=======================================================   RESTART [11-16 02:34:31]   =======================================================
/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/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/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/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")







=======================================================   RESTART [11-16 02:38:23]   =======================================================







=======================================================   RESTART [11-16 02:38:23]   =======================================================







=======================================================   RESTART [11-16 02:38:23]   =======================================================







=======================================================   RESTART [11-16 02:38:23]   =======================================================
/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-20241115_103930-gibfuna5
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run fearless-night-397
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/gibfuna5
/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(6912x24, 24x1088)
  triton_mm_12 0.0262 ms 100.0%
  triton_mm_6 0.0263 ms 99.6%
  triton_mm_7 0.0264 ms 99.3%
  triton_mm_11 0.0266 ms 98.8%
  triton_mm_4 0.0270 ms 97.2%
  triton_mm_8 0.0272 ms 96.4%
  triton_mm_9 0.0274 ms 95.7%
  triton_mm_13 0.0280 ms 93.6%
  triton_mm_2 0.0283 ms 92.9%
  triton_mm_14 0.0283 ms 92.9%
SingleProcess AUTOTUNE benchmarking takes 2.1955 seconds and 0.0133 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_33 0.0221 ms 100.0%
  triton_mm_29 0.0228 ms 96.9%
  triton_mm_21 0.0230 ms 96.1%
  triton_mm_25 0.0231 ms 95.8%
  triton_mm_24 0.0236 ms 93.9%
  triton_mm_18 0.0240 ms 92.1%
  triton_mm_28 0.0244 ms 90.8%
  bias_addmm 0.0248 ms 89.2%
  triton_mm_20 0.0249 ms 88.9%
  triton_mm_19 0.0252 ms 87.7%
SingleProcess AUTOTUNE benchmarking takes 2.2002 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6936x3264, 6936x1088, 1088x3264)
  triton_mm_50 0.2390 ms 100.0%
  triton_mm_51 0.2416 ms 98.9%
  triton_mm_52 0.2721 ms 87.8%
  triton_mm_45 0.2749 ms 86.9%
  triton_mm_47 0.2852 ms 83.8%
  triton_mm_43 0.2878 ms 83.0%
  bias_addmm 0.3053 ms 78.3%
  triton_mm_48 0.3217 ms 74.3%
  triton_mm_44 0.3240 ms 73.8%
  addmm 0.3319 ms 72.0%
SingleProcess AUTOTUNE benchmarking takes 2.6214 seconds and 0.0250 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x1088, 1088x1088)
  triton_mm_70 0.0918 ms 100.0%
  triton_mm_69 0.0931 ms 98.6%
  triton_mm_66 0.1006 ms 91.2%
  triton_mm_71 0.1013 ms 90.6%
  triton_mm_64 0.1035 ms 88.7%
  bias_addmm 0.1057 ms 86.8%
  triton_mm_62 0.1107 ms 82.9%
  addmm 0.1128 ms 81.4%
  triton_mm_67 0.1143 ms 80.3%
  triton_mm_63 0.1231 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 2.5141 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(6936x4352, 6936x1088, 1088x4352)
  triton_mm_89 0.3116 ms 100.0%
  triton_mm_88 0.3125 ms 99.7%
  triton_mm_90 0.3499 ms 89.0%
  triton_mm_83 0.3526 ms 88.3%
  bias_addmm 0.3676 ms 84.8%
  triton_mm_81 0.3739 ms 83.3%
  triton_mm_85 0.3790 ms 82.2%
  triton_mm_82 0.4158 ms 74.9%
  triton_mm_86 0.4289 ms 72.6%
  addmm 0.4315 ms 72.2%
SingleProcess AUTOTUNE benchmarking takes 2.6211 seconds and 0.0023 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_108 0.3145 ms 100.0%
  bias_addmm 0.3188 ms 98.6%
  triton_mm_107 0.3234 ms 97.2%
  triton_mm_109 0.3348 ms 93.9%
  addmm 0.3351 ms 93.8%
  triton_mm_104 0.3717 ms 84.6%
  triton_mm_102 0.3735 ms 84.2%
  triton_mm_103 0.3895 ms 80.7%
  triton_mm_100 0.4000 ms 78.6%
  triton_mm_105 0.4179 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.6527 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_126 0.0212 ms 100.0%
  triton_mm_122 0.0217 ms 97.7%
  triton_mm_117 0.0227 ms 93.2%
  triton_mm_118 0.0229 ms 92.5%
  triton_mm_114 0.0237 ms 89.3%
  bias_addmm 0.0239 ms 88.7%
  triton_mm_111 0.0240 ms 88.3%
  triton_mm_121 0.0243 ms 87.1%
  triton_mm_113 0.0249 ms 85.2%
  triton_mm_112 0.0253 ms 83.8%
SingleProcess AUTOTUNE benchmarking takes 2.2016 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x4352, 6936x1088, 1088x4352)
  triton_mm_182 0.3097 ms 100.0%
  triton_mm_181 0.3111 ms 99.5%
  triton_mm_183 0.3490 ms 88.7%
  triton_mm_176 0.3511 ms 88.2%
  bias_addmm 0.3682 ms 84.1%
  triton_mm_174 0.3722 ms 83.2%
  triton_mm_178 0.3782 ms 81.9%
  addmm 0.3855 ms 80.3%
  triton_mm_175 0.4141 ms 74.8%
  triton_mm_179 0.4280 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.6400 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_201 0.3141 ms 100.0%
  bias_addmm 0.3190 ms 98.5%
  triton_mm_200 0.3236 ms 97.1%
  addmm 0.3341 ms 94.0%
  triton_mm_202 0.3343 ms 94.0%
  triton_mm_197 0.3687 ms 85.2%
  triton_mm_195 0.3727 ms 84.3%
  triton_mm_196 0.3886 ms 80.8%
  triton_mm_193 0.3985 ms 78.8%
  triton_mm_198 0.4160 ms 75.5%
SingleProcess AUTOTUNE benchmarking takes 2.6468 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_215 0.0217 ms 100.0%
  triton_mm_219 0.0221 ms 97.8%
  triton_mm_210 0.0227 ms 95.4%
  triton_mm_207 0.0229 ms 94.8%
  triton_mm_211 0.0229 ms 94.4%
  triton_mm_214 0.0244 ms 89.0%
  triton_mm_205 0.0244 ms 88.7%
  triton_mm_204 0.0247 ms 87.6%
  triton_mm_206 0.0257 ms 84.2%
  bias_addmm 0.0267 ms 81.1%
SingleProcess AUTOTUNE benchmarking takes 2.1909 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x4352, 6936x1088, 1088x4352)
  triton_mm_274 0.3096 ms 100.0%
  triton_mm_275 0.3100 ms 99.9%
  triton_mm_276 0.3486 ms 88.8%
  triton_mm_269 0.3506 ms 88.3%
  bias_addmm 0.3685 ms 84.0%
  triton_mm_267 0.3708 ms 83.5%
  triton_mm_271 0.3761 ms 82.3%
  triton_mm_268 0.4132 ms 74.9%
  triton_mm_272 0.4269 ms 72.5%
  addmm 0.4317 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 2.6502 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_294 0.3137 ms 100.0%
  bias_addmm 0.3191 ms 98.3%
  triton_mm_293 0.3228 ms 97.2%
  triton_mm_295 0.3338 ms 94.0%
  addmm 0.3348 ms 93.7%
  triton_mm_290 0.3686 ms 85.1%
  triton_mm_288 0.3721 ms 84.3%
  triton_mm_289 0.3890 ms 80.6%
  triton_mm_286 0.3989 ms 78.6%
  triton_mm_291 0.4164 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.6479 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_312 0.0222 ms 100.0%
  triton_mm_308 0.0227 ms 97.7%
  triton_mm_303 0.0228 ms 97.5%
  triton_mm_304 0.0228 ms 97.3%
  triton_mm_300 0.0236 ms 93.8%
  triton_mm_297 0.0240 ms 92.3%
  triton_mm_307 0.0243 ms 91.2%
  triton_mm_298 0.0244 ms 90.8%
  triton_mm_299 0.0258 ms 86.0%
  bias_addmm 0.0268 ms 82.8%
SingleProcess AUTOTUNE benchmarking takes 2.2134 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_387 0.3120 ms 100.0%
  triton_mm_386 0.3214 ms 97.1%
  triton_mm_388 0.3323 ms 93.9%
  bias_addmm 0.3552 ms 87.8%
  triton_mm_383 0.3675 ms 84.9%
  addmm 0.3682 ms 84.7%
  triton_mm_381 0.3708 ms 84.1%
  triton_mm_382 0.3871 ms 80.6%
  triton_mm_379 0.3976 ms 78.5%
  triton_mm_384 0.4145 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.6485 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_480 0.3122 ms 100.0%
  triton_mm_479 0.3207 ms 97.3%
  triton_mm_481 0.3335 ms 93.6%
  addmm 0.3354 ms 93.1%
  bias_addmm 0.3561 ms 87.7%
  triton_mm_476 0.3681 ms 84.8%
  triton_mm_474 0.3697 ms 84.4%
  triton_mm_475 0.3860 ms 80.9%
  triton_mm_472 0.3970 ms 78.6%
  triton_mm_477 0.4130 ms 75.6%
SingleProcess AUTOTUNE benchmarking takes 2.6564 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_573 0.3122 ms 100.0%
  triton_mm_572 0.3206 ms 97.4%
  triton_mm_574 0.3318 ms 94.1%
  addmm 0.3344 ms 93.3%
  bias_addmm 0.3562 ms 87.7%
  triton_mm_569 0.3679 ms 84.9%
  triton_mm_567 0.3692 ms 84.6%
  triton_mm_568 0.3859 ms 80.9%
  triton_mm_565 0.3959 ms 78.8%
  triton_mm_570 0.4130 ms 75.6%
SingleProcess AUTOTUNE benchmarking takes 2.6559 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_666 0.3119 ms 100.0%
  triton_mm_665 0.3220 ms 96.8%
  triton_mm_667 0.3316 ms 94.1%
  bias_addmm 0.3560 ms 87.6%
  triton_mm_662 0.3658 ms 85.3%
  addmm 0.3680 ms 84.8%
  triton_mm_660 0.3700 ms 84.3%
  triton_mm_661 0.3858 ms 80.8%
  triton_mm_658 0.3952 ms 78.9%
  triton_mm_663 0.4119 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 2.6581 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1606 0.0139 ms 100.0%
  triton_mm_1602 0.0142 ms 97.8%
  triton_mm_1610 0.0149 ms 93.1%
  triton_mm_1601 0.0170 ms 82.1%
  triton_mm_1614 0.0171 ms 81.6%
  mm 0.0178 ms 78.1%
  triton_mm_1605 0.0183 ms 76.2%
  triton_mm_1609 0.0191 ms 72.9%
  triton_mm_1600 0.0200 ms 69.7%
  triton_mm_1612 0.0205 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 7.6707 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x8192, 6936x1088, 1088x8192)
  triton_mm_1632 0.5751 ms 100.0%
  triton_mm_1631 0.5802 ms 99.1%
  triton_mm_1633 0.6505 ms 88.4%
  triton_mm_1626 0.6721 ms 85.6%
  triton_mm_1628 0.7112 ms 80.9%
  triton_mm_1624 0.7233 ms 79.5%
  addmm 0.7241 ms 79.4%
  bias_addmm 0.7568 ms 76.0%
  triton_mm_1625 0.7998 ms 71.9%
  triton_mm_1629 0.8054 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 11.5662 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6936, 6936x1088)
  triton_mm_1669 0.5702 ms 100.0%
  triton_mm_1670 0.5886 ms 96.9%
  triton_mm_1671 0.6135 ms 92.9%
  mm 0.6150 ms 92.7%
  triton_mm_1664 0.6866 ms 83.0%
  triton_mm_1666 0.6947 ms 82.1%
  triton_mm_1662 0.6974 ms 81.8%
  triton_mm_1667 0.7469 ms 76.3%
  triton_mm_1665 0.7497 ms 76.1%
  triton_mm_1663 0.7616 ms 74.9%
SingleProcess AUTOTUNE benchmarking takes 10.6576 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x4352)
  mm 0.2998 ms 100.0%
  triton_mm_1742 0.3030 ms 99.0%
  triton_mm_1741 0.3034 ms 98.8%
  triton_mm_1743 0.3090 ms 97.0%
  triton_mm_1736 0.3625 ms 82.7%
  triton_mm_1734 0.3663 ms 81.9%
  triton_mm_1738 0.3727 ms 80.4%
  triton_mm_1737 0.3932 ms 76.3%
  triton_mm_1739 0.4093 ms 73.2%
  triton_mm_1735 0.4146 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.5324 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1697 0.0113 ms 100.0%
  triton_mm_1695 0.0113 ms 99.7%
  triton_mm_1701 0.0115 ms 98.1%
  triton_mm_1696 0.0115 ms 97.8%
  triton_mm_1694 0.0116 ms 97.2%
  triton_mm_1704 0.0118 ms 95.5%
  triton_mm_1698 0.0120 ms 94.1%
  triton_mm_1689 0.0120 ms 93.9%
  triton_mm_1700 0.0121 ms 93.4%
  triton_mm_1702 0.0121 ms 93.1%
SingleProcess AUTOTUNE benchmarking takes 5.8689 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1676 0.0154 ms 100.0%
  mm 0.0171 ms 90.2%
  triton_mm_1680 0.0173 ms 89.1%
  triton_mm_1684 0.0200 ms 77.0%
  triton_mm_1675 0.0222 ms 69.3%
  triton_mm_1688 0.0224 ms 68.6%
  triton_mm_1674 0.0244 ms 63.2%
  triton_mm_1683 0.0255 ms 60.4%
  triton_mm_1679 0.0258 ms 59.7%
  triton_mm_1673 0.0268 ms 57.4%
SingleProcess AUTOTUNE benchmarking takes 7.6822 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x8192, 8192x1088)
  mm 0.5515 ms 100.0%
  triton_mm_1650 0.5805 ms 95.0%
  triton_mm_1651 0.5892 ms 93.6%
  triton_mm_1652 0.6051 ms 91.1%
  triton_mm_1647 0.6788 ms 81.2%
  triton_mm_1645 0.6977 ms 79.0%
  triton_mm_1643 0.7241 ms 76.2%
  triton_mm_1646 0.7296 ms 75.6%
  triton_mm_1648 0.7488 ms 73.6%
  triton_mm_1644 0.7985 ms 69.1%
SingleProcess AUTOTUNE benchmarking takes 9.7426 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  mm 0.2894 ms 100.0%
  triton_mm_1723 0.2908 ms 99.5%
  triton_mm_1722 0.2935 ms 98.6%
  triton_mm_1724 0.3297 ms 87.8%
  triton_mm_1715 0.3441 ms 84.1%
  triton_mm_1717 0.3496 ms 82.8%
  triton_mm_1719 0.3574 ms 81.0%
  triton_mm_1716 0.3683 ms 78.6%
  triton_mm_1720 0.3996 ms 72.4%
  triton_mm_1718 0.4273 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 10.2110 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  triton_mm_1837 0.2290 ms 100.0%
  triton_mm_1836 0.2348 ms 97.5%
  triton_mm_1838 0.2463 ms 93.0%
  mm 0.2586 ms 88.5%
  triton_mm_1833 0.2626 ms 87.2%
  triton_mm_1831 0.2745 ms 83.4%
  triton_mm_1829 0.2864 ms 80.0%
  triton_mm_1834 0.3020 ms 75.8%
  triton_mm_1832 0.3106 ms 73.7%
  triton_mm_1830 0.3208 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.4883 seconds and 0.0008 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  triton_mm_1779 0.2949 ms 100.0%
  triton_mm_1780 0.2979 ms 99.0%
  mm 0.3004 ms 98.2%
  triton_mm_1781 0.3051 ms 96.7%
  triton_mm_1776 0.3518 ms 83.8%
  triton_mm_1772 0.3619 ms 81.5%
  triton_mm_1774 0.3625 ms 81.4%
  triton_mm_1775 0.3914 ms 75.4%
  triton_mm_1777 0.3978 ms 74.1%
  triton_mm_1773 0.4054 ms 72.8%
SingleProcess AUTOTUNE benchmarking takes 9.6101 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2295 ms 100.0%
  triton_mm_1855 0.2820 ms 81.4%
  triton_mm_1852 0.2874 ms 79.9%
  triton_mm_1856 0.2892 ms 79.4%
  triton_mm_1848 0.2900 ms 79.2%
  triton_mm_1850 0.2903 ms 79.1%
  triton_mm_1857 0.2947 ms 77.9%
  triton_mm_1851 0.3177 ms 72.2%
  triton_mm_1853 0.3295 ms 69.7%
  triton_mm_1849 0.3380 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 9.9624 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_1819 0.1000 ms 100.0%
  mm 0.1024 ms 97.7%
  triton_mm_1812 0.1065 ms 93.9%
  triton_mm_1818 0.1094 ms 91.4%
  triton_mm_1809 0.1210 ms 82.7%
  triton_mm_1810 0.1211 ms 82.6%
  triton_mm_1814 0.1218 ms 82.1%
  triton_mm_1817 0.1240 ms 80.6%
  triton_mm_1813 0.1289 ms 77.6%
  triton_mm_1815 0.1311 ms 76.3%
SingleProcess AUTOTUNE benchmarking takes 9.8213 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x4352, 4352x1088)
  mm 0.3051 ms 100.0%
  triton_mm_1760 0.3063 ms 99.6%
  triton_mm_1761 0.3166 ms 96.4%
  triton_mm_1762 0.3229 ms 94.5%
  triton_mm_1757 0.3514 ms 86.8%
  triton_mm_1755 0.3607 ms 84.6%
  triton_mm_1753 0.3768 ms 81.0%
  triton_mm_1756 0.3796 ms 80.4%
  triton_mm_1758 0.3972 ms 76.8%
  triton_mm_1754 0.4230 ms 72.1%
SingleProcess AUTOTUNE benchmarking takes 9.6443 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x1088)
  triton_mm_1799 0.0837 ms 100.0%
  mm 0.0847 ms 98.9%
  triton_mm_1798 0.0859 ms 97.4%
  triton_mm_1795 0.0934 ms 89.6%
  triton_mm_1800 0.0939 ms 89.1%
  triton_mm_1791 0.0989 ms 84.6%
  triton_mm_1793 0.0997 ms 84.0%
  triton_mm_1796 0.1051 ms 79.7%
  triton_mm_1792 0.1086 ms 77.1%
  triton_mm_1789 0.1269 ms 65.9%
SingleProcess AUTOTUNE benchmarking takes 10.0271 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  mm 0.2868 ms 100.0%
  triton_mm_1909 0.2904 ms 98.7%
  triton_mm_1908 0.2918 ms 98.3%
  triton_mm_1910 0.3287 ms 87.2%
  triton_mm_1901 0.3478 ms 82.4%
  triton_mm_1903 0.3497 ms 82.0%
  triton_mm_1905 0.3564 ms 80.5%
  triton_mm_1902 0.3732 ms 76.8%
  triton_mm_1906 0.3996 ms 71.8%
  triton_mm_1904 0.4307 ms 66.6%
SingleProcess AUTOTUNE benchmarking takes 2.5251 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x4352, 4352x1088)
  mm 0.3029 ms 100.0%
  triton_mm_1946 0.3090 ms 98.0%
  triton_mm_1947 0.3173 ms 95.5%
  triton_mm_1948 0.3266 ms 92.8%
  triton_mm_1943 0.3551 ms 85.3%
  triton_mm_1941 0.3661 ms 82.7%
  triton_mm_1939 0.3823 ms 79.2%
  triton_mm_1942 0.3855 ms 78.6%
  triton_mm_1944 0.4032 ms 75.1%
  triton_mm_1940 0.4280 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.5354 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1884 0.0173 ms 100.0%
  triton_mm_1880 0.0176 ms 98.4%
  triton_mm_1881 0.0182 ms 95.3%
  triton_mm_1883 0.0182 ms 95.3%
  triton_mm_1885 0.0182 ms 95.1%
  triton_mm_1887 0.0183 ms 94.9%
  triton_mm_1886 0.0183 ms 94.7%
  triton_mm_1889 0.0192 ms 90.2%
  triton_mm_1890 0.0192 ms 90.2%
  triton_mm_1891 0.0192 ms 90.2%
SingleProcess AUTOTUNE benchmarking takes 5.8803 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x4352)
  mm 0.2978 ms 100.0%
  triton_mm_1928 0.3043 ms 97.9%
  triton_mm_1927 0.3056 ms 97.4%
  triton_mm_1929 0.3153 ms 94.4%
  triton_mm_1922 0.3640 ms 81.8%
  triton_mm_1920 0.3659 ms 81.4%
  triton_mm_1924 0.3738 ms 79.7%
  triton_mm_1923 0.3940 ms 75.6%
  triton_mm_1925 0.4098 ms 72.7%
  triton_mm_1921 0.4157 ms 71.6%
SingleProcess AUTOTUNE benchmarking takes 2.5364 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  triton_mm_1965 0.2985 ms 100.0%
  mm 0.3007 ms 99.3%
  triton_mm_1966 0.3033 ms 98.4%
  triton_mm_1967 0.3102 ms 96.2%
  triton_mm_1962 0.3561 ms 83.8%
  triton_mm_1958 0.3650 ms 81.8%
  triton_mm_1960 0.3679 ms 81.1%
  triton_mm_1961 0.3971 ms 75.2%
  triton_mm_1963 0.4034 ms 74.0%
  triton_mm_1959 0.4113 ms 72.6%
SingleProcess AUTOTUNE benchmarking takes 2.5398 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0267 ms 100.0%
  triton_mm_1862 0.0276 ms 96.5%
  triton_mm_1866 0.0317 ms 84.1%
  triton_mm_1870 0.0409 ms 65.1%
  triton_mm_1861 0.0515 ms 51.8%
  triton_mm_1874 0.0518 ms 51.5%
  triton_mm_1860 0.0554 ms 48.1%
  triton_mm_1865 0.0596 ms 44.7%
  triton_mm_1869 0.0619 ms 43.1%
  triton_mm_1859 0.0658 ms 40.5%
SingleProcess AUTOTUNE benchmarking takes 6.5977 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2293 ms 100.0%
  triton_mm_2041 0.2842 ms 80.7%
  triton_mm_2042 0.2920 ms 78.5%
  triton_mm_2038 0.2920 ms 78.5%
  triton_mm_2036 0.2921 ms 78.5%
  triton_mm_2034 0.2934 ms 78.2%
  triton_mm_2043 0.2957 ms 77.5%
  triton_mm_2037 0.3218 ms 71.3%
  triton_mm_2039 0.3334 ms 68.8%
  triton_mm_2035 0.3386 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 2.5168 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_2005 0.0993 ms 100.0%
  mm 0.1020 ms 97.4%
  triton_mm_1998 0.1071 ms 92.7%
  triton_mm_2004 0.1086 ms 91.4%
  triton_mm_1995 0.1202 ms 82.6%
  triton_mm_2000 0.1211 ms 82.0%
  triton_mm_1996 0.1212 ms 81.9%
  triton_mm_2003 0.1234 ms 80.5%
  triton_mm_1999 0.1289 ms 77.0%
  triton_mm_2001 0.1312 ms 75.6%
SingleProcess AUTOTUNE benchmarking takes 2.4111 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x1088)
  mm 0.0841 ms 100.0%
  triton_mm_1985 0.0843 ms 99.8%
  triton_mm_1984 0.0856 ms 98.2%
  triton_mm_1981 0.0933 ms 90.1%
  triton_mm_1986 0.0944 ms 89.1%
  triton_mm_1977 0.0998 ms 84.2%
  triton_mm_1979 0.1012 ms 83.1%
  triton_mm_1982 0.1063 ms 79.1%
  triton_mm_1978 0.1096 ms 76.7%
  triton_mm_1980 0.1270 ms 66.2%
SingleProcess AUTOTUNE benchmarking takes 2.4085 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2281 ms 100.0%
  triton_mm_2023 0.2299 ms 99.2%
  triton_mm_2022 0.2352 ms 97.0%
  triton_mm_2024 0.2475 ms 92.2%
  triton_mm_2019 0.2634 ms 86.6%
  triton_mm_2017 0.2752 ms 82.9%
  triton_mm_2015 0.2880 ms 79.2%
  triton_mm_2020 0.3028 ms 75.3%
  triton_mm_2018 0.3114 ms 73.2%
  triton_mm_2016 0.3229 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.5126 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  mm 0.2876 ms 100.0%
  triton_mm_2095 0.2899 ms 99.2%
  triton_mm_2094 0.2924 ms 98.3%
  triton_mm_2096 0.3288 ms 87.5%
  triton_mm_2087 0.3477 ms 82.7%
  triton_mm_2089 0.3502 ms 82.1%
  triton_mm_2091 0.3570 ms 80.6%
  triton_mm_2088 0.3735 ms 77.0%
  triton_mm_2092 0.4004 ms 71.8%
  triton_mm_2090 0.4314 ms 66.7%
SingleProcess AUTOTUNE benchmarking takes 2.5294 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x4352, 4352x1088)
  mm 0.3049 ms 100.0%
  triton_mm_2132 0.3096 ms 98.5%
  triton_mm_2133 0.3169 ms 96.2%
  triton_mm_2134 0.3279 ms 93.0%
  triton_mm_2129 0.3557 ms 85.7%
  triton_mm_2127 0.3663 ms 83.3%
  triton_mm_2125 0.3819 ms 79.8%
  triton_mm_2128 0.3849 ms 79.2%
  triton_mm_2130 0.4026 ms 75.7%
  triton_mm_2126 0.4278 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 2.5334 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2069 0.0172 ms 100.0%
  triton_mm_2070 0.0173 ms 99.3%
  triton_mm_2066 0.0176 ms 97.6%
  triton_mm_2072 0.0180 ms 95.2%
  triton_mm_2073 0.0181 ms 94.8%
  triton_mm_2067 0.0182 ms 94.4%
  triton_mm_2071 0.0182 ms 94.2%
  triton_mm_2074 0.0182 ms 94.2%
  triton_mm_2076 0.0183 ms 93.7%
  triton_mm_2077 0.0192 ms 89.5%
SingleProcess AUTOTUNE benchmarking takes 2.1225 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  triton_mm_2151 0.2981 ms 100.0%
  mm 0.2989 ms 99.7%
  triton_mm_2152 0.3031 ms 98.4%
  triton_mm_2153 0.3089 ms 96.5%
  triton_mm_2148 0.3557 ms 83.8%
  triton_mm_2144 0.3645 ms 81.8%
  triton_mm_2146 0.3673 ms 81.2%
  triton_mm_2147 0.3981 ms 74.9%
  triton_mm_2149 0.4048 ms 73.6%
  triton_mm_2145 0.4116 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 2.5356 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0268 ms 100.0%
  triton_mm_2048 0.0276 ms 97.0%
  triton_mm_2052 0.0317 ms 84.6%
  triton_mm_2056 0.0399 ms 67.1%
  triton_mm_2060 0.0518 ms 51.7%
  triton_mm_2047 0.0522 ms 51.3%
  triton_mm_2046 0.0561 ms 47.8%
  triton_mm_2051 0.0602 ms 44.6%
  triton_mm_2055 0.0626 ms 42.8%
  triton_mm_2045 0.0659 ms 40.7%
SingleProcess AUTOTUNE benchmarking takes 2.0753 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2304 ms 100.0%
  triton_mm_2227 0.2844 ms 81.0%
  triton_mm_2228 0.2915 ms 79.0%
  triton_mm_2222 0.2922 ms 78.8%
  triton_mm_2224 0.2936 ms 78.5%
  triton_mm_2220 0.2947 ms 78.2%
  triton_mm_2229 0.2970 ms 77.6%
  triton_mm_2223 0.3228 ms 71.4%
  triton_mm_2225 0.3343 ms 68.9%
  triton_mm_2221 0.3380 ms 68.2%
SingleProcess AUTOTUNE benchmarking takes 2.5118 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_2191 0.0993 ms 100.0%
  mm 0.1020 ms 97.3%
  triton_mm_2184 0.1065 ms 93.2%
  triton_mm_2190 0.1085 ms 91.5%
  triton_mm_2181 0.1203 ms 82.6%
  triton_mm_2182 0.1205 ms 82.4%
  triton_mm_2186 0.1217 ms 81.6%
  triton_mm_2189 0.1240 ms 80.1%
  triton_mm_2185 0.1298 ms 76.5%
  triton_mm_2187 0.1321 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.4081 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2622 ms 100.0%
  triton_mm_2413 0.2840 ms 92.3%
  triton_mm_2414 0.2901 ms 90.4%
  triton_mm_2410 0.2916 ms 89.9%
  triton_mm_2408 0.2917 ms 89.9%
  triton_mm_2415 0.2958 ms 88.6%
  triton_mm_2406 0.2969 ms 88.3%
  triton_mm_2409 0.3220 ms 81.4%
  triton_mm_2411 0.3335 ms 78.6%
  triton_mm_2407 0.3386 ms 77.4%
SingleProcess AUTOTUNE benchmarking takes 2.5066 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_2377 0.0993 ms 100.0%
  mm 0.1019 ms 97.5%
  triton_mm_2370 0.1065 ms 93.2%
  triton_mm_2376 0.1085 ms 91.5%
  triton_mm_2367 0.1201 ms 82.7%
  triton_mm_2368 0.1204 ms 82.5%
  triton_mm_2372 0.1211 ms 82.0%
  triton_mm_2375 0.1234 ms 80.5%
  triton_mm_2371 0.1297 ms 76.5%
  triton_mm_2373 0.1312 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 2.4229 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2309 ms 100.0%
  triton_mm_2599 0.2845 ms 81.2%
  triton_mm_2594 0.2905 ms 79.5%
  triton_mm_2596 0.2908 ms 79.4%
  triton_mm_2600 0.2908 ms 79.4%
  triton_mm_2592 0.2940 ms 78.5%
  triton_mm_2601 0.2959 ms 78.0%
  triton_mm_2595 0.3221 ms 71.7%
  triton_mm_2597 0.3324 ms 69.5%
  triton_mm_2593 0.3374 ms 68.4%
SingleProcess AUTOTUNE benchmarking takes 2.5203 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_2563 0.1002 ms 100.0%
  mm 0.1023 ms 98.0%
  triton_mm_2556 0.1064 ms 94.2%
  triton_mm_2562 0.1094 ms 91.6%
  triton_mm_2553 0.1201 ms 83.4%
  triton_mm_2554 0.1204 ms 83.2%
  triton_mm_2558 0.1218 ms 82.3%
  triton_mm_2561 0.1241 ms 80.8%
  triton_mm_2557 0.1297 ms 77.3%
  triton_mm_2559 0.1317 ms 76.1%
SingleProcess AUTOTUNE benchmarking takes 2.4290 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2290 ms 100.0%
  triton_mm_2785 0.2829 ms 81.0%
  triton_mm_2786 0.2898 ms 79.0%
  triton_mm_2780 0.2902 ms 78.9%
  triton_mm_2782 0.2908 ms 78.8%
  triton_mm_2778 0.2923 ms 78.3%
  triton_mm_2787 0.2953 ms 77.6%
  triton_mm_2781 0.3221 ms 71.1%
  triton_mm_2783 0.3330 ms 68.8%
  triton_mm_2779 0.3373 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 2.5243 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_2749 0.0993 ms 100.0%
  mm 0.1018 ms 97.5%
  triton_mm_2742 0.1064 ms 93.3%
  triton_mm_2748 0.1085 ms 91.5%
  triton_mm_2739 0.1201 ms 82.7%
  triton_mm_2740 0.1205 ms 82.4%
  triton_mm_2744 0.1217 ms 81.6%
  triton_mm_2747 0.1241 ms 80.0%
  triton_mm_2743 0.1297 ms 76.5%
  triton_mm_2745 0.1320 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.4217 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2312 ms 100.0%
  triton_mm_2971 0.2843 ms 81.3%
  triton_mm_2968 0.2910 ms 79.5%
  triton_mm_2966 0.2913 ms 79.4%
  triton_mm_2972 0.2917 ms 79.3%
  triton_mm_2964 0.2930 ms 78.9%
  triton_mm_2973 0.2950 ms 78.4%
  triton_mm_2967 0.3213 ms 72.0%
  triton_mm_2969 0.3328 ms 69.5%
  triton_mm_2965 0.3379 ms 68.4%
SingleProcess AUTOTUNE benchmarking takes 2.5236 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_2935 0.0993 ms 100.0%
  mm 0.1023 ms 97.0%
  triton_mm_2928 0.1072 ms 92.6%
  triton_mm_2934 0.1085 ms 91.5%
  triton_mm_2925 0.1208 ms 82.2%
  triton_mm_2926 0.1211 ms 82.0%
  triton_mm_2930 0.1211 ms 82.0%
  triton_mm_2933 0.1234 ms 80.4%
  triton_mm_2929 0.1289 ms 77.0%
  triton_mm_2931 0.1312 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 2.4309 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2290 ms 100.0%
  triton_mm_3157 0.2832 ms 80.9%
  triton_mm_3158 0.2909 ms 78.7%
  triton_mm_3152 0.2913 ms 78.6%
  triton_mm_3154 0.2923 ms 78.3%
  triton_mm_3150 0.2929 ms 78.2%
  triton_mm_3159 0.2965 ms 77.2%
  triton_mm_3153 0.3219 ms 71.1%
  triton_mm_3155 0.3334 ms 68.7%
  triton_mm_3151 0.3381 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 2.5184 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_3121 0.0993 ms 100.0%
  mm 0.1020 ms 97.4%
  triton_mm_3114 0.1065 ms 93.3%
  triton_mm_3120 0.1085 ms 91.5%
  triton_mm_3112 0.1206 ms 82.4%
  triton_mm_3111 0.1208 ms 82.2%
  triton_mm_3116 0.1218 ms 81.5%
  triton_mm_3119 0.1241 ms 80.0%
  triton_mm_3115 0.1297 ms 76.6%
  triton_mm_3117 0.1322 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 2.4199 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6912x1088, 1088x24)
  triton_mm_4901 0.0231 ms 100.0%
  mm 0.0239 ms 96.7%
  triton_mm_4900 0.0239 ms 96.7%
  triton_mm_4888 0.0252 ms 91.7%
  triton_mm_4894 0.0263 ms 87.8%
  triton_mm_4892 0.0268 ms 86.4%
  triton_mm_4889 0.0272 ms 84.9%
  triton_mm_4898 0.0273 ms 84.5%
  triton_mm_4896 0.0279 ms 82.7%
  triton_mm_4895 0.0282 ms 81.9%
SingleProcess AUTOTUNE benchmarking takes 6.6438 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6912, 6912x24)
  mm 0.0282 ms 100.0%
  triton_mm_4872 0.0412 ms 68.4%
  triton_mm_4879 0.0420 ms 67.0%
  triton_mm_4870 0.0559 ms 50.5%
  triton_mm_4884 0.0580 ms 48.6%
  triton_mm_4871 0.0636 ms 44.3%
  triton_mm_4878 0.0649 ms 43.4%
  triton_mm_4875 0.0671 ms 42.0%
  triton_mm_4883 0.0684 ms 41.2%
  triton_mm_4877 0.0726 ms 38.8%
SingleProcess AUTOTUNE benchmarking takes 6.2155 seconds and 0.0000 seconds precompiling
/opt/conda/envs/var/lib/python3.10/site-packages/torch/autograd/graph.py:769: UserWarning: Error detected in AdaptiveAvgPool2DBackward0. Traceback of forward call that caused the error:
  File "/home/user/VAR/train.py", line 374, in <module>
    try: main_training()
  File "/home/user/VAR/train.py", line 219, in main_training
    stats, (sec, remain_time, finish_time) = train_one_ep(
  File "/home/user/VAR/train.py", line 343, in train_one_ep
    grad_norm, scale_log2 = trainer.train_step(
  File "/home/user/VAR/trainer.py", line 158, in train_step
    x_BLCv_wo_first_l: Ten = self.vae_local.idxBl_to_var_input(gt_idx_Bl_list)
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in idxBl_to_var_input
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in <listcomp>
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lookup_free_quantize.py", line 404, in idxBl_to_var_input
    F.interpolate(f_hat, size=(pn_next, pn_next), mode='area').view(B, C, -1).transpose(1, 2))
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 4066, in interpolate
    return adaptive_avg_pool2d(input, output_size)
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 1260, in adaptive_avg_pool2d
    return torch._C._nn.adaptive_avg_pool2d(input, _output_size)
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:111.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
/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(6912x24, 24x1088)
  triton_mm_7 0.0253 ms 100.0%
  triton_mm_6 0.0265 ms 95.5%
  triton_mm_11 0.0268 ms 94.4%
  triton_mm_12 0.0274 ms 92.5%
  triton_mm_8 0.0276 ms 91.8%
  triton_mm_9 0.0279 ms 90.9%
  triton_mm_5 0.0281 ms 90.1%
  triton_mm_4 0.0282 ms 89.9%
  triton_mm_3 0.0284 ms 89.4%
  triton_mm_15 0.0294 ms 86.3%
SingleProcess AUTOTUNE benchmarking takes 2.0886 seconds and 0.0152 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_29 0.0219 ms 100.0%
  triton_mm_33 0.0227 ms 96.6%
  triton_mm_25 0.0228 ms 96.1%
  triton_mm_21 0.0229 ms 95.5%
  triton_mm_28 0.0235 ms 93.2%
  triton_mm_24 0.0237 ms 92.4%
  triton_mm_18 0.0240 ms 91.3%
  triton_mm_19 0.0243 ms 90.1%
  bias_addmm 0.0250 ms 87.5%
  triton_mm_31 0.0261 ms 83.7%
SingleProcess AUTOTUNE benchmarking takes 2.2057 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6936x3264, 6936x1088, 1088x3264)
  triton_mm_50 0.2324 ms 100.0%
  triton_mm_51 0.2350 ms 98.9%
  triton_mm_52 0.2653 ms 87.6%
  triton_mm_45 0.2684 ms 86.6%
  triton_mm_47 0.2772 ms 83.8%
  triton_mm_43 0.2806 ms 82.8%
  bias_addmm 0.3052 ms 76.1%
  triton_mm_48 0.3126 ms 74.3%
  triton_mm_44 0.3148 ms 73.8%
  triton_mm_46 0.3322 ms 70.0%
SingleProcess AUTOTUNE benchmarking takes 2.5910 seconds and 0.0661 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x1088, 1088x1088)
  triton_mm_70 0.0907 ms 100.0%
  triton_mm_69 0.0908 ms 99.9%
  triton_mm_66 0.0979 ms 92.7%
  triton_mm_71 0.1008 ms 90.0%
  triton_mm_64 0.1008 ms 90.0%
  bias_addmm 0.1032 ms 87.9%
  triton_mm_62 0.1074 ms 84.5%
  addmm 0.1105 ms 82.1%
  triton_mm_67 0.1137 ms 79.8%
  triton_mm_63 0.1217 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 2.5141 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(6936x4352, 6936x1088, 1088x4352)
  triton_mm_89 0.3074 ms 100.0%
  triton_mm_88 0.3081 ms 99.8%
  triton_mm_90 0.3457 ms 88.9%
  triton_mm_83 0.3468 ms 88.6%
  triton_mm_81 0.3672 ms 83.7%
  bias_addmm 0.3682 ms 83.5%
  triton_mm_85 0.3739 ms 82.2%
  addmm 0.3904 ms 78.7%
  triton_mm_82 0.4079 ms 75.4%
  triton_mm_86 0.4230 ms 72.7%
SingleProcess AUTOTUNE benchmarking takes 2.6173 seconds and 0.0148 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_108 0.3106 ms 100.0%
  bias_addmm 0.3164 ms 98.1%
  triton_mm_107 0.3191 ms 97.3%
  triton_mm_109 0.3301 ms 94.1%
  addmm 0.3308 ms 93.9%
  triton_mm_104 0.3620 ms 85.8%
  triton_mm_102 0.3697 ms 84.0%
  triton_mm_103 0.3847 ms 80.7%
  triton_mm_100 0.3934 ms 79.0%
  triton_mm_105 0.4124 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.6604 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(6936x4352, 6936x1088, 1088x4352)
  triton_mm_182 0.3073 ms 100.0%
  triton_mm_181 0.3079 ms 99.8%
  triton_mm_183 0.3459 ms 88.8%
  triton_mm_176 0.3483 ms 88.2%
  triton_mm_174 0.3688 ms 83.3%
  bias_addmm 0.3690 ms 83.3%
  triton_mm_178 0.3743 ms 82.1%
  triton_mm_175 0.4092 ms 75.1%
  triton_mm_179 0.4235 ms 72.6%
  addmm 0.4246 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 2.6519 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_201 0.3103 ms 100.0%
  bias_addmm 0.3170 ms 97.9%
  triton_mm_200 0.3197 ms 97.0%
  triton_mm_202 0.3300 ms 94.0%
  addmm 0.3318 ms 93.5%
  triton_mm_197 0.3615 ms 85.8%
  triton_mm_195 0.3706 ms 83.7%
  triton_mm_196 0.3857 ms 80.5%
  triton_mm_193 0.3927 ms 79.0%
  triton_mm_198 0.4114 ms 75.4%
SingleProcess AUTOTUNE benchmarking takes 2.6517 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x4352, 6936x1088, 1088x4352)
  triton_mm_275 0.3076 ms 100.0%
  triton_mm_274 0.3086 ms 99.7%
  triton_mm_276 0.3460 ms 88.9%
  triton_mm_269 0.3477 ms 88.5%
  bias_addmm 0.3691 ms 83.3%
  triton_mm_267 0.3701 ms 83.1%
  triton_mm_271 0.3737 ms 82.3%
  triton_mm_268 0.4109 ms 74.9%
  triton_mm_272 0.4233 ms 72.7%
  triton_mm_270 0.4299 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.6427 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_294 0.3115 ms 100.0%
  bias_addmm 0.3165 ms 98.4%
  triton_mm_293 0.3211 ms 97.0%
  triton_mm_295 0.3306 ms 94.2%
  addmm 0.3311 ms 94.1%
  triton_mm_290 0.3618 ms 86.1%
  triton_mm_288 0.3714 ms 83.9%
  triton_mm_289 0.3865 ms 80.6%
  triton_mm_286 0.3939 ms 79.1%
  triton_mm_291 0.4125 ms 75.5%
SingleProcess AUTOTUNE benchmarking takes 2.6574 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1602 0.0145 ms 100.0%
  triton_mm_1610 0.0149 ms 97.2%
  triton_mm_1606 0.0152 ms 95.5%
  triton_mm_1614 0.0159 ms 91.0%
  mm 0.0171 ms 84.8%
  triton_mm_1601 0.0172 ms 84.2%
  triton_mm_1605 0.0175 ms 83.0%
  triton_mm_1600 0.0175 ms 82.8%
  triton_mm_1599 0.0177 ms 81.8%
  triton_mm_1609 0.0190 ms 76.3%
SingleProcess AUTOTUNE benchmarking takes 7.1836 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x8192, 6936x1088, 1088x8192)
  triton_mm_1632 0.5763 ms 100.0%
  triton_mm_1631 0.5782 ms 99.7%
  triton_mm_1633 0.6488 ms 88.8%
  triton_mm_1626 0.6729 ms 85.6%
  addmm 0.7086 ms 81.3%
  triton_mm_1628 0.7097 ms 81.2%
  triton_mm_1624 0.7227 ms 79.7%
  bias_addmm 0.7546 ms 76.4%
  triton_mm_1625 0.7989 ms 72.1%
  triton_mm_1629 0.8052 ms 71.6%
SingleProcess AUTOTUNE benchmarking takes 10.9927 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6936, 6936x1088)
  triton_mm_1669 0.5658 ms 100.0%
  triton_mm_1670 0.5889 ms 96.1%
  mm 0.5919 ms 95.6%
  triton_mm_1671 0.6137 ms 92.2%
  triton_mm_1664 0.6740 ms 83.9%
  triton_mm_1666 0.6764 ms 83.6%
  triton_mm_1662 0.6854 ms 82.5%
  triton_mm_1667 0.7401 ms 76.4%
  triton_mm_1665 0.7467 ms 75.8%
  triton_mm_1663 0.7475 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 9.4213 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x4352)
  mm 0.2994 ms 100.0%
  triton_mm_1742 0.3035 ms 98.6%
  triton_mm_1741 0.3040 ms 98.5%
  triton_mm_1743 0.3098 ms 96.6%
  triton_mm_1734 0.3598 ms 83.2%
  triton_mm_1736 0.3618 ms 82.7%
  triton_mm_1738 0.3709 ms 80.7%
  triton_mm_1737 0.3930 ms 76.2%
  triton_mm_1739 0.4088 ms 73.2%
  triton_mm_1735 0.4102 ms 73.0%
SingleProcess AUTOTUNE benchmarking takes 9.9394 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1698 0.0113 ms 100.0%
  triton_mm_1696 0.0116 ms 97.8%
  triton_mm_1702 0.0116 ms 97.8%
  triton_mm_1699 0.0116 ms 97.5%
  triton_mm_1700 0.0122 ms 92.7%
  triton_mm_1701 0.0124 ms 91.7%
  triton_mm_1705 0.0124 ms 91.7%
  triton_mm_1691 0.0124 ms 91.2%
  triton_mm_1697 0.0124 ms 91.0%
  triton_mm_1695 0.0125 ms 90.4%
SingleProcess AUTOTUNE benchmarking takes 6.0143 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1676 0.0155 ms 100.0%
  mm 0.0172 ms 89.9%
  triton_mm_1680 0.0177 ms 87.5%
  triton_mm_1684 0.0201 ms 77.0%
  triton_mm_1675 0.0223 ms 69.2%
  triton_mm_1674 0.0236 ms 65.5%
  triton_mm_1688 0.0238 ms 64.8%
  triton_mm_1679 0.0262 ms 59.0%
  triton_mm_1683 0.0262 ms 59.0%
  triton_mm_1673 0.0269 ms 57.4%
SingleProcess AUTOTUNE benchmarking takes 2.1422 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6936x8192, 8192x1088)
  mm 0.5532 ms 100.0%
  triton_mm_1650 0.5746 ms 96.3%
  triton_mm_1651 0.5839 ms 94.7%
  triton_mm_1652 0.5981 ms 92.5%
  triton_mm_1647 0.6640 ms 83.3%
  triton_mm_1645 0.6923 ms 79.9%
  triton_mm_1643 0.7168 ms 77.2%
  triton_mm_1646 0.7260 ms 76.2%
  triton_mm_1648 0.7411 ms 74.6%
  triton_mm_1644 0.7887 ms 70.1%
SingleProcess AUTOTUNE benchmarking takes 9.8398 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  mm 0.2886 ms 100.0%
  triton_mm_1723 0.2903 ms 99.4%
  triton_mm_1722 0.2932 ms 98.4%
  triton_mm_1724 0.3290 ms 87.7%
  triton_mm_1715 0.3420 ms 84.4%
  triton_mm_1717 0.3488 ms 82.7%
  triton_mm_1719 0.3560 ms 81.1%
  triton_mm_1716 0.3686 ms 78.3%
  triton_mm_1720 0.4000 ms 72.1%
  triton_mm_1718 0.4270 ms 67.6%
SingleProcess AUTOTUNE benchmarking takes 10.3974 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  triton_mm_1837 0.2265 ms 100.0%
  triton_mm_1836 0.2331 ms 97.2%
  triton_mm_1838 0.2455 ms 92.3%
  mm 0.2580 ms 87.8%
  triton_mm_1833 0.2601 ms 87.1%
  triton_mm_1831 0.2748 ms 82.4%
  triton_mm_1829 0.2806 ms 80.7%
  triton_mm_1834 0.3008 ms 75.3%
  triton_mm_1832 0.3075 ms 73.7%
  triton_mm_1830 0.3194 ms 70.9%
SingleProcess AUTOTUNE benchmarking takes 2.4966 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  triton_mm_1779 0.2960 ms 100.0%
  mm 0.3003 ms 98.6%
  triton_mm_1780 0.3004 ms 98.6%
  triton_mm_1781 0.3085 ms 96.0%
  triton_mm_1776 0.3522 ms 84.1%
  triton_mm_1772 0.3602 ms 82.2%
  triton_mm_1774 0.3642 ms 81.3%
  triton_mm_1775 0.3934 ms 75.2%
  triton_mm_1777 0.4015 ms 73.7%
  triton_mm_1773 0.4084 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 9.9756 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2299 ms 100.0%
  triton_mm_1855 0.2831 ms 81.2%
  triton_mm_1852 0.2865 ms 80.2%
  triton_mm_1850 0.2893 ms 79.5%
  triton_mm_1848 0.2906 ms 79.1%
  triton_mm_1856 0.2907 ms 79.1%
  triton_mm_1857 0.2950 ms 77.9%
  triton_mm_1851 0.3205 ms 71.7%
  triton_mm_1853 0.3310 ms 69.4%
  triton_mm_1849 0.3369 ms 68.2%
SingleProcess AUTOTUNE benchmarking takes 9.9223 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  mm 0.0981 ms 100.0%
  triton_mm_1819 0.0998 ms 98.3%
  triton_mm_1812 0.1069 ms 91.7%
  triton_mm_1818 0.1102 ms 89.0%
  triton_mm_1809 0.1210 ms 81.1%
  triton_mm_1814 0.1215 ms 80.7%
  triton_mm_1810 0.1216 ms 80.7%
  triton_mm_1817 0.1240 ms 79.1%
  triton_mm_1813 0.1286 ms 76.2%
  triton_mm_1815 0.1316 ms 74.5%
SingleProcess AUTOTUNE benchmarking takes 2.4291 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6936x4352, 4352x1088)
  mm 0.3052 ms 100.0%
  triton_mm_1760 0.3074 ms 99.3%
  triton_mm_1761 0.3141 ms 97.2%
  triton_mm_1762 0.3250 ms 93.9%
  triton_mm_1757 0.3458 ms 88.3%
  triton_mm_1755 0.3663 ms 83.3%
  triton_mm_1753 0.3734 ms 81.7%
  triton_mm_1756 0.3833 ms 79.6%
  triton_mm_1758 0.4003 ms 76.2%
  triton_mm_1754 0.4243 ms 71.9%
SingleProcess AUTOTUNE benchmarking takes 2.5354 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x1088)
  triton_mm_1799 0.0845 ms 100.0%
  mm 0.0853 ms 99.1%
  triton_mm_1798 0.0861 ms 98.1%
  triton_mm_1795 0.0919 ms 91.9%
  triton_mm_1800 0.0950 ms 89.0%
  triton_mm_1791 0.0991 ms 85.3%
  triton_mm_1793 0.0996 ms 84.8%
  triton_mm_1796 0.1065 ms 79.4%
  triton_mm_1792 0.1093 ms 77.3%
  triton_mm_1794 0.1268 ms 66.7%
SingleProcess AUTOTUNE benchmarking takes 2.4191 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  triton_mm_1909 0.2873 ms 100.0%
  triton_mm_1908 0.2887 ms 99.5%
  mm 0.3261 ms 88.1%
  triton_mm_1910 0.3266 ms 88.0%
  triton_mm_1901 0.3417 ms 84.1%
  triton_mm_1903 0.3465 ms 82.9%
  triton_mm_1905 0.3536 ms 81.2%
  triton_mm_1902 0.3681 ms 78.0%
  triton_mm_1906 0.3967 ms 72.4%
  triton_mm_1904 0.4272 ms 67.2%
SingleProcess AUTOTUNE benchmarking takes 2.5245 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1887 0.0171 ms 100.0%
  triton_mm_1883 0.0172 ms 99.3%
  triton_mm_1881 0.0173 ms 99.1%
  triton_mm_1884 0.0177 ms 96.9%
  triton_mm_1880 0.0178 ms 96.2%
  triton_mm_1890 0.0184 ms 93.0%
  triton_mm_1886 0.0187 ms 91.8%
  triton_mm_1888 0.0188 ms 91.3%
  triton_mm_1889 0.0194 ms 88.4%
  triton_mm_1882 0.0196 ms 87.4%
SingleProcess AUTOTUNE benchmarking takes 5.8318 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  triton_mm_1965 0.2959 ms 100.0%
  mm 0.2998 ms 98.7%
  triton_mm_1966 0.3003 ms 98.6%
  triton_mm_1967 0.3078 ms 96.1%
  triton_mm_1962 0.3521 ms 84.0%
  triton_mm_1958 0.3600 ms 82.2%
  triton_mm_1960 0.3636 ms 81.4%
  triton_mm_1961 0.3945 ms 75.0%
  triton_mm_1963 0.4006 ms 73.9%
  triton_mm_1959 0.4092 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.5365 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0272 ms 100.0%
  triton_mm_1862 0.0280 ms 97.1%
  triton_mm_1866 0.0309 ms 88.0%
  triton_mm_1870 0.0401 ms 67.7%
  triton_mm_1861 0.0517 ms 52.5%
  triton_mm_1874 0.0519 ms 52.4%
  triton_mm_1860 0.0562 ms 48.3%
  triton_mm_1865 0.0595 ms 45.6%
  triton_mm_1869 0.0628 ms 43.3%
  triton_mm_1859 0.0655 ms 41.5%
SingleProcess AUTOTUNE benchmarking takes 2.0785 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2316 ms 100.0%
  triton_mm_2041 0.2827 ms 81.9%
  triton_mm_2038 0.2862 ms 80.9%
  triton_mm_2036 0.2880 ms 80.4%
  triton_mm_2042 0.2898 ms 79.9%
  triton_mm_2034 0.2899 ms 79.9%
  triton_mm_2043 0.2928 ms 79.1%
  triton_mm_2037 0.3194 ms 72.5%
  triton_mm_2039 0.3302 ms 70.1%
  triton_mm_2035 0.3358 ms 69.0%
SingleProcess AUTOTUNE benchmarking takes 2.5120 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  mm 0.0978 ms 100.0%
  triton_mm_2005 0.1006 ms 97.2%
  triton_mm_1998 0.1070 ms 91.4%
  triton_mm_2004 0.1104 ms 88.6%
  triton_mm_1995 0.1209 ms 80.9%
  triton_mm_2000 0.1216 ms 80.4%
  triton_mm_1996 0.1216 ms 80.4%
  triton_mm_2003 0.1240 ms 78.9%
  triton_mm_1999 0.1286 ms 76.0%
  triton_mm_2001 0.1316 ms 74.3%
SingleProcess AUTOTUNE benchmarking takes 2.4196 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x1088)
  triton_mm_1985 0.0835 ms 100.0%
  mm 0.0838 ms 99.7%
  triton_mm_1984 0.0853 ms 98.0%
  triton_mm_1981 0.0919 ms 90.8%
  triton_mm_1986 0.0939 ms 88.9%
  triton_mm_1977 0.0984 ms 84.9%
  triton_mm_1979 0.0995 ms 83.9%
  triton_mm_1982 0.1062 ms 78.6%
  triton_mm_1978 0.1084 ms 77.1%
  triton_mm_1980 0.1268 ms 65.9%
SingleProcess AUTOTUNE benchmarking takes 2.4088 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2259 ms 100.0%
  triton_mm_2023 0.2280 ms 99.1%
  triton_mm_2022 0.2331 ms 96.9%
  triton_mm_2024 0.2458 ms 91.9%
  triton_mm_2019 0.2612 ms 86.5%
  triton_mm_2017 0.2762 ms 81.8%
  triton_mm_2015 0.2800 ms 80.7%
  triton_mm_2020 0.3023 ms 74.7%
  triton_mm_2018 0.3088 ms 73.2%
  triton_mm_2016 0.3213 ms 70.3%
SingleProcess AUTOTUNE benchmarking takes 2.5141 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  mm 0.2875 ms 100.0%
  triton_mm_2095 0.2888 ms 99.5%
  triton_mm_2094 0.2903 ms 99.0%
  triton_mm_2096 0.3272 ms 87.9%
  triton_mm_2087 0.3436 ms 83.7%
  triton_mm_2089 0.3474 ms 82.8%
  triton_mm_2091 0.3539 ms 81.2%
  triton_mm_2088 0.3697 ms 77.8%
  triton_mm_2092 0.3980 ms 72.2%
  triton_mm_2090 0.4285 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.5246 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x4352, 4352x1088)
  mm 0.3029 ms 100.0%
  triton_mm_2132 0.3086 ms 98.1%
  triton_mm_2133 0.3164 ms 95.7%
  triton_mm_2134 0.3247 ms 93.3%
  triton_mm_2129 0.3478 ms 87.1%
  triton_mm_2127 0.3670 ms 82.5%
  triton_mm_2125 0.3748 ms 80.8%
  triton_mm_2128 0.3843 ms 78.8%
  triton_mm_2130 0.4013 ms 75.5%
  triton_mm_2126 0.4256 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 2.5358 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2067 0.0173 ms 100.0%
  triton_mm_2066 0.0178 ms 97.5%
  triton_mm_2074 0.0183 ms 94.8%
  triton_mm_2073 0.0184 ms 94.1%
  triton_mm_2069 0.0186 ms 93.1%
  triton_mm_2072 0.0187 ms 92.8%
  triton_mm_2070 0.0187 ms 92.6%
  triton_mm_2068 0.0192 ms 90.2%
  triton_mm_2077 0.0194 ms 89.4%
  triton_mm_2071 0.0195 ms 89.1%
SingleProcess AUTOTUNE benchmarking takes 2.1239 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  triton_mm_2151 0.2964 ms 100.0%
  mm 0.2977 ms 99.6%
  triton_mm_2152 0.3006 ms 98.6%
  triton_mm_2153 0.3081 ms 96.2%
  triton_mm_2148 0.3533 ms 83.9%
  triton_mm_2144 0.3609 ms 82.1%
  triton_mm_2146 0.3650 ms 81.2%
  triton_mm_2147 0.3947 ms 75.1%
  triton_mm_2149 0.4024 ms 73.7%
  triton_mm_2145 0.4096 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 2.5385 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2048 0.0268 ms 100.0%
  mm 0.0271 ms 98.9%
  triton_mm_2052 0.0308 ms 86.8%
  triton_mm_2056 0.0414 ms 64.7%
  triton_mm_2060 0.0515 ms 52.0%
  triton_mm_2047 0.0526 ms 50.9%
  triton_mm_2046 0.0554 ms 48.3%
  triton_mm_2051 0.0596 ms 45.0%
  triton_mm_2055 0.0618 ms 43.3%
  triton_mm_2045 0.0663 ms 40.4%
SingleProcess AUTOTUNE benchmarking takes 2.0777 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_2191 0.0999 ms 100.0%
  mm 0.1011 ms 98.9%
  triton_mm_2184 0.1062 ms 94.1%
  triton_mm_2190 0.1096 ms 91.1%
  triton_mm_2181 0.1201 ms 83.2%
  triton_mm_2182 0.1213 ms 82.4%
  triton_mm_2186 0.1224 ms 81.6%
  triton_mm_2189 0.1243 ms 80.4%
  triton_mm_2185 0.1292 ms 77.3%
  triton_mm_2187 0.1328 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.4212 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x1088)
  triton_mm_2171 0.0836 ms 100.0%
  mm 0.0845 ms 99.0%
  triton_mm_2170 0.0849 ms 98.5%
  triton_mm_2167 0.0921 ms 90.8%
  triton_mm_2172 0.0946 ms 88.3%
  triton_mm_2163 0.0994 ms 84.1%
  triton_mm_2165 0.0997 ms 83.8%
  triton_mm_2168 0.1063 ms 78.7%
  triton_mm_2164 0.1084 ms 77.1%
  triton_mm_2161 0.1266 ms 66.0%
SingleProcess AUTOTUNE benchmarking takes 2.4173 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2280 ms 100.0%
  triton_mm_2209 0.2287 ms 99.7%
  triton_mm_2208 0.2350 ms 97.0%
  triton_mm_2210 0.2462 ms 92.6%
  triton_mm_2205 0.2613 ms 87.3%
  triton_mm_2203 0.2754 ms 82.8%
  triton_mm_2201 0.2807 ms 81.2%
  triton_mm_2206 0.3023 ms 75.4%
  triton_mm_2204 0.3094 ms 73.7%
  triton_mm_2202 0.3210 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.5184 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  mm 0.2877 ms 100.0%
  triton_mm_2281 0.2893 ms 99.4%
  triton_mm_2280 0.2915 ms 98.7%
  triton_mm_2282 0.3273 ms 87.9%
  triton_mm_2273 0.3439 ms 83.7%
  triton_mm_2275 0.3479 ms 82.7%
  triton_mm_2277 0.3550 ms 81.0%
  triton_mm_2274 0.3706 ms 77.6%
  triton_mm_2278 0.3989 ms 72.1%
  triton_mm_2276 0.4286 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.5296 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x4352, 4352x1088)
  mm 0.3036 ms 100.0%
  triton_mm_2318 0.3081 ms 98.5%
  triton_mm_2319 0.3156 ms 96.2%
  triton_mm_2320 0.3266 ms 93.0%
  triton_mm_2315 0.3479 ms 87.3%
  triton_mm_2313 0.3663 ms 82.9%
  triton_mm_2311 0.3759 ms 80.8%
  triton_mm_2314 0.3841 ms 79.0%
  triton_mm_2316 0.4019 ms 75.5%
  triton_mm_2312 0.4266 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 2.5338 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2259 0.0172 ms 100.0%
  triton_mm_2256 0.0177 ms 96.9%
  triton_mm_2260 0.0183 ms 93.5%
  triton_mm_2255 0.0185 ms 92.6%
  triton_mm_2253 0.0186 ms 92.2%
  triton_mm_2257 0.0186 ms 92.1%
  triton_mm_2258 0.0187 ms 91.6%
  triton_mm_2252 0.0188 ms 91.3%
  triton_mm_2263 0.0194 ms 88.4%
  triton_mm_2262 0.0195 ms 88.2%
SingleProcess AUTOTUNE benchmarking takes 2.1399 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  triton_mm_2337 0.2973 ms 100.0%
  mm 0.2984 ms 99.6%
  triton_mm_2338 0.3023 ms 98.3%
  triton_mm_2339 0.3086 ms 96.3%
  triton_mm_2334 0.3543 ms 83.9%
  triton_mm_2330 0.3624 ms 82.0%
  triton_mm_2332 0.3648 ms 81.5%
  triton_mm_2333 0.3958 ms 75.1%
  triton_mm_2335 0.4036 ms 73.7%
  triton_mm_2331 0.4108 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 2.5417 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0271 ms 100.0%
  triton_mm_2234 0.0280 ms 96.8%
  triton_mm_2238 0.0321 ms 84.4%
  triton_mm_2242 0.0401 ms 67.5%
  triton_mm_2246 0.0511 ms 53.1%
  triton_mm_2233 0.0517 ms 52.4%
  triton_mm_2232 0.0554 ms 48.9%
  triton_mm_2237 0.0595 ms 45.5%
  triton_mm_2241 0.0627 ms 43.2%
  triton_mm_2231 0.0655 ms 41.4%
SingleProcess AUTOTUNE benchmarking takes 2.1000 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_2377 0.1008 ms 100.0%
  mm 0.1012 ms 99.5%
  triton_mm_2370 0.1072 ms 94.0%
  triton_mm_2376 0.1104 ms 91.2%
  triton_mm_2367 0.1210 ms 83.3%
  triton_mm_2372 0.1217 ms 82.8%
  triton_mm_2368 0.1221 ms 82.5%
  triton_mm_2375 0.1238 ms 81.4%
  triton_mm_2371 0.1285 ms 78.4%
  triton_mm_2373 0.1317 ms 76.5%
SingleProcess AUTOTUNE benchmarking takes 2.4267 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  mm 0.2876 ms 100.0%
  triton_mm_2467 0.2891 ms 99.5%
  triton_mm_2466 0.2906 ms 99.0%
  triton_mm_2468 0.3275 ms 87.8%
  triton_mm_2459 0.3448 ms 83.4%
  triton_mm_2461 0.3481 ms 82.6%
  triton_mm_2463 0.3554 ms 80.9%
  triton_mm_2460 0.3725 ms 77.2%
  triton_mm_2464 0.3993 ms 72.0%
  triton_mm_2462 0.4290 ms 67.0%
SingleProcess AUTOTUNE benchmarking takes 2.5338 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x4352, 4352x1088)
  mm 0.3040 ms 100.0%
  triton_mm_2504 0.3087 ms 98.5%
  triton_mm_2505 0.3163 ms 96.1%
  triton_mm_2506 0.3264 ms 93.1%
  triton_mm_2501 0.3485 ms 87.2%
  triton_mm_2499 0.3672 ms 82.8%
  triton_mm_2497 0.3740 ms 81.3%
  triton_mm_2500 0.3859 ms 78.8%
  triton_mm_2502 0.4014 ms 75.7%
  triton_mm_2498 0.4265 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 2.5409 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2445 0.0172 ms 100.0%
  triton_mm_2441 0.0173 ms 99.1%
  triton_mm_2438 0.0178 ms 96.4%
  triton_mm_2446 0.0183 ms 93.9%
  triton_mm_2439 0.0183 ms 93.5%
  triton_mm_2448 0.0185 ms 92.9%
  triton_mm_2443 0.0186 ms 92.1%
  triton_mm_2444 0.0187 ms 91.8%
  triton_mm_2442 0.0187 ms 91.6%
  triton_mm_2440 0.0190 ms 90.2%
SingleProcess AUTOTUNE benchmarking takes 2.1366 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  triton_mm_2523 0.2974 ms 100.0%
  mm 0.2986 ms 99.6%
  triton_mm_2524 0.3031 ms 98.1%
  triton_mm_2525 0.3084 ms 96.5%
  triton_mm_2520 0.3547 ms 83.9%
  triton_mm_2516 0.3633 ms 81.9%
  triton_mm_2518 0.3644 ms 81.6%
  triton_mm_2519 0.3964 ms 75.0%
  triton_mm_2521 0.4029 ms 73.8%
  triton_mm_2517 0.4104 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 2.5405 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0272 ms 100.0%
  triton_mm_2420 0.0280 ms 97.3%
  triton_mm_2424 0.0308 ms 88.2%
  triton_mm_2428 0.0401 ms 67.8%
  triton_mm_2432 0.0511 ms 53.3%
  triton_mm_2419 0.0525 ms 51.8%
  triton_mm_2418 0.0562 ms 48.4%
  triton_mm_2423 0.0596 ms 45.7%
  triton_mm_2427 0.0628 ms 43.3%
  triton_mm_2417 0.0655 ms 41.5%
SingleProcess AUTOTUNE benchmarking takes 2.0757 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x4352, 4352x1088)
  mm 0.3012 ms 100.0%
  triton_mm_2690 0.3084 ms 97.7%
  triton_mm_2691 0.3150 ms 95.6%
  triton_mm_2692 0.3258 ms 92.5%
  triton_mm_2687 0.3477 ms 86.6%
  triton_mm_2685 0.3661 ms 82.3%
  triton_mm_2683 0.3749 ms 80.4%
  triton_mm_2686 0.3829 ms 78.7%
  triton_mm_2688 0.4011 ms 75.1%
  triton_mm_2684 0.4255 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.5382 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2631 0.0172 ms 100.0%
  triton_mm_2634 0.0184 ms 93.1%
  triton_mm_2627 0.0185 ms 92.7%
  triton_mm_2625 0.0186 ms 92.3%
  triton_mm_2628 0.0187 ms 91.9%
  triton_mm_2630 0.0187 ms 91.8%
  triton_mm_2624 0.0189 ms 90.7%
  triton_mm_2635 0.0194 ms 88.6%
  triton_mm_2629 0.0194 ms 88.5%
  triton_mm_2632 0.0195 ms 87.9%
SingleProcess AUTOTUNE benchmarking takes 2.1336 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  mm 0.2983 ms 100.0%
  triton_mm_2709 0.2985 ms 99.9%
  triton_mm_2710 0.3028 ms 98.5%
  triton_mm_2711 0.3080 ms 96.9%
  triton_mm_2706 0.3541 ms 84.2%
  triton_mm_2702 0.3616 ms 82.5%
  triton_mm_2704 0.3671 ms 81.3%
  triton_mm_2705 0.3956 ms 75.4%
  triton_mm_2707 0.4031 ms 74.0%
  triton_mm_2703 0.4103 ms 72.7%
SingleProcess AUTOTUNE benchmarking takes 2.5359 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0271 ms 100.0%
  triton_mm_2606 0.0280 ms 96.8%
  triton_mm_2610 0.0309 ms 87.7%
  triton_mm_2614 0.0414 ms 65.4%
  triton_mm_2605 0.0517 ms 52.4%
  triton_mm_2618 0.0523 ms 51.8%
  triton_mm_2604 0.0554 ms 48.8%
  triton_mm_2609 0.0596 ms 45.4%
  triton_mm_2613 0.0618 ms 43.8%
  triton_mm_2603 0.0663 ms 40.8%
SingleProcess AUTOTUNE benchmarking takes 2.0914 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2792 0.0268 ms 100.0%
  mm 0.0270 ms 99.2%
  triton_mm_2796 0.0309 ms 86.7%
  triton_mm_2800 0.0412 ms 65.0%
  triton_mm_2804 0.0511 ms 52.4%
  triton_mm_2791 0.0517 ms 51.8%
  triton_mm_2790 0.0562 ms 47.6%
  triton_mm_2795 0.0603 ms 44.4%
  triton_mm_2799 0.0618 ms 43.4%
  triton_mm_2789 0.0655 ms 40.9%
SingleProcess AUTOTUNE benchmarking takes 2.0913 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6912x1088, 1088x24)
  triton_mm_4901 0.0232 ms 100.0%
  triton_mm_4888 0.0242 ms 96.2%
  triton_mm_4900 0.0251 ms 92.7%
  mm 0.0252 ms 92.1%
  triton_mm_4892 0.0268 ms 86.5%
  triton_mm_4896 0.0268 ms 86.5%
  triton_mm_4895 0.0273 ms 85.0%
  triton_mm_4894 0.0275 ms 84.6%
  triton_mm_4889 0.0277 ms 83.7%
  triton_mm_4898 0.0284 ms 81.8%
SingleProcess AUTOTUNE benchmarking takes 6.7363 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6912, 6912x24)
  mm 0.0281 ms 100.0%
  triton_mm_4872 0.0414 ms 67.8%
  triton_mm_4879 0.0423 ms 66.3%
  triton_mm_4870 0.0559 ms 50.2%
  triton_mm_4884 0.0583 ms 48.1%
  triton_mm_4871 0.0638 ms 44.0%
  triton_mm_4878 0.0649 ms 43.3%
  triton_mm_4875 0.0670 ms 41.9%
  triton_mm_4883 0.0684 ms 41.1%
  triton_mm_4877 0.0727 ms 38.6%
SingleProcess AUTOTUNE benchmarking takes 6.1763 seconds and 0.0000 seconds precompiling
/opt/conda/envs/var/lib/python3.10/site-packages/torch/autograd/graph.py:769: UserWarning: Error detected in AdaptiveAvgPool2DBackward0. Traceback of forward call that caused the error:
  File "/home/user/VAR/train.py", line 374, in <module>
    try: main_training()
  File "/home/user/VAR/train.py", line 219, in main_training
    stats, (sec, remain_time, finish_time) = train_one_ep(
  File "/home/user/VAR/train.py", line 343, in train_one_ep
    grad_norm, scale_log2 = trainer.train_step(
  File "/home/user/VAR/trainer.py", line 158, in train_step
    x_BLCv_wo_first_l: Ten = self.vae_local.idxBl_to_var_input(gt_idx_Bl_list)
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in idxBl_to_var_input
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in <listcomp>
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lookup_free_quantize.py", line 404, in idxBl_to_var_input
    F.interpolate(f_hat, size=(pn_next, pn_next), mode='area').view(B, C, -1).transpose(1, 2))
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 4066, in interpolate
    return adaptive_avg_pool2d(input, output_size)
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 1260, in adaptive_avg_pool2d
    return torch._C._nn.adaptive_avg_pool2d(input, _output_size)
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:111.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
/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(6912x24, 24x1088)
  triton_mm_12 0.0261 ms 100.0%
  triton_mm_6 0.0264 ms 98.8%
  triton_mm_8 0.0264 ms 98.8%
  triton_mm_7 0.0266 ms 98.1%
  triton_mm_11 0.0267 ms 97.6%
  triton_mm_9 0.0267 ms 97.5%
  triton_mm_4 0.0272 ms 96.0%
  triton_mm_5 0.0280 ms 93.0%
  triton_mm_3 0.0284 ms 92.0%
  triton_mm_10 0.0288 ms 90.7%
SingleProcess AUTOTUNE benchmarking takes 2.5670 seconds and 0.0067 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_33 0.0210 ms 100.0%
  triton_mm_29 0.0217 ms 96.8%
  triton_mm_24 0.0223 ms 94.3%
  triton_mm_25 0.0228 ms 92.1%
  triton_mm_28 0.0233 ms 90.2%
  triton_mm_21 0.0239 ms 88.1%
  triton_mm_18 0.0239 ms 88.0%
  bias_addmm 0.0246 ms 85.3%
  triton_mm_19 0.0248 ms 84.9%
  triton_mm_20 0.0256 ms 82.3%
SingleProcess AUTOTUNE benchmarking takes 2.2024 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6936x3264, 6936x1088, 1088x3264)
  triton_mm_50 0.2334 ms 100.0%
  triton_mm_51 0.2361 ms 98.9%
  triton_mm_52 0.2654 ms 87.9%
  triton_mm_45 0.2677 ms 87.2%
  triton_mm_47 0.2783 ms 83.8%
  triton_mm_43 0.2802 ms 83.3%
  bias_addmm 0.3052 ms 76.5%
  triton_mm_48 0.3141 ms 74.3%
  triton_mm_44 0.3148 ms 74.1%
  triton_mm_46 0.3309 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.6043 seconds and 0.0081 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x1088, 1088x1088)
  triton_mm_70 0.0893 ms 100.0%
  triton_mm_69 0.0903 ms 98.9%
  triton_mm_66 0.0976 ms 91.5%
  triton_mm_71 0.1000 ms 89.3%
  triton_mm_64 0.1003 ms 89.1%
  bias_addmm 0.1042 ms 85.8%
  triton_mm_62 0.1077 ms 83.0%
  addmm 0.1103 ms 81.0%
  triton_mm_67 0.1132 ms 78.9%
  triton_mm_63 0.1213 ms 73.6%
SingleProcess AUTOTUNE benchmarking takes 2.5062 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6936x4352, 6936x1088, 1088x4352)
  triton_mm_88 0.3068 ms 100.0%
  triton_mm_89 0.3072 ms 99.9%
  triton_mm_83 0.3456 ms 88.8%
  triton_mm_90 0.3458 ms 88.7%
  triton_mm_81 0.3678 ms 83.4%
  bias_addmm 0.3687 ms 83.2%
  triton_mm_85 0.3722 ms 82.4%
  triton_mm_82 0.4097 ms 74.9%
  triton_mm_86 0.4225 ms 72.6%
  triton_mm_84 0.4283 ms 71.6%
SingleProcess AUTOTUNE benchmarking takes 2.6342 seconds and 0.0213 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_108 0.3084 ms 100.0%
  bias_addmm 0.3136 ms 98.3%
  triton_mm_107 0.3188 ms 96.7%
  addmm 0.3286 ms 93.9%
  triton_mm_109 0.3295 ms 93.6%
  triton_mm_104 0.3627 ms 85.0%
  triton_mm_102 0.3693 ms 83.5%
  triton_mm_103 0.3848 ms 80.1%
  triton_mm_100 0.3920 ms 78.7%
  triton_mm_105 0.4096 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.6576 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_122 0.0217 ms 100.0%
  triton_mm_126 0.0222 ms 97.8%
  triton_mm_117 0.0223 ms 97.1%
  triton_mm_118 0.0230 ms 94.2%
  bias_addmm 0.0237 ms 91.6%
  triton_mm_114 0.0239 ms 90.6%
  triton_mm_121 0.0243 ms 89.3%
  triton_mm_113 0.0245 ms 88.4%
  triton_mm_112 0.0247 ms 87.8%
  triton_mm_111 0.0248 ms 87.4%
SingleProcess AUTOTUNE benchmarking takes 2.1906 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_201 0.3083 ms 100.0%
  triton_mm_200 0.3176 ms 97.1%
  triton_mm_202 0.3285 ms 93.8%
  addmm 0.3288 ms 93.8%
  bias_addmm 0.3555 ms 86.7%
  triton_mm_197 0.3628 ms 85.0%
  triton_mm_195 0.3674 ms 83.9%
  triton_mm_196 0.3838 ms 80.3%
  triton_mm_193 0.3915 ms 78.7%
  triton_mm_198 0.4091 ms 75.4%
SingleProcess AUTOTUNE benchmarking takes 2.6391 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_294 0.3090 ms 100.0%
  triton_mm_293 0.3176 ms 97.3%
  triton_mm_295 0.3273 ms 94.4%
  addmm 0.3295 ms 93.8%
  bias_addmm 0.3555 ms 86.9%
  triton_mm_290 0.3627 ms 85.2%
  triton_mm_288 0.3671 ms 84.2%
  triton_mm_289 0.3831 ms 80.6%
  triton_mm_286 0.3922 ms 78.8%
  triton_mm_291 0.4090 ms 75.5%
SingleProcess AUTOTUNE benchmarking takes 2.6569 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_387 0.3087 ms 100.0%
  triton_mm_386 0.3172 ms 97.3%
  triton_mm_388 0.3276 ms 94.2%
  addmm 0.3295 ms 93.7%
  bias_addmm 0.3555 ms 86.9%
  triton_mm_383 0.3605 ms 85.6%
  triton_mm_381 0.3663 ms 84.3%
  triton_mm_382 0.3828 ms 80.6%
  triton_mm_379 0.3927 ms 78.6%
  triton_mm_384 0.4098 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.6526 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1602 0.0132 ms 100.0%
  triton_mm_1606 0.0138 ms 95.1%
  triton_mm_1610 0.0147 ms 89.3%
  triton_mm_1614 0.0158 ms 83.2%
  mm 0.0166 ms 79.3%
  triton_mm_1601 0.0167 ms 78.9%
  triton_mm_1605 0.0173 ms 76.0%
  triton_mm_1599 0.0181 ms 72.6%
  triton_mm_1600 0.0188 ms 70.0%
  triton_mm_1609 0.0188 ms 69.8%
SingleProcess AUTOTUNE benchmarking takes 7.0964 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x8192, 6936x1088, 1088x8192)
  triton_mm_1632 0.5685 ms 100.0%
  triton_mm_1631 0.5723 ms 99.3%
  triton_mm_1633 0.6399 ms 88.9%
  triton_mm_1626 0.6655 ms 85.4%
  triton_mm_1628 0.7009 ms 81.1%
  addmm 0.7061 ms 80.5%
  triton_mm_1624 0.7070 ms 80.4%
  bias_addmm 0.7472 ms 76.1%
  triton_mm_1625 0.7830 ms 72.6%
  triton_mm_1629 0.7984 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 11.2016 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6936, 6936x1088)
  triton_mm_1669 0.5606 ms 100.0%
  triton_mm_1670 0.5804 ms 96.6%
  mm 0.5974 ms 93.8%
  triton_mm_1671 0.6041 ms 92.8%
  triton_mm_1664 0.6759 ms 82.9%
  triton_mm_1666 0.6790 ms 82.6%
  triton_mm_1662 0.6876 ms 81.5%
  triton_mm_1667 0.7302 ms 76.8%
  triton_mm_1665 0.7388 ms 75.9%
  triton_mm_1663 0.7472 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 9.6269 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x4352)
  mm 0.2954 ms 100.0%
  triton_mm_1742 0.2998 ms 98.5%
  triton_mm_1741 0.3008 ms 98.2%
  triton_mm_1743 0.3054 ms 96.7%
  triton_mm_1736 0.3572 ms 82.7%
  triton_mm_1734 0.3600 ms 82.1%
  triton_mm_1738 0.3680 ms 80.3%
  triton_mm_1737 0.3879 ms 76.1%
  triton_mm_1739 0.4048 ms 73.0%
  triton_mm_1735 0.4104 ms 72.0%
SingleProcess AUTOTUNE benchmarking takes 2.5375 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1698 0.0112 ms 100.0%
  triton_mm_1700 0.0112 ms 100.0%
  triton_mm_1696 0.0115 ms 97.8%
  triton_mm_1699 0.0115 ms 97.8%
  triton_mm_1689 0.0119 ms 94.3%
  triton_mm_1702 0.0119 ms 94.1%
  triton_mm_1694 0.0121 ms 92.6%
  triton_mm_1691 0.0122 ms 91.6%
  triton_mm_1701 0.0123 ms 90.8%
  triton_mm_1695 0.0124 ms 90.7%
SingleProcess AUTOTUNE benchmarking takes 5.7239 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1680 0.0162 ms 100.0%
  triton_mm_1676 0.0163 ms 99.4%
  mm 0.0170 ms 95.3%
  triton_mm_1684 0.0206 ms 78.4%
  triton_mm_1675 0.0220 ms 73.7%
  triton_mm_1688 0.0222 ms 73.0%
  triton_mm_1674 0.0232 ms 69.7%
  triton_mm_1679 0.0248 ms 65.4%
  triton_mm_1683 0.0261 ms 62.0%
  triton_mm_1673 0.0265 ms 61.0%
SingleProcess AUTOTUNE benchmarking takes 2.1283 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6936x8192, 8192x1088)
  mm 0.5444 ms 100.0%
  triton_mm_1650 0.5734 ms 94.9%
  triton_mm_1651 0.5835 ms 93.3%
  triton_mm_1652 0.6003 ms 90.7%
  triton_mm_1647 0.6802 ms 80.0%
  triton_mm_1645 0.6892 ms 79.0%
  triton_mm_1643 0.7137 ms 76.3%
  triton_mm_1646 0.7236 ms 75.2%
  triton_mm_1648 0.7453 ms 73.0%
  triton_mm_1644 0.7892 ms 69.0%
SingleProcess AUTOTUNE benchmarking takes 2.6042 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  mm 0.2860 ms 100.0%
  triton_mm_1723 0.2883 ms 99.2%
  triton_mm_1722 0.2904 ms 98.5%
  triton_mm_1724 0.3268 ms 87.5%
  triton_mm_1715 0.3445 ms 83.0%
  triton_mm_1717 0.3465 ms 82.5%
  triton_mm_1719 0.3543 ms 80.7%
  triton_mm_1716 0.3691 ms 77.5%
  triton_mm_1720 0.3982 ms 71.8%
  triton_mm_1718 0.4268 ms 67.0%
SingleProcess AUTOTUNE benchmarking takes 2.5270 seconds and 0.0008 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  triton_mm_1837 0.2230 ms 100.0%
  triton_mm_1836 0.2282 ms 97.8%
  triton_mm_1838 0.2404 ms 92.8%
  triton_mm_1833 0.2564 ms 87.0%
  mm 0.2579 ms 86.5%
  triton_mm_1831 0.2683 ms 83.1%
  triton_mm_1829 0.2809 ms 79.4%
  triton_mm_1834 0.2953 ms 75.5%
  triton_mm_1832 0.3034 ms 73.5%
  triton_mm_1830 0.3145 ms 70.9%
SingleProcess AUTOTUNE benchmarking takes 9.6308 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  triton_mm_1779 0.2901 ms 100.0%
  mm 0.2933 ms 98.9%
  triton_mm_1780 0.2949 ms 98.4%
  triton_mm_1781 0.3017 ms 96.1%
  triton_mm_1776 0.3468 ms 83.7%
  triton_mm_1772 0.3545 ms 81.8%
  triton_mm_1774 0.3578 ms 81.1%
  triton_mm_1775 0.3860 ms 75.2%
  triton_mm_1777 0.3931 ms 73.8%
  triton_mm_1773 0.4021 ms 72.1%
SingleProcess AUTOTUNE benchmarking takes 9.8970 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2272 ms 100.0%
  triton_mm_1855 0.2796 ms 81.2%
  triton_mm_1852 0.2840 ms 80.0%
  triton_mm_1850 0.2841 ms 80.0%
  triton_mm_1848 0.2869 ms 79.2%
  triton_mm_1856 0.2872 ms 79.1%
  triton_mm_1857 0.2917 ms 77.9%
  triton_mm_1851 0.3149 ms 72.1%
  triton_mm_1853 0.3250 ms 69.9%
  triton_mm_1849 0.3315 ms 68.5%
SingleProcess AUTOTUNE benchmarking takes 9.6500 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_1819 0.1000 ms 100.0%
  mm 0.1014 ms 98.7%
  triton_mm_1812 0.1056 ms 94.7%
  triton_mm_1818 0.1093 ms 91.5%
  triton_mm_1809 0.1196 ms 83.6%
  triton_mm_1810 0.1203 ms 83.2%
  triton_mm_1814 0.1216 ms 82.3%
  triton_mm_1817 0.1231 ms 81.3%
  triton_mm_1813 0.1281 ms 78.1%
  triton_mm_1815 0.1311 ms 76.3%
SingleProcess AUTOTUNE benchmarking takes 9.6930 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x4352, 4352x1088)
  mm 0.3002 ms 100.0%
  triton_mm_1760 0.3054 ms 98.3%
  triton_mm_1761 0.3120 ms 96.2%
  triton_mm_1762 0.3222 ms 93.1%
  triton_mm_1757 0.3497 ms 85.8%
  triton_mm_1755 0.3599 ms 83.4%
  triton_mm_1753 0.3754 ms 80.0%
  triton_mm_1756 0.3799 ms 79.0%
  triton_mm_1758 0.3959 ms 75.8%
  triton_mm_1754 0.4207 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 2.5365 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x1088)
  triton_mm_1799 0.0830 ms 100.0%
  mm 0.0840 ms 98.8%
  triton_mm_1798 0.0851 ms 97.5%
  triton_mm_1795 0.0916 ms 90.6%
  triton_mm_1800 0.0942 ms 88.1%
  triton_mm_1791 0.0989 ms 83.9%
  triton_mm_1793 0.0990 ms 83.8%
  triton_mm_1796 0.1056 ms 78.6%
  triton_mm_1792 0.1084 ms 76.5%
  triton_mm_1789 0.1260 ms 65.9%
SingleProcess AUTOTUNE benchmarking takes 2.4203 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  triton_mm_1909 0.2845 ms 100.0%
  triton_mm_1908 0.2866 ms 99.3%
  triton_mm_1910 0.3240 ms 87.8%
  mm 0.3255 ms 87.4%
  triton_mm_1901 0.3414 ms 83.3%
  triton_mm_1903 0.3452 ms 82.4%
  triton_mm_1905 0.3528 ms 80.6%
  triton_mm_1902 0.3671 ms 77.5%
  triton_mm_1906 0.3936 ms 72.3%
  triton_mm_1904 0.4275 ms 66.5%
SingleProcess AUTOTUNE benchmarking takes 2.5100 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1887 0.0170 ms 100.0%
  triton_mm_1884 0.0174 ms 97.6%
  triton_mm_1880 0.0178 ms 95.3%
  triton_mm_1888 0.0181 ms 94.0%
  triton_mm_1882 0.0183 ms 93.0%
  triton_mm_1885 0.0183 ms 93.0%
  triton_mm_1883 0.0184 ms 92.2%
  triton_mm_1886 0.0185 ms 92.0%
  triton_mm_1881 0.0185 ms 91.9%
  triton_mm_1889 0.0191 ms 88.9%
SingleProcess AUTOTUNE benchmarking takes 2.1142 seconds and 0.0008 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x4352)
  mm 0.2933 ms 100.0%
  triton_mm_1928 0.2994 ms 98.0%
  triton_mm_1927 0.3002 ms 97.7%
  triton_mm_1929 0.3043 ms 96.4%
  triton_mm_1922 0.3580 ms 82.0%
  triton_mm_1920 0.3599 ms 81.5%
  triton_mm_1924 0.3688 ms 79.5%
  triton_mm_1923 0.3881 ms 75.6%
  triton_mm_1925 0.4036 ms 72.7%
  triton_mm_1921 0.4091 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 2.5331 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  triton_mm_1965 0.2939 ms 100.0%
  mm 0.2951 ms 99.6%
  triton_mm_1966 0.3000 ms 98.0%
  triton_mm_1967 0.3051 ms 96.3%
  triton_mm_1962 0.3507 ms 83.8%
  triton_mm_1958 0.3588 ms 81.9%
  triton_mm_1960 0.3644 ms 80.7%
  triton_mm_1961 0.3918 ms 75.0%
  triton_mm_1963 0.3987 ms 73.7%
  triton_mm_1959 0.4055 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 2.5350 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0268 ms 100.0%
  triton_mm_1862 0.0277 ms 96.7%
  triton_mm_1866 0.0318 ms 84.1%
  triton_mm_1870 0.0398 ms 67.3%
  triton_mm_1874 0.0517 ms 51.8%
  triton_mm_1861 0.0521 ms 51.4%
  triton_mm_1860 0.0561 ms 47.8%
  triton_mm_1865 0.0602 ms 44.5%
  triton_mm_1869 0.0618 ms 43.4%
  triton_mm_1859 0.0656 ms 40.8%
SingleProcess AUTOTUNE benchmarking takes 6.4663 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2278 ms 100.0%
  triton_mm_2041 0.2790 ms 81.7%
  triton_mm_2042 0.2865 ms 79.5%
  triton_mm_2038 0.2873 ms 79.3%
  triton_mm_2036 0.2877 ms 79.2%
  triton_mm_2043 0.2903 ms 78.5%
  triton_mm_2034 0.2911 ms 78.2%
  triton_mm_2037 0.3179 ms 71.7%
  triton_mm_2039 0.3280 ms 69.4%
  triton_mm_2035 0.3342 ms 68.2%
SingleProcess AUTOTUNE benchmarking takes 2.5116 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_2005 0.1002 ms 100.0%
  mm 0.1015 ms 98.7%
  triton_mm_1998 0.1056 ms 94.9%
  triton_mm_2004 0.1093 ms 91.7%
  triton_mm_1996 0.1204 ms 83.3%
  triton_mm_1995 0.1204 ms 83.2%
  triton_mm_2000 0.1217 ms 82.4%
  triton_mm_2003 0.1233 ms 81.3%
  triton_mm_1999 0.1292 ms 77.6%
  triton_mm_2001 0.1320 ms 75.9%
SingleProcess AUTOTUNE benchmarking takes 2.4047 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2235 ms 100.0%
  triton_mm_2023 0.2251 ms 99.3%
  triton_mm_2022 0.2318 ms 96.4%
  triton_mm_2024 0.2441 ms 91.5%
  triton_mm_2019 0.2597 ms 86.0%
  triton_mm_2017 0.2717 ms 82.3%
  triton_mm_2015 0.2839 ms 78.7%
  triton_mm_2020 0.2985 ms 74.9%
  triton_mm_2018 0.3067 ms 72.9%
  triton_mm_2016 0.3170 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.5118 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  mm 0.2829 ms 100.0%
  triton_mm_2095 0.2865 ms 98.7%
  triton_mm_2094 0.2881 ms 98.2%
  triton_mm_2096 0.3237 ms 87.4%
  triton_mm_2087 0.3420 ms 82.7%
  triton_mm_2089 0.3453 ms 81.9%
  triton_mm_2091 0.3526 ms 80.2%
  triton_mm_2088 0.3682 ms 76.8%
  triton_mm_2092 0.3939 ms 71.8%
  triton_mm_2090 0.4279 ms 66.1%
SingleProcess AUTOTUNE benchmarking takes 2.5263 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  triton_mm_2151 0.2931 ms 100.0%
  mm 0.2933 ms 99.9%
  triton_mm_2152 0.2978 ms 98.4%
  triton_mm_2153 0.3040 ms 96.4%
  triton_mm_2148 0.3508 ms 83.5%
  triton_mm_2144 0.3600 ms 81.4%
  triton_mm_2146 0.3631 ms 80.7%
  triton_mm_2147 0.3910 ms 74.9%
  triton_mm_2149 0.3984 ms 73.6%
  triton_mm_2145 0.4055 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.5330 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2048 0.0265 ms 100.0%
  mm 0.0267 ms 99.4%
  triton_mm_2052 0.0306 ms 86.8%
  triton_mm_2056 0.0398 ms 66.6%
  triton_mm_2047 0.0512 ms 51.8%
  triton_mm_2060 0.0515 ms 51.5%
  triton_mm_2046 0.0552 ms 48.0%
  triton_mm_2051 0.0603 ms 44.0%
  triton_mm_2055 0.0626 ms 42.4%
  triton_mm_2045 0.0656 ms 40.5%
SingleProcess AUTOTUNE benchmarking takes 2.0952 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2258 ms 100.0%
  triton_mm_2227 0.2792 ms 80.9%
  triton_mm_2222 0.2871 ms 78.7%
  triton_mm_2224 0.2874 ms 78.6%
  triton_mm_2228 0.2879 ms 78.5%
  triton_mm_2220 0.2897 ms 77.9%
  triton_mm_2229 0.2914 ms 77.5%
  triton_mm_2223 0.3175 ms 71.1%
  triton_mm_2225 0.3281 ms 68.8%
  triton_mm_2221 0.3333 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 2.5271 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_2191 0.1001 ms 100.0%
  mm 0.1015 ms 98.6%
  triton_mm_2184 0.1056 ms 94.8%
  triton_mm_2190 0.1092 ms 91.7%
  triton_mm_2181 0.1203 ms 83.2%
  triton_mm_2182 0.1203 ms 83.2%
  triton_mm_2186 0.1209 ms 82.8%
  triton_mm_2189 0.1231 ms 81.3%
  triton_mm_2185 0.1281 ms 78.1%
  triton_mm_2187 0.1321 ms 75.8%
SingleProcess AUTOTUNE benchmarking takes 2.4231 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2246 ms 100.0%
  triton_mm_2209 0.2262 ms 99.3%
  triton_mm_2208 0.2312 ms 97.2%
  triton_mm_2210 0.2437 ms 92.2%
  triton_mm_2205 0.2603 ms 86.3%
  triton_mm_2203 0.2725 ms 82.4%
  triton_mm_2201 0.2847 ms 78.9%
  triton_mm_2206 0.2988 ms 75.2%
  triton_mm_2204 0.3077 ms 73.0%
  triton_mm_2202 0.3184 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.5076 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  mm 0.2822 ms 100.0%
  triton_mm_2281 0.2857 ms 98.8%
  triton_mm_2280 0.2871 ms 98.3%
  triton_mm_2282 0.3253 ms 86.7%
  triton_mm_2273 0.3434 ms 82.2%
  triton_mm_2275 0.3467 ms 81.4%
  triton_mm_2277 0.3535 ms 79.8%
  triton_mm_2274 0.3691 ms 76.5%
  triton_mm_2278 0.3952 ms 71.4%
  triton_mm_2276 0.4284 ms 65.9%
SingleProcess AUTOTUNE benchmarking takes 2.5285 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_2377 0.0991 ms 100.0%
  mm 0.1010 ms 98.1%
  triton_mm_2370 0.1055 ms 93.9%
  triton_mm_2376 0.1083 ms 91.5%
  triton_mm_2367 0.1203 ms 82.4%
  triton_mm_2368 0.1203 ms 82.4%
  triton_mm_2372 0.1208 ms 82.0%
  triton_mm_2375 0.1222 ms 81.1%
  triton_mm_2371 0.1282 ms 77.3%
  triton_mm_2373 0.1310 ms 75.6%
SingleProcess AUTOTUNE benchmarking takes 2.4289 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2238 ms 100.0%
  triton_mm_2395 0.2255 ms 99.3%
  triton_mm_2394 0.2317 ms 96.6%
  triton_mm_2396 0.2449 ms 91.4%
  triton_mm_2391 0.2602 ms 86.0%
  triton_mm_2389 0.2719 ms 82.3%
  triton_mm_2387 0.2828 ms 79.2%
  triton_mm_2392 0.2989 ms 74.9%
  triton_mm_2390 0.3067 ms 73.0%
  triton_mm_2388 0.3173 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.5144 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  mm 0.2832 ms 100.0%
  triton_mm_2467 0.2870 ms 98.7%
  triton_mm_2466 0.2886 ms 98.1%
  triton_mm_2468 0.3252 ms 87.1%
  triton_mm_2461 0.3451 ms 82.1%
  triton_mm_2459 0.3476 ms 81.5%
  triton_mm_2463 0.3523 ms 80.4%
  triton_mm_2460 0.3676 ms 77.0%
  triton_mm_2464 0.3950 ms 71.7%
  triton_mm_2462 0.4266 ms 66.4%
SingleProcess AUTOTUNE benchmarking takes 2.5261 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2256 ms 100.0%
  triton_mm_2581 0.2269 ms 99.4%
  triton_mm_2580 0.2313 ms 97.5%
  triton_mm_2582 0.2437 ms 92.5%
  triton_mm_2577 0.2602 ms 86.7%
  triton_mm_2575 0.2716 ms 83.0%
  triton_mm_2573 0.2847 ms 79.2%
  triton_mm_2578 0.2986 ms 75.5%
  triton_mm_2576 0.3074 ms 73.4%
  triton_mm_2574 0.3177 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.5087 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  mm 0.2851 ms 100.0%
  triton_mm_2653 0.2869 ms 99.4%
  triton_mm_2652 0.2893 ms 98.5%
  triton_mm_2654 0.3249 ms 87.7%
  triton_mm_2645 0.3432 ms 83.1%
  triton_mm_2647 0.3455 ms 82.5%
  triton_mm_2649 0.3524 ms 80.9%
  triton_mm_2646 0.3736 ms 76.3%
  triton_mm_2650 0.3944 ms 72.3%
  triton_mm_2648 0.4278 ms 66.6%
SingleProcess AUTOTUNE benchmarking takes 2.5343 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2265 ms 100.0%
  triton_mm_2785 0.2801 ms 80.9%
  triton_mm_2786 0.2871 ms 78.9%
  triton_mm_2782 0.2885 ms 78.5%
  triton_mm_2780 0.2893 ms 78.3%
  triton_mm_2787 0.2908 ms 77.9%
  triton_mm_2778 0.2911 ms 77.8%
  triton_mm_2781 0.3188 ms 71.0%
  triton_mm_2783 0.3287 ms 68.9%
  triton_mm_2779 0.3353 ms 67.6%
SingleProcess AUTOTUNE benchmarking takes 2.5191 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_2749 0.1003 ms 100.0%
  mm 0.1014 ms 98.9%
  triton_mm_2742 0.1066 ms 94.1%
  triton_mm_2748 0.1094 ms 91.7%
  triton_mm_2739 0.1204 ms 83.3%
  triton_mm_2744 0.1210 ms 82.9%
  triton_mm_2740 0.1211 ms 82.8%
  triton_mm_2747 0.1232 ms 81.4%
  triton_mm_2743 0.1281 ms 78.3%
  triton_mm_2745 0.1311 ms 76.5%
SingleProcess AUTOTUNE benchmarking takes 2.4250 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2245 ms 100.0%
  triton_mm_2767 0.2264 ms 99.2%
  triton_mm_2766 0.2312 ms 97.1%
  triton_mm_2768 0.2437 ms 92.1%
  triton_mm_2763 0.2597 ms 86.5%
  triton_mm_2761 0.2724 ms 82.4%
  triton_mm_2759 0.2855 ms 78.6%
  triton_mm_2764 0.2986 ms 75.2%
  triton_mm_2762 0.3073 ms 73.1%
  triton_mm_2760 0.3187 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.5132 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2264 ms 100.0%
  triton_mm_2971 0.2802 ms 80.8%
  triton_mm_2968 0.2878 ms 78.7%
  triton_mm_2966 0.2882 ms 78.5%
  triton_mm_2972 0.2886 ms 78.4%
  triton_mm_2964 0.2894 ms 78.2%
  triton_mm_2973 0.2929 ms 77.3%
  triton_mm_2967 0.3178 ms 71.2%
  triton_mm_2969 0.3295 ms 68.7%
  triton_mm_2965 0.3340 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 2.5137 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_2935 0.1003 ms 100.0%
  mm 0.1015 ms 98.8%
  triton_mm_2928 0.1065 ms 94.2%
  triton_mm_2934 0.1094 ms 91.7%
  triton_mm_2925 0.1204 ms 83.3%
  triton_mm_2926 0.1210 ms 82.9%
  triton_mm_2930 0.1218 ms 82.3%
  triton_mm_2933 0.1233 ms 81.3%
  triton_mm_2929 0.1291 ms 77.7%
  triton_mm_2931 0.1320 ms 76.0%
SingleProcess AUTOTUNE benchmarking takes 2.4171 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2250 ms 100.0%
  triton_mm_2953 0.2265 ms 99.3%
  triton_mm_2952 0.2312 ms 97.3%
  triton_mm_2954 0.2441 ms 92.2%
  triton_mm_2949 0.2607 ms 86.3%
  triton_mm_2947 0.2724 ms 82.6%
  triton_mm_2945 0.2851 ms 78.9%
  triton_mm_2950 0.2990 ms 75.3%
  triton_mm_2948 0.3077 ms 73.1%
  triton_mm_2946 0.3182 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 2.5159 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2267 ms 100.0%
  triton_mm_3157 0.2794 ms 81.1%
  triton_mm_3158 0.2871 ms 78.9%
  triton_mm_3152 0.2881 ms 78.7%
  triton_mm_3154 0.2887 ms 78.5%
  triton_mm_3150 0.2909 ms 77.9%
  triton_mm_3159 0.2920 ms 77.6%
  triton_mm_3153 0.3186 ms 71.1%
  triton_mm_3155 0.3289 ms 68.9%
  triton_mm_3151 0.3342 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 2.5210 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  triton_mm_3121 0.1000 ms 100.0%
  mm 0.1015 ms 98.5%
  triton_mm_3114 0.1064 ms 94.0%
  triton_mm_3120 0.1093 ms 91.6%
  triton_mm_3111 0.1196 ms 83.6%
  triton_mm_3112 0.1208 ms 82.8%
  triton_mm_3116 0.1216 ms 82.3%
  triton_mm_3119 0.1231 ms 81.3%
  triton_mm_3115 0.1291 ms 77.5%
  triton_mm_3117 0.1321 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 2.4249 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2254 ms 100.0%
  triton_mm_3139 0.2262 ms 99.6%
  triton_mm_3138 0.2319 ms 97.2%
  triton_mm_3140 0.2453 ms 91.9%
  triton_mm_3135 0.2614 ms 86.2%
  triton_mm_3133 0.2727 ms 82.6%
  triton_mm_3131 0.2842 ms 79.3%
  triton_mm_3136 0.2998 ms 75.2%
  triton_mm_3134 0.3069 ms 73.4%
  triton_mm_3132 0.3176 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.5194 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6912x1088, 1088x24)
  triton_mm_4901 0.0224 ms 100.0%
  triton_mm_4900 0.0245 ms 91.1%
  mm 0.0248 ms 90.2%
  triton_mm_4888 0.0251 ms 89.0%
  triton_mm_4889 0.0263 ms 85.0%
  triton_mm_4896 0.0263 ms 85.0%
  triton_mm_4894 0.0271 ms 82.4%
  triton_mm_4898 0.0283 ms 79.2%
  triton_mm_4895 0.0283 ms 79.0%
  triton_mm_4892 0.0284 ms 78.9%
SingleProcess AUTOTUNE benchmarking takes 6.7019 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6912, 6912x24)
  mm 0.0280 ms 100.0%
  triton_mm_4879 0.0411 ms 68.0%
  triton_mm_4872 0.0420 ms 66.7%
  triton_mm_4870 0.0564 ms 49.6%
  triton_mm_4884 0.0586 ms 47.8%
  triton_mm_4871 0.0624 ms 44.8%
  triton_mm_4878 0.0635 ms 44.1%
  triton_mm_4875 0.0658 ms 42.5%
  triton_mm_4883 0.0687 ms 40.7%
  triton_mm_4877 0.0714 ms 39.2%
SingleProcess AUTOTUNE benchmarking takes 6.2125 seconds and 0.0000 seconds precompiling
/opt/conda/envs/var/lib/python3.10/site-packages/torch/autograd/graph.py:769: UserWarning: Error detected in AdaptiveAvgPool2DBackward0. Traceback of forward call that caused the error:
  File "/home/user/VAR/train.py", line 374, in <module>
    try: main_training()
  File "/home/user/VAR/train.py", line 219, in main_training
    stats, (sec, remain_time, finish_time) = train_one_ep(
  File "/home/user/VAR/train.py", line 343, in train_one_ep
    grad_norm, scale_log2 = trainer.train_step(
  File "/home/user/VAR/trainer.py", line 158, in train_step
    x_BLCv_wo_first_l: Ten = self.vae_local.idxBl_to_var_input(gt_idx_Bl_list)
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in idxBl_to_var_input
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in <listcomp>
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lookup_free_quantize.py", line 404, in idxBl_to_var_input
    F.interpolate(f_hat, size=(pn_next, pn_next), mode='area').view(B, C, -1).transpose(1, 2))
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 4066, in interpolate
    return adaptive_avg_pool2d(input, output_size)
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 1260, in adaptive_avg_pool2d
    return torch._C._nn.adaptive_avg_pool2d(input, _output_size)
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:111.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
/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(6912x24, 24x1088)
  triton_mm_8 0.0264 ms 100.0%
  triton_mm_12 0.0264 ms 100.0%
  triton_mm_7 0.0267 ms 99.0%
  triton_mm_11 0.0268 ms 98.8%
  triton_mm_6 0.0275 ms 96.0%
  triton_mm_9 0.0278 ms 95.1%
  triton_mm_4 0.0281 ms 94.0%
  triton_mm_13 0.0282 ms 93.9%
  triton_mm_15 0.0283 ms 93.3%
  triton_mm_14 0.0286 ms 92.4%
SingleProcess AUTOTUNE benchmarking takes 2.1220 seconds and 0.0122 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_29 0.0217 ms 100.0%
  triton_mm_33 0.0223 ms 97.0%
  triton_mm_24 0.0226 ms 95.9%
  triton_mm_21 0.0227 ms 95.4%
  triton_mm_25 0.0230 ms 94.2%
  triton_mm_28 0.0235 ms 92.4%
  triton_mm_18 0.0235 ms 92.2%
  bias_addmm 0.0240 ms 90.4%
  triton_mm_20 0.0244 ms 89.0%
  triton_mm_19 0.0251 ms 86.5%
SingleProcess AUTOTUNE benchmarking takes 2.1995 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6936x3264, 6936x1088, 1088x3264)
  triton_mm_50 0.2378 ms 100.0%
  triton_mm_51 0.2401 ms 99.0%
  triton_mm_52 0.2713 ms 87.7%
  triton_mm_45 0.2730 ms 87.1%
  triton_mm_47 0.2827 ms 84.1%
  triton_mm_43 0.2860 ms 83.1%
  bias_addmm 0.3044 ms 78.1%
  triton_mm_44 0.3221 ms 73.8%
  triton_mm_48 0.3235 ms 73.5%
  addmm 0.3318 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 2.5641 seconds and 0.0171 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x1088, 1088x1088)
  triton_mm_70 0.0900 ms 100.0%
  triton_mm_69 0.0917 ms 98.1%
  triton_mm_66 0.0990 ms 90.9%
  triton_mm_71 0.1006 ms 89.5%
  triton_mm_64 0.1027 ms 87.6%
  bias_addmm 0.1050 ms 85.7%
  triton_mm_62 0.1087 ms 82.8%
  addmm 0.1113 ms 80.9%
  triton_mm_67 0.1145 ms 78.6%
  triton_mm_63 0.1231 ms 73.1%
SingleProcess AUTOTUNE benchmarking takes 2.5123 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6936x4352, 6936x1088, 1088x4352)
  triton_mm_88 0.3089 ms 100.0%
  triton_mm_89 0.3099 ms 99.7%
  triton_mm_90 0.3492 ms 88.5%
  triton_mm_83 0.3510 ms 88.0%
  bias_addmm 0.3667 ms 84.3%
  triton_mm_81 0.3694 ms 83.6%
  triton_mm_85 0.3768 ms 82.0%
  triton_mm_82 0.4143 ms 74.6%
  triton_mm_86 0.4271 ms 72.3%
  addmm 0.4307 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 2.6022 seconds and 0.0064 seconds precompiling
AUTOTUNE addmm(6936x1088, 6936x4352, 4352x1088)
  triton_mm_108 0.3116 ms 100.0%
  bias_addmm 0.3159 ms 98.6%
  triton_mm_107 0.3205 ms 97.2%
  addmm 0.3323 ms 93.8%
  triton_mm_109 0.3327 ms 93.6%
  triton_mm_104 0.3632 ms 85.8%
  triton_mm_102 0.3703 ms 84.2%
  triton_mm_103 0.3872 ms 80.5%
  triton_mm_100 0.3967 ms 78.5%
  triton_mm_105 0.4143 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.6526 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(24x6528, 24x1088, 1088x6528)
  triton_mm_126 0.0223 ms 100.0%
  triton_mm_117 0.0225 ms 98.9%
  triton_mm_118 0.0227 ms 98.0%
  triton_mm_122 0.0228 ms 97.8%
  triton_mm_121 0.0235 ms 95.0%
  triton_mm_111 0.0235 ms 94.7%
  triton_mm_114 0.0236 ms 94.3%
  bias_addmm 0.0239 ms 93.0%
  triton_mm_112 0.0240 ms 92.7%
  triton_mm_113 0.0255 ms 87.2%
SingleProcess AUTOTUNE benchmarking takes 2.1880 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1602 0.0132 ms 100.0%
  triton_mm_1606 0.0139 ms 95.2%
  triton_mm_1610 0.0160 ms 82.6%
  triton_mm_1601 0.0167 ms 78.8%
  triton_mm_1614 0.0170 ms 77.6%
  triton_mm_1599 0.0177 ms 74.6%
  mm 0.0179 ms 73.8%
  triton_mm_1605 0.0182 ms 72.4%
  triton_mm_1600 0.0186 ms 71.0%
  triton_mm_1609 0.0196 ms 67.2%
SingleProcess AUTOTUNE benchmarking takes 7.6601 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6936x8192, 6936x1088, 1088x8192)
  triton_mm_1632 0.5674 ms 100.0%
  triton_mm_1631 0.5705 ms 99.5%
  triton_mm_1633 0.6389 ms 88.8%
  triton_mm_1626 0.6604 ms 85.9%
  triton_mm_1628 0.7009 ms 81.0%
  addmm 0.7069 ms 80.3%
  triton_mm_1624 0.7126 ms 79.6%
  bias_addmm 0.7489 ms 75.8%
  triton_mm_1625 0.7891 ms 71.9%
  triton_mm_1629 0.7927 ms 71.6%
SingleProcess AUTOTUNE benchmarking takes 11.5178 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6936, 6936x1088)
  triton_mm_1669 0.5561 ms 100.0%
  triton_mm_1670 0.5748 ms 96.7%
  mm 0.5962 ms 93.3%
  triton_mm_1671 0.5985 ms 92.9%
  triton_mm_1664 0.6667 ms 83.4%
  triton_mm_1666 0.6776 ms 82.1%
  triton_mm_1662 0.6798 ms 81.8%
  triton_mm_1667 0.7275 ms 76.4%
  triton_mm_1665 0.7300 ms 76.2%
  triton_mm_1663 0.7413 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 9.5583 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x4352)
  mm 0.2939 ms 100.0%
  triton_mm_1742 0.2968 ms 99.0%
  triton_mm_1741 0.2971 ms 98.9%
  triton_mm_1743 0.3019 ms 97.4%
  triton_mm_1736 0.3525 ms 83.4%
  triton_mm_1734 0.3552 ms 82.7%
  triton_mm_1738 0.3641 ms 80.7%
  triton_mm_1737 0.3826 ms 76.8%
  triton_mm_1739 0.4002 ms 73.4%
  triton_mm_1735 0.4055 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 9.7405 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1697 0.0113 ms 100.0%
  triton_mm_1701 0.0115 ms 98.1%
  triton_mm_1694 0.0119 ms 94.9%
  triton_mm_1689 0.0120 ms 94.1%
  triton_mm_1693 0.0120 ms 93.9%
  triton_mm_1696 0.0122 ms 92.7%
  triton_mm_1703 0.0123 ms 92.2%
  triton_mm_1704 0.0123 ms 92.2%
  triton_mm_1705 0.0123 ms 91.9%
  triton_mm_1702 0.0123 ms 91.8%
SingleProcess AUTOTUNE benchmarking takes 5.8812 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1676 0.0160 ms 100.0%
  triton_mm_1680 0.0169 ms 94.3%
  mm 0.0181 ms 88.1%
  triton_mm_1684 0.0208 ms 76.7%
  triton_mm_1675 0.0232 ms 69.0%
  triton_mm_1688 0.0233 ms 68.5%
  triton_mm_1674 0.0245 ms 65.2%
  triton_mm_1679 0.0253 ms 63.1%
  triton_mm_1673 0.0261 ms 61.1%
  triton_mm_1683 0.0261 ms 61.1%
SingleProcess AUTOTUNE benchmarking takes 7.5997 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x8192, 8192x1088)
  mm 0.5378 ms 100.0%
  triton_mm_1650 0.5700 ms 94.4%
  triton_mm_1651 0.5804 ms 92.7%
  triton_mm_1652 0.5961 ms 90.2%
  triton_mm_1647 0.6720 ms 80.0%
  triton_mm_1645 0.6830 ms 78.7%
  triton_mm_1643 0.7127 ms 75.5%
  triton_mm_1646 0.7205 ms 74.6%
  triton_mm_1648 0.7395 ms 72.7%
  triton_mm_1644 0.7887 ms 68.2%
SingleProcess AUTOTUNE benchmarking takes 2.6085 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x4352)
  mm 0.2859 ms 100.0%
  triton_mm_1723 0.2884 ms 99.1%
  triton_mm_1722 0.2899 ms 98.6%
  triton_mm_1724 0.3274 ms 87.3%
  triton_mm_1715 0.3441 ms 83.1%
  triton_mm_1717 0.3464 ms 82.5%
  triton_mm_1719 0.3554 ms 80.4%
  triton_mm_1716 0.3672 ms 77.9%
  triton_mm_1720 0.3980 ms 71.8%
  triton_mm_1718 0.4280 ms 66.8%
SingleProcess AUTOTUNE benchmarking takes 2.5277 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  triton_mm_1837 0.2247 ms 100.0%
  triton_mm_1836 0.2308 ms 97.3%
  triton_mm_1838 0.2430 ms 92.4%
  mm 0.2580 ms 87.1%
  triton_mm_1833 0.2582 ms 87.0%
  triton_mm_1831 0.2704 ms 83.1%
  triton_mm_1829 0.2822 ms 79.6%
  triton_mm_1834 0.2974 ms 75.5%
  triton_mm_1832 0.3058 ms 73.5%
  triton_mm_1830 0.3164 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 9.7038 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  triton_mm_1779 0.2930 ms 100.0%
  mm 0.2952 ms 99.3%
  triton_mm_1780 0.2987 ms 98.1%
  triton_mm_1781 0.3036 ms 96.5%
  triton_mm_1776 0.3499 ms 83.7%
  triton_mm_1772 0.3570 ms 82.1%
  triton_mm_1774 0.3615 ms 81.1%
  triton_mm_1775 0.3915 ms 74.8%
  triton_mm_1777 0.3967 ms 73.9%
  triton_mm_1773 0.4051 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.5345 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2259 ms 100.0%
  triton_mm_1855 0.2803 ms 80.6%
  triton_mm_1852 0.2866 ms 78.8%
  triton_mm_1850 0.2873 ms 78.6%
  triton_mm_1856 0.2877 ms 78.5%
  triton_mm_1857 0.2908 ms 77.7%
  triton_mm_1848 0.2925 ms 77.2%
  triton_mm_1851 0.3178 ms 71.1%
  triton_mm_1853 0.3287 ms 68.7%
  triton_mm_1849 0.3337 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 2.5147 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  mm 0.0971 ms 100.0%
  triton_mm_1819 0.1005 ms 96.7%
  triton_mm_1812 0.1058 ms 91.8%
  triton_mm_1818 0.1096 ms 88.6%
  triton_mm_1810 0.1203 ms 80.8%
  triton_mm_1809 0.1205 ms 80.6%
  triton_mm_1814 0.1215 ms 79.9%
  triton_mm_1817 0.1230 ms 79.0%
  triton_mm_1813 0.1292 ms 75.2%
  triton_mm_1815 0.1319 ms 73.6%
SingleProcess AUTOTUNE benchmarking takes 2.4158 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6936x4352, 4352x1088)
  mm 0.2992 ms 100.0%
  triton_mm_1760 0.3049 ms 98.1%
  triton_mm_1761 0.3126 ms 95.7%
  triton_mm_1762 0.3239 ms 92.4%
  triton_mm_1757 0.3514 ms 85.1%
  triton_mm_1755 0.3606 ms 83.0%
  triton_mm_1753 0.3774 ms 79.3%
  triton_mm_1756 0.3802 ms 78.7%
  triton_mm_1758 0.3977 ms 75.2%
  triton_mm_1754 0.4233 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 2.5379 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x1088)
  triton_mm_1799 0.0834 ms 100.0%
  mm 0.0841 ms 99.1%
  triton_mm_1798 0.0847 ms 98.4%
  triton_mm_1795 0.0919 ms 90.7%
  triton_mm_1800 0.0944 ms 88.3%
  triton_mm_1791 0.0994 ms 83.9%
  triton_mm_1793 0.0994 ms 83.9%
  triton_mm_1796 0.1059 ms 78.7%
  triton_mm_1792 0.1089 ms 76.6%
  triton_mm_1794 0.1265 ms 65.9%
SingleProcess AUTOTUNE benchmarking takes 2.4176 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6936x4352, 4352x1088)
  mm 0.2974 ms 100.0%
  triton_mm_1946 0.3046 ms 97.7%
  triton_mm_1947 0.3116 ms 95.5%
  triton_mm_1948 0.3268 ms 91.0%
  triton_mm_1943 0.3516 ms 84.6%
  triton_mm_1941 0.3604 ms 82.5%
  triton_mm_1939 0.3770 ms 78.9%
  triton_mm_1942 0.3801 ms 78.2%
  triton_mm_1944 0.3963 ms 75.1%
  triton_mm_1940 0.4209 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 2.5382 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_1883 0.0171 ms 100.0%
  triton_mm_1887 0.0171 ms 100.0%
  triton_mm_1880 0.0174 ms 98.3%
  triton_mm_1886 0.0178 ms 96.4%
  triton_mm_1881 0.0181 ms 94.4%
  triton_mm_1890 0.0183 ms 93.7%
  triton_mm_1882 0.0184 ms 93.2%
  triton_mm_1884 0.0186 ms 91.9%
  triton_mm_1885 0.0187 ms 91.8%
  triton_mm_1888 0.0191 ms 89.8%
SingleProcess AUTOTUNE benchmarking takes 5.7517 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x4352)
  mm 0.2931 ms 100.0%
  triton_mm_1928 0.3004 ms 97.6%
  triton_mm_1927 0.3012 ms 97.3%
  triton_mm_1929 0.3049 ms 96.1%
  triton_mm_1922 0.3563 ms 82.3%
  triton_mm_1920 0.3608 ms 81.2%
  triton_mm_1924 0.3686 ms 79.5%
  triton_mm_1923 0.3862 ms 75.9%
  triton_mm_1925 0.4054 ms 72.3%
  triton_mm_1921 0.4104 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.5370 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  triton_mm_1965 0.2949 ms 100.0%
  mm 0.2950 ms 100.0%
  triton_mm_1966 0.2998 ms 98.4%
  triton_mm_1967 0.3055 ms 96.5%
  triton_mm_1962 0.3502 ms 84.2%
  triton_mm_1958 0.3591 ms 82.1%
  triton_mm_1960 0.3647 ms 80.9%
  triton_mm_1961 0.3925 ms 75.1%
  triton_mm_1963 0.3990 ms 73.9%
  triton_mm_1959 0.4072 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 2.5291 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  mm 0.0276 ms 100.0%
  triton_mm_1862 0.0282 ms 97.6%
  triton_mm_1866 0.0313 ms 87.9%
  triton_mm_1870 0.0408 ms 67.6%
  triton_mm_1861 0.0513 ms 53.7%
  triton_mm_1874 0.0516 ms 53.4%
  triton_mm_1860 0.0553 ms 49.8%
  triton_mm_1865 0.0604 ms 45.7%
  triton_mm_1869 0.0632 ms 43.6%
  triton_mm_1859 0.0659 ms 41.8%
SingleProcess AUTOTUNE benchmarking takes 2.0868 seconds and 0.0008 seconds precompiling
AUTOTUNE mm(3264x6936, 6936x1088)
  mm 0.2255 ms 100.0%
  triton_mm_2041 0.2807 ms 80.3%
  triton_mm_2036 0.2873 ms 78.5%
  triton_mm_2038 0.2884 ms 78.2%
  triton_mm_2042 0.2889 ms 78.1%
  triton_mm_2034 0.2899 ms 77.8%
  triton_mm_2043 0.2930 ms 77.0%
  triton_mm_2037 0.3191 ms 70.7%
  triton_mm_2039 0.3295 ms 68.4%
  triton_mm_2035 0.3348 ms 67.4%
SingleProcess AUTOTUNE benchmarking takes 2.5113 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6936, 6936x1088)
  mm 0.0980 ms 100.0%
  triton_mm_2005 0.1005 ms 97.5%
  triton_mm_1998 0.1067 ms 91.8%
  triton_mm_2004 0.1097 ms 89.3%
  triton_mm_1995 0.1206 ms 81.3%
  triton_mm_2000 0.1208 ms 81.1%
  triton_mm_1996 0.1209 ms 81.0%
  triton_mm_2003 0.1228 ms 79.8%
  triton_mm_1999 0.1284 ms 76.3%
  triton_mm_2001 0.1313 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 2.4187 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x1088)
  mm 0.0833 ms 100.0%
  triton_mm_1985 0.0842 ms 98.9%
  triton_mm_1984 0.0847 ms 98.4%
  triton_mm_1981 0.0918 ms 90.8%
  triton_mm_1986 0.0936 ms 89.0%
  triton_mm_1977 0.0980 ms 85.0%
  triton_mm_1979 0.1000 ms 83.3%
  triton_mm_1982 0.1055 ms 79.0%
  triton_mm_1978 0.1080 ms 77.2%
  triton_mm_1975 0.1262 ms 66.0%
SingleProcess AUTOTUNE benchmarking takes 2.3998 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2253 ms 100.0%
  triton_mm_2023 0.2271 ms 99.2%
  triton_mm_2022 0.2310 ms 97.5%
  triton_mm_2024 0.2442 ms 92.3%
  triton_mm_2019 0.2602 ms 86.6%
  triton_mm_2017 0.2728 ms 82.6%
  triton_mm_2015 0.2848 ms 79.1%
  triton_mm_2020 0.2993 ms 75.3%
  triton_mm_2018 0.3088 ms 73.0%
  triton_mm_2016 0.3191 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.5043 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x4352, 4352x1088)
  mm 0.2973 ms 100.0%
  triton_mm_2132 0.3060 ms 97.2%
  triton_mm_2133 0.3137 ms 94.8%
  triton_mm_2134 0.3223 ms 92.2%
  triton_mm_2129 0.3520 ms 84.5%
  triton_mm_2127 0.3626 ms 82.0%
  triton_mm_2125 0.3766 ms 79.0%
  triton_mm_2128 0.3819 ms 77.9%
  triton_mm_2130 0.3970 ms 74.9%
  triton_mm_2126 0.4216 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.5340 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6528x24, 24x1088)
  triton_mm_2067 0.0171 ms 100.0%
  triton_mm_2069 0.0171 ms 100.0%
  triton_mm_2070 0.0178 ms 96.4%
  triton_mm_2074 0.0181 ms 94.4%
  triton_mm_2073 0.0183 ms 93.4%
  triton_mm_2068 0.0184 ms 93.2%
  triton_mm_2066 0.0185 ms 92.7%
  triton_mm_2072 0.0186 ms 91.9%
  triton_mm_2076 0.0191 ms 89.6%
  triton_mm_2077 0.0193 ms 88.7%
SingleProcess AUTOTUNE benchmarking takes 2.1140 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6936, 6936x1088)
  triton_mm_2151 0.2942 ms 100.0%
  mm 0.2942 ms 100.0%
  triton_mm_2152 0.3002 ms 98.0%
  triton_mm_2153 0.3064 ms 96.0%
  triton_mm_2148 0.3528 ms 83.4%
  triton_mm_2144 0.3596 ms 81.8%
  triton_mm_2146 0.3623 ms 81.2%
  triton_mm_2147 0.3937 ms 74.7%
  triton_mm_2149 0.3984 ms 73.8%
  triton_mm_2145 0.4068 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.5373 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x6528, 6528x1088)
  triton_mm_2048 0.0271 ms 100.0%
  mm 0.0276 ms 98.1%
  triton_mm_2052 0.0325 ms 83.4%
  triton_mm_2056 0.0408 ms 66.5%
  triton_mm_2047 0.0521 ms 52.0%
  triton_mm_2060 0.0521 ms 52.0%
  triton_mm_2046 0.0554 ms 49.0%
  triton_mm_2051 0.0595 ms 45.6%
  triton_mm_2055 0.0623 ms 43.5%
  triton_mm_2045 0.0650 ms 41.7%
SingleProcess AUTOTUNE benchmarking takes 2.0991 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x1088)
  triton_mm_2171 0.0832 ms 100.0%
  mm 0.0844 ms 98.7%
  triton_mm_2170 0.0845 ms 98.5%
  triton_mm_2167 0.0928 ms 89.7%
  triton_mm_2172 0.0949 ms 87.7%
  triton_mm_2163 0.0986 ms 84.5%
  triton_mm_2165 0.1002 ms 83.1%
  triton_mm_2168 0.1049 ms 79.3%
  triton_mm_2164 0.1079 ms 77.2%
  triton_mm_2161 0.1262 ms 65.9%
SingleProcess AUTOTUNE benchmarking takes 2.4030 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2249 ms 100.0%
  triton_mm_2209 0.2269 ms 99.1%
  triton_mm_2208 0.2316 ms 97.1%
  triton_mm_2210 0.2437 ms 92.3%
  triton_mm_2205 0.2593 ms 86.7%
  triton_mm_2203 0.2726 ms 82.5%
  triton_mm_2201 0.2850 ms 78.9%
  triton_mm_2206 0.2988 ms 75.3%
  triton_mm_2204 0.3084 ms 72.9%
  triton_mm_2202 0.3188 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.5128 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x1088)
  mm 0.0832 ms 100.0%
  triton_mm_2357 0.0832 ms 100.0%
  triton_mm_2356 0.0845 ms 98.5%
  triton_mm_2353 0.0928 ms 89.7%
  triton_mm_2358 0.0946 ms 88.0%
  triton_mm_2349 0.0994 ms 83.7%
  triton_mm_2351 0.1005 ms 82.8%
  triton_mm_2354 0.1049 ms 79.3%
  triton_mm_2350 0.1086 ms 76.6%
  triton_mm_2347 0.1272 ms 65.4%
SingleProcess AUTOTUNE benchmarking takes 2.4078 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2250 ms 100.0%
  triton_mm_2395 0.2267 ms 99.3%
  triton_mm_2394 0.2313 ms 97.3%
  triton_mm_2396 0.2440 ms 92.2%
  triton_mm_2391 0.2592 ms 86.8%
  triton_mm_2389 0.2728 ms 82.5%
  triton_mm_2387 0.2847 ms 79.0%
  triton_mm_2392 0.2989 ms 75.3%
  triton_mm_2390 0.3083 ms 73.0%
  triton_mm_2388 0.3186 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.5090 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x1088)
  mm 0.0832 ms 100.0%
  triton_mm_2543 0.0832 ms 100.0%
  triton_mm_2542 0.0845 ms 98.4%
  triton_mm_2539 0.0920 ms 90.4%
  triton_mm_2544 0.0947 ms 87.9%
  triton_mm_2535 0.0997 ms 83.5%
  triton_mm_2537 0.1005 ms 82.8%
  triton_mm_2540 0.1057 ms 78.7%
  triton_mm_2536 0.1088 ms 76.5%
  triton_mm_2533 0.1270 ms 65.5%
SingleProcess AUTOTUNE benchmarking takes 2.4114 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2250 ms 100.0%
  triton_mm_2581 0.2256 ms 99.7%
  triton_mm_2580 0.2320 ms 97.0%
  triton_mm_2582 0.2447 ms 91.9%
  triton_mm_2577 0.2606 ms 86.3%
  triton_mm_2575 0.2731 ms 82.4%
  triton_mm_2573 0.2843 ms 79.1%
  triton_mm_2578 0.2994 ms 75.1%
  triton_mm_2576 0.3078 ms 73.1%
  triton_mm_2574 0.3189 ms 70.5%
SingleProcess AUTOTUNE benchmarking takes 2.5076 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x1088)
  triton_mm_2729 0.0833 ms 100.0%
  mm 0.0840 ms 99.2%
  triton_mm_2728 0.0850 ms 97.9%
  triton_mm_2725 0.0920 ms 90.5%
  triton_mm_2730 0.0947 ms 87.9%
  triton_mm_2721 0.0987 ms 84.4%
  triton_mm_2723 0.0992 ms 83.9%
  triton_mm_2726 0.1059 ms 78.6%
  triton_mm_2722 0.1079 ms 77.2%
  triton_mm_2719 0.1262 ms 66.0%
SingleProcess AUTOTUNE benchmarking takes 2.4030 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2252 ms 100.0%
  triton_mm_2767 0.2254 ms 99.9%
  triton_mm_2766 0.2318 ms 97.1%
  triton_mm_2768 0.2442 ms 92.2%
  triton_mm_2763 0.2596 ms 86.7%
  triton_mm_2761 0.2715 ms 82.9%
  triton_mm_2759 0.2846 ms 79.1%
  triton_mm_2764 0.2995 ms 75.2%
  triton_mm_2762 0.3070 ms 73.3%
  triton_mm_2760 0.3183 ms 70.7%
SingleProcess AUTOTUNE benchmarking takes 2.5108 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x1088)
  triton_mm_2915 0.0832 ms 100.0%
  mm 0.0839 ms 99.2%
  triton_mm_2914 0.0845 ms 98.5%
  triton_mm_2911 0.0920 ms 90.5%
  triton_mm_2916 0.0947 ms 87.9%
  triton_mm_2907 0.0987 ms 84.3%
  triton_mm_2909 0.0992 ms 83.9%
  triton_mm_2912 0.1049 ms 79.3%
  triton_mm_2908 0.1078 ms 77.2%
  triton_mm_2905 0.1262 ms 65.9%
SingleProcess AUTOTUNE benchmarking takes 2.4008 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2245 ms 100.0%
  triton_mm_2953 0.2269 ms 99.0%
  triton_mm_2952 0.2317 ms 96.9%
  triton_mm_2954 0.2441 ms 92.0%
  triton_mm_2949 0.2595 ms 86.5%
  triton_mm_2947 0.2715 ms 82.7%
  triton_mm_2945 0.2844 ms 78.9%
  triton_mm_2950 0.2990 ms 75.1%
  triton_mm_2948 0.3084 ms 72.8%
  triton_mm_2946 0.3189 ms 70.4%
SingleProcess AUTOTUNE benchmarking takes 2.5006 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x1088, 1088x1088)
  triton_mm_3101 0.0842 ms 100.0%
  mm 0.0842 ms 99.9%
  triton_mm_3100 0.0853 ms 98.7%
  triton_mm_3097 0.0920 ms 91.5%
  triton_mm_3102 0.0947 ms 88.9%
  triton_mm_3093 0.0993 ms 84.7%
  triton_mm_3095 0.1003 ms 83.9%
  triton_mm_3098 0.1059 ms 79.5%
  triton_mm_3094 0.1087 ms 77.4%
  triton_mm_3091 0.1272 ms 66.1%
SingleProcess AUTOTUNE benchmarking takes 2.4218 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6936x3264, 3264x1088)
  mm 0.2240 ms 100.0%
  triton_mm_3139 0.2263 ms 99.0%
  triton_mm_3138 0.2310 ms 97.0%
  triton_mm_3140 0.2435 ms 92.0%
  triton_mm_3135 0.2598 ms 86.2%
  triton_mm_3133 0.2711 ms 82.6%
  triton_mm_3131 0.2845 ms 78.7%
  triton_mm_3136 0.2992 ms 74.9%
  triton_mm_3134 0.3079 ms 72.7%
  triton_mm_3132 0.3191 ms 70.2%
SingleProcess AUTOTUNE benchmarking takes 2.5173 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6912x1088, 1088x24)
  triton_mm_4901 0.0227 ms 100.0%
  triton_mm_4900 0.0236 ms 96.3%
  mm 0.0249 ms 91.3%
  triton_mm_4888 0.0250 ms 90.8%
  triton_mm_4894 0.0259 ms 87.8%
  triton_mm_4896 0.0264 ms 86.1%
  triton_mm_4889 0.0264 ms 86.0%
  triton_mm_4898 0.0272 ms 83.6%
  triton_mm_4892 0.0273 ms 83.2%
  triton_mm_4895 0.0279 ms 81.4%
SingleProcess AUTOTUNE benchmarking takes 6.6071 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6912, 6912x24)
  mm 0.0291 ms 100.0%
  triton_mm_4879 0.0420 ms 69.3%
  triton_mm_4872 0.0422 ms 69.0%
  triton_mm_4870 0.0556 ms 52.3%
  triton_mm_4884 0.0588 ms 49.5%
  triton_mm_4871 0.0631 ms 46.2%
  triton_mm_4878 0.0642 ms 45.4%
  triton_mm_4875 0.0664 ms 43.9%
  triton_mm_4883 0.0695 ms 41.9%
  triton_mm_4877 0.0728 ms 40.0%
SingleProcess AUTOTUNE benchmarking takes 6.3455 seconds and 0.0000 seconds precompiling
/opt/conda/envs/var/lib/python3.10/site-packages/torch/autograd/graph.py:769: UserWarning: Error detected in AdaptiveAvgPool2DBackward0. Traceback of forward call that caused the error:
  File "/home/user/VAR/train.py", line 374, in <module>
    try: main_training()
  File "/home/user/VAR/train.py", line 219, in main_training
    stats, (sec, remain_time, finish_time) = train_one_ep(
  File "/home/user/VAR/train.py", line 343, in train_one_ep
    grad_norm, scale_log2 = trainer.train_step(
  File "/home/user/VAR/trainer.py", line 158, in train_step
    x_BLCv_wo_first_l: Ten = self.vae_local.idxBl_to_var_input(gt_idx_Bl_list)
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in idxBl_to_var_input
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in <listcomp>
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lookup_free_quantize.py", line 404, in idxBl_to_var_input
    F.interpolate(f_hat, size=(pn_next, pn_next), mode='area').view(B, C, -1).transpose(1, 2))
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 4066, in interpolate
    return adaptive_avg_pool2d(input, output_size)
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 1260, in adaptive_avg_pool2d
    return torch._C._nn.adaptive_avg_pool2d(input, _output_size)
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:111.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass







