/781 [00:10<00:31, 17.93it/s]
 27%|##6       | 210/781 [00:11<00:32, 17.79it/s]
 27%|##7       | 212/781 [00:11<00:31, 17.79it/s]
 27%|##7       | 214/781 [00:11<00:32, 17.56it/s]
 28%|##7       | 216/781 [00:11<00:32, 17.62it/s]
 28%|##7       | 218/781 [00:11<00:31, 17.89it/s]
 28%|##8       | 220/781 [00:11<00:31, 17.87it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.42it/s]
 29%|##8       | 224/781 [00:11<00:31, 17.83it/s]
 29%|##8       | 226/781 [00:11<00:30, 18.30it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.55it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.14it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.20it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.42it/s]
 30%|###       | 236/781 [00:12<00:29, 18.44it/s]
 30%|###       | 238/781 [00:12<00:29, 18.71it/s]
 31%|###       | 240/781 [00:12<00:28, 18.79it/s]
 31%|###       | 242/781 [00:12<00:28, 19.10it/s]
 31%|###1      | 245/781 [00:12<00:27, 19.43it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.71it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.55it/s]
 32%|###2      | 253/781 [00:13<00:26, 19.80it/s]
 33%|###2      | 256/781 [00:13<00:26, 19.95it/s]
 33%|###3      | 259/781 [00:13<00:25, 20.17it/s]
 34%|###3      | 262/781 [00:13<00:25, 20.30it/s]
 34%|###3      | 265/781 [00:13<00:25, 20.24it/s]
 34%|###4      | 268/781 [00:14<00:25, 20.25it/s]
 35%|###4      | 271/781 [00:14<00:25, 20.39it/s]
 35%|###5      | 274/781 [00:14<00:24, 20.49it/s]
 35%|###5      | 277/781 [00:14<00:24, 20.52it/s]
 36%|###5      | 280/781 [00:14<00:24, 20.35it/s]
 36%|###6      | 283/781 [00:14<00:24, 20.22it/s]
 37%|###6      | 286/781 [00:14<00:24, 20.30it/s]
 37%|###7      | 289/781 [00:15<00:24, 20.35it/s]
 37%|###7      | 292/781 [00:15<00:24, 20.15it/s]
 38%|###7      | 295/781 [00:15<00:23, 20.26it/s]
 38%|###8      | 298/781 [00:15<00:23, 20.32it/s]
 39%|###8      | 301/781 [00:15<00:23, 20.47it/s]
 39%|###8      | 304/781 [00:15<00:23, 20.44it/s]
 39%|###9      | 307/781 [00:16<00:23, 20.42it/s]
 40%|###9      | 310/781 [00:16<00:23, 20.21it/s]
 40%|####      | 313/781 [00:16<00:23, 20.17it/s]
 40%|####      | 316/781 [00:16<00:23, 20.00it/s]
 41%|####      | 319/781 [00:16<00:23, 20.08it/s]
 41%|####1     | 322/781 [00:16<00:22, 20.19it/s]
 42%|####1     | 325/781 [00:16<00:22, 20.15it/s]
 42%|####1     | 328/781 [00:17<00:22, 20.04it/s]
 42%|####2     | 331/781 [00:17<00:22, 20.07it/s]
 43%|####2     | 334/781 [00:17<00:22, 19.97it/s]
 43%|####3     | 337/781 [00:17<00:22, 20.02it/s]
 44%|####3     | 340/781 [00:17<00:21, 20.22it/s]
 44%|####3     | 343/781 [00:17<00:21, 20.19it/s]
 44%|####4     | 346/781 [00:17<00:21, 20.33it/s]
 45%|####4     | 349/781 [00:18<00:21, 20.33it/s]
 45%|####5     | 352/781 [00:18<00:21, 20.26it/s]
 45%|####5     | 355/781 [00:18<00:20, 20.33it/s]
 46%|####5     | 358/781 [00:18<00:20, 20.44it/s]
 46%|####6     | 361/781 [00:18<00:20, 20.42it/s]
 47%|####6     | 364/781 [00:18<00:20, 20.38it/s]
 47%|####6     | 367/781 [00:18<00:20, 20.41it/s]
 47%|####7     | 370/781 [00:19<00:20, 20.35it/s]
 48%|####7     | 373/781 [00:19<00:20, 20.35it/s]
 48%|####8     | 376/781 [00:19<00:20, 20.23it/s]
 49%|####8     | 379/781 [00:19<00:19, 20.33it/s]
 49%|####8     | 382/781 [00:19<00:20, 19.89it/s]
 49%|####9     | 385/781 [00:19<00:19, 19.99it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.46it/s]
 50%|#####     | 391/781 [00:20<00:19, 19.68it/s]
 50%|#####     | 393/781 [00:20<00:20, 19.13it/s]
 51%|#####     | 395/781 [00:20<00:20, 19.26it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.21it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.37it/s]
 52%|#####1    | 403/781 [00:20<00:19, 19.71it/s]
 52%|#####1    | 405/781 [00:20<00:19, 19.77it/s]
 52%|#####2    | 408/781 [00:21<00:18, 19.83it/s]
 53%|#####2    | 411/781 [00:21<00:18, 19.95it/s]
 53%|#####3    | 414/781 [00:21<00:18, 20.05it/s]
 53%|#####3    | 417/781 [00:21<00:18, 20.15it/s]
 54%|#####3    | 420/781 [00:21<00:17, 20.10it/s]
 54%|#####4    | 423/781 [00:21<00:17, 20.02it/s]
 55%|#####4    | 426/781 [00:21<00:18, 19.25it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.36it/s]
 55%|#####5    | 431/781 [00:22<00:17, 19.68it/s]
 55%|#####5    | 433/781 [00:22<00:17, 19.65it/s]
 56%|#####5    | 436/781 [00:22<00:17, 19.66it/s]
 56%|#####6    | 438/781 [00:22<00:17, 19.06it/s]
 56%|#####6    | 440/781 [00:22<00:18, 18.65it/s]
 57%|#####6    | 442/781 [00:22<00:18, 18.24it/s]
 57%|#####6    | 444/781 [00:22<00:18, 17.92it/s]
 57%|#####7    | 446/781 [00:23<00:18, 17.80it/s]
 57%|#####7    | 448/781 [00:23<00:18, 17.82it/s]
 58%|#####7    | 450/781 [00:23<00:18, 17.58it/s]
 58%|#####7    | 452/781 [00:23<00:18, 17.54it/s]
 58%|#####8    | 454/781 [00:23<00:18, 17.47it/s]
 58%|#####8    | 456/781 [00:23<00:18, 17.52it/s]
 59%|#####8    | 458/781 [00:23<00:18, 17.32it/s]
 59%|#####8    | 460/781 [00:23<00:18, 17.48it/s]
 59%|#####9    | 462/781 [00:23<00:18, 17.53it/s]
 59%|#####9    | 464/781 [00:24<00:17, 17.62it/s]
 60%|#####9    | 466/781 [00:24<00:17, 17.73it/s]
 60%|#####9    | 468/781 [00:24<00:17, 17.74it/s]
 60%|######    | 470/781 [00:24<00:17, 17.89it/s]
 60%|######    | 472/781 [00:24<00:17, 18.01it/s]
 61%|######    | 474/781 [00:24<00:16, 18.08it/s]
 61%|######    | 476/781 [00:24<00:16, 18.14it/s]
 61%|######1   | 478/781 [00:24<00:16, 18.14it/s]
 61%|######1   | 480/781 [00:24<00:16, 18.20it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.18it/s]
 62%|######1   | 484/781 [00:25<00:16, 18.20it/s]
 62%|######2   | 486/781 [00:25<00:16, 18.22it/s]
 62%|######2   | 488/781 [00:25<00:16, 18.16it/s]
 63%|######2   | 490/781 [00:25<00:16, 17.81it/s]
 63%|######2   | 492/781 [00:25<00:16, 17.78it/s]
 63%|######3   | 494/781 [00:25<00:15, 17.94it/s]
 64%|######3   | 496/781 [00:25<00:15, 17.96it/s]
 64%|######3   | 498/781 [00:25<00:15, 18.03it/s]
 64%|######4   | 500/781 [00:26<00:16, 17.36it/s]
 64%|######4   | 502/781 [00:26<00:15, 17.54it/s]
 65%|######4   | 504/781 [00:26<00:15, 17.51it/s]
 65%|######4   | 506/781 [00:26<00:15, 17.68it/s]
 65%|######5   | 508/781 [00:26<00:15, 17.77it/s]
 65%|######5   | 510/781 [00:26<00:15, 17.74it/s]
 66%|######5   | 512/781 [00:26<00:15, 17.68it/s]
 66%|######5   | 514/781 [00:26<00:15, 17.69it/s]
 66%|######6   | 516/781 [00:27<00:15, 17.54it/s]
 66%|######6   | 518/781 [00:27<00:14, 17.71it/s]
 67%|######6   | 520/781 [00:27<00:14, 17.85it/s]
 67%|######6   | 522/781 [00:27<00:14, 17.69it/s]
 67%|######7   | 524/781 [00:27<00:14, 17.82it/s]
 67%|######7   | 526/781 [00:27<00:14, 17.72it/s]
 68%|######7   | 528/781 [00:27<00:14, 17.67it/s]
 68%|######7   | 530/781 [00:27<00:14, 17.36it/s]
 68%|######8   | 532/781 [00:27<00:14, 17.56it/s]
 68%|######8   | 534/781 [00:28<00:13, 17.73it/s]
 69%|######8   | 536/781 [00:28<00:13, 17.74it/s]
 69%|######8   | 538/781 [00:28<00:13, 17.86it/s]
 69%|######9   | 540/781 [00:28<00:13, 17.96it/s]
 69%|######9   | 542/781 [00:28<00:13, 17.87it/s]
 70%|######9   | 544/781 [00:28<00:13, 17.79it/s]
 70%|######9   | 546/781 [00:28<00:13, 17.79it/s]
 70%|#######   | 548/781 [00:28<00:13, 17.81it/s]
 70%|#######   | 550/781 [00:28<00:12, 17.85it/s]
 71%|#######   | 552/781 [00:29<00:12, 17.85it/s]
 71%|#######   | 554/781 [00:29<00:12, 17.90it/s]
 71%|#######1  | 556/781 [00:29<00:12, 17.44it/s]
 71%|#######1  | 558/781 [00:29<00:12, 17.70it/s]
 72%|#######1  | 560/781 [00:29<00:12, 17.73it/s]
 72%|#######1  | 562/781 [00:29<00:12, 17.86it/s]
 72%|#######2  | 564/781 [00:29<00:12, 17.86it/s]
 72%|#######2  | 566/781 [00:29<00:11, 18.00it/s]
 73%|#######2  | 568/781 [00:29<00:11, 18.03it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.09it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.05it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.05it/s]
 74%|#######3  | 576/781 [00:30<00:11, 17.89it/s]
 74%|#######4  | 578/781 [00:30<00:11, 17.83it/s]
 74%|#######4  | 580/781 [00:30<00:11, 17.76it/s]
 75%|#######4  | 582/781 [00:30<00:11, 17.85it/s]
 75%|#######4  | 584/781 [00:30<00:11, 17.82it/s]
 75%|#######5  | 586/781 [00:30<00:11, 17.72it/s]
 75%|#######5  | 588/781 [00:31<00:10, 17.84it/s]
 76%|#######5  | 590/781 [00:31<00:10, 17.91it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.00it/s]
 76%|#######6  | 594/781 [00:31<00:10, 18.08it/s]
 76%|#######6  | 596/781 [00:31<00:10, 17.82it/s]
 77%|#######6  | 598/781 [00:31<00:10, 17.89it/s]
 77%|#######6  | 600/781 [00:31<00:10, 17.97it/s]
 77%|#######7  | 602/781 [00:31<00:09, 18.00it/s]
 77%|#######7  | 604/781 [00:31<00:09, 18.01it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.05it/s]
 78%|#######7  | 608/781 [00:32<00:09, 17.64it/s]
 78%|#######8  | 610/781 [00:32<00:09, 17.64it/s]
 78%|#######8  | 612/781 [00:32<00:09, 17.58it/s]
 79%|#######8  | 614/781 [00:32<00:09, 17.64it/s]
 79%|#######8  | 616/781 [00:32<00:09, 17.71it/s]
 79%|#######9  | 618/781 [00:32<00:09, 17.52it/s]
 79%|#######9  | 620/781 [00:32<00:08, 18.04it/s]
 80%|#######9  | 622/781 [00:32<00:08, 18.17it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.33it/s]
 80%|########  | 626/781 [00:33<00:08, 18.43it/s]
 80%|########  | 628/781 [00:33<00:08, 18.33it/s]
 81%|########  | 630/781 [00:33<00:08, 18.29it/s]
 81%|########  | 632/781 [00:33<00:08, 18.21it/s]
 81%|########1 | 634/781 [00:33<00:08, 17.68it/s]
 81%|########1 | 636/781 [00:33<00:08, 17.66it/s]
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 82%|########1 | 640/781 [00:33<00:07, 17.67it/s]
 82%|########2 | 642/781 [00:34<00:07, 17.73it/s]
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 83%|########2 | 648/781 [00:34<00:07, 17.68it/s]
 83%|########3 | 650/781 [00:34<00:07, 17.65it/s]
 83%|########3 | 652/781 [00:34<00:07, 17.61it/s]
 84%|########3 | 654/781 [00:34<00:07, 17.68it/s]
 84%|########3 | 656/781 [00:34<00:07, 17.67it/s]
 84%|########4 | 658/781 [00:34<00:07, 17.40it/s]
 85%|########4 | 660/781 [00:35<00:06, 17.41it/s]
 85%|########4 | 662/781 [00:35<00:06, 17.44it/s]
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 85%|########5 | 666/781 [00:35<00:06, 17.63it/s]
 86%|########5 | 668/781 [00:35<00:06, 17.65it/s]
 86%|########5 | 670/781 [00:35<00:06, 17.57it/s]
 86%|########6 | 672/781 [00:35<00:06, 17.57it/s]
 86%|########6 | 674/781 [00:35<00:06, 17.71it/s]
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 87%|########6 | 678/781 [00:36<00:05, 17.77it/s]
 87%|########7 | 680/781 [00:36<00:05, 17.87it/s]
 87%|########7 | 682/781 [00:36<00:05, 17.98it/s]
 88%|########7 | 684/781 [00:36<00:05, 17.82it/s]
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 88%|########8 | 688/781 [00:36<00:05, 18.01it/s]
 88%|########8 | 690/781 [00:36<00:05, 18.03it/s]
 89%|########8 | 692/781 [00:36<00:04, 18.00it/s]
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 90%|########9 | 700/781 [00:37<00:04, 17.63it/s]
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 90%|######### | 704/781 [00:37<00:04, 17.60it/s]
 90%|######### | 706/781 [00:37<00:04, 17.71it/s]
 91%|######### | 708/781 [00:37<00:04, 17.87it/s]
 91%|######### | 710/781 [00:37<00:03, 17.94it/s]
 91%|#########1| 712/781 [00:38<00:03, 17.86it/s]
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 92%|#########2| 720/781 [00:38<00:03, 18.11it/s]
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100%|#########9| 780/781 [00:41<00:00, 16.96it/s]
100%|##########| 781/781 [00:41<00:00, 18.65it/s]




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 56%|#####6    | 88/157 [00:05<00:04, 15.67it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.84it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.38it/s]
 60%|#####9    | 94/157 [00:06<00:04, 15.61it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.68it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.71it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.69it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.70it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.03it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.10it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.89it/s]
 70%|#######   | 110/157 [00:07<00:02, 15.93it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.78it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.73it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.67it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.21it/s]
 76%|#######6  | 120/157 [00:07<00:02, 14.67it/s]
 78%|#######7  | 122/157 [00:07<00:02, 14.99it/s]
 79%|#######8  | 124/157 [00:07<00:02, 15.09it/s]
 80%|########  | 126/157 [00:08<00:02, 15.19it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.26it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.07it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.22it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.38it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.48it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.22it/s]
 89%|########9 | 140/157 [00:09<00:01, 15.28it/s]
 90%|######### | 142/157 [00:09<00:00, 15.58it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.51it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.55it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.48it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.65it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.76it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.18it/s]
 99%|#########9| 156/157 [00:10<00:00, 16.66it/s]
100%|##########| 157/157 [00:10<00:00, 15.61it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 3/781 [00:00<00:38, 20.21it/s]
  1%|          | 6/781 [00:00<00:37, 20.41it/s]
  1%|1         | 9/781 [00:00<00:37, 20.33it/s]
  2%|1         | 12/781 [00:00<00:37, 20.39it/s]
  2%|1         | 15/781 [00:00<00:37, 20.38it/s]
  2%|2         | 18/781 [00:00<00:37, 20.43it/s]
  3%|2         | 21/781 [00:01<00:37, 20.49it/s]
  3%|3         | 24/781 [00:01<00:37, 20.45it/s]
  3%|3         | 27/781 [00:01<00:36, 20.48it/s]
  4%|3         | 30/781 [00:01<00:36, 20.53it/s]
  4%|4         | 33/781 [00:01<00:36, 20.50it/s]
  5%|4         | 36/781 [00:01<00:36, 20.45it/s]
  5%|4         | 39/781 [00:01<00:36, 20.51it/s]
  5%|5         | 42/781 [00:02<00:35, 20.58it/s]
  6%|5         | 45/781 [00:02<00:35, 20.46it/s]
  6%|6         | 48/781 [00:02<00:35, 20.37it/s]
  7%|6         | 51/781 [00:02<00:35, 20.29it/s]
  7%|6         | 54/781 [00:02<00:35, 20.32it/s]
  7%|7         | 57/781 [00:02<00:36, 19.99it/s]
  8%|7         | 59/781 [00:02<00:36, 19.82it/s]
  8%|7         | 62/781 [00:03<00:35, 20.05it/s]
  8%|8         | 65/781 [00:03<00:35, 20.17it/s]
  9%|8         | 68/781 [00:03<00:35, 20.16it/s]
  9%|9         | 71/781 [00:03<00:35, 20.28it/s]
  9%|9         | 74/781 [00:03<00:34, 20.41it/s]
 10%|9         | 77/781 [00:03<00:34, 20.53it/s]
 10%|#         | 80/781 [00:03<00:34, 20.49it/s]
 11%|#         | 83/781 [00:04<00:34, 20.52it/s]
 11%|#1        | 86/781 [00:04<00:33, 20.44it/s]
 11%|#1        | 89/781 [00:04<00:33, 20.46it/s]
 12%|#1        | 92/781 [00:04<00:33, 20.34it/s]
 12%|#2        | 95/781 [00:04<00:33, 20.35it/s]
 13%|#2        | 98/781 [00:04<00:33, 20.22it/s]
 13%|#2        | 101/781 [00:04<00:33, 20.21it/s]
 13%|#3        | 104/781 [00:05<00:33, 20.14it/s]
 14%|#3        | 107/781 [00:05<00:33, 20.26it/s]
 14%|#4        | 110/781 [00:05<00:32, 20.40it/s]
 14%|#4        | 113/781 [00:05<00:32, 20.49it/s]
 15%|#4        | 116/781 [00:05<00:32, 20.51it/s]
 15%|#5        | 119/781 [00:05<00:32, 20.41it/s]
 16%|#5        | 122/781 [00:05<00:32, 20.49it/s]
 16%|#6        | 125/781 [00:06<00:32, 20.50it/s]
 16%|#6        | 128/781 [00:06<00:31, 20.54it/s]
 17%|#6        | 131/781 [00:06<00:31, 20.54it/s]
 17%|#7        | 134/781 [00:06<00:31, 20.55it/s]
 18%|#7        | 137/781 [00:06<00:31, 20.65it/s]
 18%|#7        | 140/781 [00:06<00:30, 20.68it/s]
 18%|#8        | 143/781 [00:07<00:30, 20.71it/s]
 19%|#8        | 146/781 [00:07<00:30, 20.70it/s]
 19%|#9        | 149/781 [00:07<00:30, 20.70it/s]
 19%|#9        | 152/781 [00:07<00:30, 20.36it/s]
 20%|#9        | 155/781 [00:07<00:30, 20.39it/s]
 20%|##        | 158/781 [00:07<00:30, 20.47it/s]
 21%|##        | 161/781 [00:07<00:30, 20.19it/s]
 21%|##        | 164/781 [00:08<00:30, 20.00it/s]
 21%|##1       | 167/781 [00:08<00:30, 20.01it/s]
 22%|##1       | 170/781 [00:08<00:30, 20.23it/s]
 22%|##2       | 173/781 [00:08<00:30, 20.09it/s]
 23%|##2       | 176/781 [00:08<00:30, 20.09it/s]
 23%|##2       | 179/781 [00:08<00:30, 19.98it/s]
 23%|##3       | 182/781 [00:08<00:29, 20.05it/s]
 24%|##3       | 185/781 [00:09<00:30, 19.58it/s]
 24%|##3       | 187/781 [00:09<00:30, 19.24it/s]
 24%|##4       | 189/781 [00:09<00:30, 19.11it/s]
 24%|##4       | 191/781 [00:09<00:30, 19.20it/s]
 25%|##4       | 193/781 [00:09<00:30, 19.17it/s]
 25%|##5       | 196/781 [00:09<00:30, 19.25it/s]
 25%|##5       | 198/781 [00:09<00:30, 19.11it/s]
 26%|##5       | 201/781 [00:09<00:29, 19.63it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.86it/s]
 27%|##6       | 207/781 [00:10<00:28, 20.05it/s]
 27%|##6       | 210/781 [00:10<00:28, 20.28it/s]
 27%|##7       | 213/781 [00:10<00:27, 20.46it/s]
 28%|##7       | 216/781 [00:10<00:27, 20.49it/s]
 28%|##8       | 219/781 [00:10<00:27, 20.35it/s]
 28%|##8       | 222/781 [00:10<00:27, 20.44it/s]
 29%|##8       | 225/781 [00:11<00:27, 20.54it/s]
 29%|##9       | 228/781 [00:11<00:26, 20.62it/s]
 30%|##9       | 231/781 [00:11<00:26, 20.61it/s]
 30%|##9       | 234/781 [00:11<00:26, 20.60it/s]
 30%|###       | 237/781 [00:11<00:26, 20.64it/s]
 31%|###       | 240/781 [00:11<00:26, 20.68it/s]
 31%|###1      | 243/781 [00:11<00:26, 20.61it/s]
 31%|###1      | 246/781 [00:12<00:26, 20.55it/s]
 32%|###1      | 249/781 [00:12<00:26, 20.45it/s]
 32%|###2      | 252/781 [00:12<00:25, 20.48it/s]
 33%|###2      | 255/781 [00:12<00:25, 20.45it/s]
 33%|###3      | 258/781 [00:12<00:25, 20.49it/s]
 33%|###3      | 261/781 [00:12<00:25, 20.55it/s]
 34%|###3      | 264/781 [00:13<00:25, 20.53it/s]
 34%|###4      | 267/781 [00:13<00:25, 20.50it/s]
 35%|###4      | 270/781 [00:13<00:24, 20.46it/s]
 35%|###4      | 273/781 [00:13<00:24, 20.42it/s]
 35%|###5      | 276/781 [00:13<00:24, 20.49it/s]
 36%|###5      | 279/781 [00:13<00:24, 20.58it/s]
 36%|###6      | 282/781 [00:13<00:24, 20.58it/s]
 36%|###6      | 285/781 [00:14<00:24, 20.65it/s]
 37%|###6      | 288/781 [00:14<00:24, 20.50it/s]
 37%|###7      | 291/781 [00:14<00:24, 20.34it/s]
 38%|###7      | 294/781 [00:14<00:23, 20.43it/s]
 38%|###8      | 297/781 [00:14<00:23, 20.47it/s]
 38%|###8      | 300/781 [00:14<00:23, 20.55it/s]
 39%|###8      | 303/781 [00:14<00:23, 20.37it/s]
 39%|###9      | 306/781 [00:15<00:23, 20.46it/s]
 40%|###9      | 309/781 [00:15<00:23, 20.32it/s]
 40%|###9      | 312/781 [00:15<00:23, 20.35it/s]
 40%|####      | 315/781 [00:15<00:22, 20.35it/s]
 41%|####      | 318/781 [00:15<00:22, 20.42it/s]
 41%|####1     | 321/781 [00:15<00:22, 20.45it/s]
 41%|####1     | 324/781 [00:15<00:22, 20.52it/s]
 42%|####1     | 327/781 [00:16<00:22, 20.58it/s]
 42%|####2     | 330/781 [00:16<00:21, 20.57it/s]
 43%|####2     | 333/781 [00:16<00:21, 20.53it/s]
 43%|####3     | 336/781 [00:16<00:21, 20.60it/s]
 43%|####3     | 339/781 [00:16<00:21, 20.69it/s]
 44%|####3     | 342/781 [00:16<00:21, 20.50it/s]
 44%|####4     | 345/781 [00:16<00:21, 20.30it/s]
 45%|####4     | 348/781 [00:17<00:21, 20.44it/s]
 45%|####4     | 351/781 [00:17<00:20, 20.48it/s]
 45%|####5     | 354/781 [00:17<00:21, 19.83it/s]
 46%|####5     | 357/781 [00:17<00:21, 20.11it/s]
 46%|####6     | 360/781 [00:17<00:20, 20.27it/s]
 46%|####6     | 363/781 [00:17<00:20, 20.05it/s]
 47%|####6     | 366/781 [00:18<00:20, 20.06it/s]
 47%|####7     | 369/781 [00:18<00:20, 20.21it/s]
 48%|####7     | 372/781 [00:18<00:20, 20.23it/s]
 48%|####8     | 375/781 [00:18<00:20, 20.17it/s]
 48%|####8     | 378/781 [00:18<00:19, 20.23it/s]
 49%|####8     | 381/781 [00:18<00:19, 20.27it/s]
 49%|####9     | 384/781 [00:18<00:19, 20.12it/s]
 50%|####9     | 387/781 [00:19<00:19, 20.25it/s]
 50%|####9     | 390/781 [00:19<00:19, 20.36it/s]
 50%|#####     | 393/781 [00:19<00:19, 20.28it/s]
 51%|#####     | 396/781 [00:19<00:18, 20.34it/s]
 51%|#####1    | 399/781 [00:19<00:18, 20.11it/s]
 51%|#####1    | 402/781 [00:19<00:18, 20.16it/s]
 52%|#####1    | 405/781 [00:19<00:18, 20.29it/s]
 52%|#####2    | 408/781 [00:20<00:18, 20.35it/s]
 53%|#####2    | 411/781 [00:20<00:18, 20.14it/s]
 53%|#####3    | 414/781 [00:20<00:18, 20.27it/s]
 53%|#####3    | 417/781 [00:20<00:17, 20.34it/s]
 54%|#####3    | 420/781 [00:20<00:17, 20.30it/s]
 54%|#####4    | 423/781 [00:20<00:17, 20.24it/s]
 55%|#####4    | 426/781 [00:20<00:17, 20.36it/s]
 55%|#####4    | 429/781 [00:21<00:17, 20.38it/s]
 55%|#####5    | 432/781 [00:21<00:17, 20.42it/s]
 56%|#####5    | 435/781 [00:21<00:16, 20.50it/s]
 56%|#####6    | 438/781 [00:21<00:16, 20.53it/s]
 56%|#####6    | 441/781 [00:21<00:16, 20.56it/s]
 57%|#####6    | 444/781 [00:21<00:16, 20.55it/s]
 57%|#####7    | 447/781 [00:21<00:16, 20.50it/s]
 58%|#####7    | 450/781 [00:22<00:16, 20.55it/s]
 58%|#####8    | 453/781 [00:22<00:15, 20.62it/s]
 58%|#####8    | 456/781 [00:22<00:15, 20.66it/s]
 59%|#####8    | 459/781 [00:22<00:15, 20.63it/s]
 59%|#####9    | 462/781 [00:22<00:15, 20.56it/s]
 60%|#####9    | 465/781 [00:22<00:15, 20.59it/s]
 60%|#####9    | 468/781 [00:23<00:15, 20.64it/s]
 60%|######    | 471/781 [00:23<00:15, 20.61it/s]
 61%|######    | 474/781 [00:23<00:14, 20.52it/s]
 61%|######1   | 477/781 [00:23<00:14, 20.43it/s]
 61%|######1   | 480/781 [00:23<00:14, 20.44it/s]
 62%|######1   | 483/781 [00:23<00:14, 20.49it/s]
 62%|######2   | 486/781 [00:23<00:14, 20.42it/s]
 63%|######2   | 489/781 [00:24<00:14, 20.40it/s]
 63%|######2   | 492/781 [00:24<00:14, 20.43it/s]
 63%|######3   | 495/781 [00:24<00:13, 20.50it/s]
 64%|######3   | 498/781 [00:24<00:13, 20.59it/s]
 64%|######4   | 501/781 [00:24<00:13, 20.65it/s]
 65%|######4   | 504/781 [00:24<00:13, 20.49it/s]
 65%|######4   | 507/781 [00:24<00:13, 20.53it/s]
 65%|######5   | 510/781 [00:25<00:13, 20.58it/s]
 66%|######5   | 513/781 [00:25<00:13, 20.54it/s]
 66%|######6   | 516/781 [00:25<00:12, 20.59it/s]
 66%|######6   | 519/781 [00:25<00:12, 20.66it/s]
 67%|######6   | 522/781 [00:25<00:12, 20.34it/s]
 67%|######7   | 525/781 [00:25<00:12, 20.44it/s]
 68%|######7   | 528/781 [00:25<00:12, 20.39it/s]
 68%|######7   | 531/781 [00:26<00:12, 19.99it/s]
 68%|######8   | 534/781 [00:26<00:24, 10.18it/s]
 69%|######8   | 537/781 [00:26<00:20, 11.99it/s]
 69%|######9   | 540/781 [00:27<00:17, 13.71it/s]
 70%|######9   | 543/781 [00:27<00:15, 15.24it/s]
 70%|######9   | 546/781 [00:27<00:14, 16.48it/s]
 70%|#######   | 549/781 [00:27<00:13, 17.46it/s]
 71%|#######   | 552/781 [00:27<00:12, 18.10it/s]
 71%|#######1  | 555/781 [00:27<00:12, 18.74it/s]
 71%|#######1  | 558/781 [00:27<00:11, 19.27it/s]
 72%|#######1  | 561/781 [00:28<00:11, 19.69it/s]
 72%|#######2  | 564/781 [00:28<00:11, 19.71it/s]
 73%|#######2  | 567/781 [00:28<00:10, 19.98it/s]
 73%|#######2  | 570/781 [00:28<00:10, 19.96it/s]
 73%|#######3  | 573/781 [00:28<00:10, 20.18it/s]
 74%|#######3  | 576/781 [00:28<00:10, 20.08it/s]
 74%|#######4  | 579/781 [00:28<00:09, 20.21it/s]
 75%|#######4  | 582/781 [00:29<00:09, 20.14it/s]
 75%|#######4  | 585/781 [00:29<00:09, 20.28it/s]
 75%|#######5  | 588/781 [00:29<00:09, 20.34it/s]
 76%|#######5  | 591/781 [00:29<00:09, 20.22it/s]
 76%|#######6  | 594/781 [00:29<00:09, 20.26it/s]
 76%|#######6  | 597/781 [00:29<00:09, 20.34it/s]
 77%|#######6  | 600/781 [00:29<00:08, 20.43it/s]
 77%|#######7  | 603/781 [00:30<00:08, 20.28it/s]
 78%|#######7  | 606/781 [00:30<00:08, 20.29it/s]
 78%|#######7  | 609/781 [00:30<00:08, 20.24it/s]
 78%|#######8  | 612/781 [00:30<00:08, 20.33it/s]
 79%|#######8  | 615/781 [00:30<00:08, 20.23it/s]
 79%|#######9  | 618/781 [00:30<00:08, 20.24it/s]
 80%|#######9  | 621/781 [00:31<00:07, 20.38it/s]
 80%|#######9  | 624/781 [00:31<00:07, 20.49it/s]
 80%|########  | 627/781 [00:31<00:07, 20.59it/s]
 81%|########  | 630/781 [00:31<00:07, 20.64it/s]
 81%|########1 | 633/781 [00:31<00:07, 20.70it/s]
 81%|########1 | 636/781 [00:31<00:07, 20.67it/s]
 82%|########1 | 639/781 [00:31<00:06, 20.47it/s]
 82%|########2 | 642/781 [00:32<00:06, 20.42it/s]
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 83%|########2 | 648/781 [00:32<00:06, 20.43it/s]
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 84%|########4 | 657/781 [00:32<00:06, 20.46it/s]
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 85%|########4 | 663/781 [00:33<00:05, 20.50it/s]
 85%|########5 | 666/781 [00:33<00:05, 20.57it/s]
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 88%|########8 | 688/781 [00:34<00:04, 18.68it/s]
 88%|########8 | 690/781 [00:34<00:04, 18.33it/s]
 89%|########8 | 692/781 [00:34<00:04, 18.15it/s]
 89%|########8 | 694/781 [00:34<00:04, 18.17it/s]
 89%|########9 | 696/781 [00:34<00:04, 18.11it/s]
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 90%|########9 | 700/781 [00:34<00:04, 18.14it/s]
 90%|########9 | 702/781 [00:35<00:04, 18.13it/s]
 90%|######### | 704/781 [00:35<00:04, 18.08it/s]
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 91%|######### | 710/781 [00:35<00:04, 17.73it/s]
 91%|#########1| 712/781 [00:35<00:03, 17.82it/s]
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100%|#########9| 780/781 [00:39<00:00, 17.83it/s]
100%|##########| 781/781 [00:39<00:00, 19.76it/s]




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 57%|#####7    | 90/157 [00:05<00:04, 15.69it/s]
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 60%|#####9    | 94/157 [00:06<00:04, 15.70it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.60it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.48it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.61it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.51it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.46it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.59it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.68it/s]
 70%|#######   | 110/157 [00:07<00:03, 15.64it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.65it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.75it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.80it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.08it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.19it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.42it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.13it/s]
 80%|########  | 126/157 [00:08<00:01, 16.15it/s]
 82%|########1 | 128/157 [00:08<00:01, 16.30it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.20it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.00it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.17it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.96it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.92it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.90it/s]
 90%|######### | 142/157 [00:09<00:00, 15.84it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.75it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.71it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.65it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.44it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.23it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.53it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.57it/s]
100%|##########| 157/157 [00:09<00:00, 15.72it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:44, 17.33it/s]
  1%|          | 4/781 [00:00<00:43, 17.83it/s]
  1%|          | 6/781 [00:00<00:43, 17.96it/s]
  1%|1         | 8/781 [00:00<00:42, 18.26it/s]
  1%|1         | 10/781 [00:00<00:42, 18.17it/s]
  2%|1         | 12/781 [00:00<00:42, 18.28it/s]
  2%|1         | 14/781 [00:00<00:42, 18.05it/s]
  2%|2         | 16/781 [00:00<00:43, 17.76it/s]
  2%|2         | 18/781 [00:01<00:42, 17.84it/s]
  3%|2         | 20/781 [00:01<00:42, 18.12it/s]
  3%|2         | 22/781 [00:01<00:41, 18.46it/s]
  3%|3         | 24/781 [00:01<00:41, 18.31it/s]
  3%|3         | 26/781 [00:01<00:42, 17.94it/s]
  4%|3         | 28/781 [00:01<00:40, 18.50it/s]
  4%|3         | 31/781 [00:01<00:38, 19.25it/s]
  4%|4         | 34/781 [00:01<00:37, 19.68it/s]
  5%|4         | 36/781 [00:01<00:37, 19.69it/s]
  5%|4         | 39/781 [00:02<00:37, 19.68it/s]
  5%|5         | 42/781 [00:02<00:36, 20.06it/s]
  6%|5         | 44/781 [00:02<00:36, 19.99it/s]
  6%|6         | 47/781 [00:02<00:36, 20.13it/s]
  6%|6         | 50/781 [00:02<00:36, 20.11it/s]
  7%|6         | 53/781 [00:02<00:36, 19.97it/s]
  7%|7         | 55/781 [00:02<00:36, 19.95it/s]
  7%|7         | 58/781 [00:03<00:36, 20.04it/s]
  8%|7         | 61/781 [00:03<00:35, 20.12it/s]
  8%|8         | 64/781 [00:03<00:35, 20.07it/s]
  9%|8         | 67/781 [00:03<00:35, 20.09it/s]
  9%|8         | 70/781 [00:03<00:35, 20.30it/s]
  9%|9         | 73/781 [00:03<00:34, 20.40it/s]
 10%|9         | 76/781 [00:03<00:34, 20.24it/s]
 10%|#         | 79/781 [00:04<00:34, 20.20it/s]
 10%|#         | 82/781 [00:04<00:34, 20.27it/s]
 11%|#         | 85/781 [00:04<00:34, 20.37it/s]
 11%|#1        | 88/781 [00:04<00:33, 20.43it/s]
 12%|#1        | 91/781 [00:04<00:33, 20.37it/s]
 12%|#2        | 94/781 [00:04<00:33, 20.28it/s]
 12%|#2        | 97/781 [00:04<00:33, 20.27it/s]
 13%|#2        | 100/781 [00:05<00:33, 20.42it/s]
 13%|#3        | 103/781 [00:05<00:33, 20.50it/s]
 14%|#3        | 106/781 [00:05<00:32, 20.51it/s]
 14%|#3        | 109/781 [00:05<00:32, 20.57it/s]
 14%|#4        | 112/781 [00:05<00:32, 20.59it/s]
 15%|#4        | 115/781 [00:05<00:32, 20.50it/s]
 15%|#5        | 118/781 [00:05<00:32, 20.34it/s]
 15%|#5        | 121/781 [00:06<00:32, 20.13it/s]
 16%|#5        | 124/781 [00:06<00:32, 20.19it/s]
 16%|#6        | 127/781 [00:06<00:32, 20.22it/s]
 17%|#6        | 130/781 [00:06<00:32, 20.33it/s]
 17%|#7        | 133/781 [00:06<00:31, 20.33it/s]
 17%|#7        | 136/781 [00:06<00:31, 20.35it/s]
 18%|#7        | 139/781 [00:07<00:31, 20.33it/s]
 18%|#8        | 142/781 [00:07<00:31, 20.23it/s]
 19%|#8        | 145/781 [00:07<00:31, 20.18it/s]
 19%|#8        | 148/781 [00:07<00:31, 20.30it/s]
 19%|#9        | 151/781 [00:07<00:30, 20.39it/s]
 20%|#9        | 154/781 [00:07<00:30, 20.29it/s]
 20%|##        | 157/781 [00:07<00:30, 20.32it/s]
 20%|##        | 160/781 [00:08<00:30, 20.33it/s]
 21%|##        | 163/781 [00:08<00:30, 20.28it/s]
 21%|##1       | 166/781 [00:08<00:30, 20.19it/s]
 22%|##1       | 169/781 [00:08<00:30, 20.32it/s]
 22%|##2       | 172/781 [00:08<00:29, 20.42it/s]
 22%|##2       | 175/781 [00:08<00:29, 20.47it/s]