=======================================================   RESTART [11-16 02:55:14]   =======================================================







=======================================================   RESTART [11-16 02:55:14]   =======================================================







=======================================================   RESTART [11-16 02:55:14]   =======================================================







=======================================================   RESTART [11-16 02:55:14]   =======================================================
/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/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/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/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")







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=======================================================   RESTART [11-16 02:58:48]   =======================================================
/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-20241115_105954-6lqkbqha
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run polar-planet-398
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/6lqkbqha
/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/models/var.py:361: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/opt/conda/envs/var/lib/python3.10/site-packages/torch/autograd/graph.py:769: UserWarning: Error detected in AdaptiveAvgPool2DBackward0. Traceback of forward call that caused the error:
  File "/home/user/VAR/train.py", line 374, in <module>
    try: main_training()
  File "/home/user/VAR/train.py", line 219, in main_training
    stats, (sec, remain_time, finish_time) = train_one_ep(
  File "/home/user/VAR/train.py", line 343, in train_one_ep
    grad_norm, scale_log2 = trainer.train_step(
  File "/home/user/VAR/trainer.py", line 158, in train_step
    x_BLCv_wo_first_l: Ten = self.vae_local.idxBl_to_var_input(gt_idx_Bl_list)
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in idxBl_to_var_input
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in <listcomp>
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lookup_free_quantize.py", line 404, in idxBl_to_var_input
    F.interpolate(f_hat, size=(pn_next, pn_next), mode='area').view(B, C, -1).transpose(1, 2))
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 4066, in interpolate
    return adaptive_avg_pool2d(input, output_size)
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 1260, in adaptive_avg_pool2d
    return torch._C._nn.adaptive_avg_pool2d(input, _output_size)
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:111.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
/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):
/home/user/VAR/models/var.py:361: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/opt/conda/envs/var/lib/python3.10/site-packages/torch/autograd/graph.py:769: UserWarning: Error detected in AdaptiveAvgPool2DBackward0. Traceback of forward call that caused the error:
  File "/home/user/VAR/train.py", line 374, in <module>
    try: main_training()
  File "/home/user/VAR/train.py", line 219, in main_training
    stats, (sec, remain_time, finish_time) = train_one_ep(
  File "/home/user/VAR/train.py", line 343, in train_one_ep
    grad_norm, scale_log2 = trainer.train_step(
  File "/home/user/VAR/trainer.py", line 158, in train_step
    x_BLCv_wo_first_l: Ten = self.vae_local.idxBl_to_var_input(gt_idx_Bl_list)
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in idxBl_to_var_input
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in <listcomp>
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lookup_free_quantize.py", line 404, in idxBl_to_var_input
    F.interpolate(f_hat, size=(pn_next, pn_next), mode='area').view(B, C, -1).transpose(1, 2))
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 4066, in interpolate
    return adaptive_avg_pool2d(input, output_size)
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 1260, in adaptive_avg_pool2d
    return torch._C._nn.adaptive_avg_pool2d(input, _output_size)
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:111.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
/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):
/home/user/VAR/models/var.py:361: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/opt/conda/envs/var/lib/python3.10/site-packages/torch/autograd/graph.py:769: UserWarning: Error detected in AdaptiveAvgPool2DBackward0. Traceback of forward call that caused the error:
  File "/home/user/VAR/train.py", line 374, in <module>
    try: main_training()
  File "/home/user/VAR/train.py", line 219, in main_training
    stats, (sec, remain_time, finish_time) = train_one_ep(
  File "/home/user/VAR/train.py", line 343, in train_one_ep
    grad_norm, scale_log2 = trainer.train_step(
  File "/home/user/VAR/trainer.py", line 158, in train_step
    x_BLCv_wo_first_l: Ten = self.vae_local.idxBl_to_var_input(gt_idx_Bl_list)
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in idxBl_to_var_input
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in <listcomp>
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lookup_free_quantize.py", line 404, in idxBl_to_var_input
    F.interpolate(f_hat, size=(pn_next, pn_next), mode='area').view(B, C, -1).transpose(1, 2))
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 4066, in interpolate
    return adaptive_avg_pool2d(input, output_size)
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 1260, in adaptive_avg_pool2d
    return torch._C._nn.adaptive_avg_pool2d(input, _output_size)
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:111.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
/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):
/home/user/VAR/models/var.py:361: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/opt/conda/envs/var/lib/python3.10/site-packages/torch/autograd/graph.py:769: UserWarning: Error detected in AdaptiveAvgPool2DBackward0. Traceback of forward call that caused the error:
  File "/home/user/VAR/train.py", line 374, in <module>
    try: main_training()
  File "/home/user/VAR/train.py", line 219, in main_training
    stats, (sec, remain_time, finish_time) = train_one_ep(
  File "/home/user/VAR/train.py", line 343, in train_one_ep
    grad_norm, scale_log2 = trainer.train_step(
  File "/home/user/VAR/trainer.py", line 158, in train_step
    x_BLCv_wo_first_l: Ten = self.vae_local.idxBl_to_var_input(gt_idx_Bl_list)
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in idxBl_to_var_input
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in <listcomp>
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lookup_free_quantize.py", line 404, in idxBl_to_var_input
    F.interpolate(f_hat, size=(pn_next, pn_next), mode='area').view(B, C, -1).transpose(1, 2))
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 4066, in interpolate
    return adaptive_avg_pool2d(input, output_size)
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 1260, in adaptive_avg_pool2d
    return torch._C._nn.adaptive_avg_pool2d(input, _output_size)
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:111.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass







=======================================================   RESTART [11-16 03:06:30]   =======================================================
/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:101: 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-20241115_110735-yb4bwlcg
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run zany-sponge-399
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/yb4bwlcg
/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/models/var.py:361: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/opt/conda/envs/var/lib/python3.10/site-packages/torch/autograd/graph.py:769: UserWarning: Error detected in AdaptiveAvgPool2DBackward0. Traceback of forward call that caused the error:
  File "/home/user/VAR/train.py", line 376, in <module>
    try: main_training()
  File "/home/user/VAR/train.py", line 221, in main_training
    stats, (sec, remain_time, finish_time) = train_one_ep(
  File "/home/user/VAR/train.py", line 345, in train_one_ep
    grad_norm, scale_log2 = trainer.train_step(
  File "/home/user/VAR/trainer.py", line 158, in train_step
    x_BLCv_wo_first_l: Ten = self.vae_local.idxBl_to_var_input(gt_idx_Bl_list)
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in idxBl_to_var_input
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in <listcomp>
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lookup_free_quantize.py", line 404, in idxBl_to_var_input
    F.interpolate(f_hat, size=(pn_next, pn_next), mode='area').view(B, C, -1).transpose(1, 2))
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 4066, in interpolate
    return adaptive_avg_pool2d(input, output_size)
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 1260, in adaptive_avg_pool2d
    return torch._C._nn.adaptive_avg_pool2d(input, _output_size)
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:111.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass







=======================================================   RESTART [11-16 03:12:15]   =======================================================
/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:101: 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-20241115_111324-fvdzrddy
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run confused-dragon-400
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/fvdzrddy
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/trainer.py:161: UserWarning: Anomaly Detection has been enabled. This mode will increase the runtime and should only be enabled for debugging.
  with torch.autograd.detect_anomaly():
/home/user/VAR/models/var.py:361: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/opt/conda/envs/var/lib/python3.10/site-packages/torch/autograd/graph.py:769: UserWarning: Error detected in AdaptiveAvgPool2DBackward0. Traceback of forward call that caused the error:
  File "/home/user/VAR/train.py", line 376, in <module>
    try: main_training()
  File "/home/user/VAR/train.py", line 221, in main_training
    stats, (sec, remain_time, finish_time) = train_one_ep(
  File "/home/user/VAR/train.py", line 345, in train_one_ep
    grad_norm, scale_log2 = trainer.train_step(
  File "/home/user/VAR/trainer.py", line 158, in train_step
    x_BLCv_wo_first_l: Ten = self.vae_local.idxBl_to_var_input(gt_idx_Bl_list)
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in idxBl_to_var_input
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in <listcomp>
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lookup_free_quantize.py", line 404, in idxBl_to_var_input
    F.interpolate(f_hat, size=(pn_next, pn_next), mode='area').view(B, C, -1).transpose(1, 2))
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 4066, in interpolate
    return adaptive_avg_pool2d(input, output_size)
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 1260, in adaptive_avg_pool2d
    return torch._C._nn.adaptive_avg_pool2d(input, _output_size)
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:111.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass







=======================================================   RESTART [11-16 03:14:45]   =======================================================
/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:101: 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-20241115_111542-qapx22ou
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run dazzling-forest-401
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/qapx22ou
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/trainer.py:161: UserWarning: Anomaly Detection has been enabled. This mode will increase the runtime and should only be enabled for debugging.
  with torch.autograd.detect_anomaly():
/home/user/VAR/models/var.py:361: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/opt/conda/envs/var/lib/python3.10/site-packages/torch/autograd/graph.py:769: UserWarning: Error detected in AdaptiveAvgPool2DBackward0. Traceback of forward call that caused the error:
  File "/home/user/VAR/train.py", line 376, in <module>
    try: main_training()
  File "/home/user/VAR/train.py", line 221, in main_training
    stats, (sec, remain_time, finish_time) = train_one_ep(
  File "/home/user/VAR/train.py", line 345, in train_one_ep
    grad_norm, scale_log2 = trainer.train_step(
  File "/home/user/VAR/trainer.py", line 158, in train_step
    x_BLCv_wo_first_l: Ten = self.vae_local.idxBl_to_var_input(gt_idx_Bl_list)
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in idxBl_to_var_input
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in <listcomp>
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lookup_free_quantize.py", line 404, in idxBl_to_var_input
    F.interpolate(f_hat, size=(pn_next, pn_next), mode='area').view(B, C, -1).transpose(1, 2))
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 4066, in interpolate
    return adaptive_avg_pool2d(input, output_size)
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 1260, in adaptive_avg_pool2d
    return torch._C._nn.adaptive_avg_pool2d(input, _output_size)
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:111.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass







=======================================================   RESTART [11-16 03:19:58]   =======================================================
/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:101: 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-20241115_112055-0b3ju75s
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run cool-butterfly-402
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/0b3ju75s
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/trainer.py:161: UserWarning: Anomaly Detection has been enabled. This mode will increase the runtime and should only be enabled for debugging.
  with torch.autograd.detect_anomaly():
/home/user/VAR/models/var.py:361: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/opt/conda/envs/var/lib/python3.10/site-packages/torch/autograd/graph.py:769: UserWarning: Error detected in AdaptiveAvgPool2DBackward0. Traceback of forward call that caused the error:
  File "/home/user/VAR/train.py", line 376, in <module>
    try: main_training()
  File "/home/user/VAR/train.py", line 221, in main_training
    stats, (sec, remain_time, finish_time) = train_one_ep(
  File "/home/user/VAR/train.py", line 345, in train_one_ep
    grad_norm, scale_log2 = trainer.train_step(
  File "/home/user/VAR/trainer.py", line 158, in train_step
    x_BLCv_wo_first_l: Ten = self.vae_local.idxBl_to_var_input(gt_idx_Bl_list)
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in idxBl_to_var_input
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in <listcomp>
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lookup_free_quantize.py", line 404, in idxBl_to_var_input
    F.interpolate(f_hat, size=(pn_next, pn_next), mode='area').view(B, C, -1).transpose(1, 2))
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 4066, in interpolate
    return adaptive_avg_pool2d(input, output_size)
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 1260, in adaptive_avg_pool2d
    return torch._C._nn.adaptive_avg_pool2d(input, _output_size)
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:111.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass







=======================================================   RESTART [11-16 03:32:01]   =======================================================
/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:101: 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-20241115_113309-wgt3bm25
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run restful-wave-404
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/wgt3bm25
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/trainer.py:161: UserWarning: Anomaly Detection has been enabled. This mode will increase the runtime and should only be enabled for debugging.
  with torch.autograd.detect_anomaly():
/home/user/VAR/models/var.py:361: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/opt/conda/envs/var/lib/python3.10/site-packages/torch/autograd/graph.py:769: UserWarning: Error detected in AdaptiveAvgPool2DBackward0. Traceback of forward call that caused the error:
  File "/home/user/VAR/train.py", line 376, in <module>
    try: main_training()
  File "/home/user/VAR/train.py", line 221, in main_training
    stats, (sec, remain_time, finish_time) = train_one_ep(
  File "/home/user/VAR/train.py", line 345, in train_one_ep
    grad_norm, scale_log2 = trainer.train_step(
  File "/home/user/VAR/trainer.py", line 158, in train_step
    x_BLCv_wo_first_l: Ten = self.vae_local.idxBl_to_var_input(gt_idx_Bl_list)
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in idxBl_to_var_input
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in <listcomp>
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lookup_free_quantize.py", line 404, in idxBl_to_var_input
    F.interpolate(f_hat, size=(pn_next, pn_next), mode='area').view(B, C, -1).transpose(1, 2).clone())
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 4066, in interpolate
    return adaptive_avg_pool2d(input, output_size)
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 1260, in adaptive_avg_pool2d
    return torch._C._nn.adaptive_avg_pool2d(input, _output_size)
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:111.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass







=======================================================   RESTART [11-16 03:35:26]   =======================================================
/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:101: 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-20241115_113625-edlwfqbe
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run stoic-silence-405
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/edlwfqbe
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/trainer.py:161: UserWarning: Anomaly Detection has been enabled. This mode will increase the runtime and should only be enabled for debugging.
  with torch.autograd.detect_anomaly():
/home/user/VAR/models/var.py:361: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/opt/conda/envs/var/lib/python3.10/site-packages/torch/autograd/graph.py:769: UserWarning: Error detected in AdaptiveAvgPool2DBackward0. Traceback of forward call that caused the error:
  File "/home/user/VAR/train.py", line 376, in <module>
    try: main_training()
  File "/home/user/VAR/train.py", line 221, in main_training
    stats, (sec, remain_time, finish_time) = train_one_ep(
  File "/home/user/VAR/train.py", line 345, in train_one_ep
    grad_norm, scale_log2 = trainer.train_step(
  File "/home/user/VAR/trainer.py", line 158, in train_step
    x_BLCv_wo_first_l: Ten = self.vae_local.idxBl_to_var_input(gt_idx_Bl_list)
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in idxBl_to_var_input
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lfq_model.py", line 457, in <listcomp>
    x_BLCv_wo_first_l_list = [self.quantizes[i].idxBl_to_var_input(gt_idx_Bl[i]) for i in range(self.product_quant)]
  File "/home/user/VAR/tokenizer/tokenizer_image/lookup_free_quantize.py", line 404, in idxBl_to_var_input
    F.interpolate(f_hat, size=(pn_next, pn_next), mode='area').view(B, C, -1).transpose(1, 2).clone())
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 4066, in interpolate
    return adaptive_avg_pool2d(input, output_size)
  File "/opt/conda/envs/var/lib/python3.10/site-packages/torch/nn/functional.py", line 1260, in adaptive_avg_pool2d
    return torch._C._nn.adaptive_avg_pool2d(input, _output_size)
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:111.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass







=======================================================   RESTART [11-16 03:37:44]   =======================================================
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2198: UserWarning: Overwriting vit_tiny_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2207: UserWarning: Overwriting vit_tiny_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2216: UserWarning: Overwriting vit_small_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2225: UserWarning: Overwriting vit_small_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2234: UserWarning: Overwriting vit_small_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2243: UserWarning: Overwriting vit_small_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2252: UserWarning: Overwriting vit_small_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2261: UserWarning: Overwriting vit_base_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2271: UserWarning: Overwriting vit_base_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2281: UserWarning: Overwriting vit_base_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2291: UserWarning: Overwriting vit_base_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2301: UserWarning: Overwriting vit_base_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2311: UserWarning: Overwriting vit_large_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2320: UserWarning: Overwriting vit_large_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2330: UserWarning: Overwriting vit_large_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2340: UserWarning: Overwriting vit_large_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2350: UserWarning: Overwriting vit_large_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2359: UserWarning: Overwriting vit_huge_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2368: UserWarning: Overwriting vit_giant_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2377: UserWarning: Overwriting vit_gigantic_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2387: UserWarning: Overwriting vit_base_patch16_224_miil in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224_miil. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224_miil(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2398: UserWarning: Overwriting vit_medium_patch16_gap_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2410: UserWarning: Overwriting vit_medium_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2422: UserWarning: Overwriting vit_medium_patch16_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2434: UserWarning: Overwriting vit_betwixt_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2446: UserWarning: Overwriting vit_base_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2457: UserWarning: Overwriting vit_huge_patch14_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2468: UserWarning: Overwriting vit_huge_patch16_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch16_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch16_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2479: UserWarning: Overwriting vit_giant_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2491: UserWarning: Overwriting vit_xsmall_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_xsmall_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_xsmall_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2500: UserWarning: Overwriting vit_medium_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2510: UserWarning: Overwriting vit_medium_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2519: UserWarning: Overwriting vit_betwixt_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2529: UserWarning: Overwriting vit_base_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2540: UserWarning: Overwriting vit_base_patch32_clip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2551: UserWarning: Overwriting vit_base_patch32_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2562: UserWarning: Overwriting vit_base_patch32_clip_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2573: UserWarning: Overwriting vit_base_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2583: UserWarning: Overwriting vit_base_patch16_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2593: UserWarning: Overwriting vit_large_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2603: UserWarning: Overwriting vit_large_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2613: UserWarning: Overwriting vit_huge_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2623: UserWarning: Overwriting vit_huge_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2633: UserWarning: Overwriting vit_huge_patch14_clip_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2643: UserWarning: Overwriting vit_giant_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2656: UserWarning: Overwriting vit_gigantic_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2669: UserWarning: Overwriting vit_base_patch32_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2681: UserWarning: Overwriting vit_base_patch16_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2693: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2705: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2717: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2729: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2743: UserWarning: Overwriting vit_base_patch32_plus_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_plus_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_plus_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2753: UserWarning: Overwriting vit_base_patch16_plus_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_plus_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_plus_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2763: UserWarning: Overwriting vit_base_patch16_rpn_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_rpn_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_rpn_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2775: UserWarning: Overwriting vit_small_patch16_36x1_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_36x1_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_36x1_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2787: UserWarning: Overwriting vit_small_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2800: UserWarning: Overwriting vit_base_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2812: UserWarning: Overwriting eva_large_patch14_196 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_196. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_196(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2821: UserWarning: Overwriting eva_large_patch14_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2829: UserWarning: Overwriting flexivit_small in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_small. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_small(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2838: UserWarning: Overwriting flexivit_base in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_base. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_base(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2847: UserWarning: Overwriting flexivit_large in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_large. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_large(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2856: UserWarning: Overwriting vit_base_patch16_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2869: UserWarning: Overwriting vit_large_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2882: UserWarning: Overwriting vit_huge_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2895: UserWarning: Overwriting vit_small_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2905: UserWarning: Overwriting vit_base_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2915: UserWarning: Overwriting vit_large_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2925: UserWarning: Overwriting vit_giant_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2942: UserWarning: Overwriting vit_small_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2955: UserWarning: Overwriting vit_base_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2968: UserWarning: Overwriting vit_large_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2981: UserWarning: Overwriting vit_giant_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2998: UserWarning: Overwriting vit_base_patch16_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3008: UserWarning: Overwriting vit_base_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3018: UserWarning: Overwriting vit_base_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3028: UserWarning: Overwriting vit_base_patch16_siglip_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3038: UserWarning: Overwriting vit_large_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3048: UserWarning: Overwriting vit_large_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3058: UserWarning: Overwriting vit_so400m_patch14_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3068: UserWarning: Overwriting vit_so400m_patch14_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3078: UserWarning: Overwriting vit_base_patch16_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3089: UserWarning: Overwriting vit_base_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3100: UserWarning: Overwriting vit_base_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3111: UserWarning: Overwriting vit_base_patch16_siglip_gap_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3122: UserWarning: Overwriting vit_large_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3133: UserWarning: Overwriting vit_large_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3144: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3156: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3168: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3180: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_896 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_896. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_896(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3192: UserWarning: Overwriting vit_wee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_wee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_wee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3203: UserWarning: Overwriting vit_pwee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_pwee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_pwee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3214: UserWarning: Overwriting vit_little_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3225: UserWarning: Overwriting vit_little_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3236: UserWarning: Overwriting vit_medium_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3247: UserWarning: Overwriting vit_medium_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3258: UserWarning: Overwriting vit_mediumd_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_mediumd_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_mediumd_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3269: UserWarning: Overwriting vit_betwixt_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3280: UserWarning: Overwriting vit_betwixt_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3291: UserWarning: Overwriting vit_base_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3302: UserWarning: Overwriting vit_so150m_patch16_reg4_map_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_map_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_map_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3313: UserWarning: Overwriting vit_so150m_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/train.py:101: 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-20241115_113840-pe4q1axr
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run absurd-silence-406
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/pe4q1axr
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/trainer.py:161: UserWarning: Anomaly Detection has been enabled. This mode will increase the runtime and should only be enabled for debugging.
  with torch.autograd.detect_anomaly():
/home/user/VAR/models/var.py:361: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):







=======================================================   RESTART [11-16 03:44:20]   =======================================================
/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-20241115_114518-54jpzig1
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run bumbling-sunset-407
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/54jpzig1
/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/models/var.py:361: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):







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/home/user/VAR/tokenizer/tokenizer_image/dino_enc/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/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/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/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")