 23%|##2       | 178/781 [00:08<00:29, 20.52it/s]
 23%|##3       | 181/781 [00:09<00:29, 20.48it/s]
 24%|##3       | 184/781 [00:09<00:29, 20.48it/s]
 24%|##3       | 187/781 [00:09<00:28, 20.52it/s]
 24%|##4       | 190/781 [00:09<00:28, 20.60it/s]
 25%|##4       | 193/781 [00:09<00:28, 20.62it/s]
 25%|##5       | 196/781 [00:09<00:28, 20.61it/s]
 25%|##5       | 199/781 [00:09<00:28, 20.55it/s]
 26%|##5       | 202/781 [00:10<00:28, 20.47it/s]
 26%|##6       | 205/781 [00:10<00:28, 20.50it/s]
 27%|##6       | 208/781 [00:10<00:28, 20.38it/s]
 27%|##7       | 211/781 [00:10<00:27, 20.39it/s]
 27%|##7       | 214/781 [00:10<00:27, 20.32it/s]
 28%|##7       | 217/781 [00:10<00:27, 20.41it/s]
 28%|##8       | 220/781 [00:10<00:27, 20.47it/s]
 29%|##8       | 223/781 [00:11<00:27, 20.37it/s]
 29%|##8       | 226/781 [00:11<00:27, 20.08it/s]
 29%|##9       | 229/781 [00:11<00:27, 20.15it/s]
 30%|##9       | 232/781 [00:11<00:27, 20.27it/s]
 30%|###       | 235/781 [00:11<00:26, 20.39it/s]
 30%|###       | 238/781 [00:11<00:27, 19.99it/s]
 31%|###       | 241/781 [00:12<00:27, 19.91it/s]
 31%|###1      | 244/781 [00:12<00:26, 20.00it/s]
 32%|###1      | 247/781 [00:12<00:26, 20.11it/s]
 32%|###2      | 250/781 [00:12<00:26, 19.82it/s]
 32%|###2      | 252/781 [00:12<00:27, 19.22it/s]
 33%|###2      | 254/781 [00:12<00:28, 18.75it/s]
 33%|###2      | 256/781 [00:12<00:28, 18.42it/s]
 33%|###3      | 258/781 [00:12<00:28, 18.28it/s]
 33%|###3      | 260/781 [00:13<00:28, 17.99it/s]
 34%|###3      | 262/781 [00:13<00:28, 17.92it/s]
 34%|###3      | 264/781 [00:13<00:28, 17.96it/s]
 34%|###4      | 266/781 [00:13<00:28, 18.07it/s]
 34%|###4      | 268/781 [00:13<00:29, 17.58it/s]
 35%|###4      | 270/781 [00:13<00:28, 17.81it/s]
 35%|###4      | 272/781 [00:13<00:28, 17.92it/s]
 35%|###5      | 274/781 [00:13<00:27, 18.37it/s]
 35%|###5      | 276/781 [00:13<00:27, 18.63it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.90it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.05it/s]
 36%|###6      | 283/781 [00:14<00:25, 19.54it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.80it/s]
 37%|###7      | 289/781 [00:14<00:24, 20.01it/s]
 37%|###7      | 292/781 [00:14<00:24, 19.99it/s]
 38%|###7      | 295/781 [00:14<00:23, 20.26it/s]
 38%|###8      | 298/781 [00:15<00:23, 20.38it/s]
 39%|###8      | 301/781 [00:15<00:23, 20.29it/s]
 39%|###8      | 304/781 [00:15<00:23, 20.25it/s]
 39%|###9      | 307/781 [00:15<00:23, 20.35it/s]
 40%|###9      | 310/781 [00:15<00:23, 20.30it/s]
 40%|####      | 313/781 [00:15<00:23, 20.34it/s]
 40%|####      | 316/781 [00:15<00:22, 20.29it/s]
 41%|####      | 319/781 [00:16<00:22, 20.26it/s]
 41%|####1     | 322/781 [00:16<00:22, 20.38it/s]
 42%|####1     | 325/781 [00:16<00:22, 20.42it/s]
 42%|####1     | 328/781 [00:16<00:22, 20.28it/s]
 42%|####2     | 331/781 [00:16<00:22, 20.12it/s]
 43%|####2     | 334/781 [00:16<00:22, 20.30it/s]
 43%|####3     | 337/781 [00:16<00:22, 20.15it/s]
 44%|####3     | 340/781 [00:17<00:21, 20.31it/s]
 44%|####3     | 343/781 [00:17<00:21, 20.30it/s]
 44%|####4     | 346/781 [00:17<00:21, 20.22it/s]
 45%|####4     | 349/781 [00:17<00:21, 20.13it/s]
 45%|####5     | 352/781 [00:17<00:21, 20.09it/s]
 45%|####5     | 355/781 [00:17<00:21, 20.25it/s]
 46%|####5     | 358/781 [00:17<00:20, 20.18it/s]
 46%|####6     | 361/781 [00:18<00:20, 20.36it/s]
 47%|####6     | 364/781 [00:18<00:20, 20.44it/s]
 47%|####6     | 367/781 [00:18<00:20, 20.32it/s]
 47%|####7     | 370/781 [00:18<00:20, 20.39it/s]
 48%|####7     | 373/781 [00:18<00:19, 20.45it/s]
 48%|####8     | 376/781 [00:18<00:19, 20.43it/s]
 49%|####8     | 379/781 [00:19<00:19, 20.54it/s]
 49%|####8     | 382/781 [00:19<00:19, 20.66it/s]
 49%|####9     | 385/781 [00:19<00:19, 20.69it/s]
 50%|####9     | 388/781 [00:19<00:19, 20.60it/s]
 50%|#####     | 391/781 [00:19<00:18, 20.64it/s]
 50%|#####     | 394/781 [00:19<00:18, 20.62it/s]
 51%|#####     | 397/781 [00:19<00:19, 20.19it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.94it/s]
 51%|#####1    | 402/781 [00:20<00:19, 19.53it/s]
 52%|#####1    | 404/781 [00:20<00:19, 19.42it/s]
 52%|#####1    | 406/781 [00:20<00:19, 19.33it/s]
 52%|#####2    | 409/781 [00:20<00:18, 19.60it/s]
 53%|#####2    | 412/781 [00:20<00:18, 19.84it/s]
 53%|#####3    | 414/781 [00:20<00:18, 19.82it/s]
 53%|#####3    | 417/781 [00:20<00:18, 20.04it/s]
 54%|#####3    | 420/781 [00:21<00:18, 20.05it/s]
 54%|#####4    | 423/781 [00:21<00:17, 19.92it/s]
 55%|#####4    | 426/781 [00:21<00:17, 20.07it/s]
 55%|#####4    | 429/781 [00:21<00:17, 20.14it/s]
 55%|#####5    | 432/781 [00:21<00:17, 19.86it/s]
 56%|#####5    | 435/781 [00:21<00:17, 20.04it/s]
 56%|#####6    | 438/781 [00:21<00:17, 19.91it/s]
 56%|#####6    | 441/781 [00:22<00:16, 20.07it/s]
 57%|#####6    | 444/781 [00:22<00:16, 20.06it/s]
 57%|#####7    | 447/781 [00:22<00:16, 20.00it/s]
 58%|#####7    | 450/781 [00:22<00:16, 20.17it/s]
 58%|#####8    | 453/781 [00:22<00:16, 20.22it/s]
 58%|#####8    | 456/781 [00:22<00:16, 20.27it/s]
 59%|#####8    | 459/781 [00:23<00:16, 19.86it/s]
 59%|#####9    | 461/781 [00:23<00:16, 19.82it/s]
 59%|#####9    | 463/781 [00:23<00:16, 19.67it/s]
 60%|#####9    | 466/781 [00:23<00:15, 19.89it/s]
 60%|#####9    | 468/781 [00:23<00:15, 19.80it/s]
 60%|######    | 470/781 [00:23<00:15, 19.62it/s]
 61%|######    | 473/781 [00:23<00:15, 19.76it/s]
 61%|######    | 475/781 [00:23<00:15, 19.27it/s]
 61%|######1   | 477/781 [00:23<00:16, 18.30it/s]
 61%|######1   | 479/781 [00:24<00:16, 18.04it/s]
 62%|######1   | 481/781 [00:24<00:16, 17.78it/s]
 62%|######1   | 483/781 [00:24<00:16, 17.89it/s]
 62%|######2   | 485/781 [00:24<00:16, 18.11it/s]
 62%|######2   | 487/781 [00:24<00:16, 18.03it/s]
 63%|######2   | 489/781 [00:24<00:16, 18.06it/s]
 63%|######2   | 491/781 [00:24<00:16, 18.04it/s]
 63%|######3   | 493/781 [00:24<00:15, 18.53it/s]
 63%|######3   | 495/781 [00:24<00:15, 18.52it/s]
 64%|######3   | 497/781 [00:25<00:15, 18.72it/s]
 64%|######3   | 499/781 [00:25<00:15, 18.38it/s]
 64%|######4   | 501/781 [00:25<00:15, 18.29it/s]
 64%|######4   | 503/781 [00:25<00:15, 18.23it/s]
 65%|######4   | 505/781 [00:25<00:14, 18.41it/s]
 65%|######4   | 507/781 [00:25<00:14, 18.31it/s]
 65%|######5   | 509/781 [00:25<00:14, 18.20it/s]
 65%|######5   | 511/781 [00:25<00:14, 18.15it/s]
 66%|######5   | 513/781 [00:25<00:14, 18.13it/s]
 66%|######5   | 515/781 [00:26<00:14, 18.13it/s]
 66%|######6   | 517/781 [00:26<00:14, 18.18it/s]
 66%|######6   | 519/781 [00:26<00:14, 18.15it/s]
 67%|######6   | 521/781 [00:26<00:14, 18.19it/s]
 67%|######6   | 523/781 [00:26<00:14, 18.16it/s]
 67%|######7   | 525/781 [00:26<00:14, 18.11it/s]
 67%|######7   | 527/781 [00:26<00:13, 18.16it/s]
 68%|######7   | 529/781 [00:26<00:13, 18.03it/s]
 68%|######7   | 531/781 [00:26<00:13, 17.86it/s]
 68%|######8   | 533/781 [00:27<00:13, 17.90it/s]
 69%|######8   | 535/781 [00:27<00:13, 18.04it/s]
 69%|######8   | 537/781 [00:27<00:13, 17.86it/s]
 69%|######9   | 539/781 [00:27<00:13, 17.89it/s]
 69%|######9   | 541/781 [00:27<00:13, 18.02it/s]
 70%|######9   | 543/781 [00:27<00:13, 18.07it/s]
 70%|######9   | 545/781 [00:27<00:13, 18.14it/s]
 70%|#######   | 547/781 [00:27<00:12, 18.18it/s]
 70%|#######   | 549/781 [00:27<00:12, 18.07it/s]
 71%|#######   | 551/781 [00:28<00:12, 17.94it/s]
 71%|#######   | 553/781 [00:28<00:12, 17.76it/s]
 71%|#######1  | 555/781 [00:28<00:12, 17.92it/s]
 71%|#######1  | 557/781 [00:28<00:12, 18.01it/s]
 72%|#######1  | 559/781 [00:28<00:12, 18.14it/s]
 72%|#######1  | 561/781 [00:28<00:12, 18.19it/s]
 72%|#######2  | 563/781 [00:28<00:12, 18.10it/s]
 72%|#######2  | 565/781 [00:28<00:12, 17.96it/s]
 73%|#######2  | 567/781 [00:28<00:11, 17.92it/s]
 73%|#######2  | 569/781 [00:29<00:11, 17.80it/s]
 73%|#######3  | 571/781 [00:29<00:11, 17.81it/s]
 73%|#######3  | 573/781 [00:29<00:11, 17.88it/s]
 74%|#######3  | 575/781 [00:29<00:11, 17.78it/s]
 74%|#######3  | 577/781 [00:29<00:11, 17.82it/s]
 74%|#######4  | 579/781 [00:29<00:11, 17.94it/s]
 74%|#######4  | 581/781 [00:29<00:11, 17.97it/s]
 75%|#######4  | 583/781 [00:29<00:11, 17.93it/s]
 75%|#######4  | 585/781 [00:29<00:10, 17.90it/s]
 75%|#######5  | 587/781 [00:30<00:10, 17.79it/s]
 75%|#######5  | 589/781 [00:30<00:10, 17.91it/s]
 76%|#######5  | 591/781 [00:30<00:10, 17.97it/s]
 76%|#######5  | 593/781 [00:30<00:10, 18.06it/s]
 76%|#######6  | 595/781 [00:30<00:10, 18.01it/s]
 76%|#######6  | 597/781 [00:30<00:10, 17.98it/s]
 77%|#######6  | 599/781 [00:30<00:10, 18.00it/s]
 77%|#######6  | 601/781 [00:30<00:10, 17.85it/s]
 77%|#######7  | 603/781 [00:30<00:10, 17.75it/s]
 77%|#######7  | 605/781 [00:31<00:10, 17.57it/s]
 78%|#######7  | 607/781 [00:31<00:09, 17.64it/s]
 78%|#######7  | 609/781 [00:31<00:09, 17.74it/s]
 78%|#######8  | 611/781 [00:31<00:09, 17.79it/s]
 78%|#######8  | 613/781 [00:31<00:09, 17.71it/s]
 79%|#######8  | 615/781 [00:31<00:09, 17.79it/s]
 79%|#######9  | 617/781 [00:31<00:09, 17.91it/s]
 79%|#######9  | 619/781 [00:31<00:09, 17.99it/s]
 80%|#######9  | 621/781 [00:31<00:08, 18.05it/s]
 80%|#######9  | 623/781 [00:32<00:08, 17.99it/s]
 80%|########  | 625/781 [00:32<00:08, 17.68it/s]
 80%|########  | 627/781 [00:32<00:08, 17.48it/s]
 81%|########  | 629/781 [00:32<00:08, 17.55it/s]
 81%|########  | 631/781 [00:32<00:08, 17.59it/s]
 81%|########1 | 633/781 [00:32<00:08, 17.57it/s]
 81%|########1 | 635/781 [00:32<00:08, 17.75it/s]
 82%|########1 | 637/781 [00:32<00:08, 17.62it/s]
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  8%|7         | 12/157 [00:00<00:09, 16.02it/s]
  9%|8         | 14/157 [00:00<00:09, 15.87it/s]
 10%|#         | 16/157 [00:01<00:08, 16.09it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.29it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.37it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.10it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.23it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.32it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.31it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.33it/s]
 20%|##        | 32/157 [00:01<00:07, 16.14it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.11it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.27it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.29it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.08it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.12it/s]
 28%|##8       | 44/157 [00:02<00:07, 16.12it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.14it/s]
 31%|###       | 48/157 [00:02<00:06, 16.20it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.33it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.16it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.27it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.34it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.42it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.36it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.14it/s]
 41%|####      | 64/157 [00:03<00:05, 15.94it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.72it/s]
 43%|####3     | 68/157 [00:04<00:05, 15.76it/s]
 45%|####4     | 70/157 [00:04<00:05, 15.66it/s]
 46%|####5     | 72/157 [00:04<00:05, 15.58it/s]
 47%|####7     | 74/157 [00:04<00:05, 15.54it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.61it/s]
 50%|####9     | 78/157 [00:04<00:05, 15.73it/s]
 51%|#####     | 80/157 [00:04<00:04, 15.86it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.82it/s]
 54%|#####3    | 84/157 [00:05<00:04, 15.82it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.87it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.89it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.96it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.78it/s]
 60%|#####9    | 94/157 [00:05<00:03, 15.77it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.95it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.93it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.80it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.05it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.05it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.34it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.35it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.40it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.45it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.43it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.48it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.55it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.62it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.61it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.52it/s]
 80%|########  | 126/157 [00:07<00:01, 16.57it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.57it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.18it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.83it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.92it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.04it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.87it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.95it/s]
 90%|######### | 142/157 [00:08<00:00, 16.19it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.33it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.14it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.05it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.79it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.55it/s]
 98%|#########8| 154/157 [00:10<00:00,  6.40it/s]
 99%|#########9| 156/157 [00:10<00:00,  7.85it/s]
100%|##########| 157/157 [00:10<00:00, 15.16it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:46, 16.66it/s]
  1%|          | 4/781 [00:00<00:44, 17.33it/s]
  1%|          | 6/781 [00:00<00:43, 17.78it/s]
  1%|1         | 8/781 [00:00<00:42, 18.04it/s]
  1%|1         | 10/781 [00:00<00:42, 18.27it/s]
  2%|1         | 12/781 [00:00<00:42, 18.27it/s]
  2%|1         | 14/781 [00:00<00:42, 18.21it/s]
  2%|2         | 16/781 [00:00<00:42, 18.10it/s]
  2%|2         | 18/781 [00:00<00:41, 18.31it/s]
  3%|2         | 20/781 [00:01<00:41, 18.48it/s]
  3%|2         | 22/781 [00:01<00:40, 18.63it/s]
  3%|3         | 24/781 [00:01<00:40, 18.75it/s]
  3%|3         | 26/781 [00:01<00:41, 18.27it/s]
  4%|3         | 28/781 [00:01<00:41, 18.34it/s]
  4%|3         | 30/781 [00:01<00:42, 17.87it/s]
  4%|4         | 32/781 [00:01<00:41, 18.20it/s]
  4%|4         | 34/781 [00:01<00:40, 18.23it/s]
  5%|4         | 36/781 [00:01<00:41, 17.86it/s]
  5%|4         | 38/781 [00:02<00:40, 18.14it/s]
  5%|5         | 40/781 [00:02<00:40, 18.21it/s]
  5%|5         | 42/781 [00:02<00:40, 18.44it/s]
  6%|5         | 44/781 [00:02<00:39, 18.63it/s]
  6%|5         | 46/781 [00:02<00:39, 18.58it/s]
  6%|6         | 48/781 [00:02<00:39, 18.61it/s]
  6%|6         | 50/781 [00:02<00:39, 18.48it/s]
  7%|6         | 52/781 [00:02<00:39, 18.35it/s]
  7%|6         | 54/781 [00:02<00:39, 18.53it/s]
  7%|7         | 56/781 [00:03<00:39, 18.59it/s]
  7%|7         | 58/781 [00:03<00:38, 18.62it/s]
  8%|7         | 60/781 [00:03<00:38, 18.64it/s]
  8%|7         | 62/781 [00:03<00:38, 18.77it/s]
  8%|8         | 64/781 [00:03<00:38, 18.70it/s]
  8%|8         | 66/781 [00:03<00:38, 18.62it/s]
  9%|8         | 68/781 [00:03<00:38, 18.70it/s]
  9%|8         | 70/781 [00:03<00:37, 18.77it/s]
  9%|9         | 72/781 [00:03<00:37, 18.68it/s]
  9%|9         | 74/781 [00:04<00:37, 18.81it/s]
 10%|9         | 76/781 [00:04<00:37, 18.92it/s]
 10%|9         | 78/781 [00:04<00:37, 18.98it/s]
 10%|#         | 80/781 [00:04<00:37, 18.91it/s]
 10%|#         | 82/781 [00:04<00:37, 18.86it/s]
 11%|#         | 84/781 [00:04<00:37, 18.71it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.54it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.41it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.50it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.59it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.53it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.49it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.58it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.51it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.61it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.71it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.76it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.78it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.68it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.65it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.65it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.77it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.88it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.65it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.70it/s]
 16%|#5        | 124/781 [00:06<00:34, 18.80it/s]
 16%|#6        | 126/781 [00:06<00:34, 18.85it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.84it/s]
 17%|#6        | 130/781 [00:07<00:34, 18.94it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.74it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.67it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.72it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.87it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.91it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.92it/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, 18.80it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.78it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.84it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.88it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.82it/s]
 20%|##        | 158/781 [00:08<00:33, 18.82it/s]
 20%|##        | 160/781 [00:08<00:32, 18.87it/s]
 21%|##        | 162/781 [00:08<00:32, 18.91it/s]
 21%|##        | 164/781 [00:08<00:32, 19.00it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.06it/s]
 22%|##1       | 168/781 [00:09<00:32, 19.04it/s]
 22%|##1       | 170/781 [00:09<00:32, 19.00it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.18it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.28it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.04it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.25it/s]
 23%|##3       | 180/781 [00:09<00:33, 18.04it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.17it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.47it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.15it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.48it/s]
 24%|##4       | 190/781 [00:10<00:33, 17.67it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.10it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.46it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.47it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.64it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.94it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.12it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.12it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.91it/s]
 27%|##6       | 208/781 [00:11<00:30, 19.07it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.91it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.09it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.22it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.53it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.72it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.95it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.89it/s]
 29%|##8       | 224/781 [00:12<00:29, 19.05it/s]
 29%|##8       | 226/781 [00:12<00:28, 19.18it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.79it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.52it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.64it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.58it/s]
 30%|###       | 236/781 [00:12<00:29, 18.67it/s]
 30%|###       | 238/781 [00:12<00:29, 18.69it/s]
 31%|###       | 240/781 [00:12<00:28, 18.80it/s]
 31%|###       | 242/781 [00:12<00:28, 18.97it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.70it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.90it/s]
 32%|###1      | 248/781 [00:13<00:28, 19.00it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.03it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.13it/s]
 33%|###2      | 254/781 [00:13<00:27, 18.88it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.98it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.15it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.30it/s]
 34%|###3      | 262/781 [00:14<00:26, 19.43it/s]
 34%|###3      | 264/781 [00:14<00:26, 19.51it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.35it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.45it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.49it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.51it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.38it/s]
 35%|###5      | 276/781 [00:14<00:25, 19.48it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.54it/s]
 36%|###5      | 280/781 [00:14<00:27, 18.42it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.25it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.22it/s]
 37%|###6      | 286/781 [00:15<00:27, 18.24it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.44it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.52it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.40it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.49it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.48it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.56it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.47it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.37it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.41it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.54it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.62it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.60it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.54it/s]
 40%|####      | 314/781 [00:16<00:25, 18.49it/s]
 40%|####      | 316/781 [00:16<00:25, 18.58it/s]
 41%|####      | 318/781 [00:17<00:24, 18.74it/s]
 41%|####      | 320/781 [00:17<00:24, 18.88it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.99it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.97it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.82it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.86it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.56it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.68it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.77it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.80it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.84it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.81it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.80it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.78it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.70it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.62it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.69it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.60it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.51it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.48it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.49it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.48it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.41it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.54it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.60it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.64it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.66it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.70it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.68it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.61it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.62it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.68it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.14it/s]
 49%|####9     | 384/781 [00:20<00:22, 17.96it/s]
 49%|####9     | 386/781 [00:20<00:21, 17.97it/s]
 50%|####9     | 388/781 [00:20<00:21, 17.89it/s]
 50%|####9     | 390/781 [00:20<00:21, 17.83it/s]
 50%|#####     | 392/781 [00:21<00:21, 17.87it/s]
 50%|#####     | 394/781 [00:21<00:21, 17.94it/s]
 51%|#####     | 396/781 [00:21<00:21, 17.92it/s]
 51%|#####     | 398/781 [00:21<00:21, 17.80it/s]
 51%|#####1    | 400/781 [00:21<00:21, 17.65it/s]
 51%|#####1    | 402/781 [00:21<00:21, 18.03it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.05it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.15it/s]
 52%|#####2    | 408/781 [00:21<00:20, 17.80it/s]
 52%|#####2    | 410/781 [00:22<00:20, 17.85it/s]
 53%|#####2    | 412/781 [00:22<00:20, 17.75it/s]
 53%|#####3    | 414/781 [00:22<00:20, 17.79it/s]
 53%|#####3    | 416/781 [00:22<00:20, 17.92it/s]
 54%|#####3    | 418/781 [00:22<00:20, 17.94it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.19it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.31it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.47it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.62it/s]
 55%|#####4    | 428/781 [00:23<00:18, 18.73it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.78it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.81it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.83it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.89it/s]
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100%|##########| 781/781 [00:41<00:00, 18.71it/s]




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Validation Progress:  55%|#####4    | 24/44 [00:26<00:22,  1.14s/it]
Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.13s/it]
Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.13s/it]
Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.13s/it]
Validation Progress:  57%|#####6    | 25/44 [00:27<00:21,  1.13s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.12s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.12s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.12s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.12s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.13s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.13s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.13s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.13s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.12s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.12s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.12s/it]
Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:17,  1.14s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:17,  1.14s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.13s/it]
Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  75%|#######5  | 33/44 [00:36<00:12,  1.10s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.18s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.19s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.19s/it]
Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.20s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.22s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.23s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:06,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:06,  1.20s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.14s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.04it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.03it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.02it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.02it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:23<00:00, 23.02s/it]
100%|##########| 1/1 [00:23<00:00, 23.02s/it]

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  9%|8         | 14/157 [00:00<00:08, 16.21it/s]
 10%|#         | 16/157 [00:01<00:08, 16.10it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.04it/s]
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 18%|#7        | 28/157 [00:01<00:07, 16.38it/s]
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 41%|####      | 64/157 [00:03<00:05, 16.39it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.47it/s]
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100%|##########| 157/157 [00:09<00:00, 16.16it/s]

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  7%|7         | 56/781 [00:02<00:38, 18.99it/s]
  7%|7         | 58/781 [00:03<00:37, 19.06it/s]
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  8%|7         | 62/781 [00:03<00:37, 18.94it/s]
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  9%|8         | 68/781 [00:03<00:38, 18.71it/s]
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 14%|#3        | 106/781 [00:05<00:37, 18.08it/s]
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 17%|#7        | 136/781 [00:07<00:34, 18.46it/s]
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 20%|##        | 158/781 [00:08<00:33, 18.39it/s]
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 21%|##        | 162/781 [00:08<00:34, 17.97it/s]
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 21%|##1       | 166/781 [00:08<00:33, 18.50it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.65it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.76it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.87it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.05it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.24it/s]
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 23%|##3       | 182/781 [00:09<00:31, 18.99it/s]
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 27%|##7       | 214/781 [00:11<00:30, 18.61it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.29it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.30it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.45it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.69it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.87it/s]
 29%|##8       | 226/781 [00:12<00:29, 19.05it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.23it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.27it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.73it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.64it/s]
 30%|###       | 236/781 [00:12<00:29, 18.78it/s]
 30%|###       | 238/781 [00:12<00:28, 18.75it/s]
 31%|###       | 240/781 [00:12<00:28, 18.78it/s]
 31%|###       | 242/781 [00:13<00:28, 18.96it/s]