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=======================================================   RESTART [11-16 03:50:28]   =======================================================
/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-20241115_115134-9yvr36g4
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run sandy-lake-408
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/9yvr36g4
/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 0.0253 ms 100.0%
  triton_mm_12 0.0261 ms 97.2%
  triton_mm_6 0.0263 ms 96.3%
  triton_mm_9 0.0265 ms 95.7%
  triton_mm_8 0.0274 ms 92.4%
  triton_mm_11 0.0276 ms 91.9%
  triton_mm_4 0.0279 ms 90.8%
  triton_mm_14 0.0284 ms 89.4%
  triton_mm_10 0.0285 ms 88.8%
  triton_mm_15 0.0289 ms 87.7%
SingleProcess AUTOTUNE benchmarking takes 2.0812 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_50 0.2236 ms 100.0%
  triton_mm_51 0.2304 ms 97.0%
  triton_mm_52 0.2584 ms 86.5%
  triton_mm_45 0.2677 ms 83.5%
  triton_mm_47 0.2764 ms 80.9%
  triton_mm_43 0.2791 ms 80.1%
  bias_addmm 0.3006 ms 74.4%
  triton_mm_44 0.3124 ms 71.6%
  triton_mm_48 0.3163 ms 70.7%
  addmm 0.3229 ms 69.2%
SingleProcess AUTOTUNE benchmarking takes 2.6447 seconds and 0.0086 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_70 0.0894 ms 100.0%
  triton_mm_69 0.0905 ms 98.8%
  bias_addmm 0.0981 ms 91.2%
  triton_mm_64 0.0983 ms 91.0%
  triton_mm_66 0.0989 ms 90.4%
  triton_mm_71 0.1000 ms 89.4%
  triton_mm_62 0.1015 ms 88.1%
  addmm 0.1111 ms 80.4%
  triton_mm_63 0.1119 ms 79.9%
  triton_mm_67 0.1138 ms 78.5%
SingleProcess AUTOTUNE benchmarking takes 2.5179 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_88 0.2946 ms 100.0%
  triton_mm_89 0.2990 ms 98.5%
  bias_addmm 0.3254 ms 90.5%
  triton_mm_90 0.3371 ms 87.4%
  triton_mm_83 0.3444 ms 85.5%
  triton_mm_81 0.3657 ms 80.6%
  triton_mm_85 0.3660 ms 80.5%
  triton_mm_82 0.4030 ms 73.1%
  triton_mm_86 0.4140 ms 71.1%
  addmm 0.4170 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.6382 seconds and 0.0162 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2934 ms 100.0%
  triton_mm_108 0.3088 ms 95.0%
  triton_mm_107 0.3184 ms 92.1%
  triton_mm_109 0.3287 ms 89.3%
  addmm 0.3292 ms 89.1%
  triton_mm_104 0.3602 ms 81.5%
  triton_mm_102 0.3604 ms 81.4%
  triton_mm_103 0.3744 ms 78.4%
  triton_mm_100 0.3763 ms 78.0%
  triton_mm_105 0.4107 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.6612 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1606 0.0139 ms 100.0%
  triton_mm_1602 0.0144 ms 97.0%
  triton_mm_1610 0.0149 ms 93.3%
  triton_mm_1614 0.0160 ms 87.0%
  triton_mm_1605 0.0174 ms 79.8%
  triton_mm_1600 0.0175 ms 79.4%
  mm 0.0177 ms 78.8%
  triton_mm_1601 0.0179 ms 77.6%
  triton_mm_1599 0.0189 ms 73.7%
  triton_mm_1612 0.0196 ms 70.8%
SingleProcess AUTOTUNE benchmarking takes 2.1821 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  bias_addmm 0.5554 ms 100.0%
  triton_mm_1632 0.5578 ms 99.6%
  triton_mm_1631 0.5580 ms 99.5%
  triton_mm_1633 0.6298 ms 88.2%
  triton_mm_1626 0.6560 ms 84.7%
  triton_mm_1628 0.6902 ms 80.5%
  addmm 0.7024 ms 79.1%
  triton_mm_1624 0.7075 ms 78.5%
  triton_mm_1625 0.7801 ms 71.2%
  triton_mm_1629 0.7805 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 11.4412 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  triton_mm_1669 0.5571 ms 100.0%
  triton_mm_1670 0.5749 ms 96.9%
  mm 0.5891 ms 94.6%
  triton_mm_1671 0.6001 ms 92.8%
  triton_mm_1664 0.6630 ms 84.0%
  triton_mm_1662 0.6728 ms 82.8%
  triton_mm_1666 0.6762 ms 82.4%
  triton_mm_1665 0.7240 ms 76.9%
  triton_mm_1667 0.7290 ms 76.4%
  triton_mm_1663 0.7334 ms 76.0%
SingleProcess AUTOTUNE benchmarking takes 9.5179 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2912 ms 100.0%
  triton_mm_1742 0.2967 ms 98.1%
  triton_mm_1741 0.2980 ms 97.7%
  triton_mm_1743 0.3017 ms 96.5%
  triton_mm_1736 0.3541 ms 82.2%
  triton_mm_1734 0.3564 ms 81.7%
  triton_mm_1738 0.3650 ms 79.8%
  triton_mm_1737 0.3808 ms 76.5%
  triton_mm_1739 0.4009 ms 72.6%
  triton_mm_1735 0.4053 ms 71.8%
SingleProcess AUTOTUNE benchmarking takes 9.6890 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1694 0.0114 ms 100.0%
  triton_mm_1695 0.0114 ms 99.7%
  triton_mm_1697 0.0114 ms 99.7%
  triton_mm_1701 0.0120 ms 94.4%
  triton_mm_1696 0.0121 ms 94.2%
  triton_mm_1693 0.0121 ms 93.7%
  triton_mm_1698 0.0122 ms 93.4%
  triton_mm_1689 0.0122 ms 93.4%
  triton_mm_1692 0.0125 ms 90.7%
  triton_mm_1702 0.0126 ms 90.4%
SingleProcess AUTOTUNE benchmarking takes 2.2128 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1676 0.0154 ms 100.0%
  triton_mm_1680 0.0162 ms 95.1%
  mm 0.0179 ms 86.1%
  triton_mm_1684 0.0205 ms 75.1%
  triton_mm_1675 0.0222 ms 69.5%
  triton_mm_1688 0.0231 ms 66.7%
  triton_mm_1674 0.0237 ms 65.0%
  triton_mm_1679 0.0251 ms 61.4%
  triton_mm_1683 0.0263 ms 58.6%
  triton_mm_1673 0.0269 ms 57.3%
SingleProcess AUTOTUNE benchmarking takes 2.2178 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5422 ms 100.0%
  triton_mm_1650 0.5720 ms 94.8%
  triton_mm_1651 0.5811 ms 93.3%
  triton_mm_1652 0.5948 ms 91.2%
  triton_mm_1647 0.6696 ms 81.0%
  triton_mm_1645 0.6709 ms 80.8%
  triton_mm_1643 0.6771 ms 80.1%
  triton_mm_1646 0.7021 ms 77.2%
  triton_mm_1644 0.7307 ms 74.2%
  triton_mm_1648 0.7395 ms 73.3%
SingleProcess AUTOTUNE benchmarking takes 2.6069 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1722 0.2792 ms 100.0%
  mm 0.2799 ms 99.7%
  triton_mm_1723 0.2807 ms 99.5%
  triton_mm_1724 0.3216 ms 86.8%
  triton_mm_1715 0.3414 ms 81.8%
  triton_mm_1717 0.3436 ms 81.3%
  triton_mm_1719 0.3492 ms 79.9%
  triton_mm_1716 0.3652 ms 76.4%
  triton_mm_1720 0.3883 ms 71.9%
  triton_mm_1718 0.4238 ms 65.9%
SingleProcess AUTOTUNE benchmarking takes 2.5366 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_1837 0.2236 ms 100.0%
  triton_mm_1836 0.2302 ms 97.1%
  triton_mm_1838 0.2428 ms 92.1%
  mm 0.2573 ms 86.9%
  triton_mm_1833 0.2581 ms 86.6%
  triton_mm_1831 0.2627 ms 85.1%
  triton_mm_1829 0.2642 ms 84.6%
  triton_mm_1832 0.2880 ms 77.6%
  triton_mm_1830 0.2906 ms 76.9%
  triton_mm_1834 0.2980 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 2.5152 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2907 ms 100.0%
  triton_mm_1779 0.2926 ms 99.4%
  triton_mm_1780 0.2959 ms 98.2%
  triton_mm_1781 0.3018 ms 96.3%
  triton_mm_1776 0.3482 ms 83.5%
  triton_mm_1772 0.3564 ms 81.6%
  triton_mm_1774 0.3600 ms 80.8%
  triton_mm_1775 0.3859 ms 75.3%
  triton_mm_1777 0.3950 ms 73.6%
  triton_mm_1773 0.4028 ms 72.2%
SingleProcess AUTOTUNE benchmarking takes 2.5446 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2244 ms 100.0%
  triton_mm_1855 0.2754 ms 81.5%
  triton_mm_1850 0.2817 ms 79.6%
  triton_mm_1852 0.2817 ms 79.6%
  triton_mm_1856 0.2829 ms 79.3%
  triton_mm_1848 0.2843 ms 78.9%
  triton_mm_1857 0.2867 ms 78.3%
  triton_mm_1851 0.3104 ms 72.3%
  triton_mm_1853 0.3229 ms 69.5%
  triton_mm_1849 0.3289 ms 68.2%
SingleProcess AUTOTUNE benchmarking takes 9.4384 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0968 ms 100.0%
  triton_mm_1819 0.0994 ms 97.3%
  triton_mm_1812 0.1047 ms 92.4%
  triton_mm_1818 0.1090 ms 88.8%
  triton_mm_1809 0.1188 ms 81.5%
  triton_mm_1810 0.1195 ms 81.0%
  triton_mm_1814 0.1201 ms 80.6%
  triton_mm_1817 0.1222 ms 79.2%
  triton_mm_1813 0.1262 ms 76.7%
  triton_mm_1815 0.1301 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 2.4150 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3011 ms 100.0%
  triton_mm_1760 0.3060 ms 98.4%
  triton_mm_1761 0.3131 ms 96.2%
  triton_mm_1762 0.3221 ms 93.5%
  triton_mm_1757 0.3470 ms 86.8%
  triton_mm_1755 0.3531 ms 85.3%
  triton_mm_1753 0.3547 ms 84.9%
  triton_mm_1756 0.3686 ms 81.7%
  triton_mm_1754 0.3892 ms 77.4%
  triton_mm_1758 0.3975 ms 75.8%
SingleProcess AUTOTUNE benchmarking takes 2.5413 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1799 0.0829 ms 100.0%
  mm 0.0839 ms 98.8%
  triton_mm_1798 0.0841 ms 98.5%
  triton_mm_1795 0.0924 ms 89.7%
  triton_mm_1791 0.0936 ms 88.5%
  triton_mm_1800 0.0938 ms 88.4%
  triton_mm_1793 0.0956 ms 86.7%
  triton_mm_1792 0.1023 ms 81.0%
  triton_mm_1796 0.1047 ms 79.2%
  triton_mm_1794 0.1232 ms 67.3%
SingleProcess AUTOTUNE benchmarking takes 2.4161 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1908 0.2765 ms 100.0%
  mm 0.2775 ms 99.6%
  triton_mm_1909 0.2819 ms 98.1%
  triton_mm_1910 0.3183 ms 86.9%
  triton_mm_1901 0.3421 ms 80.8%
  triton_mm_1903 0.3441 ms 80.4%
  triton_mm_1905 0.3481 ms 79.4%
  triton_mm_1902 0.3679 ms 75.2%
  triton_mm_1906 0.3884 ms 71.2%
  triton_mm_1904 0.4247 ms 65.1%
SingleProcess AUTOTUNE benchmarking takes 2.5320 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2998 ms 100.0%
  triton_mm_1946 0.3054 ms 98.1%
  triton_mm_1947 0.3131 ms 95.8%
  triton_mm_1948 0.3219 ms 93.1%
  triton_mm_1943 0.3476 ms 86.2%
  triton_mm_1941 0.3532 ms 84.9%
  triton_mm_1939 0.3538 ms 84.7%
  triton_mm_1942 0.3695 ms 81.1%
  triton_mm_1940 0.3890 ms 77.1%
  triton_mm_1944 0.3972 ms 75.5%
SingleProcess AUTOTUNE benchmarking takes 2.5429 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2923 ms 100.0%
  triton_mm_1928 0.2987 ms 97.9%
  triton_mm_1927 0.2992 ms 97.7%
  triton_mm_1929 0.3036 ms 96.2%
  triton_mm_1922 0.3573 ms 81.8%
  triton_mm_1920 0.3583 ms 81.6%
  triton_mm_1924 0.3669 ms 79.7%
  triton_mm_1923 0.3843 ms 76.1%
  triton_mm_1925 0.4021 ms 72.7%
  triton_mm_1921 0.4084 ms 71.6%
SingleProcess AUTOTUNE benchmarking takes 2.5368 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2239 ms 100.0%
  triton_mm_2041 0.2779 ms 80.6%
  triton_mm_2038 0.2854 ms 78.4%
  triton_mm_2042 0.2857 ms 78.4%
  triton_mm_2036 0.2865 ms 78.1%
  triton_mm_2034 0.2879 ms 77.8%
  triton_mm_2043 0.2898 ms 77.3%
  triton_mm_2037 0.3139 ms 71.3%
  triton_mm_2039 0.3263 ms 68.6%
  triton_mm_2035 0.3319 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.5157 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0968 ms 100.0%
  triton_mm_2005 0.0983 ms 98.5%
  triton_mm_1998 0.1057 ms 91.6%
  triton_mm_2004 0.1079 ms 89.7%
  triton_mm_1995 0.1182 ms 81.9%
  triton_mm_1996 0.1203 ms 80.5%
  triton_mm_2000 0.1209 ms 80.1%
  triton_mm_2003 0.1222 ms 79.2%
  triton_mm_1999 0.1273 ms 76.1%
  triton_mm_2001 0.1301 ms 74.4%
SingleProcess AUTOTUNE benchmarking takes 2.4131 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1985 0.0837 ms 100.0%
  mm 0.0843 ms 99.3%
  triton_mm_1984 0.0850 ms 98.5%
  triton_mm_1981 0.0915 ms 91.5%
  triton_mm_1986 0.0932 ms 89.8%
  triton_mm_1977 0.0945 ms 88.6%
  triton_mm_1979 0.0948 ms 88.3%
  triton_mm_1978 0.1015 ms 82.5%
  triton_mm_1982 0.1058 ms 79.1%
  triton_mm_1980 0.1233 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 2.4071 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2246 ms 100.0%
  triton_mm_2023 0.2267 ms 99.1%
  triton_mm_2022 0.2314 ms 97.1%
  triton_mm_2024 0.2444 ms 91.9%
  triton_mm_2019 0.2596 ms 86.5%
  triton_mm_2017 0.2646 ms 84.9%
  triton_mm_2015 0.2672 ms 84.1%
  triton_mm_2018 0.2912 ms 77.1%
  triton_mm_2016 0.2928 ms 76.7%
  triton_mm_2020 0.2993 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 2.5077 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2094 0.2759 ms 100.0%
  mm 0.2771 ms 99.6%
  triton_mm_2095 0.2805 ms 98.4%
  triton_mm_2096 0.3177 ms 86.9%
  triton_mm_2087 0.3410 ms 80.9%
  triton_mm_2089 0.3435 ms 80.3%
  triton_mm_2091 0.3494 ms 79.0%
  triton_mm_2088 0.3664 ms 75.3%
  triton_mm_2092 0.3884 ms 71.0%
  triton_mm_2090 0.4232 ms 65.2%
SingleProcess AUTOTUNE benchmarking takes 2.5337 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2933 ms 100.0%
  triton_mm_2114 0.2989 ms 98.1%
  triton_mm_2113 0.2996 ms 97.9%
  triton_mm_2115 0.3041 ms 96.5%
  triton_mm_2108 0.3558 ms 82.4%
  triton_mm_2106 0.3594 ms 81.6%
  triton_mm_2110 0.3673 ms 79.9%
  triton_mm_2109 0.3833 ms 76.5%
  triton_mm_2111 0.4035 ms 72.7%
  triton_mm_2107 0.4090 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 2.5377 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2171 0.0839 ms 100.0%
  triton_mm_2170 0.0849 ms 98.8%
  triton_mm_2167 0.0915 ms 91.7%
  triton_mm_2172 0.0931 ms 90.1%
  triton_mm_2163 0.0938 ms 89.4%
  triton_mm_2165 0.0959 ms 87.4%
  mm 0.1010 ms 83.0%
  triton_mm_2164 0.1026 ms 81.7%
  triton_mm_2168 0.1053 ms 79.6%
  triton_mm_2166 0.1228 ms 68.3%
SingleProcess AUTOTUNE benchmarking takes 2.4026 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2246 ms 100.0%
  triton_mm_2209 0.2256 ms 99.6%
  triton_mm_2208 0.2314 ms 97.1%
  triton_mm_2210 0.2450 ms 91.7%
  triton_mm_2205 0.2591 ms 86.7%
  triton_mm_2203 0.2643 ms 85.0%
  triton_mm_2201 0.2645 ms 84.9%
  triton_mm_2204 0.2902 ms 77.4%
  triton_mm_2202 0.2936 ms 76.5%
  triton_mm_2206 0.2987 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.5108 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2357 0.0830 ms 100.0%
  mm 0.0836 ms 99.3%
  triton_mm_2356 0.0849 ms 97.7%
  triton_mm_2353 0.0915 ms 90.7%
  triton_mm_2358 0.0940 ms 88.3%
  triton_mm_2349 0.0947 ms 87.6%
  triton_mm_2351 0.0958 ms 86.6%
  triton_mm_2350 0.1027 ms 80.8%
  triton_mm_2354 0.1055 ms 78.6%
  triton_mm_2352 0.1228 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.4106 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2248 ms 100.0%
  triton_mm_2395 0.2260 ms 99.5%
  triton_mm_2394 0.2324 ms 96.7%
  triton_mm_2396 0.2442 ms 92.1%
  triton_mm_2391 0.2589 ms 86.8%
  triton_mm_2389 0.2646 ms 85.0%
  triton_mm_2387 0.2653 ms 84.7%
  triton_mm_2390 0.2891 ms 77.8%
  triton_mm_2388 0.2930 ms 76.7%
  triton_mm_2392 0.2995 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 2.5137 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2466 0.2759 ms 100.0%
  mm 0.2763 ms 99.9%
  triton_mm_2467 0.2796 ms 98.7%
  triton_mm_2468 0.3181 ms 86.7%
  triton_mm_2459 0.3411 ms 80.9%
  triton_mm_2461 0.3439 ms 80.2%
  triton_mm_2463 0.3478 ms 79.3%
  triton_mm_2460 0.3657 ms 75.4%
  triton_mm_2464 0.3870 ms 71.3%
  triton_mm_2462 0.4244 ms 65.0%
SingleProcess AUTOTUNE benchmarking takes 2.5383 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3018 ms 100.0%
  triton_mm_2504 0.3048 ms 99.0%
  triton_mm_2505 0.3121 ms 96.7%
  triton_mm_2506 0.3229 ms 93.5%
  triton_mm_2501 0.3466 ms 87.1%
  triton_mm_2499 0.3530 ms 85.5%
  triton_mm_2497 0.3535 ms 85.4%
  triton_mm_2500 0.3701 ms 81.5%
  triton_mm_2498 0.3880 ms 77.8%
  triton_mm_2502 0.3977 ms 75.9%
SingleProcess AUTOTUNE benchmarking takes 2.5414 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2919 ms 100.0%
  triton_mm_2486 0.2988 ms 97.7%
  triton_mm_2485 0.2996 ms 97.4%
  triton_mm_2487 0.3036 ms 96.1%
  triton_mm_2480 0.3558 ms 82.0%
  triton_mm_2478 0.3582 ms 81.5%
  triton_mm_2482 0.3658 ms 79.8%
  triton_mm_2481 0.3834 ms 76.1%
  triton_mm_2483 0.4021 ms 72.6%
  triton_mm_2479 0.4086 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.5473 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2523 0.2908 ms 100.0%
  mm 0.2939 ms 99.0%
  triton_mm_2524 0.2957 ms 98.3%
  triton_mm_2525 0.3033 ms 95.9%
  triton_mm_2520 0.3492 ms 83.3%
  triton_mm_2516 0.3570 ms 81.5%
  triton_mm_2518 0.3594 ms 80.9%
  triton_mm_2519 0.3858 ms 75.4%
  triton_mm_2521 0.3961 ms 73.4%
  triton_mm_2517 0.4032 ms 72.1%
SingleProcess AUTOTUNE benchmarking takes 2.5489 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0830 ms 100.0%
  triton_mm_2543 0.0837 ms 99.2%
  triton_mm_2542 0.0850 ms 97.6%
  triton_mm_2539 0.0915 ms 90.8%
  triton_mm_2544 0.0931 ms 89.2%
  triton_mm_2535 0.0946 ms 87.8%
  triton_mm_2537 0.0956 ms 86.8%
  triton_mm_2536 0.1024 ms 81.0%
  triton_mm_2540 0.1054 ms 78.8%
  triton_mm_2538 0.1228 ms 67.6%
SingleProcess AUTOTUNE benchmarking takes 2.4276 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2238 ms 100.0%
  triton_mm_2581 0.2256 ms 99.2%
  triton_mm_2580 0.2307 ms 97.0%
  triton_mm_2582 0.2435 ms 91.9%
  triton_mm_2577 0.2576 ms 86.9%
  triton_mm_2575 0.2636 ms 84.9%
  triton_mm_2573 0.2657 ms 84.2%
  triton_mm_2576 0.2892 ms 77.4%
  triton_mm_2574 0.2917 ms 76.7%
  triton_mm_2578 0.2980 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 2.5186 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2652 0.2746 ms 100.0%
  mm 0.2757 ms 99.6%
  triton_mm_2653 0.2791 ms 98.4%
  triton_mm_2654 0.3175 ms 86.5%
  triton_mm_2645 0.3408 ms 80.6%
  triton_mm_2647 0.3413 ms 80.4%
  triton_mm_2649 0.3479 ms 78.9%
  triton_mm_2646 0.3640 ms 75.4%
  triton_mm_2650 0.3868 ms 71.0%
  triton_mm_2648 0.4232 ms 64.9%
SingleProcess AUTOTUNE benchmarking takes 2.5411 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3006 ms 100.0%
  triton_mm_2690 0.3038 ms 99.0%
  triton_mm_2691 0.3109 ms 96.7%
  triton_mm_2692 0.3206 ms 93.8%
  triton_mm_2687 0.3462 ms 86.8%
  triton_mm_2685 0.3519 ms 85.4%
  triton_mm_2683 0.3521 ms 85.4%
  triton_mm_2686 0.3676 ms 81.8%
  triton_mm_2684 0.3867 ms 77.8%
  triton_mm_2688 0.3951 ms 76.1%
SingleProcess AUTOTUNE benchmarking takes 2.5428 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2921 ms 100.0%
  triton_mm_2671 0.2986 ms 97.8%
  triton_mm_2672 0.2987 ms 97.8%
  triton_mm_2673 0.3034 ms 96.3%
  triton_mm_2666 0.3546 ms 82.4%
  triton_mm_2664 0.3571 ms 81.8%
  triton_mm_2668 0.3673 ms 79.5%
  triton_mm_2667 0.3816 ms 76.6%
  triton_mm_2669 0.4001 ms 73.0%
  triton_mm_2665 0.4063 ms 71.9%
SingleProcess AUTOTUNE benchmarking takes 2.5473 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2709 0.2904 ms 100.0%
  mm 0.2929 ms 99.2%
  triton_mm_2710 0.2959 ms 98.1%
  triton_mm_2711 0.3017 ms 96.3%
  triton_mm_2706 0.3491 ms 83.2%
  triton_mm_2702 0.3562 ms 81.5%
  triton_mm_2704 0.3586 ms 81.0%
  triton_mm_2705 0.3840 ms 75.6%
  triton_mm_2707 0.3946 ms 73.6%
  triton_mm_2703 0.4011 ms 72.4%
SingleProcess AUTOTUNE benchmarking takes 2.5450 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2729 0.0837 ms 100.0%
  mm 0.0839 ms 99.7%
  triton_mm_2728 0.0849 ms 98.5%
  triton_mm_2725 0.0913 ms 91.6%
  triton_mm_2730 0.0930 ms 90.0%
  triton_mm_2721 0.0937 ms 89.3%
  triton_mm_2723 0.0957 ms 87.5%
  triton_mm_2722 0.1025 ms 81.7%
  triton_mm_2726 0.1054 ms 79.4%
  triton_mm_2724 0.1229 ms 68.1%
SingleProcess AUTOTUNE benchmarking takes 2.4206 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2232 ms 100.0%
  triton_mm_2767 0.2244 ms 99.5%
  triton_mm_2766 0.2311 ms 96.6%
  triton_mm_2768 0.2432 ms 91.8%
  triton_mm_2763 0.2581 ms 86.5%
  triton_mm_2759 0.2637 ms 84.6%
  triton_mm_2761 0.2646 ms 84.3%
  triton_mm_2762 0.2887 ms 77.3%
  triton_mm_2760 0.2926 ms 76.3%
  triton_mm_2764 0.2983 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.5127 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2895 0.2893 ms 100.0%
  mm 0.2922 ms 99.0%
  triton_mm_2896 0.2964 ms 97.6%
  triton_mm_2897 0.3020 ms 95.8%
  triton_mm_2892 0.3466 ms 83.5%
  triton_mm_2888 0.3540 ms 81.7%
  triton_mm_2890 0.3579 ms 80.8%
  triton_mm_2891 0.3842 ms 75.3%
  triton_mm_2893 0.3931 ms 73.6%
  triton_mm_2889 0.4020 ms 72.0%
SingleProcess AUTOTUNE benchmarking takes 2.5430 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2239 ms 100.0%
  triton_mm_2953 0.2246 ms 99.7%
  triton_mm_2952 0.2293 ms 97.6%
  triton_mm_2954 0.2425 ms 92.3%
  triton_mm_2949 0.2577 ms 86.9%
  triton_mm_2947 0.2618 ms 85.5%
  triton_mm_2945 0.2640 ms 84.8%
  triton_mm_2948 0.2884 ms 77.6%
  triton_mm_2946 0.2898 ms 77.3%
  triton_mm_2950 0.2969 ms 75.4%
SingleProcess AUTOTUNE benchmarking takes 2.5199 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_3139 0.2232 ms 100.0%
  mm 0.2235 ms 99.9%
  triton_mm_3138 0.2300 ms 97.1%
  triton_mm_3140 0.2415 ms 92.4%
  triton_mm_3135 0.2571 ms 86.8%
  triton_mm_3133 0.2621 ms 85.1%
  triton_mm_3131 0.2636 ms 84.7%
  triton_mm_3134 0.2874 ms 77.7%
  triton_mm_3132 0.2905 ms 76.8%
  triton_mm_3136 0.2969 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.5179 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x24)
  mm 0.0281 ms 100.0%
  triton_mm_4872 0.0499 ms 56.4%
  triton_mm_4879 0.0503 ms 55.9%
  triton_mm_4870 0.0564 ms 49.8%
  triton_mm_4871 0.0630 ms 44.7%
  triton_mm_4878 0.0672 ms 41.9%
  triton_mm_4875 0.0693 ms 40.6%
  triton_mm_4884 0.0729 ms 38.6%
  triton_mm_4883 0.0743 ms 37.9%
  triton_mm_4877 0.0772 ms 36.4%
SingleProcess AUTOTUNE benchmarking takes 6.1010 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_12 0.0262 ms 96.3%
  triton_mm_6 0.0263 ms 95.9%
  triton_mm_8 0.0273 ms 92.6%
  triton_mm_11 0.0275 ms 91.9%
  triton_mm_9 0.0275 ms 91.7%
  triton_mm_4 0.0276 ms 91.3%
  triton_mm_15 0.0279 ms 90.6%
  triton_mm_3 0.0281 ms 90.0%
  triton_mm_5 0.0287 ms 87.9%
SingleProcess AUTOTUNE benchmarking takes 2.0778 seconds and 0.0007 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_50 0.2268 ms 100.0%
  triton_mm_51 0.2323 ms 97.6%
  triton_mm_52 0.2613 ms 86.8%
  triton_mm_45 0.2723 ms 83.3%
  triton_mm_47 0.2807 ms 80.8%
  triton_mm_43 0.2835 ms 80.0%
  bias_addmm 0.2998 ms 75.6%
  triton_mm_44 0.3145 ms 72.1%
  triton_mm_48 0.3179 ms 71.3%
  addmm 0.3228 ms 70.3%
SingleProcess AUTOTUNE benchmarking takes 2.6467 seconds and 0.0117 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_70 0.0912 ms 100.0%
  triton_mm_69 0.0918 ms 99.4%
  bias_addmm 0.0987 ms 92.4%
  triton_mm_71 0.0999 ms 91.3%
  triton_mm_66 0.0999 ms 91.3%
  triton_mm_64 0.1003 ms 91.0%
  triton_mm_62 0.1032 ms 88.4%
  addmm 0.1121 ms 81.4%
  triton_mm_63 0.1123 ms 81.2%
  triton_mm_67 0.1137 ms 80.2%
SingleProcess AUTOTUNE benchmarking takes 2.5280 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_88 0.2974 ms 100.0%
  triton_mm_89 0.3014 ms 98.7%
  bias_addmm 0.3260 ms 91.2%
  triton_mm_90 0.3409 ms 87.3%
  triton_mm_83 0.3497 ms 85.1%
  triton_mm_81 0.3693 ms 80.5%
  triton_mm_85 0.3707 ms 80.2%
  addmm 0.3746 ms 79.4%
  triton_mm_82 0.4071 ms 73.1%
  triton_mm_86 0.4184 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 2.6667 seconds and 0.0163 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2968 ms 100.0%
  triton_mm_108 0.3135 ms 94.7%
  triton_mm_107 0.3223 ms 92.1%
  triton_mm_109 0.3336 ms 89.0%
  addmm 0.3339 ms 88.9%
  triton_mm_104 0.3644 ms 81.4%
  triton_mm_102 0.3651 ms 81.3%
  triton_mm_103 0.3773 ms 78.7%
  triton_mm_100 0.3815 ms 77.8%
  triton_mm_105 0.4157 ms 71.4%
SingleProcess AUTOTUNE benchmarking takes 2.6701 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_181 0.2967 ms 100.0%
  triton_mm_182 0.2996 ms 99.0%
  bias_addmm 0.3257 ms 91.1%
  triton_mm_183 0.3387 ms 87.6%
  triton_mm_176 0.3476 ms 85.4%
  triton_mm_174 0.3672 ms 80.8%
  triton_mm_178 0.3694 ms 80.3%
  triton_mm_175 0.4054 ms 73.2%
  triton_mm_179 0.4168 ms 71.2%
  addmm 0.4178 ms 71.0%
SingleProcess AUTOTUNE benchmarking takes 2.6443 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_274 0.2970 ms 100.0%
  triton_mm_275 0.3001 ms 99.0%
  bias_addmm 0.3256 ms 91.2%
  triton_mm_276 0.3374 ms 88.0%
  triton_mm_269 0.3461 ms 85.8%
  triton_mm_267 0.3660 ms 81.1%
  triton_mm_271 0.3684 ms 80.6%
  addmm 0.3736 ms 79.5%
  triton_mm_268 0.4044 ms 73.4%
  triton_mm_272 0.4136 ms 71.8%
SingleProcess AUTOTUNE benchmarking takes 2.6391 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_367 0.2950 ms 100.0%
  triton_mm_368 0.2989 ms 98.7%
  bias_addmm 0.3261 ms 90.5%
  triton_mm_369 0.3377 ms 87.4%
  triton_mm_362 0.3475 ms 84.9%
  triton_mm_360 0.3655 ms 80.7%
  triton_mm_364 0.3679 ms 80.2%
  addmm 0.3740 ms 78.9%
  triton_mm_361 0.4038 ms 73.1%
  triton_mm_365 0.4141 ms 71.2%
SingleProcess AUTOTUNE benchmarking takes 2.6599 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  triton_mm_1632 0.5634 ms 100.0%
  triton_mm_1631 0.5650 ms 99.7%
  triton_mm_1633 0.6336 ms 88.9%
  bias_addmm 0.6501 ms 86.7%
  triton_mm_1626 0.6633 ms 84.9%
  triton_mm_1628 0.6970 ms 80.8%
  addmm 0.7057 ms 79.8%
  triton_mm_1624 0.7126 ms 79.1%
  triton_mm_1629 0.7867 ms 71.6%
  triton_mm_1625 0.7884 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 11.4404 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  mm 0.5357 ms 100.0%
  triton_mm_1669 0.5629 ms 95.2%
  triton_mm_1670 0.5818 ms 92.1%
  triton_mm_1671 0.6718 ms 79.7%
  triton_mm_1664 0.6787 ms 78.9%
  triton_mm_1666 0.6860 ms 78.1%
  triton_mm_1662 0.6900 ms 77.6%
  triton_mm_1665 0.7356 ms 72.8%
  triton_mm_1667 0.7373 ms 72.7%
  triton_mm_1663 0.7494 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 9.6152 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2965 ms 100.0%
  triton_mm_1742 0.3001 ms 98.8%
  triton_mm_1741 0.3006 ms 98.6%
  triton_mm_1743 0.3054 ms 97.1%
  triton_mm_1736 0.3576 ms 82.9%
  triton_mm_1734 0.3605 ms 82.2%
  triton_mm_1738 0.3694 ms 80.3%
  triton_mm_1737 0.3845 ms 77.1%
  triton_mm_1739 0.4042 ms 73.4%
  triton_mm_1735 0.4107 ms 72.2%
SingleProcess AUTOTUNE benchmarking takes 9.7292 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1698 0.0114 ms 100.0%
  triton_mm_1701 0.0116 ms 98.1%
  triton_mm_1696 0.0117 ms 97.0%
  triton_mm_1693 0.0122 ms 93.4%
  triton_mm_1700 0.0122 ms 93.4%
  triton_mm_1697 0.0122 ms 93.2%
  triton_mm_1703 0.0123 ms 92.7%
  triton_mm_1694 0.0124 ms 92.0%
  triton_mm_1695 0.0124 ms 92.0%
  triton_mm_1691 0.0124 ms 91.8%
SingleProcess AUTOTUNE benchmarking takes 2.2373 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1676 0.0154 ms 100.0%
  triton_mm_1680 0.0163 ms 94.9%
  mm 0.0171 ms 90.4%
  triton_mm_1684 0.0212 ms 72.9%
  triton_mm_1675 0.0223 ms 69.2%
  triton_mm_1688 0.0223 ms 69.1%
  triton_mm_1674 0.0244 ms 63.1%
  triton_mm_1679 0.0252 ms 61.3%
  triton_mm_1683 0.0264 ms 58.4%
  triton_mm_1673 0.0271 ms 57.0%
SingleProcess AUTOTUNE benchmarking takes 2.2303 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5481 ms 100.0%
  triton_mm_1650 0.5767 ms 95.0%
  triton_mm_1651 0.5860 ms 93.5%
  triton_mm_1652 0.6005 ms 91.3%
  triton_mm_1645 0.6705 ms 81.7%
  triton_mm_1647 0.6789 ms 80.7%
  triton_mm_1643 0.6807 ms 80.5%
  triton_mm_1646 0.7091 ms 77.3%
  triton_mm_1644 0.7306 ms 75.0%
  triton_mm_1648 0.7445 ms 73.6%
SingleProcess AUTOTUNE benchmarking takes 9.8529 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1722 0.2807 ms 100.0%
  triton_mm_1723 0.2820 ms 99.5%
  mm 0.2836 ms 99.0%
  triton_mm_1724 0.3192 ms 87.9%
  triton_mm_1715 0.3439 ms 81.6%
  triton_mm_1717 0.3454 ms 81.3%
  triton_mm_1719 0.3501 ms 80.2%
  triton_mm_1716 0.3674 ms 76.4%
  triton_mm_1720 0.3890 ms 72.1%
  triton_mm_1718 0.4216 ms 66.6%
SingleProcess AUTOTUNE benchmarking takes 10.3386 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_1837 0.2267 ms 100.0%
  triton_mm_1836 0.2317 ms 97.8%
  triton_mm_1838 0.2439 ms 92.9%
  mm 0.2571 ms 88.2%
  triton_mm_1833 0.2592 ms 87.4%
  triton_mm_1829 0.2652 ms 85.5%
  triton_mm_1831 0.2660 ms 85.2%
  triton_mm_1832 0.2901 ms 78.1%
  triton_mm_1830 0.2932 ms 77.3%
  triton_mm_1834 0.2988 ms 75.8%
SingleProcess AUTOTUNE benchmarking takes 2.4966 seconds and 0.0008 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1779 0.2932 ms 100.0%
  triton_mm_1780 0.2969 ms 98.8%
  mm 0.2970 ms 98.7%
  triton_mm_1781 0.3040 ms 96.5%
  triton_mm_1776 0.3504 ms 83.7%
  triton_mm_1772 0.3582 ms 81.9%
  triton_mm_1774 0.3622 ms 81.0%
  triton_mm_1775 0.3876 ms 75.7%
  triton_mm_1777 0.3973 ms 73.8%
  triton_mm_1773 0.4043 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 9.7117 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2279 ms 100.0%
  triton_mm_1855 0.2809 ms 81.1%
  triton_mm_1852 0.2855 ms 79.8%
  triton_mm_1850 0.2867 ms 79.5%
  triton_mm_1856 0.2875 ms 79.3%
  triton_mm_1848 0.2889 ms 78.9%
  triton_mm_1857 0.2910 ms 78.3%
  triton_mm_1851 0.3139 ms 72.6%
  triton_mm_1853 0.3283 ms 69.4%
  triton_mm_1849 0.3326 ms 68.5%
SingleProcess AUTOTUNE benchmarking takes 9.8748 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0972 ms 100.0%
  triton_mm_1819 0.0986 ms 98.6%
  triton_mm_1812 0.1052 ms 92.4%
  triton_mm_1818 0.1077 ms 90.3%
  triton_mm_1809 0.1183 ms 82.2%
  triton_mm_1810 0.1204 ms 80.8%
  triton_mm_1814 0.1205 ms 80.6%
  triton_mm_1817 0.1226 ms 79.3%
  triton_mm_1813 0.1266 ms 76.8%
  triton_mm_1815 0.1301 ms 74.7%
SingleProcess AUTOTUNE benchmarking takes 2.4345 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3067 ms 100.0%
  triton_mm_1760 0.3080 ms 99.6%
  triton_mm_1761 0.3151 ms 97.3%
  triton_mm_1762 0.3241 ms 94.6%
  triton_mm_1757 0.3493 ms 87.8%
  triton_mm_1755 0.3529 ms 86.9%
  triton_mm_1753 0.3549 ms 86.4%
  triton_mm_1756 0.3697 ms 83.0%
  triton_mm_1754 0.3900 ms 78.7%
  triton_mm_1758 0.3995 ms 76.8%
SingleProcess AUTOTUNE benchmarking takes 2.5373 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1799 0.0835 ms 100.0%
  mm 0.0845 ms 98.9%
  triton_mm_1798 0.0850 ms 98.2%
  triton_mm_1795 0.0925 ms 90.3%
  triton_mm_1800 0.0943 ms 88.5%
  triton_mm_1791 0.0956 ms 87.4%
  triton_mm_1793 0.0968 ms 86.3%
  triton_mm_1792 0.1030 ms 81.1%
  triton_mm_1796 0.1056 ms 79.1%
  triton_mm_1794 0.1232 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 2.4199 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1908 0.2770 ms 100.0%
  mm 0.2812 ms 98.5%
  triton_mm_1909 0.2820 ms 98.3%
  triton_mm_1910 0.3172 ms 87.3%
  triton_mm_1901 0.3439 ms 80.6%
  triton_mm_1903 0.3454 ms 80.2%
  triton_mm_1905 0.3496 ms 79.2%
  triton_mm_1902 0.3667 ms 75.6%
  triton_mm_1906 0.3901 ms 71.0%
  triton_mm_1904 0.4239 ms 65.4%
SingleProcess AUTOTUNE benchmarking takes 2.5353 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2964 ms 100.0%
  triton_mm_1928 0.3013 ms 98.4%
  triton_mm_1927 0.3020 ms 98.2%
  triton_mm_1929 0.3061 ms 96.8%
  triton_mm_1922 0.3594 ms 82.5%
  triton_mm_1920 0.3622 ms 81.8%
  triton_mm_1924 0.3699 ms 80.1%
  triton_mm_1923 0.3867 ms 76.7%
  triton_mm_1925 0.4053 ms 73.1%
  triton_mm_1921 0.4108 ms 72.2%
SingleProcess AUTOTUNE benchmarking takes 2.5422 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1965 0.2945 ms 100.0%
  mm 0.2956 ms 99.6%
  triton_mm_1966 0.2992 ms 98.4%
  triton_mm_1967 0.3055 ms 96.4%
  triton_mm_1962 0.3520 ms 83.7%
  triton_mm_1958 0.3590 ms 82.0%
  triton_mm_1960 0.3640 ms 80.9%
  triton_mm_1961 0.3902 ms 75.5%
  triton_mm_1963 0.3988 ms 73.8%
  triton_mm_1959 0.4062 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 2.5443 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_2005 0.0992 ms 100.0%
  mm 0.1012 ms 98.0%
  triton_mm_1998 0.1049 ms 94.6%
  triton_mm_2004 0.1076 ms 92.3%
  triton_mm_1995 0.1184 ms 83.8%
  triton_mm_1996 0.1197 ms 82.9%
  triton_mm_2000 0.1204 ms 82.5%
  triton_mm_2003 0.1223 ms 81.1%
  triton_mm_1999 0.1263 ms 78.6%
  triton_mm_2001 0.1302 ms 76.2%
SingleProcess AUTOTUNE benchmarking takes 2.4179 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1985 0.0836 ms 100.0%
  mm 0.0847 ms 98.8%
  triton_mm_1984 0.0857 ms 97.6%
  triton_mm_1981 0.0928 ms 90.2%
  triton_mm_1986 0.0943 ms 88.7%
  triton_mm_1979 0.0959 ms 87.2%
  triton_mm_1977 0.0960 ms 87.1%
  triton_mm_1978 0.1025 ms 81.6%
  triton_mm_1982 0.1060 ms 78.9%
  triton_mm_1980 0.1227 ms 68.2%
SingleProcess AUTOTUNE benchmarking takes 2.4192 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2272 ms 100.0%
  triton_mm_2023 0.2288 ms 99.3%
  triton_mm_2022 0.2344 ms 96.9%
  triton_mm_2024 0.2458 ms 92.4%
  triton_mm_2019 0.2616 ms 86.8%
  triton_mm_2017 0.2665 ms 85.3%
  triton_mm_2015 0.2675 ms 84.9%
  triton_mm_2018 0.2925 ms 77.7%
  triton_mm_2016 0.2949 ms 77.0%
  triton_mm_2020 0.3018 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.5093 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2941 ms 100.0%
  triton_mm_2114 0.3016 ms 97.5%
  triton_mm_2113 0.3021 ms 97.3%
  triton_mm_2115 0.3058 ms 96.2%
  triton_mm_2108 0.3599 ms 81.7%
  triton_mm_2106 0.3616 ms 81.3%
  triton_mm_2110 0.3694 ms 79.6%
  triton_mm_2109 0.3871 ms 76.0%
  triton_mm_2111 0.4045 ms 72.7%
  triton_mm_2107 0.4112 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.5406 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2151 0.2952 ms 100.0%
  mm 0.2964 ms 99.6%
  triton_mm_2152 0.2993 ms 98.6%
  triton_mm_2153 0.3056 ms 96.6%
  triton_mm_2148 0.3519 ms 83.9%
  triton_mm_2144 0.3595 ms 82.1%
  triton_mm_2146 0.3636 ms 81.2%
  triton_mm_2147 0.3897 ms 75.8%
  triton_mm_2149 0.3991 ms 74.0%
  triton_mm_2145 0.4065 ms 72.6%
SingleProcess AUTOTUNE benchmarking takes 2.5370 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2171 0.0837 ms 100.0%
  mm 0.0837 ms 99.9%
  triton_mm_2170 0.0851 ms 98.3%
  triton_mm_2167 0.0929 ms 90.1%
  triton_mm_2172 0.0945 ms 88.6%
  triton_mm_2163 0.0955 ms 87.6%
  triton_mm_2165 0.0960 ms 87.1%
  triton_mm_2164 0.1025 ms 81.6%
  triton_mm_2168 0.1061 ms 78.8%
  triton_mm_2166 0.1233 ms 67.9%
SingleProcess AUTOTUNE benchmarking takes 2.4170 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2275 ms 100.0%
  triton_mm_2209 0.2284 ms 99.6%
  triton_mm_2208 0.2341 ms 97.2%
  triton_mm_2210 0.2460 ms 92.5%
  triton_mm_2205 0.2611 ms 87.1%
  triton_mm_2203 0.2663 ms 85.4%
  triton_mm_2201 0.2684 ms 84.8%
  triton_mm_2204 0.2916 ms 78.0%
  triton_mm_2202 0.2940 ms 77.4%
  triton_mm_2206 0.3014 ms 75.5%
SingleProcess AUTOTUNE benchmarking takes 2.5185 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2965 ms 100.0%
  triton_mm_2300 0.3001 ms 98.8%
  triton_mm_2299 0.3017 ms 98.3%
  triton_mm_2301 0.3065 ms 96.8%
  triton_mm_2294 0.3591 ms 82.6%
  triton_mm_2292 0.3613 ms 82.1%
  triton_mm_2296 0.3701 ms 80.1%
  triton_mm_2295 0.3876 ms 76.5%
  triton_mm_2297 0.4050 ms 73.2%
  triton_mm_2293 0.4106 ms 72.2%
SingleProcess AUTOTUNE benchmarking takes 2.5532 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2337 0.2953 ms 100.0%
  mm 0.2966 ms 99.5%
  triton_mm_2338 0.2995 ms 98.6%
  triton_mm_2339 0.3059 ms 96.5%
  triton_mm_2334 0.3509 ms 84.1%
  triton_mm_2330 0.3589 ms 82.3%
  triton_mm_2332 0.3638 ms 81.2%
  triton_mm_2333 0.3888 ms 75.9%
  triton_mm_2335 0.3990 ms 74.0%
  triton_mm_2331 0.4065 ms 72.6%
SingleProcess AUTOTUNE benchmarking takes 2.5447 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2357 0.0843 ms 100.0%
  mm 0.0845 ms 99.8%
  triton_mm_2356 0.0858 ms 98.3%
  triton_mm_2353 0.0936 ms 90.1%
  triton_mm_2358 0.0936 ms 90.1%
  triton_mm_2351 0.0960 ms 87.9%
  triton_mm_2349 0.0961 ms 87.7%
  triton_mm_2350 0.1030 ms 81.9%
  triton_mm_2354 0.1052 ms 80.1%
  triton_mm_2352 0.1226 ms 68.8%
SingleProcess AUTOTUNE benchmarking takes 2.4314 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2266 ms 100.0%
  triton_mm_2395 0.2285 ms 99.1%
  triton_mm_2394 0.2339 ms 96.9%
  triton_mm_2396 0.2458 ms 92.2%
  triton_mm_2391 0.2606 ms 86.9%
  triton_mm_2389 0.2661 ms 85.1%
  triton_mm_2387 0.2666 ms 85.0%
  triton_mm_2390 0.2915 ms 77.7%
  triton_mm_2388 0.2945 ms 76.9%
  triton_mm_2392 0.3003 ms 75.4%
SingleProcess AUTOTUNE benchmarking takes 2.5252 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2523 0.2933 ms 100.0%
  mm 0.2967 ms 98.8%
  triton_mm_2524 0.2987 ms 98.2%
  triton_mm_2525 0.3052 ms 96.1%
  triton_mm_2520 0.3499 ms 83.8%
  triton_mm_2516 0.3594 ms 81.6%
  triton_mm_2518 0.3619 ms 81.0%
  triton_mm_2519 0.3880 ms 75.6%
  triton_mm_2521 0.3993 ms 73.4%
  triton_mm_2517 0.4056 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.5463 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_2543 0.0835 ms 100.0%
  mm 0.0842 ms 99.2%
  triton_mm_2542 0.0850 ms 98.3%
  triton_mm_2539 0.0927 ms 90.1%
  triton_mm_2544 0.0943 ms 88.6%
  triton_mm_2535 0.0954 ms 87.6%
  triton_mm_2537 0.0959 ms 87.1%
  triton_mm_2536 0.1024 ms 81.5%
  triton_mm_2540 0.1059 ms 78.9%
  triton_mm_2538 0.1232 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 2.4320 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2262 ms 100.0%
  triton_mm_2581 0.2283 ms 99.1%
  triton_mm_2580 0.2335 ms 96.9%
  triton_mm_2582 0.2454 ms 92.1%
  triton_mm_2577 0.2606 ms 86.8%
  triton_mm_2575 0.2659 ms 85.1%
  triton_mm_2573 0.2660 ms 85.0%
  triton_mm_2576 0.2919 ms 77.5%
  triton_mm_2574 0.2944 ms 76.8%
  triton_mm_2578 0.3011 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 2.5187 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2265 ms 100.0%
  triton_mm_2767 0.2270 ms 99.8%
  triton_mm_2766 0.2326 ms 97.4%
  triton_mm_2768 0.2446 ms 92.6%
  triton_mm_2763 0.2608 ms 86.9%
  triton_mm_2761 0.2653 ms 85.4%
  triton_mm_2759 0.2660 ms 85.2%
  triton_mm_2762 0.2899 ms 78.1%
  triton_mm_2760 0.2930 ms 77.3%
  triton_mm_2764 0.3004 ms 75.4%
SingleProcess AUTOTUNE benchmarking takes 2.5142 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2264 ms 100.0%
  triton_mm_2953 0.2271 ms 99.7%
  triton_mm_2952 0.2330 ms 97.2%
  triton_mm_2954 0.2443 ms 92.7%
  triton_mm_2949 0.2598 ms 87.1%
  triton_mm_2945 0.2652 ms 85.4%
  triton_mm_2947 0.2655 ms 85.2%
  triton_mm_2948 0.2897 ms 78.1%
  triton_mm_2946 0.2940 ms 77.0%
  triton_mm_2950 0.3003 ms 75.4%
SingleProcess AUTOTUNE benchmarking takes 2.5215 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_3139 0.2268 ms 100.0%
  mm 0.2269 ms 99.9%
  triton_mm_3138 0.2318 ms 97.8%
  triton_mm_3140 0.2444 ms 92.8%
  triton_mm_3135 0.2595 ms 87.4%
  triton_mm_3131 0.2652 ms 85.5%
  triton_mm_3133 0.2653 ms 85.5%
  triton_mm_3134 0.2899 ms 78.2%
  triton_mm_3132 0.2935 ms 77.3%
  triton_mm_3136 0.2995 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 2.5205 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x24)
  mm 0.0281 ms 100.0%
  triton_mm_4879 0.0503 ms 55.8%
  triton_mm_4872 0.0507 ms 55.4%
  triton_mm_4870 0.0558 ms 50.3%
  triton_mm_4871 0.0639 ms 43.9%
  triton_mm_4878 0.0673 ms 41.7%
  triton_mm_4875 0.0702 ms 40.0%
  triton_mm_4883 0.0736 ms 38.1%
  triton_mm_4884 0.0740 ms 37.9%
  triton_mm_4877 0.0774 ms 36.3%
SingleProcess AUTOTUNE benchmarking takes 6.2597 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 0.0258 ms 100.0%
  triton_mm_6 0.0264 ms 97.7%
  triton_mm_4 0.0271 ms 95.0%
  triton_mm_12 0.0272 ms 94.8%
  triton_mm_8 0.0273 ms 94.4%
  triton_mm_11 0.0274 ms 94.0%
  triton_mm_9 0.0275 ms 93.7%
  triton_mm_15 0.0279 ms 92.4%
  triton_mm_13 0.0280 ms 92.1%
  triton_mm_16 0.0283 ms 91.0%
SingleProcess AUTOTUNE benchmarking takes 2.0766 seconds and 0.0008 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_50 0.2197 ms 100.0%
  triton_mm_51 0.2253 ms 97.5%
  triton_mm_52 0.2564 ms 85.7%
  triton_mm_45 0.2634 ms 83.4%
  triton_mm_47 0.2718 ms 80.8%
  triton_mm_43 0.2745 ms 80.1%
  bias_addmm 0.2996 ms 73.3%
  triton_mm_44 0.3067 ms 71.6%
  triton_mm_48 0.3092 ms 71.1%
  addmm 0.3228 ms 68.1%
SingleProcess AUTOTUNE benchmarking takes 2.6024 seconds and 0.0194 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_70 0.0894 ms 100.0%
  triton_mm_69 0.0902 ms 99.1%
  bias_addmm 0.0974 ms 91.8%
  triton_mm_66 0.0984 ms 90.9%
  triton_mm_64 0.0988 ms 90.5%
  triton_mm_71 0.1002 ms 89.2%
  triton_mm_62 0.1009 ms 88.6%
  addmm 0.1098 ms 81.4%
  triton_mm_63 0.1109 ms 80.6%
  triton_mm_67 0.1123 ms 79.6%
SingleProcess AUTOTUNE benchmarking takes 2.5128 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_88 0.2906 ms 100.0%
  triton_mm_89 0.2934 ms 99.0%
  bias_addmm 0.3254 ms 89.3%
  triton_mm_90 0.3311 ms 87.8%
  triton_mm_83 0.3405 ms 85.4%
  triton_mm_81 0.3593 ms 80.9%
  triton_mm_85 0.3612 ms 80.5%
  triton_mm_82 0.3969 ms 73.2%
  triton_mm_86 0.4080 ms 71.2%
  addmm 0.4175 ms 69.6%
SingleProcess AUTOTUNE benchmarking takes 2.6589 seconds and 0.0071 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2908 ms 100.0%
  triton_mm_108 0.3057 ms 95.1%
  triton_mm_107 0.3160 ms 92.0%
  triton_mm_109 0.3259 ms 89.2%
  addmm 0.3268 ms 89.0%
  triton_mm_104 0.3545 ms 82.0%
  triton_mm_102 0.3548 ms 81.9%
  triton_mm_100 0.3660 ms 79.4%
  triton_mm_103 0.3679 ms 79.0%
  triton_mm_105 0.4066 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.6707 seconds and 0.0008 seconds precompiling
AUTOTUNE mm(24x1088, 1088x2176)
  triton_mm_1602 0.0133 ms 100.0%
  triton_mm_1610 0.0149 ms 89.5%
  triton_mm_1606 0.0151 ms 88.3%
  triton_mm_1614 0.0165 ms 80.6%
  mm 0.0168 ms 79.2%
  triton_mm_1605 0.0173 ms 76.9%
  triton_mm_1601 0.0179 ms 74.4%
  triton_mm_1600 0.0184 ms 72.2%
  triton_mm_1609 0.0189 ms 70.5%
  triton_mm_1599 0.0189 ms 70.4%
SingleProcess AUTOTUNE benchmarking takes 2.1854 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  bias_addmm 0.5537 ms 100.0%
  triton_mm_1632 0.5569 ms 99.4%
  triton_mm_1631 0.5573 ms 99.4%
  triton_mm_1633 0.6265 ms 88.4%
  triton_mm_1626 0.6535 ms 84.7%
  triton_mm_1628 0.6898 ms 80.3%
  addmm 0.6981 ms 79.3%
  triton_mm_1624 0.7020 ms 78.9%
  triton_mm_1629 0.7740 ms 71.5%
  triton_mm_1625 0.7765 ms 71.3%
SingleProcess AUTOTUNE benchmarking takes 11.5766 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  triton_mm_1669 0.5560 ms 100.0%
  triton_mm_1670 0.5752 ms 96.7%
  mm 0.5874 ms 94.7%
  triton_mm_1671 0.6002 ms 92.6%
  triton_mm_1664 0.6676 ms 83.3%
  triton_mm_1666 0.6752 ms 82.3%
  triton_mm_1662 0.6807 ms 81.7%
  triton_mm_1665 0.7245 ms 76.7%
  triton_mm_1667 0.7298 ms 76.2%
  triton_mm_1663 0.7408 ms 75.1%
SingleProcess AUTOTUNE benchmarking takes 9.4207 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  triton_mm_1742 0.2935 ms 100.0%
  mm 0.2938 ms 99.9%
  triton_mm_1741 0.2950 ms 99.5%
  triton_mm_1743 0.2983 ms 98.4%
  triton_mm_1736 0.3533 ms 83.1%
  triton_mm_1734 0.3554 ms 82.6%
  triton_mm_1738 0.3644 ms 80.6%
  triton_mm_1737 0.3803 ms 77.2%
  triton_mm_1739 0.3998 ms 73.4%
  triton_mm_1735 0.4049 ms 72.5%
SingleProcess AUTOTUNE benchmarking takes 9.6642 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2176x24, 24x1088)
  triton_mm_1694 0.0111 ms 100.0%
  triton_mm_1698 0.0114 ms 97.8%
  triton_mm_1700 0.0114 ms 97.8%
  triton_mm_1695 0.0114 ms 97.5%
  triton_mm_1701 0.0115 ms 96.9%
  triton_mm_1702 0.0117 ms 95.3%
  triton_mm_1693 0.0122 ms 91.6%
  triton_mm_1705 0.0122 ms 91.3%
  triton_mm_1699 0.0125 ms 89.1%
  triton_mm_1692 0.0126 ms 88.1%
SingleProcess AUTOTUNE benchmarking takes 2.2143 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1676 0.0155 ms 100.0%
  triton_mm_1680 0.0163 ms 94.9%
  mm 0.0174 ms 88.8%
  triton_mm_1684 0.0200 ms 77.3%
  triton_mm_1675 0.0221 ms 70.1%
  triton_mm_1688 0.0223 ms 69.4%
  triton_mm_1674 0.0246 ms 62.9%
  triton_mm_1679 0.0250 ms 61.9%
  triton_mm_1683 0.0255 ms 60.7%
  triton_mm_1673 0.0261 ms 59.4%
SingleProcess AUTOTUNE benchmarking takes 2.2245 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5409 ms 100.0%
  triton_mm_1650 0.5631 ms 96.1%
  triton_mm_1651 0.5719 ms 94.6%
  triton_mm_1652 0.5875 ms 92.1%
  triton_mm_1645 0.6565 ms 82.4%
  triton_mm_1647 0.6595 ms 82.0%
  triton_mm_1643 0.6652 ms 81.3%
  triton_mm_1646 0.6988 ms 77.4%
  triton_mm_1644 0.7171 ms 75.4%
  triton_mm_1648 0.7252 ms 74.6%
SingleProcess AUTOTUNE benchmarking takes 9.6604 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  mm 0.2774 ms 100.0%
  triton_mm_1722 0.2789 ms 99.5%
  triton_mm_1723 0.2808 ms 98.8%
  triton_mm_1724 0.3180 ms 87.2%
  triton_mm_1715 0.3406 ms 81.5%
  triton_mm_1717 0.3439 ms 80.7%
  triton_mm_1719 0.3472 ms 79.9%
  triton_mm_1716 0.3650 ms 76.0%
  triton_mm_1720 0.3864 ms 71.8%
  triton_mm_1718 0.4238 ms 65.5%
SingleProcess AUTOTUNE benchmarking takes 2.5341 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_1837 0.2243 ms 100.0%
  triton_mm_1836 0.2283 ms 98.2%
  triton_mm_1838 0.2417 ms 92.8%
  triton_mm_1833 0.2554 ms 87.8%
  mm 0.2578 ms 87.0%
  triton_mm_1831 0.2612 ms 85.9%
  triton_mm_1829 0.2621 ms 85.6%
  triton_mm_1832 0.2866 ms 78.2%
  triton_mm_1830 0.2887 ms 77.7%
  triton_mm_1834 0.2954 ms 75.9%
SingleProcess AUTOTUNE benchmarking takes 2.5158 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1779 0.2895 ms 100.0%
  mm 0.2937 ms 98.6%
  triton_mm_1780 0.2957 ms 97.9%
  triton_mm_1781 0.3015 ms 96.0%
  triton_mm_1776 0.3459 ms 83.7%
  triton_mm_1772 0.3528 ms 82.1%
  triton_mm_1774 0.3577 ms 81.0%
  triton_mm_1775 0.3833 ms 75.5%
  triton_mm_1777 0.3922 ms 73.8%
  triton_mm_1773 0.4073 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 2.5429 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2244 ms 100.0%
  triton_mm_1855 0.2773 ms 80.9%
  triton_mm_1852 0.2818 ms 79.6%
  triton_mm_1850 0.2832 ms 79.2%
  triton_mm_1856 0.2851 ms 78.7%
  triton_mm_1848 0.2852 ms 78.7%
  triton_mm_1857 0.2877 ms 78.0%
  triton_mm_1851 0.3106 ms 72.2%
  triton_mm_1853 0.3253 ms 69.0%
  triton_mm_1849 0.3295 ms 68.1%
SingleProcess AUTOTUNE benchmarking takes 9.6385 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_1819 0.0985 ms 100.0%
  mm 0.1015 ms 97.1%
  triton_mm_1812 0.1049 ms 93.9%
  triton_mm_1818 0.1075 ms 91.6%
  triton_mm_1809 0.1190 ms 82.8%
  triton_mm_1810 0.1200 ms 82.1%
  triton_mm_1814 0.1208 ms 81.6%
  triton_mm_1817 0.1219 ms 80.8%
  triton_mm_1813 0.1265 ms 77.9%
  triton_mm_1815 0.1303 ms 75.6%
SingleProcess AUTOTUNE benchmarking takes 9.4625 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3024 ms 100.0%
  triton_mm_1760 0.3028 ms 99.9%
  triton_mm_1761 0.3103 ms 97.4%
  triton_mm_1762 0.3201 ms 94.5%
  triton_mm_1757 0.3460 ms 87.4%
  triton_mm_1753 0.3476 ms 87.0%
  triton_mm_1755 0.3479 ms 86.9%
  triton_mm_1756 0.3639 ms 83.1%
  triton_mm_1754 0.3863 ms 78.3%
  triton_mm_1758 0.3949 ms 76.6%
SingleProcess AUTOTUNE benchmarking takes 2.5385 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1799 0.0830 ms 100.0%
  mm 0.0840 ms 98.9%
  triton_mm_1798 0.0843 ms 98.5%
  triton_mm_1795 0.0915 ms 90.7%
  triton_mm_1800 0.0943 ms 88.0%
  triton_mm_1791 0.0946 ms 87.8%
  triton_mm_1793 0.0950 ms 87.4%
  triton_mm_1792 0.1018 ms 81.6%
  triton_mm_1796 0.1054 ms 78.8%
  triton_mm_1794 0.1225 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 2.4214 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3005 ms 100.0%
  triton_mm_1946 0.3033 ms 99.1%
  triton_mm_1947 0.3104 ms 96.8%
  triton_mm_1948 0.3209 ms 93.6%
  triton_mm_1943 0.3452 ms 87.1%
  triton_mm_1939 0.3498 ms 85.9%
  triton_mm_1941 0.3504 ms 85.8%
  triton_mm_1942 0.3655 ms 82.2%
  triton_mm_1940 0.3862 ms 77.8%
  triton_mm_1944 0.3952 ms 76.0%
SingleProcess AUTOTUNE benchmarking takes 2.5374 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1985 0.0830 ms 100.0%
  mm 0.0841 ms 98.6%
  triton_mm_1984 0.0842 ms 98.5%
  triton_mm_1981 0.0926 ms 89.6%
  triton_mm_1986 0.0942 ms 88.1%
  triton_mm_1977 0.0947 ms 87.6%
  triton_mm_1979 0.0952 ms 87.2%
  triton_mm_1978 0.1016 ms 81.6%
  triton_mm_1982 0.1046 ms 79.3%
  triton_mm_1980 0.1237 ms 67.1%
SingleProcess AUTOTUNE benchmarking takes 2.4081 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2235 ms 100.0%
  triton_mm_2023 0.2248 ms 99.4%
  triton_mm_2022 0.2311 ms 96.7%
  triton_mm_2024 0.2439 ms 91.6%
  triton_mm_2019 0.2584 ms 86.5%
  triton_mm_2015 0.2639 ms 84.7%
  triton_mm_2017 0.2639 ms 84.7%
  triton_mm_2018 0.2888 ms 77.4%
  triton_mm_2016 0.2918 ms 76.6%
  triton_mm_2020 0.2985 ms 74.9%
SingleProcess AUTOTUNE benchmarking takes 2.5128 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2989 ms 100.0%
  triton_mm_2132 0.3027 ms 98.8%
  triton_mm_2133 0.3119 ms 95.8%
  triton_mm_2134 0.3217 ms 92.9%
  triton_mm_2129 0.3462 ms 86.3%
  triton_mm_2127 0.3500 ms 85.4%
  triton_mm_2125 0.3508 ms 85.2%
  triton_mm_2128 0.3651 ms 81.9%
  triton_mm_2126 0.3864 ms 77.4%
  triton_mm_2130 0.3965 ms 75.4%
SingleProcess AUTOTUNE benchmarking takes 2.5275 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0832 ms 100.0%
  triton_mm_2171 0.0839 ms 99.2%
  triton_mm_2170 0.0851 ms 97.8%
  triton_mm_2167 0.0926 ms 89.8%
  triton_mm_2172 0.0944 ms 88.1%
  triton_mm_2163 0.0948 ms 87.8%
  triton_mm_2165 0.0952 ms 87.4%
  triton_mm_2164 0.1017 ms 81.8%
  triton_mm_2168 0.1047 ms 79.5%
  triton_mm_2166 0.1237 ms 67.3%
SingleProcess AUTOTUNE benchmarking takes 2.4071 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2239 ms 100.0%
  triton_mm_2209 0.2259 ms 99.1%
  triton_mm_2208 0.2309 ms 97.0%
  triton_mm_2210 0.2429 ms 92.2%
  triton_mm_2205 0.2589 ms 86.5%
  triton_mm_2203 0.2642 ms 84.8%
  triton_mm_2201 0.2644 ms 84.7%
  triton_mm_2204 0.2889 ms 77.5%
  triton_mm_2202 0.2923 ms 76.6%
  triton_mm_2206 0.2992 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.5157 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2983 ms 100.0%
  triton_mm_2318 0.3028 ms 98.5%
  triton_mm_2319 0.3117 ms 95.7%
  triton_mm_2320 0.3223 ms 92.6%
  triton_mm_2315 0.3468 ms 86.0%
  triton_mm_2313 0.3506 ms 85.1%
  triton_mm_2311 0.3510 ms 85.0%
  triton_mm_2314 0.3668 ms 81.3%
  triton_mm_2312 0.3864 ms 77.2%
  triton_mm_2316 0.3969 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.5370 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2983 ms 100.0%
  triton_mm_2504 0.3038 ms 98.2%
  triton_mm_2505 0.3111 ms 95.9%
  triton_mm_2506 0.3213 ms 92.8%
  triton_mm_2501 0.3478 ms 85.8%
  triton_mm_2497 0.3510 ms 85.0%
  triton_mm_2499 0.3510 ms 85.0%
  triton_mm_2500 0.3649 ms 81.7%
  triton_mm_2498 0.3868 ms 77.1%
  triton_mm_2502 0.3958 ms 75.4%
SingleProcess AUTOTUNE benchmarking takes 2.5440 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2991 ms 100.0%
  triton_mm_2690 0.3032 ms 98.7%
  triton_mm_2691 0.3130 ms 95.6%
  triton_mm_2692 0.3225 ms 92.8%
  triton_mm_2687 0.3471 ms 86.2%
  triton_mm_2683 0.3508 ms 85.3%
  triton_mm_2685 0.3514 ms 85.1%
  triton_mm_2686 0.3667 ms 81.6%
  triton_mm_2684 0.3869 ms 77.3%
  triton_mm_2688 0.3972 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.5332 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2981 ms 100.0%
  triton_mm_2876 0.3035 ms 98.2%
  triton_mm_2877 0.3112 ms 95.8%
  triton_mm_2878 0.3214 ms 92.8%
  triton_mm_2873 0.3481 ms 85.6%
  triton_mm_2871 0.3513 ms 84.9%
  triton_mm_2869 0.3523 ms 84.6%
  triton_mm_2872 0.3657 ms 81.5%
  triton_mm_2870 0.3873 ms 77.0%
  triton_mm_2874 0.3966 ms 75.2%
SingleProcess AUTOTUNE benchmarking takes 2.5417 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2998 ms 100.0%
  triton_mm_3062 0.3035 ms 98.8%
  triton_mm_3063 0.3110 ms 96.4%
  triton_mm_3064 0.3211 ms 93.3%
  triton_mm_3059 0.3474 ms 86.3%
  triton_mm_3057 0.3504 ms 85.6%
  triton_mm_3055 0.3516 ms 85.3%
  triton_mm_3058 0.3650 ms 82.1%
  triton_mm_3056 0.3869 ms 77.5%
  triton_mm_3060 0.3959 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 2.5403 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3015 ms 100.0%
  triton_mm_3248 0.3035 ms 99.3%
  triton_mm_3249 0.3112 ms 96.9%
  triton_mm_3250 0.3219 ms 93.6%
  triton_mm_3245 0.3479 ms 86.7%
  triton_mm_3243 0.3511 ms 85.9%
  triton_mm_3241 0.3537 ms 85.2%
  triton_mm_3244 0.3658 ms 82.4%
  triton_mm_3242 0.3873 ms 77.8%
  triton_mm_3246 0.3964 ms 76.0%
SingleProcess AUTOTUNE benchmarking takes 2.5425 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2994 ms 100.0%
  triton_mm_3434 0.3027 ms 98.9%
  triton_mm_3435 0.3123 ms 95.9%
  triton_mm_3436 0.3221 ms 92.9%
  triton_mm_3431 0.3478 ms 86.1%
  triton_mm_3429 0.3503 ms 85.5%
  triton_mm_3427 0.3529 ms 84.8%
  triton_mm_3430 0.3669 ms 81.6%
  triton_mm_3428 0.3863 ms 77.5%
  triton_mm_3432 0.3975 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.5466 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.2995 ms 100.0%
  triton_mm_3620 0.3038 ms 98.6%
  triton_mm_3621 0.3115 ms 96.2%
  triton_mm_3622 0.3227 ms 92.8%
  triton_mm_3617 0.3482 ms 86.0%
  triton_mm_3615 0.3511 ms 85.3%
  triton_mm_3613 0.3539 ms 84.6%
  triton_mm_3616 0.3655 ms 81.9%
  triton_mm_3614 0.3871 ms 77.4%
  triton_mm_3618 0.3966 ms 75.5%
SingleProcess AUTOTUNE benchmarking takes 2.5463 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x24)
  mm 0.0277 ms 100.0%
  triton_mm_4879 0.0501 ms 55.3%
  triton_mm_4872 0.0507 ms 54.6%
  triton_mm_4870 0.0557 ms 49.8%
  triton_mm_4871 0.0629 ms 44.0%
  triton_mm_4878 0.0671 ms 41.3%
  triton_mm_4875 0.0692 ms 40.1%
  triton_mm_4884 0.0730 ms 38.0%