 31%|###1      | 244/781 [00:13<00:28, 19.07it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.12it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.28it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.30it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.30it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.39it/s]
 33%|###2      | 256/781 [00:13<00:26, 19.52it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.57it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.55it/s]
 34%|###3      | 262/781 [00:14<00:26, 19.47it/s]
 34%|###3      | 264/781 [00:14<00:26, 19.37it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.88it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.68it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.77it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.67it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.91it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.69it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.76it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.50it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.43it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.75it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.70it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.71it/s]
 37%|###7      | 290/781 [00:15<00:25, 18.90it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.99it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.95it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.73it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.70it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.80it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.61it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.37it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.59it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.83it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.70it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.46it/s]
 40%|####      | 314/781 [00:16<00:24, 18.70it/s]
 40%|####      | 316/781 [00:16<00:25, 18.47it/s]
 41%|####      | 318/781 [00:17<00:24, 18.60it/s]
 41%|####      | 320/781 [00:17<00:24, 18.58it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.65it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.70it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.81it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.83it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.92it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.92it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.01it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.04it/s]
 43%|####3     | 338/781 [00:18<00:23, 19.07it/s]
 44%|####3     | 340/781 [00:18<00:23, 19.08it/s]
 44%|####3     | 342/781 [00:18<00:22, 19.22it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.39it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.31it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.41it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.36it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.48it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.39it/s]
 46%|####5     | 356/781 [00:19<00:21, 19.45it/s]
 46%|####5     | 358/781 [00:19<00:21, 19.36it/s]
 46%|####6     | 360/781 [00:19<00:21, 19.31it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.36it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.41it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.45it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.50it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.46it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.35it/s]
 48%|####7     | 374/781 [00:19<00:21, 19.24it/s]
 48%|####8     | 376/781 [00:20<00:21, 19.18it/s]
 48%|####8     | 378/781 [00:20<00:21, 19.10it/s]
 49%|####8     | 380/781 [00:20<00:20, 19.20it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.03it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.82it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.93it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.92it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.10it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.20it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.20it/s]
 51%|#####     | 396/781 [00:21<00:20, 19.19it/s]
 51%|#####     | 398/781 [00:21<00:19, 19.29it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.22it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.13it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.27it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.19it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.95it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.79it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.07it/s]
 53%|#####3    | 414/781 [00:22<00:19, 19.28it/s]
 53%|#####3    | 416/781 [00:22<00:18, 19.41it/s]
 54%|#####3    | 418/781 [00:22<00:18, 19.37it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.41it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.46it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.26it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.17it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.11it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.24it/s]
 55%|#####5    | 432/781 [00:22<00:18, 19.36it/s]
 56%|#####5    | 434/781 [00:23<00:18, 19.26it/s]
 56%|#####5    | 436/781 [00:23<00:17, 19.40it/s]
 56%|#####6    | 438/781 [00:23<00:17, 19.44it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.47it/s]
 57%|#####6    | 442/781 [00:23<00:17, 19.43it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.48it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.53it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.33it/s]
 58%|#####7    | 450/781 [00:23<00:17, 19.25it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.60it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.61it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.60it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.74it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.62it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.07it/s]
 59%|#####9    | 464/781 [00:24<00:17, 17.62it/s]
 60%|#####9    | 466/781 [00:24<00:17, 17.86it/s]
 60%|#####9    | 468/781 [00:24<00:17, 18.29it/s]
 60%|######    | 470/781 [00:25<00:16, 18.34it/s]
 60%|######    | 472/781 [00:25<00:16, 18.51it/s]
 61%|######    | 474/781 [00:25<00:16, 18.52it/s]
 61%|######    | 476/781 [00:25<00:16, 18.66it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.87it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.78it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.43it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.69it/s]
 62%|######2   | 486/781 [00:25<00:15, 18.68it/s]
 62%|######2   | 488/781 [00:25<00:15, 18.64it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.78it/s]
 63%|######2   | 492/781 [00:26<00:15, 19.01it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.80it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.91it/s]
 64%|######3   | 498/781 [00:26<00:14, 18.97it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.13it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.75it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.55it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.73it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.94it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.95it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.49it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.47it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.39it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.28it/s]
 67%|######6   | 520/781 [00:27<00:14, 18.48it/s]
 67%|######6   | 522/781 [00:27<00:14, 18.33it/s]
 67%|######7   | 524/781 [00:27<00:14, 18.26it/s]
 67%|######7   | 526/781 [00:28<00:14, 18.02it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.13it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.05it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.35it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.66it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.13it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.23it/s]
 69%|######9   | 540/781 [00:28<00:13, 18.48it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.51it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.70it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.74it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.61it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.49it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.34it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.57it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.74it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.96it/s]
 72%|#######1  | 560/781 [00:29<00:11, 19.08it/s]
 72%|#######1  | 562/781 [00:29<00:11, 19.16it/s]
 72%|#######2  | 564/781 [00:30<00:11, 19.30it/s]
 72%|#######2  | 566/781 [00:30<00:11, 19.32it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.90it/s]
 73%|#######2  | 570/781 [00:30<00:11, 19.15it/s]
 73%|#######3  | 572/781 [00:30<00:10, 19.23it/s]
 73%|#######3  | 574/781 [00:30<00:10, 19.43it/s]
 74%|#######3  | 576/781 [00:30<00:10, 19.38it/s]
 74%|#######4  | 578/781 [00:30<00:10, 19.24it/s]
 74%|#######4  | 580/781 [00:30<00:10, 19.04it/s]
 75%|#######4  | 582/781 [00:30<00:10, 19.01it/s]
 75%|#######4  | 584/781 [00:31<00:10, 19.24it/s]
 75%|#######5  | 586/781 [00:31<00:10, 19.31it/s]
 75%|#######5  | 588/781 [00:31<00:09, 19.35it/s]
 76%|#######5  | 590/781 [00:31<00:09, 19.29it/s]
 76%|#######5  | 592/781 [00:31<00:09, 19.35it/s]
 76%|#######6  | 594/781 [00:31<00:09, 19.47it/s]
 76%|#######6  | 596/781 [00:31<00:09, 19.41it/s]
 77%|#######6  | 598/781 [00:31<00:09, 19.33it/s]
 77%|#######6  | 600/781 [00:31<00:09, 19.18it/s]
 77%|#######7  | 602/781 [00:32<00:09, 19.24it/s]
 77%|#######7  | 604/781 [00:32<00:09, 19.31it/s]
 78%|#######7  | 606/781 [00:32<00:09, 19.30it/s]
 78%|#######7  | 608/781 [00:32<00:08, 19.34it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.77it/s]
 78%|#######8  | 612/781 [00:32<00:08, 18.94it/s]
 79%|#######8  | 614/781 [00:32<00:08, 19.15it/s]
 79%|#######8  | 616/781 [00:32<00:08, 19.21it/s]
 79%|#######9  | 618/781 [00:32<00:08, 19.14it/s]
 79%|#######9  | 620/781 [00:32<00:08, 19.16it/s]
 80%|#######9  | 622/781 [00:33<00:08, 19.08it/s]
 80%|#######9  | 624/781 [00:33<00:22,  6.83it/s]
 80%|########  | 626/781 [00:33<00:18,  8.48it/s]
 80%|########  | 628/781 [00:34<00:15, 10.20it/s]
 81%|########  | 630/781 [00:34<00:12, 11.80it/s]
 81%|########  | 632/781 [00:34<00:11, 13.28it/s]
 81%|########1 | 634/781 [00:34<00:10, 14.63it/s]
 81%|########1 | 636/781 [00:34<00:09, 15.58it/s]
 82%|########1 | 638/781 [00:34<00:08, 16.54it/s]
 82%|########1 | 640/781 [00:34<00:08, 17.25it/s]
 82%|########2 | 642/781 [00:34<00:07, 17.83it/s]
 82%|########2 | 644/781 [00:34<00:07, 18.34it/s]
 83%|########2 | 646/781 [00:34<00:07, 18.12it/s]
 83%|########2 | 648/781 [00:35<00:07, 18.24it/s]
 83%|########3 | 650/781 [00:35<00:07, 18.34it/s]
 83%|########3 | 652/781 [00:35<00:06, 18.64it/s]
 84%|########3 | 654/781 [00:35<00:06, 18.84it/s]
 84%|########3 | 656/781 [00:35<00:06, 18.60it/s]
 84%|########4 | 658/781 [00:35<00:06, 18.54it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.41it/s]
 85%|########4 | 662/781 [00:35<00:06, 18.32it/s]
 85%|########5 | 664/781 [00:35<00:06, 18.41it/s]
 85%|########5 | 666/781 [00:36<00:06, 18.66it/s]
 86%|########5 | 668/781 [00:36<00:06, 18.55it/s]
 86%|########5 | 670/781 [00:36<00:05, 18.60it/s]
 86%|########6 | 672/781 [00:36<00:05, 18.62it/s]
 86%|########6 | 674/781 [00:36<00:05, 18.71it/s]
 87%|########6 | 676/781 [00:36<00:05, 18.95it/s]
 87%|########6 | 678/781 [00:36<00:05, 19.16it/s]
 87%|########7 | 680/781 [00:36<00:05, 19.30it/s]
 87%|########7 | 682/781 [00:36<00:05, 19.28it/s]
 88%|########7 | 684/781 [00:36<00:05, 19.29it/s]
 88%|########7 | 686/781 [00:37<00:04, 19.26it/s]
 88%|########8 | 688/781 [00:37<00:04, 19.19it/s]
 88%|########8 | 690/781 [00:37<00:04, 19.19it/s]
 89%|########8 | 692/781 [00:37<00:04, 19.15it/s]
 89%|########8 | 694/781 [00:37<00:04, 19.29it/s]
 89%|########9 | 696/781 [00:37<00:04, 19.23it/s]
 89%|########9 | 698/781 [00:37<00:04, 19.13it/s]
 90%|########9 | 700/781 [00:37<00:04, 19.02it/s]
 90%|########9 | 702/781 [00:37<00:04, 19.04it/s]
 90%|######### | 704/781 [00:38<00:04, 19.17it/s]
 90%|######### | 706/781 [00:38<00:03, 19.30it/s]
 91%|######### | 708/781 [00:38<00:03, 19.27it/s]
 91%|######### | 710/781 [00:38<00:03, 19.28it/s]
 91%|#########1| 712/781 [00:38<00:03, 19.31it/s]
 91%|#########1| 714/781 [00:38<00:03, 19.29it/s]
 92%|#########1| 716/781 [00:38<00:03, 19.39it/s]
 92%|#########1| 718/781 [00:38<00:03, 19.38it/s]
 92%|#########2| 720/781 [00:38<00:03, 19.41it/s]
 92%|#########2| 722/781 [00:38<00:03, 19.35it/s]
 93%|#########2| 724/781 [00:39<00:02, 19.39it/s]
 93%|#########2| 726/781 [00:39<00:02, 19.25it/s]
 93%|#########3| 728/781 [00:39<00:02, 18.95it/s]
 93%|#########3| 730/781 [00:39<00:02, 18.84it/s]
 94%|#########3| 732/781 [00:39<00:02, 18.98it/s]
 94%|#########3| 734/781 [00:39<00:02, 19.09it/s]
 94%|#########4| 736/781 [00:39<00:02, 19.08it/s]
 94%|#########4| 738/781 [00:39<00:02, 19.17it/s]
 95%|#########4| 740/781 [00:39<00:02, 19.26it/s]
 95%|#########5| 742/781 [00:39<00:02, 19.29it/s]
 95%|#########5| 744/781 [00:40<00:01, 19.12it/s]
 96%|#########5| 746/781 [00:40<00:01, 19.21it/s]
 96%|#########5| 748/781 [00:40<00:01, 18.99it/s]
 96%|#########6| 750/781 [00:40<00:01, 19.00it/s]
 96%|#########6| 752/781 [00:40<00:01, 19.04it/s]
 97%|#########6| 754/781 [00:40<00:01, 19.11it/s]
 97%|#########6| 756/781 [00:40<00:01, 18.76it/s]
 97%|#########7| 758/781 [00:40<00:01, 18.66it/s]
 97%|#########7| 760/781 [00:40<00:01, 18.34it/s]
 98%|#########7| 762/781 [00:41<00:01, 18.58it/s]
 98%|#########7| 764/781 [00:41<00:00, 18.53it/s]
 98%|#########8| 766/781 [00:41<00:00, 18.74it/s]
 98%|#########8| 768/781 [00:41<00:00, 18.93it/s]
 99%|#########8| 770/781 [00:41<00:00, 18.96it/s]
 99%|#########8| 772/781 [00:41<00:00, 18.71it/s]
 99%|#########9| 774/781 [00:41<00:00, 18.66it/s]
 99%|#########9| 776/781 [00:41<00:00, 18.85it/s]
100%|#########9| 778/781 [00:41<00:00, 19.05it/s]
100%|#########9| 780/781 [00:42<00:00, 19.09it/s]
100%|##########| 781/781 [00:42<00:00, 18.57it/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,  1.01s/it]
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 97%|#########6| 152/157 [00:09<00:00, 16.09it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.27it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.23it/s]
100%|##########| 157/157 [00:09<00:00, 16.36it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.71it/s]
  1%|          | 4/781 [00:00<00:41, 18.83it/s]
  1%|          | 6/781 [00:00<00:40, 18.95it/s]
  1%|1         | 8/781 [00:00<00:40, 19.25it/s]
  1%|1         | 10/781 [00:00<00:39, 19.41it/s]
  2%|1         | 12/781 [00:00<00:39, 19.53it/s]
  2%|1         | 14/781 [00:00<00:39, 19.59it/s]
  2%|2         | 16/781 [00:00<00:39, 19.48it/s]
  2%|2         | 18/781 [00:00<00:39, 19.22it/s]
  3%|2         | 20/781 [00:01<00:39, 19.09it/s]
  3%|2         | 22/781 [00:01<00:39, 19.19it/s]
  3%|3         | 24/781 [00:01<00:39, 19.16it/s]
  3%|3         | 26/781 [00:01<00:39, 19.32it/s]
  4%|3         | 28/781 [00:01<00:39, 19.12it/s]