  triton_mm_4883 0.0734 ms 37.7%
  triton_mm_4877 0.0771 ms 35.9%
SingleProcess AUTOTUNE benchmarking takes 6.2406 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_7 0.0252 ms 100.0%
  triton_mm_6 0.0263 ms 95.7%
  triton_mm_8 0.0263 ms 95.5%
  triton_mm_9 0.0264 ms 95.2%
  triton_mm_4 0.0266 ms 94.5%
  triton_mm_12 0.0270 ms 93.1%
  triton_mm_11 0.0274 ms 91.8%
  triton_mm_15 0.0279 ms 90.1%
  triton_mm_2 0.0282 ms 89.3%
  triton_mm_16 0.0283 ms 88.8%
SingleProcess AUTOTUNE benchmarking takes 2.0863 seconds and 0.0007 seconds precompiling
AUTOTUNE addmm(6864x3264, 6864x1088, 1088x3264)
  triton_mm_50 0.2211 ms 100.0%
  triton_mm_51 0.2268 ms 97.5%
  triton_mm_52 0.2554 ms 86.6%
  triton_mm_45 0.2658 ms 83.2%
  triton_mm_47 0.2731 ms 81.0%
  triton_mm_43 0.2759 ms 80.1%
  bias_addmm 0.3004 ms 73.6%
  triton_mm_44 0.3075 ms 71.9%
  triton_mm_48 0.3102 ms 71.3%
  addmm 0.3227 ms 68.5%
SingleProcess AUTOTUNE benchmarking takes 2.6169 seconds and 0.0182 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x1088, 1088x1088)
  triton_mm_70 0.0896 ms 100.0%
  triton_mm_69 0.0911 ms 98.3%
  bias_addmm 0.0966 ms 92.7%
  triton_mm_64 0.0977 ms 91.7%
  triton_mm_66 0.0981 ms 91.4%
  triton_mm_71 0.0999 ms 89.7%
  triton_mm_62 0.1004 ms 89.3%
  addmm 0.1100 ms 81.5%
  triton_mm_63 0.1109 ms 80.8%
  triton_mm_67 0.1124 ms 79.7%
SingleProcess AUTOTUNE benchmarking takes 2.5138 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x4352, 6864x1088, 1088x4352)
  triton_mm_88 0.2937 ms 100.0%
  triton_mm_89 0.2974 ms 98.7%
  bias_addmm 0.3269 ms 89.8%
  triton_mm_90 0.3353 ms 87.6%
  triton_mm_83 0.3444 ms 85.3%
  triton_mm_81 0.3642 ms 80.6%
  triton_mm_85 0.3643 ms 80.6%
  triton_mm_82 0.4024 ms 73.0%
  triton_mm_86 0.4134 ms 71.0%
  addmm 0.4188 ms 70.1%
SingleProcess AUTOTUNE benchmarking takes 2.6724 seconds and 0.0144 seconds precompiling
AUTOTUNE addmm(6864x1088, 6864x4352, 4352x1088)
  bias_addmm 0.2947 ms 100.0%
  triton_mm_108 0.3099 ms 95.1%
  triton_mm_107 0.3185 ms 92.5%
  addmm 0.3296 ms 89.4%
  triton_mm_109 0.3298 ms 89.4%
  triton_mm_102 0.3584 ms 82.2%
  triton_mm_104 0.3594 ms 82.0%
  triton_mm_100 0.3690 ms 79.9%
  triton_mm_103 0.3697 ms 79.7%
  triton_mm_105 0.4119 ms 71.5%
SingleProcess AUTOTUNE benchmarking takes 2.6682 seconds and 0.0009 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1088, 1088x8192)
  triton_mm_1632 0.5667 ms 100.0%
  triton_mm_1631 0.5668 ms 100.0%
  triton_mm_1633 0.6370 ms 89.0%
  bias_addmm 0.6510 ms 87.1%
  triton_mm_1626 0.6653 ms 85.2%
  triton_mm_1628 0.7001 ms 81.0%
  triton_mm_1624 0.7158 ms 79.2%
  addmm 0.7747 ms 73.2%
  triton_mm_1629 0.7891 ms 71.8%
  triton_mm_1625 0.7907 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 11.6266 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1088)
  triton_mm_1669 0.5592 ms 100.0%
  triton_mm_1670 0.5775 ms 96.8%
  mm 0.5876 ms 95.2%
  triton_mm_1671 0.6023 ms 92.8%
  triton_mm_1664 0.6681 ms 83.7%
  triton_mm_1666 0.6697 ms 83.5%
  triton_mm_1662 0.6782 ms 82.4%
  triton_mm_1665 0.7293 ms 76.7%
  triton_mm_1667 0.7338 ms 76.2%
  triton_mm_1663 0.7451 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 9.6570 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2935 ms 100.0%
  triton_mm_1742 0.2981 ms 98.4%
  triton_mm_1741 0.2989 ms 98.2%
  triton_mm_1743 0.3424 ms 85.7%
  triton_mm_1736 0.3535 ms 83.0%
  triton_mm_1734 0.3579 ms 82.0%
  triton_mm_1738 0.3655 ms 80.3%
  triton_mm_1737 0.3825 ms 76.7%
  triton_mm_1739 0.4015 ms 73.1%
  triton_mm_1735 0.4080 ms 71.9%
SingleProcess AUTOTUNE benchmarking takes 9.8324 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2176, 2176x1088)
  triton_mm_1680 0.0162 ms 100.0%
  triton_mm_1676 0.0164 ms 98.8%
  mm 0.0170 ms 95.3%
  triton_mm_1684 0.0201 ms 80.7%
  triton_mm_1675 0.0220 ms 73.5%
  triton_mm_1688 0.0224 ms 72.2%
  triton_mm_1674 0.0235 ms 68.9%
  triton_mm_1679 0.0249 ms 65.1%
  triton_mm_1683 0.0255 ms 63.6%
  triton_mm_1673 0.0260 ms 62.4%
SingleProcess AUTOTUNE benchmarking takes 2.2370 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1088)
  mm 0.5455 ms 100.0%
  triton_mm_1650 0.5761 ms 94.7%
  triton_mm_1651 0.5869 ms 92.9%
  triton_mm_1652 0.6005 ms 90.8%
  triton_mm_1647 0.6652 ms 82.0%
  triton_mm_1645 0.6680 ms 81.7%
  triton_mm_1643 0.6719 ms 81.2%
  triton_mm_1646 0.7075 ms 77.1%
  triton_mm_1644 0.7332 ms 74.4%
  triton_mm_1648 0.7450 ms 73.2%
SingleProcess AUTOTUNE benchmarking takes 2.6054 seconds and 0.0009 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1722 0.2785 ms 100.0%
  triton_mm_1723 0.2804 ms 99.3%
  mm 0.2818 ms 98.9%
  triton_mm_1724 0.3181 ms 87.5%
  triton_mm_1715 0.3402 ms 81.9%
  triton_mm_1717 0.3431 ms 81.2%
  triton_mm_1719 0.3475 ms 80.2%
  triton_mm_1716 0.3647 ms 76.4%
  triton_mm_1720 0.3867 ms 72.0%
  triton_mm_1718 0.4213 ms 66.1%
SingleProcess AUTOTUNE benchmarking takes 10.1884 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  triton_mm_1837 0.2273 ms 100.0%
  triton_mm_1836 0.2322 ms 97.9%
  triton_mm_1838 0.2453 ms 92.7%
  mm 0.2578 ms 88.2%
  triton_mm_1833 0.2593 ms 87.7%
  triton_mm_1831 0.2636 ms 86.2%
  triton_mm_1829 0.2637 ms 86.2%
  triton_mm_1832 0.2901 ms 78.4%
  triton_mm_1830 0.2939 ms 77.4%
  triton_mm_1834 0.3002 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 2.5132 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1779 0.2927 ms 100.0%
  mm 0.2955 ms 99.1%
  triton_mm_1780 0.2990 ms 97.9%
  triton_mm_1781 0.3055 ms 95.8%
  triton_mm_1776 0.3496 ms 83.7%
  triton_mm_1772 0.3576 ms 81.9%
  triton_mm_1774 0.3603 ms 81.2%
  triton_mm_1775 0.3873 ms 75.6%
  triton_mm_1777 0.3988 ms 73.4%
  triton_mm_1773 0.4059 ms 72.1%
SingleProcess AUTOTUNE benchmarking takes 2.5395 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2277 ms 100.0%
  triton_mm_1855 0.2806 ms 81.2%
  triton_mm_1852 0.2849 ms 79.9%
  triton_mm_1850 0.2870 ms 79.3%
  triton_mm_1856 0.2874 ms 79.2%
  triton_mm_1848 0.2885 ms 78.9%
  triton_mm_1857 0.2926 ms 77.8%
  triton_mm_1851 0.3156 ms 72.2%
  triton_mm_1853 0.3296 ms 69.1%
  triton_mm_1849 0.3336 ms 68.2%
SingleProcess AUTOTUNE benchmarking takes 2.5224 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_1819 0.0986 ms 100.0%
  mm 0.1001 ms 98.5%
  triton_mm_1812 0.1053 ms 93.7%
  triton_mm_1818 0.1080 ms 91.3%
  triton_mm_1809 0.1186 ms 83.2%
  triton_mm_1810 0.1206 ms 81.8%
  triton_mm_1814 0.1206 ms 81.8%
  triton_mm_1817 0.1221 ms 80.8%
  triton_mm_1813 0.1264 ms 78.0%
  triton_mm_1815 0.1304 ms 75.6%
SingleProcess AUTOTUNE benchmarking takes 2.4290 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3032 ms 100.0%
  triton_mm_1760 0.3066 ms 98.9%
  triton_mm_1761 0.3120 ms 97.2%
  triton_mm_1762 0.3212 ms 94.4%
  triton_mm_1757 0.3430 ms 88.4%
  triton_mm_1755 0.3473 ms 87.3%
  triton_mm_1753 0.3496 ms 86.7%
  triton_mm_1756 0.3643 ms 83.2%
  triton_mm_1754 0.3884 ms 78.1%
  triton_mm_1758 0.3965 ms 76.5%
SingleProcess AUTOTUNE benchmarking takes 9.6643 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1799 0.0832 ms 100.0%
  triton_mm_1798 0.0847 ms 98.1%
  mm 0.0848 ms 98.1%
  triton_mm_1795 0.0916 ms 90.7%
  triton_mm_1791 0.0932 ms 89.3%
  triton_mm_1800 0.0942 ms 88.3%
  triton_mm_1793 0.0951 ms 87.4%
  triton_mm_1792 0.1023 ms 81.3%
  triton_mm_1796 0.1058 ms 78.6%
  triton_mm_1794 0.1233 ms 67.5%
SingleProcess AUTOTUNE benchmarking takes 2.4330 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_1908 0.2783 ms 100.0%
  mm 0.2793 ms 99.7%
  triton_mm_1909 0.2817 ms 98.8%
  triton_mm_1910 0.3185 ms 87.4%
  triton_mm_1901 0.3419 ms 81.4%
  triton_mm_1903 0.3448 ms 80.7%
  triton_mm_1905 0.3484 ms 79.9%
  triton_mm_1902 0.3670 ms 75.8%
  triton_mm_1906 0.3892 ms 71.5%
  triton_mm_1904 0.4243 ms 65.6%
SingleProcess AUTOTUNE benchmarking takes 2.5323 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3047 ms 100.0%
  triton_mm_1946 0.3077 ms 99.0%
  triton_mm_1947 0.3157 ms 96.5%
  triton_mm_1948 0.3246 ms 93.9%
  triton_mm_1943 0.3460 ms 88.1%
  triton_mm_1941 0.3512 ms 86.8%
  triton_mm_1939 0.3519 ms 86.6%
  triton_mm_1942 0.3672 ms 83.0%
  triton_mm_1940 0.3917 ms 77.8%
  triton_mm_1944 0.4005 ms 76.1%
SingleProcess AUTOTUNE benchmarking takes 2.5339 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2947 ms 100.0%
  triton_mm_1928 0.3023 ms 97.5%
  triton_mm_1927 0.3028 ms 97.3%
  triton_mm_1929 0.3065 ms 96.1%
  triton_mm_1922 0.3588 ms 82.1%
  triton_mm_1920 0.3610 ms 81.6%
  triton_mm_1924 0.3702 ms 79.6%
  triton_mm_1923 0.3876 ms 76.0%
  triton_mm_1925 0.4059 ms 72.6%
  triton_mm_1921 0.4108 ms 71.7%
SingleProcess AUTOTUNE benchmarking takes 2.5511 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_1965 0.2953 ms 100.0%
  mm 0.2960 ms 99.8%
  triton_mm_1966 0.3002 ms 98.3%
  triton_mm_1967 0.3065 ms 96.3%
  triton_mm_1962 0.3514 ms 84.0%
  triton_mm_1958 0.3588 ms 82.3%
  triton_mm_1960 0.3634 ms 81.2%
  triton_mm_1961 0.3902 ms 75.7%
  triton_mm_1963 0.3992 ms 74.0%
  triton_mm_1959 0.4068 ms 72.6%
SingleProcess AUTOTUNE benchmarking takes 2.5379 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2277 ms 100.0%
  triton_mm_2041 0.2807 ms 81.1%
  triton_mm_2038 0.2859 ms 79.6%
  triton_mm_2036 0.2861 ms 79.6%
  triton_mm_2042 0.2876 ms 79.2%
  triton_mm_2034 0.2878 ms 79.1%
  triton_mm_2043 0.2926 ms 77.8%
  triton_mm_2037 0.3156 ms 72.2%
  triton_mm_2039 0.3297 ms 69.1%
  triton_mm_2035 0.3340 ms 68.2%
SingleProcess AUTOTUNE benchmarking takes 2.5213 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  mm 0.0993 ms 100.0%
  triton_mm_2005 0.0994 ms 99.9%
  triton_mm_1998 0.1059 ms 93.8%
  triton_mm_2004 0.1086 ms 91.4%
  triton_mm_1995 0.1192 ms 83.3%
  triton_mm_2000 0.1198 ms 82.9%
  triton_mm_1996 0.1199 ms 82.8%
  triton_mm_2003 0.1226 ms 81.0%
  triton_mm_1999 0.1272 ms 78.1%
  triton_mm_2001 0.1312 ms 75.7%
SingleProcess AUTOTUNE benchmarking takes 2.4308 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  triton_mm_1985 0.0831 ms 100.0%
  mm 0.0834 ms 99.7%
  triton_mm_1984 0.0847 ms 98.1%
  triton_mm_1981 0.0923 ms 90.0%
  triton_mm_1977 0.0932 ms 89.1%
  triton_mm_1986 0.0942 ms 88.2%
  triton_mm_1979 0.0957 ms 86.8%
  triton_mm_1978 0.1028 ms 80.8%
  triton_mm_1982 0.1052 ms 79.0%
  triton_mm_1980 0.1240 ms 67.0%
SingleProcess AUTOTUNE benchmarking takes 2.4210 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2270 ms 100.0%
  triton_mm_2023 0.2276 ms 99.7%
  triton_mm_2022 0.2334 ms 97.3%
  triton_mm_2024 0.2468 ms 91.9%
  triton_mm_2019 0.2593 ms 87.5%
  triton_mm_2017 0.2652 ms 85.6%
  triton_mm_2015 0.2663 ms 85.2%
  triton_mm_2018 0.2915 ms 77.9%
  triton_mm_2016 0.2952 ms 76.9%
  triton_mm_2020 0.3013 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.5137 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2094 0.2784 ms 100.0%
  mm 0.2789 ms 99.8%
  triton_mm_2095 0.2819 ms 98.7%
  triton_mm_2096 0.3188 ms 87.3%
  triton_mm_2087 0.3413 ms 81.6%
  triton_mm_2089 0.3455 ms 80.6%
  triton_mm_2091 0.3532 ms 78.8%
  triton_mm_2088 0.3668 ms 75.9%
  triton_mm_2092 0.3892 ms 71.5%
  triton_mm_2090 0.4247 ms 65.5%
SingleProcess AUTOTUNE benchmarking takes 2.5358 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3054 ms 100.0%
  triton_mm_2132 0.3079 ms 99.2%
  triton_mm_2133 0.3153 ms 96.9%
  triton_mm_2134 0.3247 ms 94.1%
  triton_mm_2129 0.3459 ms 88.3%
  triton_mm_2127 0.3514 ms 86.9%
  triton_mm_2125 0.3522 ms 86.7%
  triton_mm_2128 0.3684 ms 82.9%
  triton_mm_2126 0.3924 ms 77.8%
  triton_mm_2130 0.4010 ms 76.2%
SingleProcess AUTOTUNE benchmarking takes 2.5402 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2956 ms 100.0%
  triton_mm_2114 0.3020 ms 97.9%
  triton_mm_2113 0.3024 ms 97.8%
  triton_mm_2115 0.3068 ms 96.3%
  triton_mm_2108 0.3588 ms 82.4%
  triton_mm_2106 0.3614 ms 81.8%
  triton_mm_2110 0.3698 ms 79.9%
  triton_mm_2109 0.3874 ms 76.3%
  triton_mm_2111 0.4058 ms 72.8%
  triton_mm_2107 0.4114 ms 71.9%
SingleProcess AUTOTUNE benchmarking takes 2.5447 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2151 0.2955 ms 100.0%
  mm 0.2962 ms 99.8%
  triton_mm_2152 0.3001 ms 98.5%
  triton_mm_2153 0.3065 ms 96.4%
  triton_mm_2148 0.3506 ms 84.3%
  triton_mm_2144 0.3590 ms 82.3%
  triton_mm_2146 0.3636 ms 81.3%
  triton_mm_2147 0.3890 ms 76.0%
  triton_mm_2149 0.3998 ms 73.9%
  triton_mm_2145 0.4068 ms 72.6%
SingleProcess AUTOTUNE benchmarking takes 2.5419 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(3264x6864, 6864x1088)
  mm 0.2268 ms 100.0%
  triton_mm_2227 0.2812 ms 80.7%
  triton_mm_2224 0.2849 ms 79.6%
  triton_mm_2222 0.2877 ms 78.9%
  triton_mm_2228 0.2882 ms 78.7%
  triton_mm_2220 0.2886 ms 78.6%
  triton_mm_2229 0.2923 ms 77.6%
  triton_mm_2223 0.3163 ms 71.7%
  triton_mm_2225 0.3297 ms 68.8%
  triton_mm_2221 0.3351 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 2.5220 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x1088)
  triton_mm_2191 0.0991 ms 100.0%
  mm 0.0992 ms 99.9%
  triton_mm_2184 0.1059 ms 93.6%
  triton_mm_2190 0.1087 ms 91.1%
  triton_mm_2181 0.1186 ms 83.5%
  triton_mm_2186 0.1198 ms 82.7%
  triton_mm_2182 0.1205 ms 82.2%
  triton_mm_2189 0.1228 ms 80.7%
  triton_mm_2185 0.1271 ms 77.9%
  triton_mm_2187 0.1312 ms 75.5%
SingleProcess AUTOTUNE benchmarking takes 2.4184 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x1088)
  mm 0.0835 ms 100.0%
  triton_mm_2171 0.0838 ms 99.6%
  triton_mm_2170 0.0847 ms 98.5%
  triton_mm_2167 0.0916 ms 91.2%
  triton_mm_2163 0.0931 ms 89.6%
  triton_mm_2172 0.0936 ms 89.2%
  triton_mm_2165 0.0951 ms 87.8%
  triton_mm_2164 0.1022 ms 81.6%
  triton_mm_2168 0.1060 ms 78.7%
  triton_mm_2166 0.1234 ms 67.7%
SingleProcess AUTOTUNE benchmarking takes 3.3671 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2269 ms 100.0%
  triton_mm_2209 0.2285 ms 99.3%
  triton_mm_2208 0.2340 ms 97.0%
  triton_mm_2210 0.2460 ms 92.2%
  triton_mm_2205 0.2608 ms 87.0%
  triton_mm_2203 0.2651 ms 85.6%
  triton_mm_2201 0.2655 ms 85.5%
  triton_mm_2204 0.2908 ms 78.0%
  triton_mm_2202 0.2960 ms 76.7%
  triton_mm_2206 0.3027 ms 75.0%
SingleProcess AUTOTUNE benchmarking takes 2.5148 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x1088, 1088x4352)
  triton_mm_2280 0.2783 ms 100.0%
  mm 0.2796 ms 99.5%
  triton_mm_2281 0.2818 ms 98.8%
  triton_mm_2282 0.3183 ms 87.4%
  triton_mm_2273 0.3420 ms 81.4%
  triton_mm_2275 0.3458 ms 80.5%
  triton_mm_2277 0.3502 ms 79.5%
  triton_mm_2274 0.3667 ms 75.9%
  triton_mm_2278 0.3899 ms 71.4%
  triton_mm_2276 0.4253 ms 65.4%
SingleProcess AUTOTUNE benchmarking takes 2.5425 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x4352, 4352x1088)
  mm 0.3056 ms 100.0%
  triton_mm_2318 0.3082 ms 99.2%
  triton_mm_2319 0.3159 ms 96.7%
  triton_mm_2320 0.3248 ms 94.1%
  triton_mm_2315 0.3465 ms 88.2%
  triton_mm_2313 0.3512 ms 87.0%
  triton_mm_2311 0.3518 ms 86.9%
  triton_mm_2314 0.3685 ms 82.9%
  triton_mm_2312 0.3917 ms 78.0%
  triton_mm_2316 0.4008 ms 76.2%
SingleProcess AUTOTUNE benchmarking takes 2.5433 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6864, 6864x4352)
  mm 0.2955 ms 100.0%
  triton_mm_2300 0.3015 ms 98.0%
  triton_mm_2299 0.3020 ms 97.8%
  triton_mm_2301 0.3064 ms 96.4%
  triton_mm_2294 0.3592 ms 82.3%
  triton_mm_2292 0.3618 ms 81.7%
  triton_mm_2296 0.3701 ms 79.8%
  triton_mm_2295 0.3878 ms 76.2%
  triton_mm_2297 0.4057 ms 72.8%
  triton_mm_2293 0.4117 ms 71.8%
SingleProcess AUTOTUNE benchmarking takes 2.5440 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  triton_mm_2337 0.2940 ms 100.0%
  mm 0.2963 ms 99.2%
  triton_mm_2338 0.2996 ms 98.2%
  triton_mm_2339 0.3062 ms 96.0%
  triton_mm_2334 0.3506 ms 83.9%
  triton_mm_2330 0.3601 ms 81.7%
  triton_mm_2332 0.3619 ms 81.3%
  triton_mm_2333 0.3889 ms 75.6%
  triton_mm_2335 0.4001 ms 73.5%
  triton_mm_2331 0.4076 ms 72.1%
SingleProcess AUTOTUNE benchmarking takes 2.5497 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2256 ms 100.0%
  triton_mm_2395 0.2279 ms 99.0%
  triton_mm_2394 0.2329 ms 96.9%
  triton_mm_2396 0.2462 ms 91.6%
  triton_mm_2391 0.2601 ms 86.8%
  triton_mm_2387 0.2638 ms 85.5%
  triton_mm_2389 0.2653 ms 85.1%
  triton_mm_2390 0.2916 ms 77.4%
  triton_mm_2388 0.2960 ms 76.2%
  triton_mm_2392 0.3018 ms 74.8%
SingleProcess AUTOTUNE benchmarking takes 2.5214 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(4352x6864, 6864x1088)
  mm 0.2940 ms 100.0%
  triton_mm_2523 0.2950 ms 99.7%
  triton_mm_2524 0.2992 ms 98.3%
  triton_mm_2525 0.3053 ms 96.3%
  triton_mm_2520 0.3500 ms 84.0%
  triton_mm_2516 0.3581 ms 82.1%
  triton_mm_2518 0.3607 ms 81.5%
  triton_mm_2519 0.3880 ms 75.8%
  triton_mm_2521 0.3988 ms 73.7%
  triton_mm_2517 0.4066 ms 72.3%
SingleProcess AUTOTUNE benchmarking takes 2.5515 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x3264, 3264x1088)
  mm 0.2261 ms 100.0%
  triton_mm_2581 0.2275 ms 99.4%
  triton_mm_2580 0.2325 ms 97.2%
  triton_mm_2582 0.2453 ms 92.2%
  triton_mm_2577 0.2587 ms 87.4%
  triton_mm_2575 0.2638 ms 85.7%
  triton_mm_2573 0.2651 ms 85.3%
  triton_mm_2576 0.2906 ms 77.8%
  triton_mm_2574 0.2948 ms 76.7%
  triton_mm_2578 0.3002 ms 75.3%
SingleProcess AUTOTUNE benchmarking takes 2.5162 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(1088x6840, 6840x24)
  mm 0.0280 ms 100.0%
  triton_mm_4879 0.0504 ms 55.5%
  triton_mm_4872 0.0507 ms 55.1%
  triton_mm_4870 0.0558 ms 50.1%
  triton_mm_4871 0.0638 ms 43.8%
  triton_mm_4878 0.0672 ms 41.6%
  triton_mm_4875 0.0700 ms 39.9%
  triton_mm_4884 0.0732 ms 38.2%
  triton_mm_4883 0.0734 ms 38.1%
  triton_mm_4877 0.0779 ms 35.9%
SingleProcess AUTOTUNE benchmarking takes 6.1708 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 0.8233 ms 100.0%
  mm 0.9434 ms 87.3%
  triton_mm_4987 0.9819 ms 83.8%
  triton_mm_4983 0.9977 ms 82.5%
  triton_mm_4991 1.0546 ms 78.1%
  triton_mm_4984 1.1003 ms 74.8%
  triton_mm_4988 1.1044 ms 74.5%
  triton_mm_4985 1.1340 ms 72.6%
  triton_mm_4980 1.3284 ms 62.0%
  triton_mm_4981 1.3927 ms 59.1%
SingleProcess AUTOTUNE benchmarking takes 2.1531 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5083 0.8234 ms 100.0%
  mm 0.8361 ms 98.5%
  triton_mm_5080 0.9815 ms 83.9%
  triton_mm_5076 1.0011 ms 82.3%
  triton_mm_5084 1.0548 ms 78.1%
  triton_mm_5081 1.1018 ms 74.7%
  triton_mm_5077 1.1030 ms 74.7%
  triton_mm_5078 1.1452 ms 71.9%
  triton_mm_5073 1.3421 ms 61.4%
  triton_mm_5074 1.4095 ms 58.4%
SingleProcess AUTOTUNE benchmarking takes 2.1566 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5362 0.8234 ms 100.0%
  mm 0.8329 ms 98.9%
  triton_mm_5359 0.9950 ms 82.7%
  triton_mm_5355 0.9992 ms 82.4%
  triton_mm_5363 1.0635 ms 77.4%
  triton_mm_5360 1.1124 ms 74.0%
  triton_mm_5356 1.1135 ms 73.9%
  triton_mm_5357 1.1407 ms 72.2%
  triton_mm_5352 1.3413 ms 61.4%
  triton_mm_5353 1.4085 ms 58.5%
SingleProcess AUTOTUNE benchmarking takes 2.1453 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5734 0.8245 ms 100.0%
  mm 0.8331 ms 99.0%
  triton_mm_5731 0.9934 ms 83.0%
  triton_mm_5727 0.9985 ms 82.6%
  triton_mm_5735 1.0644 ms 77.5%
  triton_mm_5732 1.1052 ms 74.6%
  triton_mm_5728 1.1129 ms 74.1%
  triton_mm_5729 1.1428 ms 72.2%
  triton_mm_5724 1.3429 ms 61.4%
  triton_mm_5725 1.4094 ms 58.5%
SingleProcess AUTOTUNE benchmarking takes 2.1430 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0368 ms 100.0%
  triton_mm_4895 0.0375 ms 98.3%
  triton_mm_4899 0.0377 ms 97.6%
  triton_mm_4892 0.0380 ms 97.0%
  triton_mm_4896 0.0384 ms 95.9%
  triton_mm_4898 0.0386 ms 95.4%
  triton_mm_4887 0.0404 ms 91.1%
  triton_mm_4894 0.0406 ms 90.8%
  triton_mm_4888 0.0408 ms 90.3%
  triton_mm_4886 0.0471 ms 78.2%
SingleProcess AUTOTUNE benchmarking takes 1.6433 seconds and 0.0010 seconds precompiling
AUTOTUNE mm(10260x24, 24x1088)
  triton_mm_4914 0.0349 ms 100.0%
  triton_mm_4909 0.0351 ms 99.4%
  triton_mm_4911 0.0353 ms 99.0%
  triton_mm_4910 0.0360 ms 96.8%
  triton_mm_4908 0.0361 ms 96.7%
  triton_mm_4913 0.0364 ms 95.9%
  triton_mm_4906 0.0372 ms 93.8%
  triton_mm_4907 0.0375 ms 93.1%
  triton_mm_4917 0.0386 ms 90.5%
  triton_mm_4912 0.0388 ms 89.9%
SingleProcess AUTOTUNE benchmarking takes 2.0982 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  bias_addmm 0.6352 ms 100.0%
  triton_mm_4935 0.6360 ms 99.9%
  triton_mm_4932 0.7449 ms 85.3%
  triton_mm_4928 0.7692 ms 82.6%
  addmm 0.7929 ms 80.1%
  triton_mm_4936 0.8308 ms 76.5%
  triton_mm_4933 0.8425 ms 75.4%
  triton_mm_4929 0.8500 ms 74.7%
  triton_mm_4930 0.8703 ms 73.0%
  triton_mm_4925 1.0115 ms 62.8%
SingleProcess AUTOTUNE benchmarking takes 2.2374 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4954 0.2223 ms 100.0%
  mm 0.2340 ms 95.0%
  triton_mm_4951 0.2516 ms 88.4%
  triton_mm_4947 0.2676 ms 83.1%
  triton_mm_4952 0.2790 ms 79.7%
  triton_mm_4955 0.2868 ms 77.5%
  triton_mm_4948 0.2938 ms 75.7%
  triton_mm_4949 0.3076 ms 72.3%
  triton_mm_4944 0.3402 ms 65.3%
  triton_mm_4945 0.3517 ms 63.2%
SingleProcess AUTOTUNE benchmarking takes 2.0372 seconds and 0.0011 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5009 0.8347 ms 100.0%
  mm 0.8700 ms 95.9%
  triton_mm_5010 0.9956 ms 83.8%
  triton_mm_5006 1.0128 ms 82.4%
  triton_mm_5002 1.0520 ms 79.3%
  triton_mm_5007 1.0731 ms 77.8%
  triton_mm_5003 1.1295 ms 73.9%
  triton_mm_5004 1.1354 ms 73.5%
  triton_mm_4999 1.3511 ms 61.8%
  triton_mm_5000 1.3779 ms 60.6%
SingleProcess AUTOTUNE benchmarking takes 2.1414 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0369 ms 100.0%
  triton_mm_5243 0.0372 ms 99.2%
  triton_mm_5250 0.0378 ms 97.6%
  triton_mm_5247 0.0384 ms 96.0%
  triton_mm_5246 0.0386 ms 95.4%
  triton_mm_5249 0.0398 ms 92.7%
  triton_mm_5239 0.0406 ms 90.7%
  triton_mm_5238 0.0410 ms 90.0%
  triton_mm_5245 0.0416 ms 88.6%
  triton_mm_5237 0.0461 ms 80.0%
SingleProcess AUTOTUNE benchmarking takes 1.6482 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5288 0.8346 ms 100.0%
  mm 0.8693 ms 96.0%
  triton_mm_5289 0.9956 ms 83.8%
  triton_mm_5285 1.0132 ms 82.4%
  triton_mm_5281 1.0448 ms 79.9%
  triton_mm_5286 1.0728 ms 77.8%
  triton_mm_5282 1.1296 ms 73.9%
  triton_mm_5283 1.1402 ms 73.2%
  triton_mm_5278 1.3453 ms 62.0%
  triton_mm_5279 1.3777 ms 60.6%
SingleProcess AUTOTUNE benchmarking takes 2.1511 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_5307 0.6410 ms 100.0%
  bias_addmm 0.6418 ms 99.9%
  triton_mm_5304 0.7527 ms 85.2%
  triton_mm_5300 0.7631 ms 84.0%
  addmm 0.7997 ms 80.2%
  triton_mm_5308 0.8310 ms 77.1%
  triton_mm_5305 0.8410 ms 76.2%
  triton_mm_5301 0.8487 ms 75.5%
  triton_mm_5302 0.8694 ms 73.7%
  triton_mm_5297 1.0102 ms 63.5%
SingleProcess AUTOTUNE benchmarking takes 2.2464 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_5326 0.2228 ms 100.0%
  mm 0.2338 ms 95.3%
  triton_mm_5323 0.2531 ms 88.1%
  triton_mm_5319 0.2684 ms 83.0%
  triton_mm_5324 0.2800 ms 79.6%
  triton_mm_5327 0.2878 ms 77.4%
  triton_mm_5320 0.2941 ms 75.8%
  triton_mm_5321 0.3076 ms 72.4%
  triton_mm_5316 0.3404 ms 65.5%
  triton_mm_5317 0.3518 ms 63.4%
SingleProcess AUTOTUNE benchmarking takes 2.0382 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0369 ms 100.0%
  triton_mm_5339 0.0374 ms 98.7%
  triton_mm_5343 0.0377 ms 98.0%
  triton_mm_5336 0.0378 ms 97.7%
  triton_mm_5340 0.0382 ms 96.6%
  triton_mm_5342 0.0386 ms 95.7%
  triton_mm_5332 0.0396 ms 93.2%
  triton_mm_5338 0.0405 ms 91.2%
  triton_mm_5331 0.0410 ms 90.0%
  triton_mm_5330 0.0471 ms 78.5%
SingleProcess AUTOTUNE benchmarking takes 1.6753 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6447 0.0206 ms 100.0%
  triton_mm_6448 0.0216 ms 95.4%
  mm 0.0217 ms 95.1%
  triton_mm_6452 0.0234 ms 88.2%
  triton_mm_6446 0.0240 ms 86.0%
  triton_mm_6459 0.0247 ms 83.5%
  triton_mm_6456 0.0271 ms 75.9%
  triton_mm_6455 0.0283 ms 72.9%
  triton_mm_6458 0.0284 ms 72.6%
  triton_mm_6454 0.0308 ms 66.8%
SingleProcess AUTOTUNE benchmarking takes 1.6600 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6516 1.5635 ms 100.0%
  bias_addmm 1.5727 ms 99.4%
  triton_mm_6509 1.8519 ms 84.4%
  triton_mm_6513 1.8640 ms 83.9%
  addmm 1.9277 ms 81.1%
  triton_mm_6517 1.9961 ms 78.3%
  triton_mm_6514 2.0950 ms 74.6%
  triton_mm_6510 2.1213 ms 73.7%
  triton_mm_6511 2.1630 ms 72.3%
  triton_mm_6506 2.5327 ms 61.7%
SingleProcess AUTOTUNE benchmarking takes 2.3973 seconds and 0.0012 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 [02:12<1:34:58, 132.52s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4990 0.8222 ms 100.0%
  mm 0.9430 ms 87.2%
  triton_mm_4983 1.0084 ms 81.5%
  triton_mm_4991 1.0605 ms 77.5%
  triton_mm_4984 1.1128 ms 73.9%
  triton_mm_4988 1.1149 ms 73.7%
  triton_mm_4987 1.1214 ms 73.3%
  triton_mm_4985 1.1402 ms 72.1%
  triton_mm_4980 1.3429 ms 61.2%
  triton_mm_4981 1.4242 ms 57.7%
SingleProcess AUTOTUNE benchmarking takes 5.7251 seconds and 0.0018 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5083 0.8327 ms 100.0%
  mm 0.8445 ms 98.6%
  triton_mm_5080 1.0013 ms 83.2%
  triton_mm_5076 1.0116 ms 82.3%
  triton_mm_5084 1.0647 ms 78.2%
  triton_mm_5077 1.1123 ms 74.9%
  triton_mm_5081 1.1139 ms 74.8%
  triton_mm_5078 1.1416 ms 72.9%
  triton_mm_5073 1.3421 ms 62.0%
  triton_mm_5074 1.4100 ms 59.1%
SingleProcess AUTOTUNE benchmarking takes 2.1526 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5176 0.8276 ms 100.0%
  mm 0.8380 ms 98.8%
  triton_mm_5173 1.0025 ms 82.6%
  triton_mm_5169 1.0136 ms 81.7%
  triton_mm_5177 1.0668 ms 77.6%
  triton_mm_5174 1.1144 ms 74.3%
  triton_mm_5170 1.1251 ms 73.6%
  triton_mm_5171 1.1427 ms 72.4%
  triton_mm_5166 1.3419 ms 61.7%
  triton_mm_5167 1.4097 ms 58.7%
SingleProcess AUTOTUNE benchmarking takes 2.1443 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  triton_mm_4899 0.0366 ms 100.0%
  mm 0.0369 ms 99.0%
  triton_mm_4892 0.0370 ms 98.9%
  triton_mm_4895 0.0375 ms 97.4%
  triton_mm_4896 0.0382 ms 95.6%
  triton_mm_4898 0.0386 ms 94.8%
  triton_mm_4888 0.0406 ms 90.0%
  triton_mm_4894 0.0408 ms 89.7%
  triton_mm_4887 0.0411 ms 88.9%
  triton_mm_4886 0.0466 ms 78.5%
SingleProcess AUTOTUNE benchmarking takes 1.6474 seconds and 0.0016 seconds precompiling
AUTOTUNE mm(10260x24, 24x1088)
  triton_mm_4909 0.0348 ms 100.0%
  triton_mm_4910 0.0351 ms 99.2%
  triton_mm_4914 0.0355 ms 98.1%
  triton_mm_4908 0.0358 ms 97.2%
  triton_mm_4911 0.0362 ms 96.4%
  triton_mm_4913 0.0363 ms 96.1%
  triton_mm_4906 0.0371 ms 94.0%
  triton_mm_4907 0.0373 ms 93.3%
  triton_mm_4904 0.0381 ms 91.4%
  triton_mm_4917 0.0382 ms 91.3%
SingleProcess AUTOTUNE benchmarking takes 2.1131 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4935 0.6436 ms 100.0%
  bias_addmm 0.6437 ms 100.0%
  triton_mm_4932 0.7536 ms 85.4%
  triton_mm_4928 0.7691 ms 83.7%
  addmm 0.8020 ms 80.2%
  triton_mm_4936 0.8392 ms 76.7%
  triton_mm_4933 0.8423 ms 76.4%
  triton_mm_4929 0.8507 ms 75.7%
  triton_mm_4930 0.8785 ms 73.3%
  triton_mm_4925 1.0123 ms 63.6%
SingleProcess AUTOTUNE benchmarking takes 2.2390 seconds and 0.0020 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4954 0.2243 ms 100.0%
  mm 0.2358 ms 95.1%
  triton_mm_4951 0.2566 ms 87.4%
  triton_mm_4947 0.2691 ms 83.4%
  triton_mm_4952 0.2818 ms 79.6%
  triton_mm_4955 0.2873 ms 78.1%
  triton_mm_4948 0.2960 ms 75.8%
  triton_mm_4949 0.3074 ms 73.0%
  triton_mm_4944 0.3434 ms 65.3%
  triton_mm_4945 0.3552 ms 63.2%
SingleProcess AUTOTUNE benchmarking takes 2.0231 seconds and 0.0024 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5009 0.8455 ms 100.0%
  mm 0.8817 ms 95.9%
  triton_mm_5010 1.0104 ms 83.7%
  triton_mm_5006 1.0207 ms 82.8%
  triton_mm_5002 1.0652 ms 79.4%
  triton_mm_5007 1.0867 ms 77.8%
  triton_mm_5003 1.1333 ms 74.6%
  triton_mm_5004 1.1447 ms 73.9%
  triton_mm_4999 1.3619 ms 62.1%
  triton_mm_5000 1.3827 ms 61.1%
SingleProcess AUTOTUNE benchmarking takes 2.1533 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6448 0.0206 ms 100.0%
  triton_mm_6447 0.0206 ms 99.8%
  mm 0.0217 ms 94.8%
  triton_mm_6452 0.0242 ms 84.9%
  triton_mm_6446 0.0246 ms 83.7%
  triton_mm_6459 0.0257 ms 80.0%
  triton_mm_6456 0.0268 ms 76.6%
  triton_mm_6458 0.0275 ms 74.8%
  triton_mm_6455 0.0289 ms 71.1%
  triton_mm_6454 0.0317 ms 65.0%
SingleProcess AUTOTUNE benchmarking takes 1.6360 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6516 1.5642 ms 100.0%
  bias_addmm 1.5706 ms 99.6%
  triton_mm_6513 1.8761 ms 83.4%
  triton_mm_6509 1.9030 ms 82.2%
  addmm 1.9360 ms 80.8%
  triton_mm_6517 2.0380 ms 76.8%
  triton_mm_6514 2.1193 ms 73.8%
  triton_mm_6510 2.1227 ms 73.7%
  triton_mm_6511 2.1847 ms 71.6%
  triton_mm_6506 2.5620 ms 61.1%
SingleProcess AUTOTUNE benchmarking takes 2.4037 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 [02:12<1:34:58, 132.53s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4990 0.8525 ms 100.0%
  mm 0.9455 ms 90.2%
  triton_mm_4987 1.0269 ms 83.0%
  triton_mm_4983 1.0378 ms 82.1%
  triton_mm_4991 1.0892 ms 78.3%
  triton_mm_4988 1.1409 ms 74.7%
  triton_mm_4985 1.1727 ms 72.7%
  triton_mm_4984 1.1814 ms 72.2%
  triton_mm_4980 1.3745 ms 62.0%
  triton_mm_4989 1.4296 ms 59.6%
SingleProcess AUTOTUNE benchmarking takes 2.1618 seconds and 0.0013 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  mm 0.8534 ms 100.0%
  triton_mm_5083 0.8684 ms 98.3%
  triton_mm_5080 1.0273 ms 83.1%
  triton_mm_5076 1.0496 ms 81.3%
  triton_mm_5084 1.0996 ms 77.6%
  triton_mm_5081 1.1539 ms 74.0%
  triton_mm_5077 1.1542 ms 73.9%
  triton_mm_5078 1.1728 ms 72.8%
  triton_mm_5073 1.3892 ms 61.4%
  triton_mm_5082 1.4333 ms 59.5%
SingleProcess AUTOTUNE benchmarking takes 2.1496 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0367 ms 100.0%
  triton_mm_4892 0.0369 ms 99.4%
  triton_mm_4899 0.0375 ms 97.7%
  triton_mm_4896 0.0376 ms 97.6%
  triton_mm_4898 0.0384 ms 95.5%
  triton_mm_4895 0.0387 ms 94.7%
  triton_mm_4887 0.0402 ms 91.3%
  triton_mm_4894 0.0404 ms 90.8%
  triton_mm_4888 0.0406 ms 90.3%
  triton_mm_4886 0.0457 ms 80.2%
SingleProcess AUTOTUNE benchmarking takes 1.6434 seconds and 0.0015 seconds precompiling
AUTOTUNE mm(10260x24, 24x1088)
  triton_mm_4909 0.0352 ms 100.0%
  triton_mm_4911 0.0356 ms 98.9%
  triton_mm_4914 0.0359 ms 98.1%
  triton_mm_4908 0.0363 ms 97.0%
  triton_mm_4910 0.0364 ms 96.7%
  triton_mm_4913 0.0367 ms 95.8%
  triton_mm_4907 0.0373 ms 94.3%
  triton_mm_4906 0.0374 ms 94.0%
  triton_mm_4912 0.0380 ms 92.6%
  triton_mm_4917 0.0386 ms 91.2%
SingleProcess AUTOTUNE benchmarking takes 2.0926 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  bias_addmm 0.6553 ms 100.0%
  triton_mm_4935 0.6630 ms 98.8%
  triton_mm_4932 0.7777 ms 84.3%
  triton_mm_4928 0.7868 ms 83.3%
  addmm 0.8170 ms 80.2%
  triton_mm_4936 0.8559 ms 76.6%
  triton_mm_4929 0.8677 ms 75.5%
  triton_mm_4933 0.8701 ms 75.3%
  triton_mm_4930 0.9031 ms 72.6%
  triton_mm_4925 1.0448 ms 62.7%
SingleProcess AUTOTUNE benchmarking takes 2.2453 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4954 0.2286 ms 100.0%
  mm 0.2396 ms 95.4%
  triton_mm_4951 0.2613 ms 87.5%
  triton_mm_4947 0.2740 ms 83.4%
  triton_mm_4952 0.2864 ms 79.8%
  triton_mm_4955 0.2898 ms 78.9%
  triton_mm_4948 0.3031 ms 75.4%
  triton_mm_4949 0.3113 ms 73.4%
  triton_mm_4944 0.3468 ms 65.9%
  triton_mm_4945 0.3594 ms 63.6%
SingleProcess AUTOTUNE benchmarking takes 2.0228 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5009 0.8585 ms 100.0%
  mm 0.8970 ms 95.7%
  triton_mm_5010 1.0288 ms 83.5%
  triton_mm_5006 1.0404 ms 82.5%
  triton_mm_5002 1.0897 ms 78.8%
  triton_mm_5007 1.1045 ms 77.7%
  triton_mm_5003 1.1604 ms 74.0%
  triton_mm_5004 1.1724 ms 73.2%
  triton_mm_4999 1.3882 ms 61.8%
  triton_mm_5000 1.4096 ms 60.9%
SingleProcess AUTOTUNE benchmarking takes 2.1431 seconds and 0.0012 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_5214 0.6558 ms 100.0%
  bias_addmm 0.6560 ms 100.0%
  triton_mm_5211 0.7688 ms 85.3%
  triton_mm_5207 0.7867 ms 83.4%
  addmm 0.8172 ms 80.2%
  triton_mm_5215 0.8565 ms 76.6%
  triton_mm_5212 0.8703 ms 75.4%
  triton_mm_5208 0.8787 ms 74.6%
  triton_mm_5209 0.9063 ms 72.4%
  triton_mm_5204 1.0332 ms 63.5%
SingleProcess AUTOTUNE benchmarking takes 2.2414 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_5233 0.2283 ms 100.0%
  mm 0.2394 ms 95.4%
  triton_mm_5230 0.2610 ms 87.5%
  triton_mm_5226 0.2736 ms 83.4%
  triton_mm_5231 0.2868 ms 79.6%
  triton_mm_5234 0.2901 ms 78.7%
  triton_mm_5227 0.3024 ms 75.5%
  triton_mm_5228 0.3104 ms 73.6%
  triton_mm_5223 0.3468 ms 65.8%
  triton_mm_5224 0.3628 ms 62.9%
SingleProcess AUTOTUNE benchmarking takes 2.0125 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0360 ms 100.0%
  triton_mm_5250 0.0365 ms 98.5%
  triton_mm_5243 0.0369 ms 97.7%
  triton_mm_5247 0.0381 ms 94.5%
  triton_mm_5246 0.0386 ms 93.3%
  triton_mm_5249 0.0395 ms 91.2%
  triton_mm_5238 0.0403 ms 89.4%
  triton_mm_5239 0.0405 ms 88.8%
  triton_mm_5245 0.0415 ms 86.8%
  triton_mm_5237 0.0467 ms 77.1%
SingleProcess AUTOTUNE benchmarking takes 1.6507 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5288 0.8644 ms 100.0%
  mm 0.8904 ms 97.1%
  triton_mm_5289 1.0220 ms 84.6%
  triton_mm_5285 1.0352 ms 83.5%
  triton_mm_5286 1.0978 ms 78.7%
  triton_mm_5281 1.1027 ms 78.4%
  triton_mm_5283 1.1559 ms 74.8%
  triton_mm_5282 1.1596 ms 74.5%
  triton_mm_5278 1.3722 ms 63.0%
  triton_mm_5279 1.4092 ms 61.3%
SingleProcess AUTOTUNE benchmarking takes 2.1611 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6447 0.0206 ms 100.0%
  triton_mm_6448 0.0208 ms 99.1%
  mm 0.0218 ms 94.5%
  triton_mm_6452 0.0243 ms 84.9%
  triton_mm_6446 0.0246 ms 83.8%
  triton_mm_6459 0.0256 ms 80.6%
  triton_mm_6456 0.0258 ms 79.9%
  triton_mm_6458 0.0274 ms 75.4%
  triton_mm_6455 0.0288 ms 71.6%
  triton_mm_6454 0.0317 ms 65.0%
SingleProcess AUTOTUNE benchmarking takes 1.6590 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  triton_mm_6516 1.5972 ms 100.0%
  bias_addmm 1.5988 ms 99.9%
  triton_mm_6513 1.9003 ms 84.0%
  triton_mm_6509 1.9739 ms 80.9%
  addmm 1.9772 ms 80.8%
  triton_mm_6517 2.0410 ms 78.3%
  triton_mm_6514 2.1434 ms 74.5%
  triton_mm_6510 2.1740 ms 73.5%
  triton_mm_6511 2.2178 ms 72.0%
  triton_mm_6506 2.6001 ms 61.4%
SingleProcess AUTOTUNE benchmarking takes 2.4178 seconds and 0.0012 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 [02:12<1:34:59, 132.54s/it]AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_4990 0.8383 ms 100.0%
  mm 0.9434 ms 88.9%
  triton_mm_4987 1.0014 ms 83.7%
  triton_mm_4983 1.0121 ms 82.8%
  triton_mm_4991 1.0780 ms 77.8%
  triton_mm_4984 1.1153 ms 75.2%
  triton_mm_4988 1.1175 ms 75.0%
  triton_mm_4985 1.1523 ms 72.7%
  triton_mm_4980 1.3563 ms 61.8%
  triton_mm_4981 1.4307 ms 58.6%
SingleProcess AUTOTUNE benchmarking takes 2.1461 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5083 0.8393 ms 100.0%
  mm 0.8472 ms 99.1%
  triton_mm_5080 1.0028 ms 83.7%
  triton_mm_5076 1.0196 ms 82.3%
  triton_mm_5084 1.0798 ms 77.7%
  triton_mm_5077 1.1160 ms 75.2%
  triton_mm_5081 1.1173 ms 75.1%
  triton_mm_5078 1.1523 ms 72.8%
  triton_mm_5073 1.3566 ms 61.9%
  triton_mm_5074 1.4310 ms 58.7%
SingleProcess AUTOTUNE benchmarking takes 2.1521 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5548 0.8434 ms 100.0%
  mm 0.8490 ms 99.3%
  triton_mm_5545 1.0076 ms 83.7%
  triton_mm_5541 1.0201 ms 82.7%
  triton_mm_5549 1.0858 ms 77.7%
  triton_mm_5542 1.1275 ms 74.8%
  triton_mm_5546 1.1398 ms 74.0%
  triton_mm_5543 1.1565 ms 72.9%
  triton_mm_5538 1.3565 ms 62.2%
  triton_mm_5539 1.4308 ms 58.9%
SingleProcess AUTOTUNE benchmarking takes 2.1410 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_5641 0.8398 ms 100.0%
  mm 0.8514 ms 98.6%
  triton_mm_5638 1.0032 ms 83.7%
  triton_mm_5634 1.0197 ms 82.4%
  triton_mm_5642 1.0800 ms 77.8%
  triton_mm_5639 1.1182 ms 75.1%
  triton_mm_5635 1.1268 ms 74.5%
  triton_mm_5636 1.1524 ms 72.9%
  triton_mm_5631 1.3565 ms 61.9%
  triton_mm_5632 1.4305 ms 58.7%
SingleProcess AUTOTUNE benchmarking takes 2.1409 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x4352)
  triton_mm_6106 0.8393 ms 100.0%
  mm 0.8492 ms 98.8%
  triton_mm_6103 1.0024 ms 83.7%
  triton_mm_6099 1.0200 ms 82.3%
  triton_mm_6107 1.0773 ms 77.9%
  triton_mm_6100 1.1278 ms 74.4%
  triton_mm_6104 1.1292 ms 74.3%
  triton_mm_6101 1.1535 ms 72.8%
  triton_mm_6096 1.3568 ms 61.9%
  triton_mm_6097 1.4308 ms 58.7%
SingleProcess AUTOTUNE benchmarking takes 2.1413 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1088, 1088x6528)
  mm 0.0360 ms 100.0%
  triton_mm_4892 0.0373 ms 96.5%
  triton_mm_4899 0.0373 ms 96.5%
  triton_mm_4896 0.0375 ms 96.0%
  triton_mm_4895 0.0382 ms 94.1%
  triton_mm_4898 0.0384 ms 93.7%
  triton_mm_4888 0.0398 ms 90.4%
  triton_mm_4887 0.0405 ms 88.8%
  triton_mm_4894 0.0411 ms 87.5%
  triton_mm_4886 0.0450 ms 79.9%
SingleProcess AUTOTUNE benchmarking takes 1.6414 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(10260x24, 24x1088)
  triton_mm_4909 0.0335 ms 100.0%
  triton_mm_4914 0.0345 ms 97.3%
  triton_mm_4908 0.0349 ms 96.1%
  triton_mm_4910 0.0350 ms 95.7%
  triton_mm_4911 0.0353 ms 95.0%
  triton_mm_4913 0.0353 ms 95.0%
  triton_mm_4906 0.0360 ms 93.2%
  triton_mm_4917 0.0372 ms 90.2%
  triton_mm_4915 0.0376 ms 89.3%
  triton_mm_4907 0.0379 ms 88.5%
SingleProcess AUTOTUNE benchmarking takes 2.1132 seconds and 0.0010 seconds precompiling
AUTOTUNE addmm(10296x3264, 10296x1088, 1088x3264)
  triton_mm_4935 0.6471 ms 100.0%
  bias_addmm 0.6504 ms 99.5%
  triton_mm_4932 0.7533 ms 85.9%
  triton_mm_4928 0.7695 ms 84.1%
  addmm 0.8058 ms 80.3%
  triton_mm_4936 0.8425 ms 76.8%
  triton_mm_4933 0.8542 ms 75.8%
  triton_mm_4929 0.8598 ms 75.3%
  triton_mm_4930 0.8812 ms 73.4%
  triton_mm_4925 1.0248 ms 63.1%
SingleProcess AUTOTUNE benchmarking takes 2.2360 seconds and 0.0024 seconds precompiling
AUTOTUNE mm(10296x1088, 1088x1088)
  triton_mm_4954 0.2267 ms 100.0%
  mm 0.2378 ms 95.3%
  triton_mm_4951 0.2585 ms 87.7%
  triton_mm_4947 0.2719 ms 83.4%
  triton_mm_4952 0.2824 ms 80.3%
  triton_mm_4955 0.2905 ms 78.0%
  triton_mm_4948 0.2992 ms 75.7%
  triton_mm_4949 0.3099 ms 73.1%
  triton_mm_4944 0.3442 ms 65.8%
  triton_mm_4945 0.3570 ms 63.5%
SingleProcess AUTOTUNE benchmarking takes 2.0214 seconds and 0.0017 seconds precompiling
AUTOTUNE mm(10296x4352, 4352x1088)
  triton_mm_5009 0.8477 ms 100.0%
  mm 0.8851 ms 95.8%
  triton_mm_5010 1.0101 ms 83.9%
  triton_mm_5006 1.0137 ms 83.6%
  triton_mm_5002 1.0590 ms 80.0%
  triton_mm_5007 1.0806 ms 78.4%
  triton_mm_5003 1.1354 ms 74.7%
  triton_mm_5004 1.1534 ms 73.5%
  triton_mm_4999 1.3687 ms 61.9%
  triton_mm_5000 1.3995 ms 60.6%
SingleProcess AUTOTUNE benchmarking takes 2.1520 seconds and 0.0012 seconds precompiling
AUTOTUNE mm(36x1088, 1088x2176)
  triton_mm_6448 0.0208 ms 100.0%
  triton_mm_6447 0.0215 ms 96.4%
  mm 0.0217 ms 95.7%
  triton_mm_6446 0.0240 ms 86.4%
  triton_mm_6452 0.0242 ms 85.7%
  triton_mm_6459 0.0257 ms 80.9%
  triton_mm_6456 0.0260 ms 80.0%
  triton_mm_6455 0.0282 ms 73.6%
  triton_mm_6458 0.0282 ms 73.6%
  triton_mm_6454 0.0316 ms 65.7%
SingleProcess AUTOTUNE benchmarking takes 1.6585 seconds and 0.0011 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1088, 1088x8192)
  bias_addmm 1.5781 ms 100.0%
  triton_mm_6516 1.5791 ms 99.9%
  triton_mm_6513 1.8894 ms 83.5%
  triton_mm_6509 1.9212 ms 82.1%
  addmm 1.9411 ms 81.3%
  triton_mm_6517 2.0385 ms 77.4%
  triton_mm_6514 2.1134 ms 74.7%
  triton_mm_6510 2.1265 ms 74.2%
  triton_mm_6511 2.1919 ms 72.0%
  triton_mm_6506 2.5642 ms 61.5%
SingleProcess AUTOTUNE benchmarking takes 2.3982 seconds and 0.0013 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 [02:12<1:35:02, 132.62s/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 [02:15<39:20, 56.21s/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 [02:15<39:21, 56.21s/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 [02:15<39:21, 56.22s/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 [02:15<39:23, 56.26s/it]   /home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [02:16<21:09, 30.97s/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 [02:16<21:09, 30.97s/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 [02:16<21:09, 30.97s/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 [02:16<21:10, 31.00s/it]
Validation Progress:   9%|9         | 4/44 [02:17<12:45, 19.15s/it]
Validation Progress:   9%|9         | 4/44 [02:17<12:45, 19.15s/it]
Validation Progress:   9%|9         | 4/44 [02:17<12:45, 19.15s/it]
Validation Progress:   9%|9         | 4/44 [02:17<12:46, 19.17s/it]
Validation Progress:  11%|#1        | 5/44 [02:18<08:13, 12.66s/it]
Validation Progress:  11%|#1        | 5/44 [02:18<08:13, 12.66s/it]
Validation Progress:  11%|#1        | 5/44 [02:18<08:13, 12.67s/it]
Validation Progress:  11%|#1        | 5/44 [02:18<08:14, 12.67s/it]
Validation Progress:  14%|#3        | 6/44 [02:19<05:29,  8.67s/it]
Validation Progress:  14%|#3        | 6/44 [02:19<05:29,  8.67s/it]
Validation Progress:  14%|#3        | 6/44 [02:19<05:29,  8.68s/it]
Validation Progress:  14%|#3        | 6/44 [02:19<05:30,  8.71s/it]
Validation Progress:  16%|#5        | 7/44 [02:20<03:48,  6.18s/it]
Validation Progress:  16%|#5        | 7/44 [02:20<03:50,  6.22s/it]
Validation Progress:  16%|#5        | 7/44 [02:20<03:49,  6.20s/it]
Validation Progress:  16%|#5        | 7/44 [02:20<03:49,  6.22s/it]
Validation Progress:  18%|#8        | 8/44 [02:21<02:44,  4.56s/it]
Validation Progress:  18%|#8        | 8/44 [02:21<02:43,  4.54s/it]
Validation Progress:  18%|#8        | 8/44 [02:21<02:44,  4.57s/it]
Validation Progress:  18%|#8        | 8/44 [02:21<02:44,  4.57s/it]
Validation Progress:  20%|##        | 9/44 [02:22<02:01,  3.46s/it]
Validation Progress:  20%|##        | 9/44 [02:22<02:01,  3.47s/it]
Validation Progress:  20%|##        | 9/44 [02:22<02:01,  3.48s/it]
Validation Progress:  20%|##        | 9/44 [02:22<02:01,  3.48s/it]
Validation Progress:  23%|##2       | 10/44 [02:23<01:31,  2.70s/it]
Validation Progress:  23%|##2       | 10/44 [02:23<01:32,  2.72s/it]
Validation Progress:  23%|##2       | 10/44 [02:23<01:32,  2.71s/it]
Validation Progress:  23%|##2       | 10/44 [02:23<01:32,  2.71s/it]
Validation Progress:  25%|##5       | 11/44 [02:24<01:12,  2.19s/it]
Validation Progress:  25%|##5       | 11/44 [02:24<01:12,  2.20s/it]
Validation Progress:  25%|##5       | 11/44 [02:24<01:12,  2.20s/it]
Validation Progress:  25%|##5       | 11/44 [02:24<01:12,  2.20s/it]
Validation Progress:  27%|##7       | 12/44 [02:25<00:58,  1.84s/it]
Validation Progress:  27%|##7       | 12/44 [02:25<00:59,  1.85s/it]
Validation Progress:  27%|##7       | 12/44 [02:25<00:59,  1.85s/it]
Validation Progress:  27%|##7       | 12/44 [02:25<00:59,  1.85s/it]
Validation Progress:  30%|##9       | 13/44 [02:26<00:48,  1.57s/it]
Validation Progress:  30%|##9       | 13/44 [02:26<00:48,  1.58s/it]
Validation Progress:  30%|##9       | 13/44 [02:26<00:48,  1.58s/it]
Validation Progress:  30%|##9       | 13/44 [02:26<00:48,  1.58s/it]
Validation Progress:  32%|###1      | 14/44 [02:27<00:42,  1.40s/it]
Validation Progress:  32%|###1      | 14/44 [02:27<00:41,  1.40s/it]
Validation Progress:  32%|###1      | 14/44 [02:27<00:42,  1.40s/it]
Validation Progress:  32%|###1      | 14/44 [02:27<00:42,  1.40s/it]
Validation Progress:  34%|###4      | 15/44 [02:28<00:39,  1.37s/it]
Validation Progress:  34%|###4      | 15/44 [02:28<00:39,  1.37s/it]
Validation Progress:  34%|###4      | 15/44 [02:28<00:39,  1.37s/it]
Validation Progress:  34%|###4      | 15/44 [02:28<00:39,  1.37s/it]
Validation Progress:  36%|###6      | 16/44 [02:30<00:36,  1.29s/it]
Validation Progress:  36%|###6      | 16/44 [02:30<00:36,  1.29s/it]
Validation Progress:  36%|###6      | 16/44 [02:30<00:36,  1.29s/it]
Validation Progress:  36%|###6      | 16/44 [02:30<00:36,  1.29s/it]
Validation Progress:  39%|###8      | 17/44 [02:31<00:32,  1.20s/it]
Validation Progress:  39%|###8      | 17/44 [02:31<00:32,  1.20s/it]
Validation Progress:  39%|###8      | 17/44 [02:31<00:32,  1.20s/it]
Validation Progress:  39%|###8      | 17/44 [02:31<00:32,  1.20s/it]
Validation Progress:  41%|####      | 18/44 [02:32<00:31,  1.23s/it]
Validation Progress:  41%|####      | 18/44 [02:32<00:31,  1.23s/it]
Validation Progress:  41%|####      | 18/44 [02:32<00:31,  1.23s/it]
Validation Progress:  41%|####      | 18/44 [02:32<00:31,  1.23s/it]
Validation Progress:  43%|####3     | 19/44 [02:33<00:29,  1.17s/it]
Validation Progress:  43%|####3     | 19/44 [02:33<00:29,  1.17s/it]
Validation Progress:  43%|####3     | 19/44 [02:33<00:29,  1.17s/it]
Validation Progress:  43%|####3     | 19/44 [02:33<00:29,  1.17s/it]
Validation Progress:  45%|####5     | 20/44 [02:34<00:27,  1.13s/it]
Validation Progress:  45%|####5     | 20/44 [02:34<00:27,  1.13s/it]
Validation Progress:  45%|####5     | 20/44 [02:34<00:27,  1.13s/it]
Validation Progress:  45%|####5     | 20/44 [02:34<00:27,  1.13s/it]
Validation Progress:  48%|####7     | 21/44 [02:35<00:25,  1.12s/it]
Validation Progress:  48%|####7     | 21/44 [02:35<00:25,  1.12s/it]
Validation Progress:  48%|####7     | 21/44 [02:35<00:25,  1.12s/it]
Validation Progress:  48%|####7     | 21/44 [02:35<00:25,  1.12s/it]
Validation Progress:  50%|#####     | 22/44 [02:36<00:24,  1.14s/it]
Validation Progress:  50%|#####     | 22/44 [02:36<00:24,  1.14s/it]
Validation Progress:  50%|#####     | 22/44 [02:36<00:24,  1.14s/it]
Validation Progress:  50%|#####     | 22/44 [02:36<00:24,  1.14s/it]
Validation Progress:  52%|#####2    | 23/44 [02:38<00:24,  1.18s/it]
Validation Progress:  52%|#####2    | 23/44 [02:38<00:24,  1.18s/it]
Validation Progress:  52%|#####2    | 23/44 [02:38<00:24,  1.18s/it]
Validation Progress:  52%|#####2    | 23/44 [02:38<00:24,  1.18s/it]
Validation Progress:  55%|#####4    | 24/44 [02:39<00:22,  1.15s/it]
Validation Progress:  55%|#####4    | 24/44 [02:39<00:22,  1.15s/it]
Validation Progress:  55%|#####4    | 24/44 [02:39<00:23,  1.15s/it]
Validation Progress:  55%|#####4    | 24/44 [02:39<00:22,  1.15s/it]
Validation Progress:  57%|#####6    | 25/44 [02:40<00:21,  1.16s/it]
Validation Progress:  57%|#####6    | 25/44 [02:40<00:21,  1.16s/it]
Validation Progress:  57%|#####6    | 25/44 [02:40<00:21,  1.16s/it]
Validation Progress:  57%|#####6    | 25/44 [02:40<00:21,  1.16s/it]
Validation Progress:  59%|#####9    | 26/44 [02:41<00:20,  1.13s/it]
Validation Progress:  59%|#####9    | 26/44 [02:41<00:20,  1.13s/it]
Validation Progress:  59%|#####9    | 26/44 [02:41<00:20,  1.13s/it]
Validation Progress:  59%|#####9    | 26/44 [02:41<00:20,  1.13s/it]
Validation Progress:  61%|######1   | 27/44 [02:42<00:19,  1.14s/it]
Validation Progress:  61%|######1   | 27/44 [02:42<00:19,  1.13s/it]
Validation Progress:  61%|######1   | 27/44 [02:42<00:19,  1.14s/it]
Validation Progress:  61%|######1   | 27/44 [02:42<00:19,  1.14s/it]
Validation Progress:  64%|######3   | 28/44 [02:43<00:17,  1.12s/it]
Validation Progress:  64%|######3   | 28/44 [02:43<00:17,  1.12s/it]
Validation Progress:  64%|######3   | 28/44 [02:43<00:17,  1.12s/it]
Validation Progress:  64%|######3   | 28/44 [02:43<00:17,  1.12s/it]
Validation Progress:  66%|######5   | 29/44 [02:44<00:16,  1.09s/it]
Validation Progress:  66%|######5   | 29/44 [02:44<00:16,  1.09s/it]
Validation Progress:  66%|######5   | 29/44 [02:44<00:16,  1.09s/it]
Validation Progress:  66%|######5   | 29/44 [02:44<00:16,  1.09s/it]
Validation Progress:  68%|######8   | 30/44 [02:45<00:15,  1.10s/it]
Validation Progress:  68%|######8   | 30/44 [02:45<00:15,  1.10s/it]
Validation Progress:  68%|######8   | 30/44 [02:45<00:15,  1.10s/it]
Validation Progress:  68%|######8   | 30/44 [02:45<00:15,  1.10s/it]
Validation Progress:  70%|#######   | 31/44 [02:46<00:14,  1.11s/it]
Validation Progress:  70%|#######   | 31/44 [02:46<00:14,  1.11s/it]
Validation Progress:  70%|#######   | 31/44 [02:46<00:14,  1.11s/it]
Validation Progress:  70%|#######   | 31/44 [02:46<00:14,  1.11s/it]
Validation Progress:  73%|#######2  | 32/44 [02:47<00:13,  1.09s/it]
Validation Progress:  73%|#######2  | 32/44 [02:47<00:13,  1.09s/it]
Validation Progress:  73%|#######2  | 32/44 [02:47<00:13,  1.09s/it]
Validation Progress:  73%|#######2  | 32/44 [02:47<00:13,  1.09s/it]
Validation Progress:  75%|#######5  | 33/44 [02:48<00:11,  1.08s/it]
Validation Progress:  75%|#######5  | 33/44 [02:48<00:11,  1.08s/it]
Validation Progress:  75%|#######5  | 33/44 [02:48<00:11,  1.08s/it]
Validation Progress:  75%|#######5  | 33/44 [02:48<00:11,  1.08s/it]
Validation Progress:  77%|#######7  | 34/44 [02:50<00:11,  1.16s/it]
Validation Progress:  77%|#######7  | 34/44 [02:50<00:11,  1.16s/it]
Validation Progress:  77%|#######7  | 34/44 [02:50<00:11,  1.17s/it]
Validation Progress:  77%|#######7  | 34/44 [02:50<00:11,  1.17s/it]
Validation Progress:  80%|#######9  | 35/44 [02:51<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [02:51<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [02:51<00:10,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [02:51<00:10,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [02:52<00:09,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [02:52<00:09,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [02:52<00:09,  1.16s/it]
Validation Progress:  82%|########1 | 36/44 [02:52<00:09,  1.16s/it]
Validation Progress:  84%|########4 | 37/44 [02:53<00:08,  1.19s/it]
Validation Progress:  84%|########4 | 37/44 [02:53<00:08,  1.19s/it]
Validation Progress:  84%|########4 | 37/44 [02:53<00:08,  1.19s/it]
Validation Progress:  84%|########4 | 37/44 [02:53<00:08,  1.19s/it]
Validation Progress:  86%|########6 | 38/44 [02:55<00:07,  1.19s/it]
Validation Progress:  86%|########6 | 38/44 [02:55<00:07,  1.19s/it]
Validation Progress:  86%|########6 | 38/44 [02:55<00:07,  1.19s/it]
Validation Progress:  86%|########6 | 38/44 [02:55<00:07,  1.19s/it]
Validation Progress:  89%|########8 | 39/44 [02:56<00:05,  1.15s/it]
Validation Progress:  89%|########8 | 39/44 [02:56<00:05,  1.15s/it]
Validation Progress:  89%|########8 | 39/44 [02:56<00:05,  1.15s/it]
Validation Progress:  89%|########8 | 39/44 [02:56<00:05,  1.15s/it]
Validation Progress:  91%|######### | 40/44 [02:57<00:04,  1.14s/it]
Validation Progress:  91%|######### | 40/44 [02:57<00:04,  1.14s/it]
Validation Progress:  91%|######### | 40/44 [02:57<00:04,  1.14s/it]
Validation Progress:  91%|######### | 40/44 [02:57<00:04,  1.14s/it]
Validation Progress:  93%|#########3| 41/44 [02:58<00:03,  1.18s/it]
Validation Progress:  93%|#########3| 41/44 [02:58<00:03,  1.18s/it]
Validation Progress:  93%|#########3| 41/44 [02:58<00:03,  1.18s/it]
Validation Progress:  93%|#########3| 41/44 [02:58<00:03,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [02:59<00:02,  1.16s/it]
Validation Progress:  95%|#########5| 42/44 [02:59<00:02,  1.16s/it]
Validation Progress:  95%|#########5| 42/44 [02:59<00:02,  1.16s/it]
Validation Progress:  95%|#########5| 42/44 [02:59<00:02,  1.16s/it]
Validation Progress:  98%|#########7| 43/44 [03:00<00:01,  1.17s/it]
Validation Progress:  98%|#########7| 43/44 [03:00<00:01,  1.17s/it]
Validation Progress:  98%|#########7| 43/44 [03:00<00:01,  1.17s/it]
Validation Progress:  98%|#########7| 43/44 [03:00<00:01,  1.17s/it]
Validation Progress: 100%|##########| 44/44 [03:01<00:00,  1.05s/it]
Validation Progress: 100%|##########| 44/44 [03:01<00:00,  4.13s/it]
Validation Progress: 100%|##########| 44/44 [03:01<00:00,  1.05s/it]
Validation Progress: 100%|##########| 44/44 [03:01<00:00,  4.13s/it]
Validation Progress: 100%|##########| 44/44 [03:01<00:00,  1.06s/it]
Validation Progress: 100%|##########| 44/44 [03:01<00:00,  4.13s/it]
Validation Progress: 100%|##########| 44/44 [03:01<00:00,  1.06s/it]
Validation Progress: 100%|##########| 44/44 [03:01<00:00,  4.13s/it]

0it [00:00, ?it/s]
10it [00:00, 70.39it/s]
30it [00:00, 108.53it/s]
80it [00:00, 251.21it/s]
166it [00:00, 459.67it/s]
304it [00:00, 761.96it/s]
513it [00:00, 1000.59it/s]
871it [00:00, 1717.01it/s]
1299it [00:00, 2379.83it/s]
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6427it [00:02, 4411.48it/s]
6941it [00:02, 4473.65it/s]
7453it [00:02, 4490.91it/s]
7969it [00:02, 4523.84it/s]
8483it [00:02, 4563.35it/s]
8997it [00:02, 4582.38it/s]
9511it [00:02, 4600.77it/s]
10025it [00:02, 4620.03it/s]
10539it [00:03, 4624.04it/s]
11002it [00:03, 3716.99it/s]
11400it [00:03, 3779.50it/s]
11679it [00:03, 3478.28it/s]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:03<00:00,  3.57s/it]
100%|##########| 1/1 [00:03<00:00,  3.57s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:01<03:00,  1.16s/it]
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 10%|9         | 15/157 [00:01<00:10, 13.44it/s]
 11%|#         | 17/157 [00:02<00:09, 14.34it/s]
 12%|#2        | 19/157 [00:02<00:09, 15.04it/s]
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 90%|########9 | 141/157 [00:09<00:01, 15.39it/s]
 91%|#########1| 143/157 [00:09<00:00, 15.66it/s]
 92%|#########2| 145/157 [00:10<00:00, 15.84it/s]
 94%|#########3| 147/157 [00:10<00:00, 15.95it/s]
 95%|#########4| 149/157 [00:10<00:00, 15.94it/s]
 96%|#########6| 151/157 [00:10<00:00, 16.01it/s]
 97%|#########7| 153/157 [00:10<00:00, 16.11it/s]
 99%|#########8| 155/157 [00:10<00:00, 16.11it/s]
100%|##########| 157/157 [00:11<00:00,  6.15it/s]
100%|##########| 157/157 [00:11<00:00, 13.72it/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, 18.34it/s]
  1%|          | 6/781 [00:00<00:42, 18.43it/s]
  1%|1         | 8/781 [00:00<00:41, 18.44it/s]
  1%|1         | 10/781 [00:00<00:41, 18.47it/s]
  2%|1         | 12/781 [00:00<00:41, 18.36it/s]
  2%|1         | 14/781 [00:00<00:41, 18.44it/s]
  2%|2         | 16/781 [00:00<00:41, 18.51it/s]
  2%|2         | 18/781 [00:00<00:41, 18.55it/s]
  3%|2         | 20/781 [00:01<00:41, 18.55it/s]
  3%|2         | 22/781 [00:01<00:40, 18.55it/s]
  3%|3         | 24/781 [00:01<00:40, 18.53it/s]
  3%|3         | 26/781 [00:01<00:40, 18.53it/s]
  4%|3         | 28/781 [00:01<00:40, 18.51it/s]
  4%|3         | 30/781 [00:01<00:40, 18.54it/s]
  4%|4         | 32/781 [00:01<00:40, 18.54it/s]
  4%|4         | 34/781 [00:01<00:40, 18.56it/s]
  5%|4         | 36/781 [00:01<00:40, 18.56it/s]
  5%|4         | 38/781 [00:02<00:40, 18.55it/s]
  5%|5         | 40/781 [00:02<00:39, 18.54it/s]
  5%|5         | 42/781 [00:02<00:39, 18.56it/s]
  6%|5         | 44/781 [00:02<00:39, 18.55it/s]
  6%|5         | 46/781 [00:02<00:39, 18.54it/s]
  6%|6         | 48/781 [00:02<00:39, 18.52it/s]
  6%|6         | 50/781 [00:02<00:40, 18.20it/s]
  7%|6         | 52/781 [00:02<00:39, 18.56it/s]
  7%|6         | 54/781 [00:02<00:39, 18.48it/s]
  7%|7         | 56/781 [00:03<00:39, 18.45it/s]
  7%|7         | 58/781 [00:03<00:39, 18.44it/s]
  8%|7         | 60/781 [00:03<00:39, 18.42it/s]
  8%|7         | 62/781 [00:03<00:38, 18.73it/s]
  8%|8         | 64/781 [00:03<00:37, 18.95it/s]
  8%|8         | 66/781 [00:03<00:37, 18.91it/s]
  9%|8         | 68/781 [00:03<00:38, 18.71it/s]
  9%|8         | 70/781 [00:03<00:37, 18.96it/s]
  9%|9         | 72/781 [00:03<00:37, 19.16it/s]
  9%|9         | 74/781 [00:03<00:36, 19.29it/s]
 10%|9         | 76/781 [00:04<00:36, 19.22it/s]
 10%|9         | 78/781 [00:04<00:36, 19.11it/s]
 10%|#         | 80/781 [00:04<00:36, 19.31it/s]
 10%|#         | 82/781 [00:04<00:36, 18.96it/s]
 11%|#         | 84/781 [00:04<00:37, 18.76it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.65it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.72it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.61it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.56it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.66it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.59it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.69it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.92it/s]
 13%|#3        | 102/781 [00:05<00:35, 18.96it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.02it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.99it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.17it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.20it/s]
 14%|#4        | 112/781 [00:05<00:35, 19.00it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.83it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.98it/s]
 15%|#5        | 118/781 [00:06<00:34, 18.97it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.15it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.74it/s]
 16%|#5        | 124/781 [00:06<00:34, 18.81it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.05it/s]
 16%|#6        | 128/781 [00:06<00:33, 19.23it/s]
 17%|#6        | 130/781 [00:06<00:33, 19.31it/s]
 17%|#6        | 132/781 [00:07<00:33, 19.44it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.40it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.50it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.27it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.29it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.07it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.97it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.14it/s]
 19%|#8        | 148/781 [00:07<00:33, 19.09it/s]
 19%|#9        | 150/781 [00:07<00:33, 19.06it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.10it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.02it/s]
 20%|#9        | 156/781 [00:08<00:32, 18.94it/s]
 20%|##        | 158/781 [00:08<00:32, 19.13it/s]
 20%|##        | 160/781 [00:08<00:32, 19.25it/s]
 21%|##        | 162/781 [00:08<00:32, 19.33it/s]
 21%|##        | 164/781 [00:08<00:31, 19.41it/s]
 21%|##1       | 166/781 [00:08<00:31, 19.53it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.49it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.38it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.50it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.37it/s]
 23%|##2       | 176/781 [00:09<00:30, 19.52it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.37it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.02it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.88it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.12it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.29it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.16it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.98it/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, 18.95it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.99it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.08it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.15it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.92it/s]
 26%|##6       | 206/781 [00:10<00:30, 19.12it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.86it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.99it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.16it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.33it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.01it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.97it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.75it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.97it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.20it/s]
 29%|##8       | 226/781 [00:11<00:29, 19.12it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.33it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.03it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.90it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.78it/s]
 30%|###       | 236/781 [00:12<00:28, 18.89it/s]
 30%|###       | 238/781 [00:12<00:28, 18.82it/s]
 31%|###       | 240/781 [00:12<00:28, 18.76it/s]
 31%|###       | 242/781 [00:12<00:28, 19.01it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.02it/s]
 31%|###1      | 246/781 [00:13<00:28, 19.00it/s]
 32%|###1      | 248/781 [00:13<00:28, 19.01it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.86it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.08it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.08it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.79it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.84it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.90it/s]
 34%|###3      | 262/781 [00:13<00:38, 13.59it/s]
 34%|###3      | 264/781 [00:14<00:34, 14.78it/s]
 34%|###4      | 266/781 [00:14<00:32, 15.72it/s]
 34%|###4      | 268/781 [00:14<00:30, 16.74it/s]
 35%|###4      | 270/781 [00:14<00:29, 17.20it/s]
 35%|###4      | 272/781 [00:14<00:28, 17.68it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.21it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.41it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.70it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.81it/s]
 36%|###6      | 282/781 [00:15<00:26, 19.10it/s]
 36%|###6      | 284/781 [00:15<00:25, 19.13it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.35it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.52it/s]
 37%|###7      | 291/781 [00:15<00:24, 19.75it/s]
 38%|###7      | 294/781 [00:15<00:24, 19.88it/s]
 38%|###8      | 297/781 [00:15<00:24, 19.96it/s]
 38%|###8      | 300/781 [00:15<00:24, 20.02it/s]
 39%|###8      | 303/781 [00:16<00:23, 20.06it/s]
 39%|###9      | 306/781 [00:16<00:23, 19.84it/s]
 40%|###9      | 309/781 [00:16<00:23, 19.92it/s]
 40%|###9      | 311/781 [00:16<00:23, 19.80it/s]
 40%|####      | 313/781 [00:16<00:23, 19.61it/s]
 40%|####      | 315/781 [00:16<00:23, 19.47it/s]
 41%|####      | 317/781 [00:16<00:23, 19.58it/s]
 41%|####      | 319/781 [00:16<00:23, 19.69it/s]
 41%|####1     | 321/781 [00:17<00:23, 19.31it/s]
 41%|####1     | 323/781 [00:17<00:23, 19.24it/s]
 42%|####1     | 325/781 [00:17<00:23, 19.41it/s]
 42%|####1     | 327/781 [00:17<00:23, 19.28it/s]
 42%|####2     | 329/781 [00:17<00:23, 19.07it/s]
 42%|####2     | 331/781 [00:17<00:23, 18.88it/s]
 43%|####2     | 333/781 [00:17<00:23, 19.11it/s]
 43%|####2     | 335/781 [00:17<00:23, 18.83it/s]
 43%|####3     | 337/781 [00:17<00:23, 18.60it/s]
 43%|####3     | 339/781 [00:17<00:23, 18.59it/s]
 44%|####3     | 341/781 [00:18<00:23, 18.38it/s]
 44%|####3     | 343/781 [00:18<00:23, 18.71it/s]
 44%|####4     | 345/781 [00:18<00:23, 18.56it/s]
 44%|####4     | 347/781 [00:18<00:23, 18.69it/s]
 45%|####4     | 349/781 [00:18<00:22, 18.87it/s]
 45%|####4     | 351/781 [00:18<00:22, 18.85it/s]
 45%|####5     | 353/781 [00:18<00:22, 18.84it/s]
 45%|####5     | 355/781 [00:18<00:22, 18.93it/s]
 46%|####5     | 357/781 [00:18<00:22, 18.88it/s]
 46%|####5     | 359/781 [00:19<00:22, 18.91it/s]
 46%|####6     | 361/781 [00:19<00:22, 18.91it/s]
 46%|####6     | 363/781 [00:19<00:22, 18.78it/s]
 47%|####6     | 365/781 [00:19<00:22, 18.65it/s]
 47%|####6     | 367/781 [00:19<00:22, 18.73it/s]
 47%|####7     | 369/781 [00:19<00:21, 19.05it/s]
 48%|####7     | 371/781 [00:19<00:21, 19.16it/s]
 48%|####7     | 373/781 [00:19<00:21, 19.33it/s]
 48%|####8     | 375/781 [00:19<00:21, 19.18it/s]
 48%|####8     | 377/781 [00:19<00:21, 19.17it/s]
 49%|####8     | 379/781 [00:20<00:20, 19.26it/s]
 49%|####8     | 381/781 [00:20<00:20, 19.35it/s]
 49%|####9     | 383/781 [00:20<00:20, 18.98it/s]
 49%|####9     | 385/781 [00:20<00:20, 18.99it/s]
 50%|####9     | 387/781 [00:20<00:20, 19.06it/s]
 50%|####9     | 389/781 [00:20<00:20, 19.24it/s]
 50%|#####     | 391/781 [00:20<00:20, 19.32it/s]
 50%|#####     | 393/781 [00:20<00:20, 18.92it/s]
 51%|#####     | 395/781 [00:20<00:20, 19.05it/s]
 51%|#####     | 397/781 [00:21<00:20, 19.13it/s]
 51%|#####1    | 399/781 [00:21<00:19, 19.14it/s]
 51%|#####1    | 401/781 [00:21<00:19, 19.19it/s]
 52%|#####1    | 403/781 [00:21<00:20, 18.85it/s]
 52%|#####1    | 405/781 [00:21<00:20, 18.68it/s]
 52%|#####2    | 407/781 [00:21<00:19, 18.72it/s]
 52%|#####2    | 409/781 [00:21<00:19, 18.77it/s]
 53%|#####2    | 411/781 [00:21<00:19, 18.82it/s]
 53%|#####2    | 413/781 [00:21<00:19, 18.87it/s]
 53%|#####3    | 415/781 [00:21<00:19, 18.89it/s]
 53%|#####3    | 417/781 [00:22<00:19, 18.90it/s]
 54%|#####3    | 419/781 [00:22<00:18, 19.08it/s]
 54%|#####3    | 421/781 [00:22<00:18, 19.20it/s]
 54%|#####4    | 423/781 [00:22<00:18, 19.07it/s]
 54%|#####4    | 425/781 [00:22<00:18, 18.80it/s]
 55%|#####4    | 427/781 [00:22<00:18, 18.81it/s]
 55%|#####4    | 429/781 [00:22<00:18, 19.04it/s]
 55%|#####5    | 431/781 [00:22<00:18, 18.81it/s]
 55%|#####5    | 433/781 [00:22<00:18, 18.84it/s]
 56%|#####5    | 435/781 [00:23<00:18, 18.68it/s]
 56%|#####5    | 437/781 [00:23<00:18, 18.57it/s]
 56%|#####6    | 439/781 [00:23<00:18, 18.66it/s]
 56%|#####6    | 441/781 [00:23<00:18, 18.53it/s]
 57%|#####6    | 443/781 [00:23<00:18, 18.46it/s]
 57%|#####6    | 445/781 [00:23<00:18, 18.51it/s]
 57%|#####7    | 447/781 [00:23<00:18, 18.45it/s]
 57%|#####7    | 449/781 [00:23<00:18, 18.34it/s]
 58%|#####7    | 451/781 [00:23<00:17, 18.37it/s]
 58%|#####8    | 453/781 [00:24<00:17, 18.52it/s]
 58%|#####8    | 455/781 [00:24<00:17, 18.80it/s]
 59%|#####8    | 457/781 [00:24<00:16, 19.09it/s]
 59%|#####8    | 459/781 [00:24<00:16, 19.28it/s]
 59%|#####9    | 461/781 [00:24<00:16, 19.37it/s]
 59%|#####9    | 463/781 [00:24<00:16, 19.00it/s]
 60%|#####9    | 465/781 [00:24<00:16, 18.98it/s]
 60%|#####9    | 467/781 [00:24<00:16, 18.93it/s]
 60%|######    | 469/781 [00:24<00:16, 18.94it/s]
 60%|######    | 471/781 [00:24<00:16, 19.19it/s]
 61%|######    | 473/781 [00:25<00:16, 19.08it/s]
 61%|######    | 475/781 [00:25<00:15, 19.26it/s]
 61%|######1   | 477/781 [00:25<00:15, 19.32it/s]
 61%|######1   | 479/781 [00:25<00:15, 19.49it/s]
 62%|######1   | 481/781 [00:25<00:15, 19.29it/s]
 62%|######1   | 483/781 [00:25<00:15, 19.37it/s]
 62%|######2   | 485/781 [00:25<00:15, 19.30it/s]
 62%|######2   | 487/781 [00:25<00:15, 19.35it/s]
 63%|######2   | 489/781 [00:25<00:15, 19.07it/s]
 63%|######2   | 491/781 [00:25<00:15, 18.60it/s]
 63%|######3   | 493/781 [00:26<00:15, 18.92it/s]
 63%|######3   | 495/781 [00:26<00:14, 19.11it/s]
 64%|######3   | 497/781 [00:26<00:14, 19.31it/s]
 64%|######3   | 499/781 [00:26<00:14, 19.48it/s]
 64%|######4   | 501/781 [00:26<00:14, 19.62it/s]
 64%|######4   | 503/781 [00:26<00:14, 19.72it/s]
 65%|######4   | 505/781 [00:26<00:13, 19.77it/s]
 65%|######4   | 507/781 [00:26<00:13, 19.82it/s]
 65%|######5   | 509/781 [00:26<00:14, 19.32it/s]
 65%|######5   | 511/781 [00:27<00:13, 19.32it/s]
 66%|######5   | 513/781 [00:27<00:13, 19.25it/s]
 66%|######5   | 515/781 [00:27<00:13, 19.39it/s]
 66%|######6   | 517/781 [00:27<00:13, 19.40it/s]
 66%|######6   | 519/781 [00:27<00:23, 10.95it/s]
 67%|######6   | 521/781 [00:27<00:20, 12.48it/s]
 67%|######6   | 523/781 [00:27<00:18, 13.95it/s]
 67%|######7   | 525/781 [00:28<00:17, 14.97it/s]
 67%|######7   | 527/781 [00:28<00:15, 15.98it/s]
 68%|######7   | 529/781 [00:28<00:14, 16.81it/s]
 68%|######7   | 531/781 [00:28<00:14, 17.65it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.43it/s]
 69%|######8   | 537/781 [00:28<00:12, 18.89it/s]
 69%|######9   | 539/781 [00:28<00:12, 19.08it/s]
 69%|######9   | 542/781 [00:28<00:12, 19.33it/s]
 70%|######9   | 545/781 [00:29<00:11, 19.68it/s]
 70%|#######   | 547/781 [00:29<00:11, 19.68it/s]
 70%|#######   | 550/781 [00:29<00:11, 19.90it/s]
 71%|#######   | 553/781 [00:29<00:11, 19.96it/s]
 71%|#######1  | 555/781 [00:29<00:11, 19.89it/s]
 71%|#######1  | 557/781 [00:29<00:11, 19.80it/s]
 72%|#######1  | 559/781 [00:29<00:11, 19.77it/s]
 72%|#######1  | 562/781 [00:29<00:11, 19.86it/s]
 72%|#######2  | 564/781 [00:29<00:11, 19.58it/s]
 72%|#######2  | 566/781 [00:30<00:10, 19.57it/s]
 73%|#######2  | 568/781 [00:30<00:11, 19.25it/s]
 73%|#######2  | 570/781 [00:30<00:11, 19.02it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.71it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.79it/s]
 74%|#######3  | 576/781 [00:30<00:10, 19.10it/s]
 74%|#######4  | 578/781 [00:30<00:10, 19.23it/s]
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100%|##########| 781/781 [00:41<00:00, 18.84it/s]