  4%|3         | 30/781 [00:01<00:39, 19.21it/s]
  4%|4         | 32/781 [00:01<00:38, 19.32it/s]
  4%|4         | 34/781 [00:01<00:38, 19.45it/s]
  5%|4         | 36/781 [00:01<00:38, 19.35it/s]
  5%|4         | 38/781 [00:01<00:38, 19.23it/s]
  5%|5         | 40/781 [00:02<00:38, 19.39it/s]
  5%|5         | 42/781 [00:02<00:37, 19.49it/s]
  6%|5         | 44/781 [00:02<00:37, 19.50it/s]
  6%|5         | 46/781 [00:02<00:37, 19.40it/s]
  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, 19.26it/s]
  7%|6         | 54/781 [00:02<00:37, 19.24it/s]
  7%|7         | 56/781 [00:02<00:37, 19.33it/s]
  7%|7         | 58/781 [00:03<00:37, 19.47it/s]
  8%|7         | 60/781 [00:03<00:36, 19.56it/s]
  8%|7         | 62/781 [00:03<00:37, 19.39it/s]
  8%|8         | 64/781 [00:03<00:37, 19.18it/s]
  8%|8         | 66/781 [00:03<00:37, 18.96it/s]
  9%|8         | 68/781 [00:03<00:37, 18.99it/s]
  9%|8         | 70/781 [00:03<00:38, 18.65it/s]
  9%|9         | 72/781 [00:03<00:37, 18.68it/s]
  9%|9         | 74/781 [00:03<00:37, 18.81it/s]
 10%|9         | 76/781 [00:03<00:37, 19.00it/s]
 10%|9         | 78/781 [00:04<00:36, 19.02it/s]
 10%|#         | 80/781 [00:04<00:36, 19.05it/s]
 10%|#         | 82/781 [00:04<00:36, 19.11it/s]
 11%|#         | 84/781 [00:04<00:36, 19.06it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.97it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.01it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.85it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.69it/s]
 12%|#2        | 94/781 [00:04<00:36, 18.64it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.55it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.64it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.25it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.29it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.22it/s]
 14%|#3        | 106/781 [00:05<00:37, 18.21it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.35it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.64it/s]
 14%|#4        | 112/781 [00:05<00:35, 18.65it/s]
 15%|#4        | 114/781 [00:05<00:35, 18.74it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.04it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.08it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.12it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.23it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.39it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.50it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.36it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.32it/s]
 17%|#6        | 132/781 [00:06<00:33, 19.48it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.58it/s]
 17%|#7        | 136/781 [00:07<00:32, 19.64it/s]
 18%|#7        | 138/781 [00:07<00:32, 19.74it/s]
 18%|#7        | 140/781 [00:07<00:32, 19.81it/s]
 18%|#8        | 142/781 [00:07<00:32, 19.83it/s]
 18%|#8        | 144/781 [00:07<00:32, 19.55it/s]
 19%|#8        | 146/781 [00:07<00:32, 19.51it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.48it/s]
 19%|#9        | 150/781 [00:07<00:32, 19.45it/s]
 19%|#9        | 152/781 [00:07<00:32, 19.36it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.32it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.35it/s]
 20%|##        | 158/781 [00:08<00:32, 19.41it/s]
 20%|##        | 160/781 [00:08<00:31, 19.53it/s]
 21%|##        | 162/781 [00:08<00:32, 19.20it/s]
 21%|##        | 164/781 [00:08<00:32, 19.24it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.08it/s]
 22%|##1       | 168/781 [00:08<00:32, 19.10it/s]
 22%|##1       | 170/781 [00:08<00:31, 19.11it/s]
 22%|##2       | 172/781 [00:08<00:31, 19.06it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.13it/s]
 23%|##2       | 176/781 [00:09<00:31, 18.94it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.10it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.16it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.87it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.11it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.19it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.25it/s]
 24%|##4       | 190/781 [00:09<00:30, 19.43it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.55it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.56it/s]
 25%|##5       | 196/781 [00:10<00:29, 19.50it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.17it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.24it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.27it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.22it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.25it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.39it/s]
 27%|##6       | 210/781 [00:10<00:29, 19.32it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.27it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.28it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.44it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.39it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.50it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.38it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.27it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.41it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.39it/s]
 29%|##9       | 230/781 [00:11<00:28, 19.38it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.35it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.47it/s]
 30%|###       | 236/781 [00:12<00:28, 19.42it/s]
 30%|###       | 238/781 [00:12<00:27, 19.52it/s]
 31%|###       | 240/781 [00:12<00:27, 19.57it/s]
 31%|###       | 242/781 [00:12<00:27, 19.56it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.37it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.49it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.56it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.44it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.56it/s]
 33%|###2      | 254/781 [00:13<00:26, 19.56it/s]
 33%|###2      | 256/781 [00:13<00:26, 19.62it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.57it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.21it/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      | 267/781 [00:13<00:26, 19.53it/s]
 34%|###4      | 269/781 [00:13<00:26, 19.47it/s]
 35%|###4      | 271/781 [00:14<00:26, 19.31it/s]
 35%|###4      | 273/781 [00:14<00:26, 19.45it/s]
 35%|###5      | 275/781 [00:14<00:25, 19.56it/s]
 35%|###5      | 277/781 [00:14<00:25, 19.50it/s]
 36%|###5      | 279/781 [00:14<00:25, 19.49it/s]
 36%|###5      | 281/781 [00:14<00:26, 19.10it/s]
 36%|###6      | 283/781 [00:14<00:26, 18.84it/s]
 36%|###6      | 285/781 [00:14<00:26, 18.94it/s]
 37%|###6      | 287/781 [00:14<00:25, 19.17it/s]
 37%|###7      | 289/781 [00:15<00:25, 19.33it/s]
 37%|###7      | 291/781 [00:15<00:25, 19.34it/s]
 38%|###7      | 293/781 [00:15<00:25, 19.08it/s]
 38%|###7      | 295/781 [00:15<00:25, 19.16it/s]
 38%|###8      | 297/781 [00:15<00:25, 19.14it/s]
 38%|###8      | 299/781 [00:15<00:25, 19.27it/s]
 39%|###8      | 301/781 [00:15<00:24, 19.21it/s]
 39%|###8      | 303/781 [00:15<00:24, 19.29it/s]
 39%|###9      | 305/781 [00:15<00:25, 18.96it/s]
 39%|###9      | 307/781 [00:15<00:25, 18.95it/s]
 40%|###9      | 309/781 [00:16<00:24, 19.13it/s]
 40%|###9      | 311/781 [00:16<00:24, 19.23it/s]
 40%|####      | 313/781 [00:16<00:24, 19.24it/s]
 40%|####      | 315/781 [00:16<00:24, 19.15it/s]
 41%|####      | 317/781 [00:16<00:24, 19.29it/s]
 41%|####      | 319/781 [00:16<00:23, 19.42it/s]
 41%|####1     | 321/781 [00:16<00:23, 19.55it/s]
 41%|####1     | 323/781 [00:16<00:23, 19.64it/s]
 42%|####1     | 325/781 [00:16<00:23, 19.60it/s]
 42%|####1     | 327/781 [00:16<00:23, 19.54it/s]
 42%|####2     | 329/781 [00:17<00:23, 19.35it/s]
 42%|####2     | 331/781 [00:17<00:23, 19.30it/s]
 43%|####2     | 333/781 [00:17<00:23, 19.07it/s]
 43%|####2     | 335/781 [00:17<00:23, 19.20it/s]
 43%|####3     | 337/781 [00:17<00:22, 19.38it/s]
 43%|####3     | 339/781 [00:17<00:22, 19.34it/s]
 44%|####3     | 341/781 [00:17<00:22, 19.37it/s]
 44%|####3     | 343/781 [00:17<00:22, 19.28it/s]
 44%|####4     | 345/781 [00:17<00:22, 19.09it/s]
 44%|####4     | 347/781 [00:18<00:22, 19.16it/s]
 45%|####4     | 349/781 [00:18<00:22, 19.34it/s]
 45%|####4     | 351/781 [00:18<00:22, 19.37it/s]
 45%|####5     | 353/781 [00:18<00:21, 19.46it/s]
 45%|####5     | 355/781 [00:18<00:21, 19.41it/s]
 46%|####5     | 357/781 [00:18<00:22, 19.13it/s]
 46%|####5     | 359/781 [00:18<00:22, 18.94it/s]
 46%|####6     | 361/781 [00:18<00:22, 18.89it/s]
 46%|####6     | 363/781 [00:18<00:22, 18.77it/s]
 47%|####6     | 365/781 [00:18<00:22, 18.78it/s]
 47%|####6     | 367/781 [00:19<00:22, 18.70it/s]
 47%|####7     | 369/781 [00:19<00:22, 18.70it/s]
 48%|####7     | 371/781 [00:19<00:21, 18.78it/s]
 48%|####7     | 373/781 [00:19<00:21, 18.73it/s]
 48%|####8     | 375/781 [00:19<00:21, 18.74it/s]
 48%|####8     | 377/781 [00:19<00:21, 18.76it/s]
 49%|####8     | 379/781 [00:19<00:21, 18.90it/s]
 49%|####8     | 381/781 [00:19<00:20, 19.10it/s]
 49%|####9     | 384/781 [00:19<00:20, 19.43it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.47it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.41it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.52it/s]
 50%|#####     | 392/781 [00:20<00:19, 19.62it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.32it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.33it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.29it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.32it/s]
 51%|#####1    | 402/781 [00:20<00:19, 19.43it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.51it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.56it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.32it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.00it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.21it/s]
 53%|#####3    | 414/781 [00:21<00:18, 19.37it/s]
 53%|#####3    | 416/781 [00:21<00:18, 19.54it/s]
 54%|#####3    | 418/781 [00:21<00:18, 19.64it/s]
 54%|#####3    | 420/781 [00:21<00:18, 19.70it/s]
 54%|#####4    | 422/781 [00:21<00:18, 19.58it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.67it/s]
 55%|#####4    | 426/781 [00:22<00:17, 19.73it/s]
 55%|#####4    | 428/781 [00:22<00:17, 19.66it/s]
 55%|#####5    | 430/781 [00:22<00:17, 19.55it/s]
 55%|#####5    | 432/781 [00:22<00:17, 19.57it/s]
 56%|#####5    | 434/781 [00:22<00:17, 19.48it/s]
 56%|#####5    | 436/781 [00:22<00:17, 19.22it/s]
 56%|#####6    | 438/781 [00:22<00:17, 19.21it/s]
 56%|#####6    | 440/781 [00:22<00:17, 19.38it/s]
 57%|#####6    | 442/781 [00:22<00:17, 19.53it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.56it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.59it/s]
 57%|#####7    | 448/781 [00:23<00:17, 19.22it/s]
 58%|#####7    | 450/781 [00:23<00:17, 19.02it/s]
 58%|#####7    | 452/781 [00:23<00:17, 18.90it/s]
 58%|#####8    | 454/781 [00:23<00:17, 18.65it/s]
 58%|#####8    | 456/781 [00:23<00:17, 18.52it/s]
 59%|#####8    | 458/781 [00:23<00:17, 18.49it/s]
 59%|#####8    | 460/781 [00:23<00:17, 18.20it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.13it/s]
 59%|#####9    | 464/781 [00:24<00:17, 18.25it/s]
 60%|#####9    | 466/781 [00:24<00:17, 18.43it/s]
 60%|#####9    | 468/781 [00:24<00:17, 18.28it/s]
 60%|######    | 470/781 [00:24<00:16, 18.32it/s]
 60%|######    | 472/781 [00:24<00:16, 18.41it/s]
 61%|######    | 474/781 [00:24<00:17, 17.94it/s]
 61%|######    | 476/781 [00:24<00:16, 18.22it/s]
 61%|######1   | 478/781 [00:24<00:16, 18.32it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.20it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.39it/s]
 62%|######1   | 484/781 [00:25<00:16, 18.53it/s]
 62%|######2   | 486/781 [00:25<00:15, 18.60it/s]
 62%|######2   | 488/781 [00:25<00:15, 18.61it/s]
 63%|######2   | 490/781 [00:25<00:15, 18.66it/s]
 63%|######2   | 492/781 [00:25<00:15, 18.59it/s]
 63%|######3   | 494/781 [00:25<00:15, 18.63it/s]
 64%|######3   | 496/781 [00:25<00:15, 18.78it/s]
 64%|######3   | 498/781 [00:25<00:15, 18.75it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.87it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.85it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.68it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.69it/s]
 65%|######5   | 508/781 [00:26<00:14, 18.77it/s]
 65%|######5   | 510/781 [00:26<00:14, 18.67it/s]
 66%|######5   | 512/781 [00:26<00:14, 18.60it/s]
 66%|######5   | 514/781 [00:26<00:14, 18.72it/s]
 66%|######6   | 516/781 [00:26<00:14, 18.82it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.73it/s]
 67%|######6   | 520/781 [00:27<00:13, 18.71it/s]
 67%|######6   | 522/781 [00:27<00:13, 18.59it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.52it/s]
 67%|######7   | 526/781 [00:27<00:13, 18.66it/s]
 68%|######7   | 528/781 [00:27<00:13, 18.73it/s]
 68%|######7   | 530/781 [00:27<00:13, 18.69it/s]
 68%|######8   | 532/781 [00:27<00:13, 18.61it/s]
 68%|######8   | 534/781 [00:27<00:13, 18.57it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.58it/s]
 69%|######8   | 538/781 [00:28<00:12, 18.73it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.78it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.81it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.77it/s]
 70%|######9   | 546/781 [00:28<00:12, 18.64it/s]
 70%|#######   | 548/781 [00:28<00:12, 18.65it/s]
 70%|#######   | 550/781 [00:28<00:12, 18.75it/s]
 71%|#######   | 552/781 [00:28<00:12, 18.73it/s]
 71%|#######   | 554/781 [00:28<00:12, 18.84it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.57it/s]
 71%|#######1  | 558/781 [00:29<00:12, 18.46it/s]
 72%|#######1  | 560/781 [00:29<00:12, 18.38it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.46it/s]
 72%|#######2  | 564/781 [00:29<00:11, 18.45it/s]
 72%|#######2  | 566/781 [00:29<00:11, 18.30it/s]
 73%|#######2  | 568/781 [00:29<00:11, 18.36it/s]
 73%|#######2  | 570/781 [00:29<00:11, 18.53it/s]
 73%|#######3  | 572/781 [00:29<00:11, 18.70it/s]
 73%|#######3  | 574/781 [00:30<00:10, 18.82it/s]
 74%|#######3  | 576/781 [00:30<00:10, 18.78it/s]
 74%|#######4  | 578/781 [00:30<00:10, 18.56it/s]
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100%|##########| 781/781 [00:41<00:00, 18.95it/s]




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Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  93%|#########3| 41/44 [00:46<00:03,  1.20s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.14s/it]
Validation Progress:  95%|#########5| 42/44 [00:47<00:02,  1.14s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.15s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.15s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.15s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.04it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.04it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.03it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.02it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:24<00:00, 24.44s/it]
100%|##########| 1/1 [00:24<00:00, 24.44s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.98it/s]
  3%|2         | 4/157 [00:00<00:10, 14.86it/s]
  4%|3         | 6/157 [00:00<00:09, 15.54it/s]
  5%|5         | 8/157 [00:00<00:09, 15.80it/s]
  6%|6         | 10/157 [00:00<00:09, 15.97it/s]
  8%|7         | 12/157 [00:00<00:09, 16.01it/s]
  9%|8         | 14/157 [00:00<00:09, 15.87it/s]
 10%|#         | 16/157 [00:01<00:08, 16.09it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.08it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.00it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.10it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.08it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.25it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.17it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.32it/s]
 20%|##        | 32/157 [00:02<00:07, 16.19it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.31it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.37it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.23it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.36it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.46it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.39it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.41it/s]
 31%|###       | 48/157 [00:02<00:06, 16.37it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.45it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.49it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.55it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.52it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.52it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.58it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.48it/s]
 41%|####      | 64/157 [00:03<00:05, 16.51it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.51it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.42it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.47it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.29it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.33it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.34it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.29it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.27it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.24it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.15it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.91it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.12it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.01it/s]
 59%|#####8    | 92/157 [00:05<00:04, 16.02it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.21it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.32it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.31it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.40it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.41it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.19it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.95it/s]
 69%|######8   | 108/157 [00:06<00:03, 16.08it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.19it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.40it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.33it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.51it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.36it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.41it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.51it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.24it/s]
 80%|########  | 126/157 [00:07<00:01, 16.19it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.16it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.04it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.18it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.10it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.04it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.04it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.99it/s]
 90%|######### | 142/157 [00:08<00:00, 15.92it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.00it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.12it/s]
 94%|#########4| 148/157 [00:09<00:01,  5.93it/s]
 96%|#########5| 150/157 [00:09<00:00,  7.34it/s]
 97%|#########6| 152/157 [00:10<00:00,  8.83it/s]
 98%|#########8| 154/157 [00:10<00:00, 10.17it/s]
 99%|#########9| 156/157 [00:10<00:00, 11.39it/s]
100%|##########| 157/157 [00:10<00:00, 15.14it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.64it/s]
  1%|          | 4/781 [00:00<00:41, 18.85it/s]
  1%|          | 6/781 [00:00<00:40, 19.03it/s]
  1%|1         | 8/781 [00:00<00:42, 18.33it/s]
  1%|1         | 10/781 [00:00<00:41, 18.65it/s]
  2%|1         | 12/781 [00:00<00:40, 18.85it/s]
  2%|1         | 14/781 [00:00<00:41, 18.64it/s]
  2%|2         | 16/781 [00:00<00:40, 18.77it/s]
  2%|2         | 18/781 [00:00<00:40, 18.78it/s]
  3%|2         | 20/781 [00:01<00:40, 18.78it/s]
  3%|2         | 22/781 [00:01<00:39, 18.99it/s]
  3%|3         | 24/781 [00:01<00:39, 19.03it/s]
  3%|3         | 26/781 [00:01<00:39, 19.14it/s]
  4%|3         | 28/781 [00:01<00:39, 19.08it/s]
  4%|3         | 30/781 [00:01<00:39, 19.24it/s]
  4%|4         | 32/781 [00:01<00:38, 19.25it/s]
  4%|4         | 34/781 [00:01<00:38, 19.28it/s]
  5%|4         | 36/781 [00:01<00:38, 19.13it/s]
  5%|4         | 38/781 [00:02<00:38, 19.14it/s]
  5%|5         | 40/781 [00:02<00:38, 19.21it/s]
  5%|5         | 42/781 [00:02<00:38, 19.27it/s]
  6%|5         | 44/781 [00:02<00:38, 19.31it/s]
  6%|5         | 46/781 [00:02<00:38, 19.18it/s]
  6%|6         | 48/781 [00:02<00:38, 19.03it/s]
  6%|6         | 50/781 [00:02<00:38, 19.16it/s]
  7%|6         | 52/781 [00:02<00:38, 19.08it/s]
  7%|6         | 54/781 [00:02<00:38, 19.05it/s]
  7%|7         | 56/781 [00:02<00:37, 19.16it/s]
  7%|7         | 58/781 [00:03<00:37, 19.27it/s]
  8%|7         | 60/781 [00:03<00:37, 19.34it/s]
  8%|7         | 62/781 [00:03<00:37, 19.12it/s]
  8%|8         | 64/781 [00:03<00:37, 19.03it/s]
  8%|8         | 66/781 [00:03<00:38, 18.73it/s]
  9%|8         | 68/781 [00:03<00:37, 18.81it/s]
  9%|8         | 70/781 [00:03<00:37, 18.95it/s]
  9%|9         | 72/781 [00:03<00:37, 18.84it/s]
  9%|9         | 74/781 [00:03<00:37, 18.95it/s]
 10%|9         | 76/781 [00:03<00:37, 18.97it/s]
 10%|9         | 78/781 [00:04<00:36, 19.02it/s]
 10%|#         | 80/781 [00:04<00:36, 19.24it/s]
 10%|#         | 82/781 [00:04<00:36, 19.38it/s]
 11%|#         | 84/781 [00:04<00:35, 19.50it/s]
 11%|#1        | 86/781 [00:04<00:35, 19.46it/s]
 11%|#1        | 88/781 [00:04<00:35, 19.45it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.37it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.28it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.34it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.24it/s]
 13%|#2        | 98/781 [00:05<00:35, 19.12it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.15it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.23it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.08it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.26it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.43it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.55it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.59it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.53it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.56it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.46it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.23it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.17it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.35it/s]
 16%|#6        | 126/781 [00:06<00:33, 19.40it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.22it/s]
 17%|#6        | 130/781 [00:06<00:34, 19.11it/s]
 17%|#6        | 132/781 [00:06<00:34, 19.01it/s]
 17%|#7        | 134/781 [00:06<00:33, 19.18it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.24it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.33it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.18it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.17it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.24it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.21it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.27it/s]
 19%|#9        | 150/781 [00:07<00:32, 19.33it/s]
 19%|#9        | 152/781 [00:07<00:32, 19.33it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.40it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.37it/s]
 20%|##        | 158/781 [00:08<00:32, 19.38it/s]
 20%|##        | 160/781 [00:08<00:32, 19.13it/s]
 21%|##        | 162/781 [00:08<00:32, 19.06it/s]
 21%|##        | 164/781 [00:08<00:32, 18.85it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.80it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.62it/s]
 22%|##1       | 170/781 [00:08<00:32, 18.70it/s]
 22%|##2       | 172/781 [00:08<00:32, 18.58it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.75it/s]
 23%|##2       | 176/781 [00:09<00:31, 18.96it/s]
 23%|##2       | 178/781 [00:09<00:31, 18.90it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.04it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.12it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.97it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.11it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.91it/s]
 24%|##4       | 190/781 [00:09<00:31, 19.03it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.31it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.13it/s]
 25%|##5       | 196/781 [00:10<00:32, 18.20it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.38it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.25it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.14it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.19it/s]
 26%|##6       | 206/781 [00:10<00:31, 18.30it/s]
 27%|##6       | 208/781 [00:10<00:31, 18.41it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.37it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.52it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.60it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.74it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.88it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.01it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.94it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.83it/s]
 29%|##8       | 226/781 [00:11<00:29, 18.82it/s]
 29%|##9       | 228/781 [00:11<00:29, 18.88it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.93it/s]
 30%|##9       | 232/781 [00:12<00:28, 18.98it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.01it/s]
 30%|###       | 236/781 [00:12<00:28, 19.05it/s]
 30%|###       | 238/781 [00:12<00:28, 18.99it/s]
 31%|###       | 240/781 [00:12<00:28, 18.94it/s]
 31%|###       | 242/781 [00:12<00:28, 18.84it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.84it/s]
 31%|###1      | 246/781 [00:12<00:28, 18.67it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.67it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.67it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.67it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.38it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.55it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.66it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.85it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.79it/s]
 34%|###3      | 264/781 [00:13<00:27, 18.87it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.82it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.54it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.49it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.47it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.59it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.77it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.77it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.88it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.66it/s]
 36%|###6      | 284/781 [00:14<00:26, 18.77it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.84it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.87it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.78it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.63it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.66it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.38it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.59it/s]
 38%|###8      | 300/781 [00:15<00:26, 18.48it/s]
 39%|###8      | 302/781 [00:15<00:25, 18.60it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.48it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.64it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.74it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.87it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.90it/s]
 40%|####      | 314/781 [00:16<00:24, 18.92it/s]
 40%|####      | 316/781 [00:16<00:24, 18.93it/s]
 41%|####      | 318/781 [00:16<00:24, 18.79it/s]
 41%|####      | 320/781 [00:16<00:24, 18.48it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.58it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.70it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.65it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.75it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.83it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.81it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.85it/s]
 43%|####3     | 336/781 [00:17<00:24, 18.26it/s]
 43%|####3     | 338/781 [00:17<00:24, 18.40it/s]
 44%|####3     | 340/781 [00:17<00:23, 18.41it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.46it/s]
 44%|####4     | 344/781 [00:18<00:24, 18.15it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.13it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.09it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.27it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.40it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.50it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.54it/s]
 46%|####5     | 358/781 [00:18<00:22, 18.66it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.73it/s]
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 50%|#####     | 392/781 [00:20<00:20, 18.66it/s]
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100%|#########9| 780/781 [00:41<00:00, 17.75it/s]
100%|##########| 781/781 [00:41<00:00, 18.78it/s]




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Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.13s/it]
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Validation Progress:  66%|######5   | 29/44 [00:31<00:17,  1.14s/it]
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Validation Progress:  68%|######8   | 30/44 [00:33<00:15,  1.13s/it]
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Validation Progress:  70%|#######   | 31/44 [00:34<00:14,  1.13s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:35<00:13,  1.11s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.17s/it]
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Validation Progress:  82%|########1 | 36/44 [00:40<00:09,  1.17s/it]
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Validation Progress:  84%|########4 | 37/44 [00:41<00:08,  1.20s/it]
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Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.20s/it]
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Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.19s/it]