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Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.18s/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 [00:49<00:00,  1.50s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/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 [00:49<00:00,  1.50s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/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 [00:49<00:00,  1.50s/it]
Validation Progress: 100%|##########| 44/44 [00:49<00:00,  1.13s/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 [00:49<00:00,  1.51s/it]
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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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 11%|#1        | 88/781 [00:07<01:02, 11.13it/s]
 12%|#1        | 90/781 [00:07<01:02, 11.12it/s]
 12%|#1        | 92/781 [00:07<01:02, 11.10it/s]
 12%|#2        | 94/781 [00:08<01:02, 11.02it/s]
 12%|#2        | 96/781 [00:08<01:02, 11.03it/s]
 13%|#2        | 98/781 [00:08<01:01, 11.05it/s]
 13%|#2        | 100/781 [00:08<01:01, 11.08it/s]
 13%|#3        | 102/781 [00:08<01:01, 11.11it/s]
 13%|#3        | 104/781 [00:09<01:00, 11.16it/s]
 14%|#3        | 106/781 [00:09<01:00, 11.15it/s]
 14%|#3        | 108/781 [00:09<01:01, 10.96it/s]
 14%|#4        | 110/781 [00:09<01:01, 10.95it/s]
 14%|#4        | 112/781 [00:09<01:00, 10.98it/s]
 15%|#4        | 114/781 [00:09<01:00, 11.10it/s]
 15%|#4        | 116/781 [00:10<00:59, 11.15it/s]
 15%|#5        | 118/781 [00:10<01:00, 10.92it/s]
 15%|#5        | 120/781 [00:10<01:12,  9.16it/s]
 16%|#5        | 122/781 [00:10<01:08,  9.63it/s]
 16%|#5        | 124/781 [00:11<01:05,  9.96it/s]
 16%|#6        | 126/781 [00:11<01:04, 10.21it/s]
 16%|#6        | 128/781 [00:11<01:02, 10.50it/s]
 17%|#6        | 130/781 [00:11<01:02, 10.44it/s]
 17%|#6        | 132/781 [00:11<01:00, 10.66it/s]
 17%|#7        | 134/781 [00:11<01:01, 10.60it/s]
 17%|#7        | 136/781 [00:12<00:59, 10.82it/s]
 18%|#7        | 138/781 [00:12<00:59, 10.73it/s]
 18%|#7        | 140/781 [00:12<00:58, 10.90it/s]
 18%|#8        | 142/781 [00:12<00:58, 10.92it/s]
 18%|#8        | 144/781 [00:12<00:58, 10.86it/s]
 19%|#8        | 146/781 [00:13<00:57, 11.01it/s]
 19%|#8        | 148/781 [00:13<00:58, 10.85it/s]
 19%|#9        | 150/781 [00:13<00:57, 10.98it/s]
 19%|#9        | 152/781 [00:13<00:57, 10.85it/s]
 20%|#9        | 154/781 [00:13<00:57, 10.98it/s]
 20%|#9        | 156/781 [00:13<00:57, 10.79it/s]
 20%|##        | 158/781 [00:14<00:57, 10.91it/s]
 20%|##        | 160/781 [00:14<00:56, 10.91it/s]
 21%|##        | 162/781 [00:14<00:57, 10.80it/s]
 21%|##        | 164/781 [00:14<00:56, 10.93it/s]
 21%|##1       | 166/781 [00:14<00:57, 10.77it/s]
 22%|##1       | 168/781 [00:15<00:56, 10.93it/s]
 22%|##1       | 170/781 [00:15<00:56, 10.82it/s]
 22%|##2       | 172/781 [00:15<00:55, 10.97it/s]
 22%|##2       | 174/781 [00:15<00:56, 10.81it/s]
 23%|##2       | 176/781 [00:15<00:55, 10.94it/s]
 23%|##2       | 178/781 [00:15<00:54, 11.03it/s]
 23%|##3       | 180/781 [00:16<00:55, 10.85it/s]
 23%|##3       | 182/781 [00:16<00:54, 10.98it/s]
 24%|##3       | 184/781 [00:16<00:55, 10.82it/s]
 24%|##3       | 186/781 [00:16<00:54, 10.92it/s]
 24%|##4       | 188/781 [00:16<00:54, 10.90it/s]
 24%|##4       | 190/781 [00:17<00:54, 10.85it/s]
 25%|##4       | 192/781 [00:17<00:53, 10.99it/s]
 25%|##4       | 194/781 [00:17<00:54, 10.78it/s]
 25%|##5       | 196/781 [00:17<00:53, 10.89it/s]
 25%|##5       | 198/781 [00:17<00:54, 10.74it/s]
 26%|##5       | 200/781 [00:18<00:53, 10.86it/s]
 26%|##5       | 202/781 [00:18<00:54, 10.68it/s]
 26%|##6       | 204/781 [00:18<00:53, 10.86it/s]
 26%|##6       | 206/781 [00:18<00:52, 10.90it/s]
 27%|##6       | 208/781 [00:18<00:52, 10.94it/s]
 27%|##6       | 210/781 [00:18<00:52, 10.89it/s]
 27%|##7       | 212/781 [00:19<00:52, 10.78it/s]
 27%|##7       | 214/781 [00:19<00:52, 10.79it/s]
 28%|##7       | 216/781 [00:19<00:52, 10.83it/s]
 28%|##7       | 218/781 [00:19<00:51, 10.88it/s]
 28%|##8       | 220/781 [00:19<00:51, 10.98it/s]
 28%|##8       | 222/781 [00:20<00:50, 11.10it/s]
 29%|##8       | 224/781 [00:20<00:50, 11.13it/s]
 29%|##8       | 226/781 [00:20<00:49, 11.20it/s]
 29%|##9       | 228/781 [00:20<00:49, 11.22it/s]
 29%|##9       | 230/781 [00:20<00:48, 11.27it/s]
 30%|##9       | 232/781 [00:20<00:48, 11.28it/s]
 30%|##9       | 234/781 [00:21<00:48, 11.25it/s]
 30%|###       | 236/781 [00:21<00:48, 11.25it/s]
 30%|###       | 238/781 [00:21<00:48, 11.18it/s]
 31%|###       | 240/781 [00:21<00:48, 11.18it/s]
 31%|###       | 242/781 [00:21<00:48, 11.12it/s]
 31%|###1      | 244/781 [00:21<00:48, 11.16it/s]
 31%|###1      | 246/781 [00:22<00:47, 11.18it/s]
 32%|###1      | 248/781 [00:22<00:47, 11.19it/s]
 32%|###2      | 250/781 [00:22<00:47, 11.21it/s]
 32%|###2      | 252/781 [00:22<00:47, 11.22it/s]
 33%|###2      | 254/781 [00:22<00:46, 11.26it/s]
 33%|###2      | 256/781 [00:23<00:47, 11.16it/s]
 33%|###3      | 258/781 [00:23<00:46, 11.15it/s]
 33%|###3      | 260/781 [00:23<00:46, 11.22it/s]
 34%|###3      | 262/781 [00:23<00:46, 11.24it/s]
 34%|###3      | 264/781 [00:23<00:46, 11.23it/s]
 34%|###4      | 266/781 [00:23<00:45, 11.20it/s]
 34%|###4      | 268/781 [00:24<00:45, 11.27it/s]
 35%|###4      | 270/781 [00:24<00:45, 11.26it/s]
 35%|###4      | 272/781 [00:24<00:45, 11.29it/s]
 35%|###5      | 274/781 [00:24<00:44, 11.29it/s]
 35%|###5      | 276/781 [00:24<00:44, 11.32it/s]
 36%|###5      | 278/781 [00:24<00:44, 11.33it/s]
 36%|###5      | 280/781 [00:25<00:44, 11.32it/s]
 36%|###6      | 282/781 [00:25<00:44, 11.33it/s]
 36%|###6      | 284/781 [00:25<00:43, 11.35it/s]
 37%|###6      | 286/781 [00:25<00:43, 11.32it/s]
 37%|###6      | 288/781 [00:25<00:43, 11.34it/s]
 37%|###7      | 290/781 [00:26<00:43, 11.35it/s]
 37%|###7      | 292/781 [00:26<00:43, 11.30it/s]
 38%|###7      | 294/781 [00:26<00:42, 11.34it/s]
 38%|###7      | 296/781 [00:26<00:42, 11.36it/s]
 38%|###8      | 298/781 [00:26<00:42, 11.37it/s]
 38%|###8      | 300/781 [00:26<00:42, 11.34it/s]
 39%|###8      | 302/781 [00:27<00:42, 11.34it/s]
 39%|###8      | 304/781 [00:27<00:41, 11.36it/s]
 39%|###9      | 306/781 [00:27<00:42, 11.23it/s]
 39%|###9      | 308/781 [00:27<00:42, 11.15it/s]
 40%|###9      | 310/781 [00:27<00:42, 11.16it/s]
 40%|###9      | 312/781 [00:28<00:41, 11.19it/s]
 40%|####      | 314/781 [00:28<00:41, 11.18it/s]
 40%|####      | 316/781 [00:28<00:41, 11.22it/s]
 41%|####      | 318/781 [00:28<00:41, 11.26it/s]
 41%|####      | 320/781 [00:28<00:40, 11.27it/s]
 41%|####1     | 322/781 [00:28<00:40, 11.27it/s]
 41%|####1     | 324/781 [00:29<00:40, 11.23it/s]
 42%|####1     | 326/781 [00:29<00:41, 11.09it/s]
 42%|####1     | 328/781 [00:29<00:40, 11.05it/s]
 42%|####2     | 330/781 [00:29<00:40, 11.01it/s]
 43%|####2     | 332/781 [00:29<00:40, 11.01it/s]
 43%|####2     | 334/781 [00:29<00:40, 10.98it/s]
 43%|####3     | 336/781 [00:30<00:40, 10.98it/s]
 43%|####3     | 338/781 [00:30<00:40, 10.98it/s]
 44%|####3     | 340/781 [00:30<00:40, 10.94it/s]
 44%|####3     | 342/781 [00:30<00:40, 10.95it/s]
 44%|####4     | 344/781 [00:30<00:39, 11.09it/s]
 44%|####4     | 346/781 [00:31<00:39, 11.11it/s]
 45%|####4     | 348/781 [00:31<00:38, 11.22it/s]
 45%|####4     | 350/781 [00:31<00:38, 11.18it/s]
 45%|####5     | 352/781 [00:31<00:38, 11.27it/s]
 45%|####5     | 354/781 [00:31<00:37, 11.31it/s]
 46%|####5     | 356/781 [00:31<00:37, 11.29it/s]
 46%|####5     | 358/781 [00:32<00:37, 11.33it/s]
 46%|####6     | 360/781 [00:32<00:37, 11.30it/s]
 46%|####6     | 362/781 [00:32<00:37, 11.32it/s]
 47%|####6     | 364/781 [00:32<00:37, 11.07it/s]
 47%|####6     | 366/781 [00:32<00:37, 11.13it/s]
 47%|####7     | 368/781 [00:33<00:36, 11.17it/s]
 47%|####7     | 370/781 [00:33<00:36, 11.18it/s]
 48%|####7     | 372/781 [00:33<00:36, 11.19it/s]
 48%|####7     | 374/781 [00:33<00:36, 11.17it/s]
 48%|####8     | 376/781 [00:33<00:36, 11.18it/s]
 48%|####8     | 378/781 [00:33<00:36, 11.16it/s]
 49%|####8     | 380/781 [00:34<00:36, 11.14it/s]
 49%|####8     | 382/781 [00:34<00:35, 11.15it/s]
 49%|####9     | 384/781 [00:34<00:35, 11.21it/s]
 49%|####9     | 386/781 [00:34<00:35, 11.26it/s]
 50%|####9     | 388/781 [00:34<00:34, 11.30it/s]
 50%|####9     | 390/781 [00:34<00:34, 11.33it/s]
 50%|#####     | 392/781 [00:35<00:34, 11.35it/s]
 50%|#####     | 394/781 [00:35<00:34, 11.36it/s]
 51%|#####     | 396/781 [00:35<00:33, 11.37it/s]
 51%|#####     | 398/781 [00:35<00:33, 11.37it/s]
 51%|#####1    | 400/781 [00:35<00:33, 11.38it/s]
 51%|#####1    | 402/781 [00:36<00:33, 11.38it/s]
 52%|#####1    | 404/781 [00:36<00:33, 11.38it/s]
 52%|#####1    | 406/781 [00:36<00:32, 11.38it/s]
 52%|#####2    | 408/781 [00:36<00:32, 11.39it/s]
 52%|#####2    | 410/781 [00:36<00:32, 11.39it/s]
 53%|#####2    | 412/781 [00:36<00:32, 11.38it/s]
 53%|#####3    | 414/781 [00:37<00:32, 11.31it/s]
 53%|#####3    | 416/781 [00:37<00:32, 11.27it/s]
 54%|#####3    | 418/781 [00:37<00:32, 11.19it/s]
 54%|#####3    | 420/781 [00:37<00:32, 11.17it/s]
 54%|#####4    | 422/781 [00:37<00:32, 11.07it/s]
 54%|#####4    | 424/781 [00:38<00:32, 11.07it/s]
 55%|#####4    | 426/781 [00:38<00:31, 11.17it/s]
 55%|#####4    | 428/781 [00:38<00:31, 11.18it/s]
 55%|#####5    | 430/781 [00:38<00:31, 11.21it/s]
 55%|#####5    | 432/781 [00:38<00:31, 11.22it/s]
 56%|#####5    | 434/781 [00:38<00:31, 11.16it/s]
 56%|#####5    | 436/781 [00:39<00:30, 11.21it/s]
 56%|#####6    | 438/781 [00:39<00:30, 11.22it/s]
 56%|#####6    | 440/781 [00:39<00:30, 11.21it/s]
 57%|#####6    | 442/781 [00:39<00:30, 11.19it/s]
 57%|#####6    | 444/781 [00:39<00:30, 11.02it/s]
 57%|#####7    | 446/781 [00:39<00:30, 11.04it/s]
 57%|#####7    | 448/781 [00:40<00:30, 10.96it/s]
 58%|#####7    | 450/781 [00:40<00:30, 10.94it/s]
 58%|#####7    | 452/781 [00:40<00:29, 10.98it/s]
 58%|#####8    | 454/781 [00:40<00:29, 11.08it/s]
 58%|#####8    | 456/781 [00:40<00:29, 11.09it/s]
 59%|#####8    | 458/781 [00:41<00:29, 11.02it/s]
 59%|#####8    | 460/781 [00:41<00:28, 11.12it/s]
 59%|#####9    | 462/781 [00:41<00:28, 11.19it/s]
 59%|#####9    | 464/781 [00:41<00:28, 11.25it/s]
 60%|#####9    | 466/781 [00:41<00:28, 11.23it/s]
 60%|#####9    | 468/781 [00:41<00:27, 11.22it/s]
 60%|######    | 470/781 [00:42<00:27, 11.21it/s]
 60%|######    | 472/781 [00:42<00:27, 11.21it/s]
 61%|######    | 474/781 [00:42<00:27, 11.17it/s]
 61%|######    | 476/781 [00:42<00:27, 11.16it/s]
 61%|######1   | 478/781 [00:42<00:27, 11.21it/s]
 61%|######1   | 480/781 [00:43<00:26, 11.21it/s]
 62%|######1   | 482/781 [00:43<00:26, 11.26it/s]
 62%|######1   | 484/781 [00:43<00:26, 11.30it/s]
 62%|######2   | 486/781 [00:43<00:26, 11.29it/s]
 62%|######2   | 488/781 [00:43<00:26, 11.24it/s]
 63%|######2   | 490/781 [00:43<00:25, 11.21it/s]
 63%|######2   | 492/781 [00:44<00:25, 11.19it/s]
 63%|######3   | 494/781 [00:44<00:25, 11.25it/s]
 64%|######3   | 496/781 [00:44<00:25, 11.28it/s]
 64%|######3   | 498/781 [00:44<00:25, 11.32it/s]
 64%|######4   | 500/781 [00:44<00:24, 11.34it/s]
 64%|######4   | 502/781 [00:44<00:24, 11.35it/s]
 65%|######4   | 504/781 [00:45<00:24, 11.36it/s]
 65%|######4   | 506/781 [00:45<00:24, 11.37it/s]
 65%|######5   | 508/781 [00:45<00:23, 11.39it/s]
 65%|######5   | 510/781 [00:45<00:23, 11.39it/s]
 66%|######5   | 512/781 [00:45<00:23, 11.39it/s]
 66%|######5   | 514/781 [00:46<00:23, 11.36it/s]
 66%|######6   | 516/781 [00:46<00:23, 11.29it/s]
 66%|######6   | 518/781 [00:46<00:23, 11.25it/s]
 67%|######6   | 520/781 [00:46<00:23, 11.22it/s]
 67%|######6   | 522/781 [00:46<00:23, 11.26it/s]
 67%|######7   | 524/781 [00:46<00:22, 11.29it/s]
 67%|######7   | 526/781 [00:47<00:22, 11.30it/s]
 68%|######7   | 528/781 [00:47<00:22, 11.27it/s]
 68%|######7   | 530/781 [00:47<00:22, 11.19it/s]
 68%|######8   | 532/781 [00:47<00:22, 11.30it/s]
 68%|######8   | 534/781 [00:47<00:21, 11.40it/s]
 69%|######8   | 536/781 [00:47<00:21, 11.37it/s]
 69%|######8   | 538/781 [00:48<00:21, 11.24it/s]
 69%|######9   | 540/781 [00:48<00:21, 11.19it/s]
 69%|######9   | 542/781 [00:48<00:21, 11.29it/s]
 70%|######9   | 544/781 [00:48<00:21, 11.18it/s]
 70%|######9   | 546/781 [00:48<00:21, 11.19it/s]
 70%|#######   | 548/781 [00:49<00:20, 11.13it/s]
 70%|#######   | 550/781 [00:49<00:20, 11.11it/s]
 71%|#######   | 552/781 [00:49<00:20, 11.10it/s]
 71%|#######   | 554/781 [00:49<00:20, 11.10it/s]
 71%|#######1  | 556/781 [00:49<00:20, 11.01it/s]
 71%|#######1  | 558/781 [00:49<00:20, 11.04it/s]
 72%|#######1  | 560/781 [00:50<00:19, 11.11it/s]
 72%|#######1  | 562/781 [00:50<00:19, 11.05it/s]
 72%|#######2  | 564/781 [00:50<00:19, 11.04it/s]
 72%|#######2  | 566/781 [00:50<00:19, 11.06it/s]
 73%|#######2  | 568/781 [00:50<00:19, 11.04it/s]
 73%|#######2  | 570/781 [00:51<00:18, 11.12it/s]
 73%|#######3  | 572/781 [00:51<00:18, 11.11it/s]
 73%|#######3  | 574/781 [00:51<00:18, 11.00it/s]
 74%|#######3  | 576/781 [00:51<00:18, 11.04it/s]
 74%|#######4  | 578/781 [00:51<00:18, 10.99it/s]
 74%|#######4  | 580/781 [00:51<00:18, 10.97it/s]
 75%|#######4  | 582/781 [00:52<00:18, 10.99it/s]
 75%|#######4  | 584/781 [00:52<00:17, 10.98it/s]
 75%|#######5  | 586/781 [00:52<00:17, 11.04it/s]
 75%|#######5  | 588/781 [00:52<00:17, 11.14it/s]
 76%|#######5  | 590/781 [00:52<00:17, 11.15it/s]
 76%|#######5  | 592/781 [00:53<00:16, 11.22it/s]
 76%|#######6  | 594/781 [00:53<00:16, 11.20it/s]
 76%|#######6  | 596/781 [00:53<00:16, 11.19it/s]
 77%|#######6  | 598/781 [00:53<00:16, 11.18it/s]
 77%|#######6  | 600/781 [00:53<00:16, 11.18it/s]
 77%|#######7  | 602/781 [00:53<00:16, 11.16it/s]
 77%|#######7  | 604/781 [00:54<00:15, 11.20it/s]
 78%|#######7  | 606/781 [00:54<00:15, 11.20it/s]
 78%|#######7  | 608/781 [00:54<00:15, 11.22it/s]
 78%|#######8  | 610/781 [00:54<00:15, 11.16it/s]
 78%|#######8  | 612/781 [00:54<00:15, 11.23it/s]
 79%|#######8  | 614/781 [00:54<00:14, 11.27it/s]
 79%|#######8  | 616/781 [00:55<00:14, 11.30it/s]
 79%|#######9  | 618/781 [00:55<00:14, 11.30it/s]
 79%|#######9  | 620/781 [00:55<00:14, 11.31it/s]
 80%|#######9  | 622/781 [00:55<00:14, 11.27it/s]
 80%|#######9  | 624/781 [00:55<00:13, 11.23it/s]
 80%|########  | 626/781 [00:56<00:14, 10.93it/s]
 80%|########  | 628/781 [00:56<00:13, 11.02it/s]
 81%|########  | 630/781 [00:56<00:13, 11.15it/s]
 81%|########  | 632/781 [00:56<00:13, 11.22it/s]
 81%|########1 | 634/781 [00:56<00:13, 11.19it/s]
 81%|########1 | 636/781 [00:56<00:12, 11.28it/s]
 82%|########1 | 638/781 [00:57<00:12, 11.31it/s]
 82%|########1 | 640/781 [00:57<00:12, 11.28it/s]
 82%|########2 | 642/781 [00:57<00:12, 11.23it/s]
 82%|########2 | 644/781 [00:57<00:12, 11.13it/s]
 83%|########2 | 646/781 [00:57<00:12, 11.08it/s]
 83%|########2 | 648/781 [00:58<00:11, 11.14it/s]
 83%|########3 | 650/781 [00:58<00:11, 11.17it/s]
 83%|########3 | 652/781 [00:58<00:11, 11.20it/s]
 84%|########3 | 654/781 [00:58<00:11, 11.14it/s]
 84%|########3 | 656/781 [00:58<00:11, 11.17it/s]
 84%|########4 | 658/781 [00:58<00:11, 11.14it/s]
 85%|########4 | 660/781 [00:59<00:10, 11.11it/s]
 85%|########4 | 662/781 [00:59<00:10, 11.14it/s]
 85%|########5 | 664/781 [00:59<00:10, 11.06it/s]
 85%|########5 | 666/781 [00:59<00:10, 11.16it/s]
 86%|########5 | 668/781 [00:59<00:10, 11.03it/s]
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100%|##########| 781/781 [01:09<00:00, 11.16it/s]