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Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
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Validation Progress:  98%|#########7| 43/44 [00:48<00:01,  1.15s/it]
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Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.03it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]
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Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.11s/it]

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 18%|#7        | 138/781 [00:07<00:34, 18.90it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.00it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.89it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.75it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.83it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.77it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.68it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.56it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.70it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.66it/s]
 20%|##        | 158/781 [00:08<00:32, 18.93it/s]
 20%|##        | 160/781 [00:08<00:33, 18.79it/s]
 21%|##        | 162/781 [00:08<00:32, 18.86it/s]
 21%|##        | 164/781 [00:08<00:32, 18.80it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.76it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.80it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.86it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.93it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.94it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.77it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.67it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.63it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.74it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.82it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.69it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.69it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.80it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.63it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.73it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.73it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.75it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.42it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.43it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.57it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.70it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.74it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.70it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.66it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.70it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.30it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.56it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.75it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.86it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.80it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.75it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.69it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.56it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.58it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.31it/s]
 30%|###       | 236/781 [00:12<00:29, 18.43it/s]
 30%|###       | 238/781 [00:12<00:29, 18.49it/s]
 31%|###       | 240/781 [00:12<00:29, 18.29it/s]
 31%|###       | 242/781 [00:12<00:29, 18.43it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.44it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.51it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.61it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.74it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.84it/s]
 33%|###2      | 254/781 [00:13<00:27, 18.92it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.94it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.93it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.85it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.88it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.71it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.77it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.54it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.64it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.75it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.44it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.61it/s]
 36%|###5      | 278/781 [00:14<00:27, 18.28it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.57it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.60it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.22it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.44it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.49it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.57it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.75it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.76it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.65it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.59it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.60it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.51it/s]
 39%|###8      | 304/781 [00:16<00:26, 18.33it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.39it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.44it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.67it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.68it/s]
 40%|####      | 314/781 [00:16<00:25, 18.68it/s]
 40%|####      | 316/781 [00:16<00:24, 18.68it/s]
 41%|####      | 318/781 [00:17<00:24, 18.76it/s]
 41%|####      | 320/781 [00:17<00:24, 18.77it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.83it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.88it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.85it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.85it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.74it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.89it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.97it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.86it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.67it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.62it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.69it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.73it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.67it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.81it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.67it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.58it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.71it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.77it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.85it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.75it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.67it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.64it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.51it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.52it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.42it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.45it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.61it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.58it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.40it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.46it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.55it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.60it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.59it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.60it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.69it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.83it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.81it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.78it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.64it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.66it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.81it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.62it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.74it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.85it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.75it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.85it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.90it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.95it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.98it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.97it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.85it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.79it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.92it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.83it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.83it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.80it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.88it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.81it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.89it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.48it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.54it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.52it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.63it/s]
 57%|#####7    | 448/781 [00:24<00:18, 18.37it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.58it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.73it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.65it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.43it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.27it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.44it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.64it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.75it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.85it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.89it/s]
 60%|######    | 470/781 [00:25<00:16, 18.83it/s]
 60%|######    | 472/781 [00:25<00:16, 18.70it/s]
 61%|######    | 474/781 [00:25<00:16, 18.67it/s]
 61%|######    | 476/781 [00:25<00:16, 18.68it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.60it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.74it/s]
 62%|######1   | 482/781 [00:25<00:15, 18.73it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.85it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.77it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.85it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.91it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.82it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.44it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.55it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.61it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.76it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.77it/s]
 65%|######4   | 504/781 [00:27<00:14, 18.81it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.86it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.89it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.81it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.83it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.90it/s]
 66%|######6   | 516/781 [00:27<00:13, 18.94it/s]
 66%|######6   | 518/781 [00:27<00:13, 18.94it/s]
 67%|######6   | 520/781 [00:27<00:13, 18.82it/s]
 67%|######6   | 522/781 [00:27<00:13, 18.82it/s]
 67%|######7   | 524/781 [00:28<00:13, 18.87it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.87it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.92it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.96it/s]
 68%|######8   | 532/781 [00:28<00:13, 19.01it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.92it/s]
 69%|######8   | 536/781 [00:28<00:12, 18.93it/s]
 69%|######8   | 538/781 [00:28<00:12, 18.95it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.92it/s]
 69%|######9   | 542/781 [00:29<00:12, 18.93it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.95it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.84it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.92it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.79it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.87it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.88it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.86it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.91it/s]
 72%|#######1  | 560/781 [00:29<00:11, 19.01it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.96it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.94it/s]
 72%|#######2  | 566/781 [00:30<00:11, 19.01it/s]
 73%|#######2  | 568/781 [00:30<00:11, 19.09it/s]
 73%|#######2  | 570/781 [00:30<00:11, 19.13it/s]
 73%|#######3  | 572/781 [00:30<00:10, 19.03it/s]
 73%|#######3  | 574/781 [00:30<00:10, 19.03it/s]
 74%|#######3  | 576/781 [00:30<00:10, 19.04it/s]
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 74%|#######4  | 580/781 [00:31<00:10, 18.78it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.88it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.97it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.75it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.49it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.65it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.33it/s]
 76%|#######6  | 594/781 [00:31<00:10, 18.43it/s]
 76%|#######6  | 596/781 [00:31<00:09, 18.52it/s]
 77%|#######6  | 598/781 [00:31<00:09, 18.77it/s]
 77%|#######6  | 600/781 [00:32<00:09, 19.02it/s]
 77%|#######7  | 602/781 [00:32<00:09, 19.17it/s]
 77%|#######7  | 604/781 [00:32<00:09, 19.33it/s]
 78%|#######7  | 606/781 [00:32<00:09, 19.42it/s]
 78%|#######7  | 608/781 [00:32<00:08, 19.48it/s]
 78%|#######8  | 610/781 [00:32<00:08, 19.38it/s]
 78%|#######8  | 612/781 [00:32<00:08, 19.32it/s]
 79%|#######8  | 614/781 [00:32<00:08, 19.22it/s]
 79%|#######8  | 616/781 [00:32<00:08, 19.34it/s]
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 80%|#######9  | 622/781 [00:33<00:08, 19.13it/s]
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 80%|########  | 626/781 [00:33<00:08, 18.92it/s]
 80%|########  | 628/781 [00:33<00:08, 19.01it/s]
 81%|########  | 630/781 [00:33<00:07, 19.19it/s]
 81%|########  | 632/781 [00:33<00:07, 19.24it/s]
 81%|########1 | 634/781 [00:33<00:07, 18.94it/s]
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 83%|########3 | 650/781 [00:34<00:07, 18.26it/s]
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 84%|########4 | 658/781 [00:35<00:06, 18.36it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.66it/s]
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 85%|########5 | 666/781 [00:35<00:06, 18.77it/s]
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 87%|########7 | 680/781 [00:36<00:05, 18.65it/s]
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 90%|########9 | 700/781 [00:37<00:04, 18.94it/s]
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 90%|######### | 704/781 [00:37<00:04, 18.78it/s]
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 91%|#########1| 712/781 [00:38<00:03, 18.54it/s]
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