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 18%|#7        | 28/157 [00:01<00:07, 16.28it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.22it/s]
 20%|##        | 32/157 [00:02<00:07, 16.13it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.06it/s]
 23%|##2       | 36/157 [00:02<00:07, 15.92it/s]
 24%|##4       | 38/157 [00:02<00:07, 15.74it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.32it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.10it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.48it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.74it/s]
 31%|###       | 48/157 [00:02<00:06, 16.81it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.82it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.93it/s]
 34%|###4      | 54/157 [00:03<00:06, 17.08it/s]
 36%|###5      | 56/157 [00:03<00:05, 17.37it/s]
 37%|###6      | 58/157 [00:03<00:05, 17.23it/s]
 38%|###8      | 60/157 [00:03<00:05, 17.28it/s]
 39%|###9      | 62/157 [00:03<00:05, 17.13it/s]
 41%|####      | 64/157 [00:03<00:05, 16.93it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.95it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.88it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.94it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.85it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.93it/s]
 48%|####8     | 76/157 [00:04<00:04, 17.16it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.45it/s]
 51%|#####     | 80/157 [00:04<00:04, 17.41it/s]
 52%|#####2    | 82/157 [00:04<00:04, 17.49it/s]
 54%|#####3    | 84/157 [00:05<00:04, 17.69it/s]
 55%|#####4    | 86/157 [00:05<00:04, 17.43it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.92it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.51it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.40it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.24it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.49it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.85it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.59it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.39it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.19it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.58it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.45it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.25it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.65it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.55it/s]
 74%|#######3  | 116/157 [00:07<00:02, 17.03it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.88it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.67it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.48it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.52it/s]
 80%|########  | 126/157 [00:07<00:01, 16.50it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.77it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.60it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.81it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.85it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.77it/s]
 88%|########7 | 138/157 [00:08<00:01, 17.13it/s]
 89%|########9 | 140/157 [00:08<00:00, 17.32it/s]
 90%|######### | 142/157 [00:08<00:00, 17.12it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.81it/s]
 93%|#########2| 146/157 [00:08<00:00, 17.01it/s]
 94%|#########4| 148/157 [00:08<00:00, 17.13it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.85it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.70it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.58it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.40it/s]
100%|##########| 157/157 [00:09<00:00, 16.65it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:48, 16.03it/s]
  1%|          | 4/781 [00:00<00:46, 16.58it/s]
  1%|          | 6/781 [00:00<00:46, 16.66it/s]
  1%|1         | 8/781 [00:00<00:44, 17.51it/s]
  1%|1         | 11/781 [00:00<00:41, 18.73it/s]
  2%|1         | 13/781 [00:00<00:41, 18.55it/s]
  2%|1         | 15/781 [00:00<00:41, 18.36it/s]
  2%|2         | 17/781 [00:00<00:41, 18.56it/s]
  2%|2         | 19/781 [00:01<00:40, 18.59it/s]
  3%|2         | 21/781 [00:01<00:41, 18.44it/s]
  3%|2         | 23/781 [00:01<00:40, 18.69it/s]
  3%|3         | 25/781 [00:01<00:40, 18.45it/s]
  3%|3         | 27/781 [00:01<00:41, 18.20it/s]
  4%|3         | 29/781 [00:01<00:41, 18.02it/s]
  4%|3         | 31/781 [00:01<00:41, 18.02it/s]
  4%|4         | 33/781 [00:01<00:41, 17.98it/s]
  4%|4         | 35/781 [00:01<00:40, 18.29it/s]
  5%|4         | 37/781 [00:02<00:40, 18.44it/s]
  5%|4         | 39/781 [00:02<00:41, 18.09it/s]
  5%|5         | 41/781 [00:02<00:40, 18.09it/s]
  6%|5         | 43/781 [00:02<00:41, 17.90it/s]
  6%|5         | 45/781 [00:02<00:41, 17.78it/s]
  6%|6         | 47/781 [00:02<00:41, 17.84it/s]
  6%|6         | 49/781 [00:02<00:40, 17.86it/s]
  7%|6         | 51/781 [00:02<00:40, 17.90it/s]
  7%|6         | 53/781 [00:02<00:39, 18.25it/s]
  7%|7         | 55/781 [00:03<00:39, 18.39it/s]
  7%|7         | 57/781 [00:03<00:38, 18.63it/s]
  8%|7         | 59/781 [00:03<00:38, 18.81it/s]
  8%|7         | 61/781 [00:03<00:38, 18.53it/s]
  8%|8         | 63/781 [00:03<00:38, 18.75it/s]
  8%|8         | 65/781 [00:03<00:37, 18.87it/s]
  9%|8         | 68/781 [00:03<00:37, 19.21it/s]
  9%|8         | 70/781 [00:03<00:37, 19.12it/s]
  9%|9         | 72/781 [00:03<00:37, 19.15it/s]
  9%|9         | 74/781 [00:04<00:37, 18.65it/s]
 10%|9         | 76/781 [00:04<00:37, 18.69it/s]
 10%|9         | 78/781 [00:04<00:36, 19.04it/s]
 10%|#         | 80/781 [00:04<00:37, 18.55it/s]
 10%|#         | 82/781 [00:04<00:36, 18.93it/s]
 11%|#         | 84/781 [00:04<00:36, 18.88it/s]
 11%|#1        | 87/781 [00:04<00:35, 19.44it/s]
 11%|#1        | 89/781 [00:04<00:36, 18.98it/s]
 12%|#1        | 91/781 [00:04<00:36, 18.81it/s]
 12%|#1        | 93/781 [00:05<00:36, 18.94it/s]
 12%|#2        | 95/781 [00:05<00:35, 19.18it/s]
 12%|#2        | 97/781 [00:05<00:36, 18.85it/s]
 13%|#2        | 99/781 [00:05<00:35, 19.10it/s]
 13%|#2        | 101/781 [00:05<00:36, 18.71it/s]
 13%|#3        | 103/781 [00:05<00:36, 18.33it/s]
 13%|#3        | 105/781 [00:05<00:36, 18.36it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.07it/s]
 14%|#4        | 111/781 [00:05<00:34, 19.45it/s]
 15%|#4        | 114/781 [00:06<00:34, 19.41it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.18it/s]
 15%|#5        | 119/781 [00:06<00:33, 19.51it/s]
 15%|#5        | 121/781 [00:06<00:34, 19.07it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.60it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.25it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.14it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.92it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.92it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.73it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.48it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.71it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.76it/s]
 18%|#8        | 143/781 [00:07<00:32, 19.52it/s]
 19%|#8        | 146/781 [00:07<00:31, 20.05it/s]
 19%|#8        | 148/781 [00:07<00:31, 19.85it/s]
 19%|#9        | 151/781 [00:08<00:31, 20.18it/s]
 20%|#9        | 154/781 [00:08<00:31, 19.84it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.37it/s]
 20%|##        | 158/781 [00:08<00:32, 19.10it/s]
 20%|##        | 160/781 [00:08<00:32, 19.07it/s]
 21%|##        | 163/781 [00:08<00:31, 19.50it/s]
 21%|##1       | 165/781 [00:08<00:31, 19.49it/s]
 21%|##1       | 167/781 [00:08<00:32, 19.05it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.63it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.33it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.00it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.68it/s]
 23%|##2       | 179/781 [00:09<00:31, 19.36it/s]
 23%|##3       | 181/781 [00:09<00:30, 19.48it/s]
 23%|##3       | 183/781 [00:09<00:30, 19.34it/s]
 24%|##3       | 185/781 [00:09<00:31, 19.07it/s]
 24%|##3       | 187/781 [00:09<00:31, 19.02it/s]
 24%|##4       | 189/781 [00:10<00:30, 19.14it/s]
 25%|##4       | 192/781 [00:10<00:29, 19.85it/s]
 25%|##4       | 195/781 [00:10<00:28, 20.25it/s]
 25%|##5       | 198/781 [00:10<00:28, 20.42it/s]
 26%|##5       | 201/781 [00:10<00:28, 20.10it/s]
 26%|##6       | 204/781 [00:10<00:28, 20.41it/s]
 27%|##6       | 207/781 [00:10<00:28, 20.36it/s]
 27%|##6       | 210/781 [00:11<00:28, 20.20it/s]
 27%|##7       | 213/781 [00:11<00:28, 19.83it/s]
 28%|##7       | 215/781 [00:11<00:28, 19.81it/s]
 28%|##7       | 217/781 [00:11<00:28, 19.74it/s]
 28%|##8       | 219/781 [00:11<00:29, 19.10it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.41it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.26it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.27it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.46it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.16it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.19it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.25it/s]
 30%|###       | 236/781 [00:12<00:28, 19.24it/s]
 31%|###       | 239/781 [00:12<00:27, 19.59it/s]
 31%|###       | 241/781 [00:12<00:27, 19.68it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.82it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.46it/s]
 32%|###1      | 248/781 [00:13<00:28, 19.00it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.61it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.51it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.56it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.40it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.52it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.74it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.65it/s]
 34%|###3      | 264/781 [00:13<00:27, 18.70it/s]
 34%|###4      | 267/781 [00:14<00:26, 19.19it/s]
 34%|###4      | 269/781 [00:14<00:26, 19.18it/s]
 35%|###4      | 271/781 [00:14<00:26, 19.07it/s]
 35%|###4      | 273/781 [00:14<00:26, 19.19it/s]
 35%|###5      | 276/781 [00:14<00:25, 19.66it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.68it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.16it/s]
 36%|###6      | 283/781 [00:14<00:25, 19.39it/s]
 36%|###6      | 285/781 [00:14<00:25, 19.21it/s]
 37%|###6      | 287/781 [00:15<00:25, 19.07it/s]
 37%|###7      | 289/781 [00:15<00:25, 18.98it/s]
 37%|###7      | 291/781 [00:15<00:25, 19.22it/s]
 38%|###7      | 293/781 [00:15<00:25, 18.81it/s]
 38%|###7      | 295/781 [00:15<00:25, 18.97it/s]
 38%|###8      | 297/781 [00:15<00:25, 19.09it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.36it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.21it/s]
 39%|###9      | 305/781 [00:16<00:23, 19.84it/s]
 39%|###9      | 308/781 [00:16<00:23, 20.21it/s]
 40%|###9      | 311/781 [00:16<00:23, 19.90it/s]
 40%|####      | 313/781 [00:16<00:24, 19.37it/s]
 40%|####      | 316/781 [00:16<00:23, 19.57it/s]
 41%|####      | 318/781 [00:16<00:24, 19.14it/s]
 41%|####      | 320/781 [00:16<00:24, 19.20it/s]
 41%|####1     | 322/781 [00:16<00:24, 18.96it/s]
 41%|####1     | 324/781 [00:17<00:24, 19.03it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.89it/s]
 42%|####2     | 329/781 [00:17<00:23, 19.45it/s]
 42%|####2     | 331/781 [00:17<00:23, 18.99it/s]
 43%|####2     | 333/781 [00:17<00:24, 18.57it/s]
 43%|####2     | 335/781 [00:17<00:24, 18.30it/s]
 43%|####3     | 337/781 [00:17<00:24, 18.21it/s]
 43%|####3     | 339/781 [00:17<00:23, 18.55it/s]
 44%|####3     | 341/781 [00:17<00:23, 18.39it/s]
 44%|####3     | 343/781 [00:18<00:23, 18.26it/s]
 44%|####4     | 345/781 [00:18<00:24, 18.02it/s]
 44%|####4     | 347/781 [00:18<00:23, 18.29it/s]
 45%|####4     | 349/781 [00:18<00:23, 18.37it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.96it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.68it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.73it/s]
 46%|####5     | 359/781 [00:18<00:21, 19.53it/s]
 46%|####6     | 361/781 [00:18<00:21, 19.25it/s]
 46%|####6     | 363/781 [00:19<00:22, 18.89it/s]
 47%|####6     | 365/781 [00:19<00:22, 18.63it/s]
 47%|####6     | 367/781 [00:19<00:22, 18.46it/s]
 47%|####7     | 369/781 [00:19<00:22, 18.35it/s]
 48%|####7     | 371/781 [00:19<00:22, 18.28it/s]
 48%|####7     | 373/781 [00:19<00:22, 18.22it/s]
 48%|####8     | 375/781 [00:19<00:22, 18.16it/s]
 48%|####8     | 377/781 [00:19<00:22, 18.13it/s]
 49%|####8     | 379/781 [00:19<00:21, 18.34it/s]
 49%|####8     | 381/781 [00:20<00:21, 18.77it/s]
 49%|####9     | 383/781 [00:20<00:21, 18.56it/s]
 49%|####9     | 385/781 [00:20<00:21, 18.43it/s]
 50%|####9     | 387/781 [00:20<00:21, 18.33it/s]
 50%|####9     | 389/781 [00:20<00:21, 18.18it/s]
 50%|#####     | 391/781 [00:20<00:21, 18.25it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.95it/s]
 51%|#####     | 396/781 [00:20<00:20, 18.58it/s]
 51%|#####     | 398/781 [00:20<00:20, 18.51it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.32it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.08it/s]
 52%|#####1    | 404/781 [00:21<00:21, 17.92it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.25it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.53it/s]
 52%|#####2    | 410/781 [00:21<00:20, 18.21it/s]
 53%|#####2    | 412/781 [00:21<00:20, 18.14it/s]
 53%|#####3    | 414/781 [00:21<00:20, 18.30it/s]
 53%|#####3    | 416/781 [00:21<00:19, 18.55it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.26it/s]
 54%|#####3    | 421/781 [00:22<00:19, 18.70it/s]
 54%|#####4    | 423/781 [00:22<00:19, 18.57it/s]
 54%|#####4    | 425/781 [00:22<00:19, 18.18it/s]
 55%|#####4    | 427/781 [00:22<00:19, 18.38it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.91it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.60it/s]
 56%|#####5    | 434/781 [00:22<00:19, 18.26it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.51it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.86it/s]
 56%|#####6    | 441/781 [00:23<00:17, 19.31it/s]
 57%|#####6    | 443/781 [00:23<00:17, 18.81it/s]
 57%|#####6    | 445/781 [00:23<00:17, 18.78it/s]
 57%|#####7    | 447/781 [00:23<00:17, 18.67it/s]
 57%|#####7    | 449/781 [00:23<00:17, 18.81it/s]
 58%|#####7    | 451/781 [00:23<00:17, 18.85it/s]
 58%|#####8    | 454/781 [00:23<00:16, 19.64it/s]
 58%|#####8    | 456/781 [00:24<00:17, 19.12it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.87it/s]
 59%|#####8    | 460/781 [00:24<00:16, 18.99it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.25it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.25it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.99it/s]
 60%|#####9    | 468/781 [00:24<00:16, 18.63it/s]
 60%|######    | 470/781 [00:24<00:16, 18.39it/s]
 60%|######    | 472/781 [00:24<00:16, 18.27it/s]
 61%|######    | 474/781 [00:25<00:16, 18.48it/s]
 61%|######    | 476/781 [00:25<00:16, 18.46it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.59it/s]
 62%|######1   | 481/781 [00:25<00:15, 19.49it/s]
 62%|######1   | 483/781 [00:25<00:15, 19.46it/s]
 62%|######2   | 485/781 [00:25<00:15, 18.98it/s]
 62%|######2   | 487/781 [00:25<00:15, 18.80it/s]
 63%|######2   | 490/781 [00:25<00:14, 19.45it/s]
 63%|######2   | 492/781 [00:26<00:14, 19.42it/s]
 63%|######3   | 495/781 [00:26<00:14, 19.71it/s]
 64%|######3   | 497/781 [00:26<00:14, 19.53it/s]
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Validation Progress:  75%|#######5  | 33/44 [00:35<00:12,  1.10s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.16s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.16s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.16s/it]
Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.16s/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,  1.15s/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 [00:40<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,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.14s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.14s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.14s/it]
Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.14s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.17s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.17s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.17s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
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 [00:04<00:00,  4.25s/it]
100%|##########| 1/1 [00:04<00:00,  4.25s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.92it/s]
  3%|2         | 4/157 [00:00<00:10, 14.26it/s]
  4%|3         | 6/157 [00:00<00:10, 14.79it/s]
  5%|5         | 8/157 [00:00<00:09, 15.59it/s]
  6%|6         | 10/157 [00:00<00:09, 16.12it/s]
  8%|7         | 12/157 [00:00<00:08, 16.54it/s]
  9%|8         | 14/157 [00:00<00:08, 16.57it/s]
 10%|#         | 16/157 [00:00<00:08, 16.72it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.98it/s]
 13%|#2        | 20/157 [00:01<00:08, 17.02it/s]
 14%|#4        | 22/157 [00:01<00:07, 16.92it/s]
 15%|#5        | 24/157 [00:01<00:07, 16.95it/s]
 17%|#6        | 26/157 [00:01<00:07, 17.11it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.98it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.94it/s]
 20%|##        | 32/157 [00:01<00:07, 16.95it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.76it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.69it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.67it/s]
 25%|##5       | 40/157 [00:02<00:06, 16.86it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.77it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.62it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.76it/s]
 31%|###       | 48/157 [00:02<00:06, 16.95it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.74it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.98it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.79it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.71it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.92it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.84it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.89it/s]
 41%|####      | 64/157 [00:03<00:05, 16.62it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.46it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.57it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.44it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.76it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.68it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.58it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.87it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.73it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.99it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.61it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.71it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.94it/s]
 57%|#####7    | 90/157 [00:05<00:03, 16.91it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.80it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.91it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.83it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.70it/s]
 64%|######3   | 100/157 [00:05<00:03, 16.91it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.85it/s]
 66%|######6   | 104/157 [00:06<00:03, 17.05it/s]
 68%|######7   | 106/157 [00:06<00:02, 17.08it/s]
 69%|######8   | 108/157 [00:06<00:02, 17.10it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.96it/s]
 71%|#######1  | 112/157 [00:06<00:02, 17.13it/s]
 73%|#######2  | 114/157 [00:06<00:02, 17.16it/s]
 74%|#######3  | 116/157 [00:06<00:02, 17.19it/s]
 75%|#######5  | 118/157 [00:07<00:02, 17.16it/s]
 76%|#######6  | 120/157 [00:07<00:02, 17.12it/s]
 78%|#######7  | 122/157 [00:07<00:02, 17.01it/s]
 79%|#######8  | 124/157 [00:07<00:01, 17.16it/s]
 80%|########  | 126/157 [00:07<00:01, 17.16it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.05it/s]
 83%|########2 | 130/157 [00:07<00:01, 17.07it/s]
 84%|########4 | 132/157 [00:07<00:01, 17.09it/s]
 85%|########5 | 134/157 [00:07<00:01, 17.14it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.96it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.98it/s]
 89%|########9 | 140/157 [00:08<00:00, 17.04it/s]
 90%|######### | 142/157 [00:08<00:00, 17.08it/s]
 92%|#########1| 144/157 [00:08<00:00, 17.13it/s]
 93%|#########2| 146/157 [00:08<00:00, 17.16it/s]
 94%|#########4| 148/157 [00:08<00:00, 17.19it/s]
 96%|#########5| 150/157 [00:08<00:00, 17.24it/s]
 97%|#########6| 152/157 [00:09<00:00, 17.11it/s]
 98%|#########8| 154/157 [00:09<00:00, 17.28it/s]
 99%|#########9| 156/157 [00:09<00:00, 17.29it/s]
100%|##########| 157/157 [00:09<00:00, 16.90it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:47, 16.48it/s]
  1%|          | 4/781 [00:00<00:46, 16.57it/s]
  1%|          | 6/781 [00:00<00:45, 17.01it/s]
  1%|1         | 8/781 [00:00<00:43, 17.96it/s]
  1%|1         | 10/781 [00:00<00:41, 18.42it/s]
  2%|1         | 12/781 [00:00<00:41, 18.49it/s]
  2%|1         | 14/781 [00:00<00:41, 18.62it/s]
  2%|2         | 16/781 [00:00<00:41, 18.64it/s]
  2%|2         | 18/781 [00:00<00:41, 18.49it/s]
  3%|2         | 20/781 [00:01<00:53, 14.16it/s]
  3%|2         | 22/781 [00:01<00:49, 15.34it/s]
  3%|3         | 24/781 [00:01<00:46, 16.23it/s]
  3%|3         | 26/781 [00:01<00:45, 16.78it/s]
  4%|3         | 28/781 [00:01<00:43, 17.43it/s]
  4%|3         | 30/781 [00:01<00:42, 17.84it/s]
  4%|4         | 32/781 [00:01<00:41, 18.06it/s]
  4%|4         | 34/781 [00:01<00:40, 18.27it/s]
  5%|4         | 36/781 [00:02<00:40, 18.28it/s]
  5%|4         | 38/781 [00:02<00:40, 18.41it/s]
  5%|5         | 40/781 [00:02<00:39, 18.80it/s]
  5%|5         | 42/781 [00:02<00:39, 18.87it/s]
  6%|5         | 44/781 [00:02<00:39, 18.88it/s]
  6%|5         | 46/781 [00:02<00:39, 18.71it/s]
  6%|6         | 48/781 [00:02<00:38, 18.83it/s]
  6%|6         | 50/781 [00:02<00:38, 18.95it/s]
  7%|6         | 52/781 [00:02<00:38, 18.88it/s]
  7%|6         | 54/781 [00:03<00:38, 19.07it/s]
  7%|7         | 56/781 [00:03<00:37, 19.14it/s]
  7%|7         | 58/781 [00:03<00:37, 19.18it/s]
  8%|7         | 60/781 [00:03<00:37, 18.99it/s]
  8%|7         | 62/781 [00:03<00:37, 18.93it/s]
  8%|8         | 64/781 [00:03<00:37, 18.93it/s]
  8%|8         | 66/781 [00:03<00:37, 18.86it/s]
  9%|8         | 68/781 [00:03<00:37, 18.81it/s]
  9%|8         | 70/781 [00:03<00:37, 18.91it/s]
  9%|9         | 72/781 [00:03<00:37, 19.06it/s]
  9%|9         | 74/781 [00:04<00:36, 19.11it/s]
 10%|9         | 76/781 [00:04<00:37, 18.89it/s]
 10%|9         | 78/781 [00:04<00:36, 19.16it/s]
 10%|#         | 80/781 [00:04<00:36, 19.03it/s]
 10%|#         | 82/781 [00:04<00:36, 18.92it/s]
 11%|#         | 84/781 [00:04<00:36, 19.00it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.09it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.00it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.87it/s]
 12%|#1        | 92/781 [00:05<00:36, 18.97it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.73it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.72it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.53it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.83it/s]
 13%|#3        | 102/781 [00:05<00:35, 18.91it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.71it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.98it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.05it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.89it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.79it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.98it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.02it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.09it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.13it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.17it/s]
 16%|#5        | 124/781 [00:06<00:34, 19.21it/s]
 16%|#6        | 126/781 [00:06<00:34, 19.08it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.10it/s]
 17%|#6        | 130/781 [00:07<00:33, 19.27it/s]
 17%|#6        | 132/781 [00:07<00:33, 19.24it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.20it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.03it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.08it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.14it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.85it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.99it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.08it/s]
 19%|#8        | 148/781 [00:07<00:33, 19.14it/s]
 19%|#9        | 150/781 [00:08<00:33, 19.12it/s]
 19%|#9        | 152/781 [00:08<00:33, 19.02it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.04it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.15it/s]
 20%|##        | 158/781 [00:08<00:32, 19.19it/s]
 20%|##        | 160/781 [00:08<00:32, 19.23it/s]
 21%|##        | 162/781 [00:08<00:32, 19.24it/s]
 21%|##        | 164/781 [00:08<00:32, 19.27it/s]
 21%|##1       | 166/781 [00:08<00:31, 19.30it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.27it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.29it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.32it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.29it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.28it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.30it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.31it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.32it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.30it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.32it/s]
 24%|##4       | 188/781 [00:10<00:30, 19.34it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.31it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.30it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.32it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.35it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.35it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.34it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.29it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.17it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.19it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.22it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.21it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.29it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.32it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.30it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.28it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.25it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.15it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.04it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.95it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.89it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.87it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.85it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.84it/s]
 30%|###       | 236/781 [00:12<00:29, 18.73it/s]
 30%|###       | 238/781 [00:12<00:29, 18.71it/s]
 31%|###       | 240/781 [00:12<00:29, 18.53it/s]
 31%|###       | 242/781 [00:12<00:29, 18.55it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.57it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.75it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.75it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.86it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.77it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.72it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.61it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.77it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.89it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.97it/s]
 34%|###3      | 264/781 [00:14<00:27, 19.04it/s]
 34%|###4      | 266/781 [00:14<00:27, 19.01it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.04it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.93it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.02it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.85it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.06it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.00it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.93it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.95it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.85it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.96it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.02it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.76it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.78it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.95it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.90it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.94it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.82it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.89it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.13it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.05it/s]
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 40%|###9      | 310/781 [00:16<00:24, 19.01it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.85it/s]
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 41%|####1     | 322/781 [00:17<00:24, 18.87it/s]
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 50%|#####     | 392/781 [00:20<00:20, 19.24it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.22it/s]
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100%|#########9| 780/781 [00:41<00:00, 19.39it/s]
100%|##########| 781/781 [00:41<00:00, 18.98it/s]




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Validation Progress:  11%|#1        | 5/44 [00:05<00:43,  1.13s/it]
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Validation Progress:  14%|#3        | 6/44 [00:06<00:39,  1.04s/it]
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Validation Progress:  23%|##2       | 10/44 [00:10<00:35,  1.05s/it]
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 14%|#4        | 111/781 [00:05<00:34, 19.27it/s]
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 15%|#4        | 116/781 [00:05<00:34, 19.20it/s]
 15%|#5        | 118/781 [00:05<00:35, 18.75it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.70it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.78it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.54it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.32it/s]
 16%|#6        | 128/781 [00:06<00:36, 18.12it/s]
 17%|#6        | 131/781 [00:06<00:34, 19.04it/s]
 17%|#7        | 133/781 [00:06<00:33, 19.06it/s]
 17%|#7        | 135/781 [00:06<00:34, 18.59it/s]
 18%|#7        | 137/781 [00:06<00:35, 18.31it/s]
 18%|#7        | 139/781 [00:07<00:35, 18.11it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.71it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.40it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.69it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.83it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.56it/s]
 19%|#9        | 152/781 [00:07<00:34, 18.35it/s]
 20%|#9        | 154/781 [00:07<00:33, 18.45it/s]
 20%|#9        | 156/781 [00:07<00:34, 18.35it/s]
 20%|##        | 158/781 [00:08<00:33, 18.41it/s]
 20%|##        | 160/781 [00:08<00:34, 18.22it/s]
 21%|##        | 162/781 [00:08<00:34, 18.14it/s]
 21%|##        | 164/781 [00:08<00:33, 18.34it/s]
 21%|##1       | 166/781 [00:08<00:34, 18.01it/s]
 22%|##1       | 168/781 [00:08<00:33, 18.47it/s]
 22%|##1       | 170/781 [00:08<00:32, 18.64it/s]
 22%|##2       | 172/781 [00:08<00:32, 18.85it/s]
 22%|##2       | 174/781 [00:08<00:31, 19.03it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.86it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.60it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.36it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.77it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.87it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.62it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.78it/s]
 24%|##4       | 190/781 [00:09<00:31, 18.62it/s]
 25%|##4       | 193/781 [00:09<00:30, 19.15it/s]
 25%|##4       | 195/781 [00:10<00:30, 19.35it/s]
 25%|##5       | 197/781 [00:10<00:30, 19.20it/s]
 25%|##5       | 199/781 [00:10<00:30, 18.78it/s]
 26%|##5       | 201/781 [00:10<00:31, 18.43it/s]
 26%|##5       | 203/781 [00:10<00:31, 18.30it/s]
 26%|##6       | 205/781 [00:10<00:31, 18.23it/s]
 27%|##6       | 207/781 [00:10<00:31, 18.21it/s]
 27%|##6       | 209/781 [00:10<00:31, 18.22it/s]
 27%|##7       | 211/781 [00:10<00:31, 18.28it/s]
 27%|##7       | 213/781 [00:11<00:30, 18.60it/s]
 28%|##7       | 215/781 [00:11<00:30, 18.33it/s]
 28%|##7       | 217/781 [00:11<00:30, 18.23it/s]
 28%|##8       | 219/781 [00:11<00:30, 18.27it/s]
 28%|##8       | 221/781 [00:11<00:30, 18.34it/s]
 29%|##8       | 223/781 [00:11<00:30, 18.26it/s]
 29%|##8       | 225/781 [00:11<00:30, 18.49it/s]
 29%|##9       | 227/781 [00:11<00:30, 18.38it/s]
 29%|##9       | 229/781 [00:11<00:29, 18.62it/s]
 30%|##9       | 231/781 [00:12<00:29, 18.78it/s]
 30%|##9       | 233/781 [00:12<00:29, 18.87it/s]
 30%|###       | 235/781 [00:12<00:29, 18.70it/s]
 30%|###       | 237/781 [00:12<00:29, 18.63it/s]
 31%|###       | 239/781 [00:12<00:29, 18.54it/s]
 31%|###       | 241/781 [00:12<00:29, 18.52it/s]
 31%|###1      | 243/781 [00:12<00:28, 18.66it/s]
 31%|###1      | 245/781 [00:12<00:28, 18.61it/s]
 32%|###1      | 247/781 [00:12<00:28, 18.73it/s]
 32%|###1      | 249/781 [00:12<00:28, 18.63it/s]
 32%|###2      | 251/781 [00:13<00:28, 18.59it/s]
 32%|###2      | 253/781 [00:13<00:28, 18.54it/s]
 33%|###2      | 255/781 [00:13<00:28, 18.67it/s]
 33%|###2      | 257/781 [00:13<00:27, 18.84it/s]
 33%|###3      | 259/781 [00:13<00:27, 18.92it/s]
 33%|###3      | 261/781 [00:13<00:27, 19.22it/s]
 34%|###3      | 263/781 [00:13<00:27, 18.94it/s]
 34%|###3      | 265/781 [00:13<00:27, 18.76it/s]
 34%|###4      | 267/781 [00:13<00:27, 18.87it/s]
 34%|###4      | 269/781 [00:14<00:27, 18.95it/s]
 35%|###4      | 271/781 [00:14<00:27, 18.79it/s]
 35%|###4      | 273/781 [00:14<00:27, 18.65it/s]
 35%|###5      | 275/781 [00:14<00:27, 18.62it/s]
 35%|###5      | 277/781 [00:14<00:26, 18.78it/s]
 36%|###5      | 279/781 [00:14<00:26, 18.75it/s]
 36%|###5      | 281/781 [00:14<00:26, 18.73it/s]
 36%|###6      | 283/781 [00:14<00:26, 18.79it/s]
 36%|###6      | 285/781 [00:14<00:26, 18.68it/s]
 37%|###6      | 287/781 [00:15<00:26, 18.78it/s]
 37%|###7      | 289/781 [00:15<00:26, 18.65it/s]
 37%|###7      | 291/781 [00:15<00:26, 18.59it/s]
 38%|###7      | 293/781 [00:15<00:26, 18.37it/s]
 38%|###7      | 295/781 [00:15<00:26, 18.56it/s]
 38%|###8      | 297/781 [00:15<00:25, 18.69it/s]
 38%|###8      | 299/781 [00:15<00:25, 18.87it/s]
 39%|###8      | 301/781 [00:15<00:25, 18.64it/s]
 39%|###8      | 303/781 [00:15<00:25, 18.49it/s]
 39%|###9      | 305/781 [00:15<00:25, 18.46it/s]
 39%|###9      | 307/781 [00:16<00:26, 18.23it/s]
 40%|###9      | 309/781 [00:16<00:26, 18.10it/s]
 40%|###9      | 311/781 [00:16<00:25, 18.09it/s]
 40%|####      | 313/781 [00:16<00:25, 18.15it/s]
 40%|####      | 315/781 [00:16<00:25, 18.17it/s]
 41%|####      | 317/781 [00:16<00:25, 18.23it/s]
 41%|####      | 319/781 [00:16<00:25, 18.31it/s]
 41%|####1     | 321/781 [00:16<00:25, 18.24it/s]
 41%|####1     | 323/781 [00:16<00:24, 18.40it/s]
 42%|####1     | 325/781 [00:17<00:24, 18.33it/s]
 42%|####1     | 327/781 [00:17<00:24, 18.32it/s]
 42%|####2     | 329/781 [00:17<00:24, 18.24it/s]
 42%|####2     | 331/781 [00:17<00:24, 18.25it/s]
 43%|####2     | 333/781 [00:17<00:24, 18.19it/s]
 43%|####2     | 335/781 [00:17<00:24, 18.30it/s]
 43%|####3     | 337/781 [00:17<00:24, 18.32it/s]
 43%|####3     | 339/781 [00:17<00:24, 18.39it/s]
 44%|####3     | 341/781 [00:17<00:24, 18.30it/s]
 44%|####3     | 343/781 [00:18<00:23, 18.40it/s]
 44%|####4     | 345/781 [00:18<00:23, 18.46it/s]
 44%|####4     | 347/781 [00:18<00:23, 18.38it/s]
 45%|####4     | 349/781 [00:18<00:23, 18.29it/s]
 45%|####4     | 351/781 [00:18<00:23, 18.33it/s]
 45%|####5     | 353/781 [00:18<00:23, 18.30it/s]
 45%|####5     | 355/781 [00:18<00:23, 18.41it/s]
 46%|####5     | 357/781 [00:18<00:23, 18.33it/s]
 46%|####5     | 359/781 [00:18<00:22, 18.36it/s]
 46%|####6     | 361/781 [00:19<00:22, 18.44it/s]
 46%|####6     | 363/781 [00:19<00:22, 18.25it/s]
 47%|####6     | 365/781 [00:19<00:22, 18.36it/s]
 47%|####6     | 367/781 [00:19<00:22, 18.40it/s]
 47%|####7     | 369/781 [00:19<00:22, 18.29it/s]
 48%|####7     | 371/781 [00:19<00:22, 18.24it/s]
 48%|####7     | 373/781 [00:19<00:22, 18.21it/s]
 48%|####8     | 375/781 [00:19<00:22, 18.30it/s]
 48%|####8     | 377/781 [00:19<00:21, 18.37it/s]
 49%|####8     | 379/781 [00:20<00:21, 18.42it/s]
 49%|####8     | 381/781 [00:20<00:21, 18.47it/s]
 49%|####9     | 383/781 [00:20<00:21, 18.44it/s]
 49%|####9     | 385/781 [00:20<00:21, 18.40it/s]
 50%|####9     | 387/781 [00:20<00:21, 18.39it/s]
 50%|####9     | 389/781 [00:20<00:21, 18.20it/s]
 50%|#####     | 391/781 [00:20<00:21, 18.21it/s]
 50%|#####     | 393/781 [00:20<00:21, 18.24it/s]
 51%|#####     | 395/781 [00:20<00:20, 18.44it/s]
 51%|#####     | 397/781 [00:21<00:20, 18.61it/s]
 51%|#####1    | 399/781 [00:21<00:20, 18.69it/s]
 51%|#####1    | 401/781 [00:21<00:20, 18.53it/s]
 52%|#####1    | 403/781 [00:21<00:20, 18.68it/s]
 52%|#####1    | 405/781 [00:21<00:20, 18.50it/s]
 52%|#####2    | 407/781 [00:21<00:20, 18.35it/s]
 52%|#####2    | 409/781 [00:21<00:19, 18.78it/s]
 53%|#####2    | 411/781 [00:21<00:19, 18.79it/s]
 53%|#####2    | 413/781 [00:21<00:19, 19.13it/s]
 53%|#####3    | 415/781 [00:21<00:19, 18.97it/s]
 53%|#####3    | 417/781 [00:22<00:19, 18.82it/s]
 54%|#####3    | 419/781 [00:22<00:19, 18.90it/s]
 54%|#####3    | 421/781 [00:22<00:19, 18.64it/s]
 54%|#####4    | 423/781 [00:22<00:18, 18.93it/s]
 54%|#####4    | 425/781 [00:22<00:19, 18.68it/s]
 55%|#####4    | 427/781 [00:22<00:18, 18.77it/s]
 55%|#####4    | 429/781 [00:22<00:19, 18.52it/s]
 55%|#####5    | 431/781 [00:22<00:18, 18.62it/s]
 55%|#####5    | 433/781 [00:22<00:18, 18.50it/s]
 56%|#####5    | 435/781 [00:23<00:18, 18.41it/s]
 56%|#####5    | 437/781 [00:23<00:18, 18.58it/s]
 56%|#####6    | 439/781 [00:23<00:18, 18.71it/s]
 56%|#####6    | 441/781 [00:23<00:18, 18.53it/s]
 57%|#####6    | 443/781 [00:23<00:18, 18.68it/s]
 57%|#####6    | 445/781 [00:23<00:18, 18.50it/s]
 57%|#####7    | 447/781 [00:23<00:17, 18.60it/s]
 57%|#####7    | 449/781 [00:23<00:17, 18.46it/s]
 58%|#####7    | 451/781 [00:23<00:18, 18.21it/s]
 58%|#####8    | 453/781 [00:24<00:18, 18.22it/s]
 58%|#####8    | 455/781 [00:24<00:17, 18.69it/s]
 59%|#####8    | 457/781 [00:24<00:17, 18.77it/s]
 59%|#####8    | 459/781 [00:24<00:17, 18.77it/s]
 59%|#####9    | 461/781 [00:24<00:16, 19.08it/s]
 59%|#####9    | 463/781 [00:24<00:16, 19.06it/s]
 60%|#####9    | 465/781 [00:24<00:16, 19.02it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.13it/s]
 60%|######    | 470/781 [00:24<00:16, 18.87it/s]
 60%|######    | 472/781 [00:25<00:16, 18.66it/s]
 61%|######    | 474/781 [00:25<00:16, 18.72it/s]
 61%|######    | 476/781 [00:25<00:16, 18.60it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.50it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.65it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.65it/s]
 62%|######2   | 485/781 [00:25<00:15, 19.15it/s]
 62%|######2   | 487/781 [00:25<00:15, 19.32it/s]
 63%|######2   | 490/781 [00:25<00:14, 19.57it/s]
 63%|######2   | 492/781 [00:26<00:14, 19.31it/s]
 63%|######3   | 494/781 [00:26<00:14, 19.21it/s]
 64%|######3   | 496/781 [00:26<00:14, 19.26it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.03it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.14it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.67it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.89it/s]
 65%|######4   | 507/781 [00:26<00:14, 19.08it/s]
 65%|######5   | 509/781 [00:26<00:14, 19.03it/s]
 65%|######5   | 511/781 [00:27<00:14, 19.28it/s]
 66%|######5   | 513/781 [00:27<00:13, 19.28it/s]
 66%|######6   | 516/781 [00:27<00:13, 19.56it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.60it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.59it/s]
 67%|######6   | 522/781 [00:27<00:13, 19.46it/s]
 67%|######7   | 524/781 [00:27<00:13, 19.44it/s]
 67%|######7   | 526/781 [00:27<00:13, 19.34it/s]
 68%|######7   | 528/781 [00:27<00:13, 19.08it/s]
 68%|######7   | 530/781 [00:28<00:13, 19.21it/s]
 68%|######8   | 532/781 [00:28<00:12, 19.22it/s]
 68%|######8   | 534/781 [00:28<00:12, 19.15it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.61it/s]
 69%|######8   | 538/781 [00:28<00:12, 18.99it/s]
 69%|######9   | 541/781 [00:28<00:12, 19.12it/s]
 70%|######9   | 543/781 [00:28<00:12, 18.70it/s]
 70%|######9   | 546/781 [00:28<00:12, 19.10it/s]
 70%|#######   | 549/781 [00:29<00:12, 19.24it/s]
 71%|#######   | 551/781 [00:29<00:12, 18.80it/s]
 71%|#######   | 553/781 [00:29<00:12, 18.45it/s]
 71%|#######1  | 555/781 [00:29<00:12, 18.72it/s]
 71%|#######1  | 557/781 [00:29<00:12, 18.55it/s]
 72%|#######1  | 559/781 [00:29<00:12, 18.43it/s]
 72%|#######1  | 561/781 [00:29<00:11, 18.60it/s]
 72%|#######2  | 563/781 [00:29<00:11, 18.56it/s]
 72%|#######2  | 565/781 [00:29<00:11, 18.55it/s]
 73%|#######2  | 567/781 [00:30<00:11, 18.66it/s]
 73%|#######2  | 570/781 [00:30<00:11, 19.15it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.83it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.64it/s]
 74%|#######3  | 577/781 [00:30<00:10, 19.34it/s]
 74%|#######4  | 580/781 [00:30<00:10, 19.38it/s]
 75%|#######4  | 582/781 [00:30<00:10, 19.06it/s]
 75%|#######4  | 584/781 [00:30<00:10, 18.79it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.88it/s]
 75%|#######5  | 589/781 [00:31<00:10, 19.08it/s]
 76%|#######5  | 591/781 [00:31<00:09, 19.19it/s]
 76%|#######6  | 594/781 [00:31<00:09, 19.53it/s]
 76%|#######6  | 596/781 [00:31<00:09, 19.36it/s]
 77%|#######6  | 598/781 [00:31<00:09, 19.51it/s]
 77%|#######6  | 600/781 [00:31<00:09, 19.40it/s]
 77%|#######7  | 602/781 [00:31<00:09, 19.08it/s]
 77%|#######7  | 604/781 [00:31<00:09, 18.79it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.59it/s]
 78%|#######7  | 609/781 [00:32<00:08, 19.14it/s]
 78%|#######8  | 611/781 [00:32<00:09, 18.84it/s]
 78%|#######8  | 613/781 [00:32<00:08, 18.91it/s]
 79%|#######8  | 615/781 [00:32<00:08, 19.17it/s]
 79%|#######9  | 617/781 [00:32<00:08, 19.29it/s]
 79%|#######9  | 619/781 [00:32<00:08, 19.33it/s]
 80%|#######9  | 622/781 [00:32<00:07, 19.92it/s]
 80%|#######9  | 624/781 [00:32<00:08, 19.54it/s]
 80%|########  | 626/781 [00:33<00:07, 19.40it/s]
 80%|########  | 628/781 [00:33<00:08, 19.11it/s]
 81%|########  | 631/781 [00:33<00:07, 19.78it/s]
 81%|########1 | 634/781 [00:33<00:07, 20.28it/s]
 82%|########1 | 637/781 [00:33<00:06, 20.66it/s]
 82%|########1 | 640/781 [00:33<00:08, 16.07it/s]
 82%|########2 | 642/781 [00:33<00:08, 16.67it/s]
 82%|########2 | 644/781 [00:34<00:08, 17.10it/s]
 83%|########2 | 646/781 [00:34<00:07, 17.39it/s]
 83%|########2 | 648/781 [00:34<00:07, 17.93it/s]
 83%|########3 | 650/781 [00:34<00:07, 18.34it/s]
 83%|########3 | 652/781 [00:34<00:06, 18.67it/s]
 84%|########3 | 654/781 [00:34<00:06, 18.77it/s]
 84%|########4 | 657/781 [00:34<00:06, 19.35it/s]
 84%|########4 | 659/781 [00:34<00:06, 19.01it/s]
 85%|########4 | 662/781 [00:35<00:06, 19.39it/s]
 85%|########5 | 664/781 [00:35<00:06, 19.33it/s]
 85%|########5 | 667/781 [00:35<00:05, 19.71it/s]
 86%|########5 | 669/781 [00:35<00:05, 19.49it/s]
 86%|########5 | 671/781 [00:35<00:05, 19.54it/s]
 86%|########6 | 673/781 [00:35<00:05, 19.36it/s]
 87%|########6 | 676/781 [00:35<00:05, 19.89it/s]
 87%|########6 | 678/781 [00:35<00:05, 19.67it/s]
 87%|########7 | 680/781 [00:35<00:05, 19.68it/s]
 87%|########7 | 682/781 [00:36<00:05, 19.19it/s]
 88%|########7 | 684/781 [00:36<00:05, 18.79it/s]
 88%|########7 | 686/781 [00:36<00:05, 18.85it/s]
 88%|########8 | 688/781 [00:36<00:04, 18.63it/s]
 88%|########8 | 690/781 [00:36<00:04, 18.83it/s]
 89%|########8 | 693/781 [00:36<00:04, 19.23it/s]
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 90%|########9 | 700/781 [00:37<00:04, 18.91it/s]
 90%|########9 | 702/781 [00:37<00:04, 18.53it/s]
 90%|######### | 704/781 [00:37<00:04, 18.17it/s]
 90%|######### | 706/781 [00:37<00:04, 18.06it/s]
 91%|######### | 708/781 [00:37<00:04, 18.16it/s]
 91%|######### | 710/781 [00:37<00:03, 18.60it/s]
 91%|#########1| 712/781 [00:37<00:03, 18.80it/s]
 91%|#########1| 714/781 [00:37<00:03, 18.39it/s]
 92%|#########1| 716/781 [00:37<00:03, 18.50it/s]
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100%|#########9| 780/781 [00:41<00:00, 19.48it/s]
100%|##########| 781/781 [00:41<00:00, 18.99it/s]




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 62%|######2   | 98/157 [00:05<00:03, 17.55it/s]
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 65%|######4   | 102/157 [00:05<00:03, 17.63it/s]
 66%|######6   | 104/157 [00:05<00:03, 17.13it/s]
 68%|######7   | 106/157 [00:05<00:02, 17.51it/s]
 69%|######8   | 108/157 [00:06<00:02, 17.87it/s]
 70%|#######   | 110/157 [00:06<00:02, 17.76it/s]
 71%|#######1  | 112/157 [00:06<00:02, 18.08it/s]
 73%|#######2  | 114/157 [00:06<00:02, 18.28it/s]
 74%|#######3  | 116/157 [00:06<00:02, 18.37it/s]
 75%|#######5  | 118/157 [00:06<00:02, 17.76it/s]
 76%|#######6  | 120/157 [00:06<00:02, 17.92it/s]
 78%|#######7  | 122/157 [00:06<00:02, 17.47it/s]
 79%|#######8  | 124/157 [00:06<00:01, 17.32it/s]
 80%|########  | 126/157 [00:07<00:01, 17.44it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.67it/s]
 83%|########2 | 130/157 [00:07<00:01, 17.95it/s]
 84%|########4 | 132/157 [00:07<00:01, 18.15it/s]
 85%|########5 | 134/157 [00:07<00:01, 18.26it/s]
 87%|########6 | 136/157 [00:07<00:01, 18.40it/s]
 88%|########7 | 138/157 [00:07<00:01, 18.46it/s]
 89%|########9 | 140/157 [00:07<00:00, 18.54it/s]
 90%|######### | 142/157 [00:07<00:00, 18.63it/s]
 92%|#########1| 144/157 [00:08<00:00, 18.40it/s]
 93%|#########2| 146/157 [00:08<00:00, 18.13it/s]
 94%|#########4| 148/157 [00:08<00:00, 17.80it/s]
 96%|#########5| 150/157 [00:08<00:00, 18.13it/s]
 97%|#########6| 152/157 [00:08<00:00, 18.12it/s]
 98%|#########8| 154/157 [00:08<00:00, 18.29it/s]
 99%|#########9| 156/157 [00:08<00:00, 18.16it/s]
100%|##########| 157/157 [00:08<00:00, 18.04it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 3/781 [00:00<00:37, 20.50it/s]
  1%|          | 6/781 [00:00<00:37, 20.73it/s]
  1%|1         | 9/781 [00:00<00:37, 20.69it/s]
  2%|1         | 12/781 [00:00<00:37, 20.62it/s]
  2%|1         | 15/781 [00:00<00:38, 20.04it/s]
  2%|2         | 18/781 [00:00<00:39, 19.21it/s]
  3%|2         | 20/781 [00:01<00:39, 19.29it/s]
  3%|2         | 22/781 [00:01<00:39, 19.36it/s]
  3%|3         | 24/781 [00:01<00:39, 19.15it/s]
  3%|3         | 26/781 [00:01<00:39, 19.07it/s]
  4%|3         | 29/781 [00:01<00:38, 19.42it/s]
  4%|3         | 31/781 [00:01<00:38, 19.43it/s]
  4%|4         | 33/781 [00:01<00:39, 18.97it/s]
  5%|4         | 36/781 [00:01<00:38, 19.43it/s]
  5%|4         | 39/781 [00:01<00:37, 20.03it/s]
  5%|5         | 42/781 [00:02<00:36, 20.28it/s]
  6%|5         | 45/781 [00:02<00:36, 20.20it/s]
  6%|6         | 48/781 [00:02<00:35, 20.38it/s]
  7%|6         | 51/781 [00:02<00:35, 20.55it/s]
  7%|6         | 54/781 [00:02<00:36, 19.73it/s]
  7%|7         | 56/781 [00:02<00:36, 19.62it/s]
  7%|7         | 58/781 [00:02<00:37, 19.39it/s]
  8%|7         | 60/781 [00:03<00:37, 19.31it/s]
  8%|7         | 62/781 [00:03<00:36, 19.45it/s]
  8%|8         | 64/781 [00:03<00:37, 19.30it/s]
  8%|8         | 66/781 [00:03<00:37, 19.10it/s]
  9%|8         | 68/781 [00:03<00:38, 18.73it/s]
  9%|8         | 70/781 [00:03<00:38, 18.34it/s]
  9%|9         | 72/781 [00:03<00:38, 18.48it/s]
  9%|9         | 74/781 [00:03<00:38, 18.35it/s]
 10%|9         | 76/781 [00:03<00:38, 18.14it/s]
 10%|#         | 79/781 [00:04<00:37, 18.83it/s]
 10%|#         | 81/781 [00:04<00:37, 18.79it/s]
 11%|#         | 83/781 [00:04<00:37, 18.56it/s]
 11%|#         | 85/781 [00:04<00:37, 18.39it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.22it/s]
 12%|#1        | 91/781 [00:04<00:34, 19.89it/s]
 12%|#1        | 93/781 [00:04<00:35, 19.49it/s]
 12%|#2        | 95/781 [00:04<00:35, 19.08it/s]
 12%|#2        | 97/781 [00:05<00:35, 19.17it/s]
 13%|#2        | 99/781 [00:05<00:35, 19.24it/s]
 13%|#2        | 101/781 [00:05<00:35, 19.30it/s]
 13%|#3        | 104/781 [00:05<00:34, 19.54it/s]
 14%|#3        | 106/781 [00:05<00:34, 19.54it/s]
 14%|#3        | 109/781 [00:05<00:33, 19.91it/s]
 14%|#4        | 111/781 [00:05<00:34, 19.63it/s]
 14%|#4        | 113/781 [00:05<00:34, 19.60it/s]
 15%|#4        | 115/781 [00:05<00:34, 19.28it/s]
 15%|#4        | 117/781 [00:06<00:34, 19.21it/s]
 15%|#5        | 120/781 [00:06<00:33, 19.47it/s]
 16%|#5        | 122/781 [00:06<00:34, 19.18it/s]
 16%|#6        | 125/781 [00:06<00:33, 19.86it/s]
 16%|#6        | 128/781 [00:06<00:32, 20.32it/s]
 17%|#6        | 131/781 [00:06<00:31, 20.39it/s]
 17%|#7        | 134/781 [00:06<00:32, 20.18it/s]
 18%|#7        | 137/781 [00:07<00:31, 20.56it/s]
 18%|#7        | 140/781 [00:07<00:30, 20.80it/s]
 18%|#8        | 143/781 [00:07<00:30, 20.94it/s]
 19%|#8        | 146/781 [00:07<00:30, 21.09it/s]
 19%|#9        | 149/781 [00:07<00:30, 21.01it/s]
 19%|#9        | 152/781 [00:07<00:30, 20.73it/s]
 20%|#9        | 155/781 [00:07<00:30, 20.53it/s]
 20%|##        | 158/781 [00:08<00:30, 20.17it/s]
 21%|##        | 161/781 [00:08<00:31, 19.71it/s]
 21%|##        | 163/781 [00:08<00:31, 19.36it/s]
 21%|##1       | 166/781 [00:08<00:31, 19.58it/s]
 22%|##1       | 169/781 [00:08<00:31, 19.53it/s]
 22%|##1       | 171/781 [00:08<00:31, 19.22it/s]
 22%|##2       | 173/781 [00:08<00:32, 18.99it/s]
 22%|##2       | 175/781 [00:08<00:31, 19.04it/s]
 23%|##2       | 177/781 [00:09<00:32, 18.86it/s]
 23%|##2       | 179/781 [00:09<00:32, 18.75it/s]
 23%|##3       | 181/781 [00:09<00:31, 19.09it/s]
 23%|##3       | 183/781 [00:09<00:31, 19.09it/s]
 24%|##3       | 185/781 [00:09<00:31, 19.06it/s]
 24%|##3       | 187/781 [00:09<00:31, 19.08it/s]
 24%|##4       | 189/781 [00:09<00:31, 19.10it/s]
 24%|##4       | 191/781 [00:09<00:30, 19.11it/s]
 25%|##4       | 194/781 [00:09<00:30, 19.49it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.16it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.88it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.00it/s]
 26%|##5       | 203/781 [00:10<00:29, 19.42it/s]
 26%|##6       | 205/781 [00:10<00:29, 19.37it/s]
 27%|##6       | 207/781 [00:10<00:29, 19.31it/s]
 27%|##6       | 209/781 [00:10<00:29, 19.40it/s]
 27%|##7       | 211/781 [00:10<00:29, 19.31it/s]
 27%|##7       | 213/781 [00:10<00:29, 19.32it/s]
 28%|##7       | 215/781 [00:11<00:29, 18.98it/s]
 28%|##7       | 217/781 [00:11<00:29, 19.18it/s]
 28%|##8       | 219/781 [00:11<00:29, 19.21it/s]
 28%|##8       | 221/781 [00:11<00:29, 19.11it/s]
 29%|##8       | 223/781 [00:11<00:29, 19.19it/s]
 29%|##8       | 225/781 [00:11<00:28, 19.21it/s]
 29%|##9       | 227/781 [00:11<00:29, 19.02it/s]
 29%|##9       | 229/781 [00:11<00:29, 19.02it/s]
 30%|##9       | 231/781 [00:11<00:28, 19.17it/s]
 30%|##9       | 233/781 [00:11<00:28, 19.01it/s]
 30%|###       | 235/781 [00:12<00:28, 19.16it/s]
 30%|###       | 237/781 [00:12<00:28, 19.33it/s]
 31%|###       | 239/781 [00:12<00:28, 19.29it/s]
 31%|###       | 241/781 [00:12<00:28, 18.98it/s]
 31%|###1      | 243/781 [00:12<00:28, 18.66it/s]
 31%|###1      | 245/781 [00:12<00:28, 18.96it/s]
 32%|###1      | 247/781 [00:12<00:27, 19.09it/s]
 32%|###1      | 249/781 [00:12<00:27, 19.04it/s]
 32%|###2      | 251/781 [00:12<00:27, 18.99it/s]
 32%|###2      | 253/781 [00:13<00:27, 18.93it/s]
 33%|###2      | 255/781 [00:13<00:27, 18.96it/s]
 33%|###2      | 257/781 [00:13<00:27, 19.26it/s]
 33%|###3      | 259/781 [00:13<00:27, 18.74it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.24it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.18it/s]
 34%|###4      | 266/781 [00:13<00:26, 19.20it/s]
 34%|###4      | 268/781 [00:13<00:26, 19.28it/s]
 35%|###4      | 270/781 [00:13<00:26, 19.28it/s]
 35%|###4      | 272/781 [00:13<00:26, 19.34it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.84it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.58it/s]
 36%|###5      | 278/781 [00:14<00:27, 18.53it/s]
 36%|###5      | 280/781 [00:14<00:27, 18.37it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.49it/s]
 36%|###6      | 284/781 [00:14<00:26, 18.77it/s]
 37%|###6      | 286/781 [00:14<00:26, 18.50it/s]
 37%|###6      | 288/781 [00:14<00:26, 18.55it/s]
 37%|###7      | 290/781 [00:14<00:26, 18.39it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.40it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.38it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.33it/s]
 38%|###8      | 299/781 [00:15<00:25, 18.74it/s]
 39%|###8      | 302/781 [00:15<00:25, 18.98it/s]
 39%|###9      | 305/781 [00:15<00:24, 19.33it/s]
 39%|###9      | 308/781 [00:15<00:24, 19.56it/s]
 40%|###9      | 311/781 [00:16<00:23, 19.72it/s]
 40%|####      | 314/781 [00:16<00:23, 19.85it/s]
 41%|####      | 317/781 [00:16<00:23, 19.93it/s]
 41%|####      | 320/781 [00:16<00:23, 19.98it/s]
 41%|####1     | 323/781 [00:16<00:22, 20.07it/s]
 42%|####1     | 326/781 [00:16<00:22, 20.12it/s]
 42%|####2     | 329/781 [00:16<00:22, 20.14it/s]
 43%|####2     | 332/781 [00:17<00:22, 20.19it/s]
 43%|####2     | 335/781 [00:17<00:22, 20.19it/s]
 43%|####3     | 338/781 [00:17<00:21, 20.18it/s]
 44%|####3     | 341/781 [00:17<00:21, 20.15it/s]
 44%|####4     | 344/781 [00:17<00:21, 20.14it/s]
 44%|####4     | 347/781 [00:17<00:21, 20.13it/s]
 45%|####4     | 350/781 [00:17<00:21, 20.13it/s]
 45%|####5     | 353/781 [00:18<00:21, 20.16it/s]
 46%|####5     | 356/781 [00:18<00:21, 20.18it/s]
 46%|####5     | 359/781 [00:18<00:20, 20.18it/s]
 46%|####6     | 362/781 [00:18<00:20, 20.07it/s]
 47%|####6     | 365/781 [00:18<00:20, 19.91it/s]
 47%|####6     | 367/781 [00:18<00:20, 19.85it/s]
 47%|####7     | 369/781 [00:18<00:20, 19.77it/s]
 48%|####7     | 372/781 [00:19<00:20, 19.93it/s]
 48%|####8     | 375/781 [00:19<00:20, 20.01it/s]
 48%|####8     | 377/781 [00:19<00:20, 20.00it/s]
 49%|####8     | 380/781 [00:19<00:19, 20.07it/s]
 49%|####9     | 383/781 [00:19<00:19, 20.12it/s]
 49%|####9     | 386/781 [00:19<00:19, 20.14it/s]
 50%|####9     | 389/781 [00:19<00:19, 20.15it/s]
 50%|#####     | 392/781 [00:20<00:19, 20.14it/s]
 51%|#####     | 395/781 [00:20<00:19, 20.02it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.56it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.64it/s]
 51%|#####1    | 402/781 [00:20<00:19, 19.08it/s]
 52%|#####1    | 404/781 [00:20<00:19, 18.99it/s]
 52%|#####1    | 406/781 [00:20<00:20, 18.70it/s]
 52%|#####2    | 408/781 [00:20<00:19, 18.73it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.90it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.91it/s]
 53%|#####3    | 414/781 [00:21<00:19, 18.59it/s]
 53%|#####3    | 416/781 [00:21<00:19, 18.70it/s]
 54%|#####3    | 418/781 [00:21<00:19, 19.05it/s]
 54%|#####3    | 420/781 [00:21<00:19, 18.89it/s]
 54%|#####4    | 422/781 [00:21<00:19, 18.80it/s]
 54%|#####4    | 424/781 [00:21<00:18, 18.85it/s]
 55%|#####4    | 426/781 [00:21<00:18, 18.94it/s]
 55%|#####4    | 428/781 [00:21<00:18, 19.04it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.04it/s]
 55%|#####5    | 432/781 [00:22<00:18, 19.06it/s]
 56%|#####5    | 434/781 [00:22<00:18, 18.66it/s]
 56%|#####5    | 436/781 [00:22<00:18, 18.78it/s]
 56%|#####6    | 439/781 [00:22<00:18, 18.92it/s]
 56%|#####6    | 441/781 [00:22<00:18, 18.75it/s]
 57%|#####6    | 443/781 [00:22<00:17, 19.03it/s]
 57%|#####6    | 445/781 [00:22<00:17, 18.97it/s]
 57%|#####7    | 447/781 [00:22<00:17, 19.21it/s]
 57%|#####7    | 449/781 [00:23<00:17, 18.85it/s]
 58%|#####7    | 451/781 [00:23<00:17, 19.08it/s]
 58%|#####8    | 453/781 [00:23<00:17, 18.95it/s]
 58%|#####8    | 455/781 [00:23<00:17, 18.66it/s]
 59%|#####8    | 457/781 [00:23<00:17, 18.40it/s]
 59%|#####8    | 459/781 [00:23<00:17, 18.80it/s]
 59%|#####9    | 462/781 [00:23<00:16, 19.08it/s]
 59%|#####9    | 464/781 [00:23<00:16, 18.95it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.76it/s]
 60%|#####9    | 468/781 [00:24<00:16, 18.63it/s]
 60%|######    | 471/781 [00:24<00:16, 19.21it/s]
 61%|######    | 474/781 [00:24<00:15, 19.56it/s]
 61%|######    | 476/781 [00:24<00:15, 19.39it/s]
 61%|######1   | 478/781 [00:24<00:15, 19.46it/s]
 61%|######1   | 480/781 [00:24<00:15, 19.52it/s]
 62%|######1   | 482/781 [00:24<00:15, 19.02it/s]
 62%|######1   | 484/781 [00:24<00:15, 18.96it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.21it/s]
 62%|######2   | 488/781 [00:25<00:15, 19.34it/s]
 63%|######2   | 490/781 [00:25<00:15, 19.39it/s]
 63%|######2   | 492/781 [00:25<00:14, 19.54it/s]
 63%|######3   | 495/781 [00:25<00:14, 19.75it/s]
 64%|######3   | 497/781 [00:25<00:14, 19.55it/s]
 64%|######4   | 500/781 [00:25<00:14, 19.79it/s]
 64%|######4   | 502/781 [00:25<00:14, 19.37it/s]
 65%|######4   | 505/781 [00:26<00:14, 19.38it/s]
 65%|######5   | 508/781 [00:26<00:14, 19.38it/s]
 65%|######5   | 511/781 [00:26<00:13, 19.40it/s]
 66%|######5   | 514/781 [00:26<00:13, 19.43it/s]
 66%|######6   | 516/781 [00:26<00:13, 19.14it/s]
 66%|######6   | 518/781 [00:26<00:13, 18.93it/s]
 67%|######6   | 521/781 [00:26<00:13, 19.32it/s]
 67%|######6   | 523/781 [00:26<00:13, 19.25it/s]
 67%|######7   | 526/781 [00:27<00:13, 19.58it/s]
 68%|######7   | 529/781 [00:27<00:12, 19.79it/s]
 68%|######8   | 532/781 [00:27<00:12, 19.93it/s]
 68%|######8   | 534/781 [00:27<00:12, 19.75it/s]
 69%|######8   | 536/781 [00:27<00:12, 19.59it/s]
 69%|######8   | 538/781 [00:27<00:12, 19.45it/s]
 69%|######9   | 540/781 [00:27<00:12, 19.48it/s]
 69%|######9   | 542/781 [00:27<00:12, 19.55it/s]
 70%|######9   | 544/781 [00:28<00:12, 19.54it/s]
 70%|######9   | 546/781 [00:28<00:12, 19.58it/s]
 70%|#######   | 548/781 [00:28<00:11, 19.60it/s]
 71%|#######   | 551/781 [00:28<00:11, 19.80it/s]
 71%|#######   | 553/781 [00:28<00:11, 19.79it/s]
 71%|#######1  | 555/781 [00:28<00:11, 19.29it/s]
 71%|#######1  | 557/781 [00:28<00:11, 19.25it/s]
 72%|#######1  | 560/781 [00:28<00:11, 19.58it/s]
 72%|#######2  | 563/781 [00:28<00:11, 19.79it/s]
 72%|#######2  | 565/781 [00:29<00:10, 19.70it/s]
 73%|#######2  | 568/781 [00:29<00:10, 19.86it/s]
 73%|#######2  | 570/781 [00:29<00:10, 19.71it/s]
 73%|#######3  | 573/781 [00:29<00:10, 19.65it/s]
 74%|#######3  | 575/781 [00:29<00:10, 19.55it/s]
 74%|#######4  | 578/781 [00:29<00:10, 19.73it/s]
 74%|#######4  | 581/781 [00:29<00:10, 19.88it/s]
 75%|#######4  | 584/781 [00:30<00:09, 19.96it/s]
 75%|#######5  | 586/781 [00:30<00:09, 19.72it/s]
 75%|#######5  | 589/781 [00:30<00:09, 19.88it/s]
 76%|#######5  | 591/781 [00:30<00:09, 19.70it/s]
 76%|#######5  | 593/781 [00:30<00:09, 19.07it/s]
 76%|#######6  | 595/781 [00:30<00:09, 18.99it/s]
 76%|#######6  | 597/781 [00:30<00:09, 18.80it/s]
 77%|#######6  | 599/781 [00:30<00:09, 18.84it/s]
 77%|#######6  | 601/781 [00:30<00:09, 18.90it/s]
 77%|#######7  | 603/781 [00:31<00:09, 18.76it/s]
 77%|#######7  | 605/781 [00:31<00:09, 18.98it/s]
 78%|#######7  | 607/781 [00:31<00:09, 19.25it/s]
 78%|#######7  | 609/781 [00:31<00:09, 18.96it/s]
 78%|#######8  | 611/781 [00:31<00:08, 19.13it/s]
 79%|#######8  | 614/781 [00:31<00:08, 19.28it/s]
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Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.18s/it]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.02it/s]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.02it/s]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.01it/s]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.01it/s]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.09s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:05<00:00,  5.83s/it]
100%|##########| 1/1 [00:05<00:00,  5.83s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 14.20it/s]
  3%|2         | 4/157 [00:00<00:10, 15.25it/s]
  4%|3         | 6/157 [00:00<00:09, 15.83it/s]
  5%|5         | 8/157 [00:00<00:09, 16.21it/s]
  6%|6         | 10/157 [00:00<00:09, 16.28it/s]
  8%|7         | 12/157 [00:00<00:08, 16.40it/s]
  9%|8         | 14/157 [00:00<00:08, 16.45it/s]
 10%|#         | 16/157 [00:00<00:08, 16.50it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.48it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.41it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.48it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.50it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.45it/s]
 18%|#7        | 28/157 [00:01<00:08, 16.05it/s]
 19%|#9        | 30/157 [00:01<00:07, 15.94it/s]
 20%|##        | 32/157 [00:01<00:07, 15.83it/s]
 22%|##1       | 34/157 [00:02<00:07, 15.90it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.12it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.05it/s]
 25%|##5       | 40/157 [00:02<00:07, 15.96it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.30it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.37it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.28it/s]
 31%|###       | 48/157 [00:02<00:06, 16.27it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.31it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.37it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.43it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.56it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.43it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.40it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.43it/s]
 41%|####      | 64/157 [00:03<00:05, 16.36it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.22it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.15it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.11it/s]
 46%|####5     | 72/157 [00:04<00:05, 15.96it/s]
 47%|####7     | 74/157 [00:04<00:05, 15.96it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.96it/s]
 50%|####9     | 78/157 [00:04<00:04, 15.96it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.00it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.94it/s]
 54%|#####3    | 84/157 [00:05<00:04, 15.90it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.83it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.99it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.12it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.26it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.32it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.33it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.32it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.35it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.42it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.44it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.43it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.55it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.45it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.46it/s]
 73%|#######2  | 114/157 [00:07<00:02, 16.46it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.47it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.56it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.55it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.64it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.65it/s]
 80%|########  | 126/157 [00:07<00:01, 16.68it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.74it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.76it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.63it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.68it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.69it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.41it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.48it/s]
 90%|######### | 142/157 [00:08<00:00, 16.55it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.60it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.60it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.65it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.71it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.77it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.79it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.86it/s]
100%|##########| 157/157 [00:09<00:00, 16.40it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.08it/s]
  1%|          | 4/781 [00:00<00:40, 19.15it/s]
  1%|          | 6/781 [00:00<00:40, 18.92it/s]
  1%|1         | 8/781 [00:00<00:41, 18.54it/s]
  1%|1         | 10/781 [00:00<00:41, 18.75it/s]
  2%|1         | 12/781 [00:00<00:41, 18.68it/s]
  2%|1         | 14/781 [00:00<00:41, 18.61it/s]
  2%|2         | 16/781 [00:00<00:40, 18.79it/s]
  2%|2         | 18/781 [00:00<00:40, 18.77it/s]
  3%|2         | 20/781 [00:01<00:41, 18.52it/s]
  3%|2         | 22/781 [00:01<00:41, 18.48it/s]
  3%|3         | 24/781 [00:01<00:40, 18.47it/s]
  3%|3         | 26/781 [00:01<00:40, 18.61it/s]
  4%|3         | 28/781 [00:01<00:40, 18.68it/s]
  4%|3         | 30/781 [00:01<00:39, 18.78it/s]
  4%|4         | 32/781 [00:01<00:39, 18.76it/s]
  4%|4         | 34/781 [00:01<00:39, 18.85it/s]
  5%|4         | 36/781 [00:01<00:39, 18.73it/s]
  5%|4         | 38/781 [00:02<00:39, 18.87it/s]
  5%|5         | 40/781 [00:02<00:39, 18.80it/s]
  5%|5         | 42/781 [00:02<00:40, 18.41it/s]
  6%|5         | 44/781 [00:02<00:39, 18.61it/s]
  6%|5         | 46/781 [00:02<00:39, 18.57it/s]
  6%|6         | 48/781 [00:02<00:39, 18.68it/s]
  6%|6         | 50/781 [00:02<00:38, 18.74it/s]
  7%|6         | 52/781 [00:02<00:38, 18.79it/s]
  7%|6         | 54/781 [00:02<00:39, 18.54it/s]
  7%|7         | 56/781 [00:03<00:39, 18.43it/s]
  7%|7         | 58/781 [00:03<00:39, 18.34it/s]
  8%|7         | 60/781 [00:03<00:39, 18.15it/s]
  8%|7         | 62/781 [00:03<00:39, 18.26it/s]
  8%|8         | 64/781 [00:03<00:39, 18.04it/s]
  8%|8         | 66/781 [00:03<00:39, 17.99it/s]
  9%|8         | 68/781 [00:03<00:39, 17.83it/s]
  9%|8         | 70/781 [00:03<00:39, 18.15it/s]
  9%|9         | 72/781 [00:03<00:38, 18.23it/s]
  9%|9         | 74/781 [00:04<00:39, 17.70it/s]
 10%|9         | 76/781 [00:04<00:39, 17.89it/s]
 10%|9         | 78/781 [00:04<00:38, 18.05it/s]
 10%|#         | 80/781 [00:04<00:38, 18.13it/s]
 10%|#         | 82/781 [00:04<00:38, 18.18it/s]
 11%|#         | 84/781 [00:04<00:38, 18.15it/s]
 11%|#1        | 86/781 [00:04<00:38, 18.17it/s]
 11%|#1        | 88/781 [00:04<00:38, 18.08it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.24it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.55it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.57it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.58it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.77it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.76it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.78it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.91it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.04it/s]
 14%|#3        | 108/781 [00:05<00:34, 19.28it/s]
 14%|#4        | 110/781 [00:05<00:34, 19.45it/s]
 14%|#4        | 112/781 [00:06<00:34, 19.41it/s]
 15%|#4        | 114/781 [00:06<00:34, 19.25it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.15it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.78it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.42it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.32it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.33it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.51it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.28it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.39it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.56it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.70it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.71it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.82it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.95it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.05it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.85it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.82it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.74it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.89it/s]
 19%|#9        | 152/781 [00:08<00:33, 19.00it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.87it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.80it/s]
 20%|##        | 158/781 [00:08<00:33, 18.73it/s]
 20%|##        | 160/781 [00:08<00:33, 18.74it/s]
 21%|##        | 162/781 [00:08<00:32, 18.81it/s]
 21%|##        | 164/781 [00:08<00:32, 18.73it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.87it/s]
 22%|##1       | 168/781 [00:09<00:32, 19.01it/s]
 22%|##1       | 170/781 [00:09<00:32, 19.07it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.10it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.95it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.82it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.74it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.75it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.83it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.72it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.74it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.81it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.91it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.91it/s]
 25%|##4       | 194/781 [00:10<00:30, 18.94it/s]
 25%|##5       | 196/781 [00:10<00:30, 18.97it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.48it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.47it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.74it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.82it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.79it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.76it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.80it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.86it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.78it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.57it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.50it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.63it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.57it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.55it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.33it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.47it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.59it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.56it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.68it/s]
 30%|###       | 236/781 [00:12<00:29, 18.58it/s]
 30%|###       | 238/781 [00:12<00:28, 18.75it/s]
 31%|###       | 240/781 [00:12<00:28, 18.79it/s]
 31%|###       | 242/781 [00:12<00:28, 18.87it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.71it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.47it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.45it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.49it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.61it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.63it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.75it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.75it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.68it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.81it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.90it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.71it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.62it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.50it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.62it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.54it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.77it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.93it/s]
 36%|###5      | 280/781 [00:15<00:26, 19.06it/s]
 36%|###6      | 282/781 [00:15<00:36, 13.83it/s]
 36%|###6      | 284/781 [00:15<00:32, 15.08it/s]
 37%|###6      | 286/781 [00:15<00:30, 16.14it/s]
 37%|###6      | 288/781 [00:15<00:29, 16.84it/s]
 37%|###7      | 290/781 [00:15<00:28, 17.10it/s]
 37%|###7      | 292/781 [00:15<00:27, 17.73it/s]
 38%|###7      | 294/781 [00:15<00:27, 17.97it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.14it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.34it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.48it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.70it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.70it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.73it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.84it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.99it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.08it/s]
 40%|####      | 314/781 [00:16<00:24, 19.10it/s]
 40%|####      | 316/781 [00:17<00:24, 19.11it/s]
 41%|####      | 318/781 [00:17<00:24, 19.18it/s]
 41%|####      | 320/781 [00:17<00:24, 19.06it/s]
 41%|####1     | 322/781 [00:17<00:24, 19.01it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.96it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.87it/s]
 42%|####1     | 328/781 [00:17<00:23, 18.91it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.85it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.82it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.87it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.85it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.78it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.60it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.73it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.85it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.87it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.92it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.98it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.08it/s]
 45%|####5     | 354/781 [00:19<00:22, 19.06it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.98it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.96it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.91it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.85it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.71it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.36it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.41it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.47it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.25it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.27it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.18it/s]
 48%|####8     | 378/781 [00:20<00:22, 18.17it/s]
 49%|####8     | 380/781 [00:20<00:22, 18.11it/s]
 49%|####8     | 382/781 [00:20<00:22, 18.11it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.11it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.16it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.09it/s]
 50%|####9     | 390/781 [00:21<00:21, 17.96it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.04it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.09it/s]
 51%|#####     | 396/781 [00:21<00:21, 18.16it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.26it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.55it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.60it/s]
100%|##########| 781/781 [00:41<00:00, 18.64it/s]




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Validation Progress:  50%|#####     | 22/44 [00:23<00:24,  1.12s/it]
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Validation Progress:  57%|#####6    | 25/44 [00:26<00:21,  1.13s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:27<00:20,  1.12s/it]
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Validation Progress:  61%|######1   | 27/44 [00:29<00:18,  1.12s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:17,  1.11s/it]
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Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.09s/it]
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Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.11s/it]
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Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.11s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.10s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.10s/it]
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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,  1.08s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:34<00:12,  1.08s/it]
Validation Progress:  75%|#######5  | 33/44 [00:35<00:11,  1.08s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:36<00:11,  1.17s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:36<00:11,  1.16s/it]
Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.15s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  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:  82%|########1 | 36/44 [00:39<00:09,  1.15s/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,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
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Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.15s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.15s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.15s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.15s/it]
Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.14s/it]
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Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.14s/it]
Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.14s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
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Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.17s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.17s/it]
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Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.17s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<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,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01it/s]
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Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.09s/it]

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100%|##########| 1/1 [00:06<00:00,  6.43s/it]

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100%|##########| 157/157 [00:09<00:00, 16.28it/s]

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 23%|##2       | 178/781 [00:09<00:32, 18.77it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.50it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.42it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.63it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.78it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.59it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.78it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.55it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.43it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.58it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.57it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.55it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.76it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.64it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.69it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.77it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.86it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.81it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.85it/s]
 28%|##7       | 216/781 [00:11<00:29, 18.97it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.02it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.18it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.19it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.22it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.30it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.34it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.09it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.04it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.14it/s]
 30%|###       | 236/781 [00:12<00:28, 18.94it/s]
 30%|###       | 238/781 [00:12<00:28, 19.04it/s]
 31%|###       | 240/781 [00:12<00:28, 18.82it/s]
 31%|###       | 242/781 [00:12<00:28, 18.99it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.26it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.37it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.46it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.26it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.29it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.42it/s]
 33%|###2      | 256/781 [00:13<00:26, 19.48it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.47it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.57it/s]
 34%|###3      | 262/781 [00:13<00:26, 19.57it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.67it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.60it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.60it/s]
 35%|###4      | 270/781 [00:14<00:25, 19.66it/s]
 35%|###4      | 272/781 [00:14<00:25, 19.62it/s]
 35%|###5      | 274/781 [00:14<00:25, 19.52it/s]
 35%|###5      | 276/781 [00:14<00:25, 19.49it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.48it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.25it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.66it/s]
 36%|###6      | 284/781 [00:14<00:27, 18.39it/s]
 37%|###6      | 286/781 [00:15<00:27, 18.15it/s]
 37%|###6      | 288/781 [00:15<00:27, 18.22it/s]
 37%|###7      | 290/781 [00:15<00:27, 18.03it/s]
 37%|###7      | 292/781 [00:15<00:27, 17.98it/s]
 38%|###7      | 294/781 [00:15<00:27, 17.94it/s]
 38%|###7      | 296/781 [00:15<00:27, 17.84it/s]
 38%|###8      | 298/781 [00:15<00:26, 17.98it/s]
 38%|###8      | 300/781 [00:15<00:26, 17.98it/s]
 39%|###8      | 302/781 [00:15<00:26, 18.03it/s]
 39%|###8      | 304/781 [00:16<00:26, 17.81it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.94it/s]
 39%|###9      | 308/781 [00:16<00:26, 18.03it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.21it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.43it/s]
 40%|####      | 314/781 [00:16<00:25, 18.14it/s]
 40%|####      | 316/781 [00:16<00:25, 18.36it/s]
 41%|####      | 318/781 [00:16<00:25, 18.30it/s]
 41%|####      | 320/781 [00:16<00:24, 18.45it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.52it/s]
 41%|####1     | 324/781 [00:17<00:25, 18.16it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.24it/s]
 42%|####1     | 328/781 [00:17<00:25, 18.06it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.11it/s]
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 43%|####2     | 334/781 [00:17<00:24, 18.50it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.55it/s]
 43%|####3     | 338/781 [00:17<00:24, 18.21it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.35it/s]
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 44%|####4     | 344/781 [00:18<00:23, 18.75it/s]
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 45%|####4     | 348/781 [00:18<00:22, 18.85it/s]
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 45%|####5     | 352/781 [00:18<00:22, 18.78it/s]
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 46%|####5     | 358/781 [00:19<00:22, 18.72it/s]
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 47%|####7     | 370/781 [00:19<00:21, 19.02it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.93it/s]
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 48%|####8     | 376/781 [00:19<00:21, 18.89it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.72it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.81it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.73it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.69it/s]
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 50%|####9     | 388/781 [00:20<00:21, 18.59it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.77it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.85it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.88it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.94it/s]
 51%|#####     | 398/781 [00:21<00:20, 19.04it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.93it/s]
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 52%|#####2    | 408/781 [00:21<00:19, 18.93it/s]
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 53%|#####2    | 412/781 [00:21<00:19, 19.02it/s]
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 61%|######1   | 478/781 [00:25<00:16, 18.73it/s]
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 70%|#######   | 548/781 [00:29<00:12, 18.82it/s]
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 71%|#######   | 552/781 [00:29<00:12, 18.92it/s]
 71%|#######   | 554/781 [00:29<00:11, 19.07it/s]
 71%|#######1  | 556/781 [00:29<00:11, 19.12it/s]
 71%|#######1  | 558/781 [00:29<00:11, 19.16it/s]
 72%|#######1  | 560/781 [00:29<00:11, 19.13it/s]
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 73%|#######2  | 568/781 [00:30<00:11, 19.04it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.95it/s]
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 77%|#######6  | 600/781 [00:31<00:09, 19.06it/s]
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100%|##########| 781/781 [00:41<00:00, 18.77it/s]




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 75%|#######5  | 118/157 [00:07<00:02, 15.51it/s]
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 78%|#######7  | 122/157 [00:07<00:02, 15.92it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.05it/s]
 80%|########  | 126/157 [00:07<00:01, 16.08it/s]
 82%|########1 | 128/157 [00:08<00:01, 16.03it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.94it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.03it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.93it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.94it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.73it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.69it/s]
 90%|######### | 142/157 [00:08<00:00, 15.67it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.77it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.79it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.82it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.83it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.91it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.79it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.89it/s]
100%|##########| 157/157 [00:09<00:00, 15.94it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:43, 18.07it/s]
  1%|          | 4/781 [00:00<00:42, 18.17it/s]
  1%|          | 6/781 [00:00<00:42, 18.19it/s]
  1%|1         | 8/781 [00:00<00:42, 18.18it/s]
  1%|1         | 10/781 [00:00<00:42, 18.03it/s]
  2%|1         | 12/781 [00:00<00:42, 18.00it/s]
  2%|1         | 14/781 [00:00<00:42, 18.05it/s]
  2%|2         | 16/781 [00:00<00:42, 17.95it/s]
  2%|2         | 18/781 [00:00<00:42, 18.06it/s]
  3%|2         | 20/781 [00:01<00:42, 18.12it/s]
  3%|2         | 22/781 [00:01<00:41, 18.18it/s]
  3%|3         | 24/781 [00:01<00:41, 18.21it/s]
  3%|3         | 26/781 [00:01<00:41, 18.25it/s]
  4%|3         | 28/781 [00:01<00:41, 18.30it/s]
  4%|3         | 30/781 [00:01<00:41, 18.22it/s]
  4%|4         | 32/781 [00:01<00:41, 18.25it/s]
  4%|4         | 34/781 [00:01<00:40, 18.25it/s]
  5%|4         | 36/781 [00:01<00:40, 18.19it/s]
  5%|4         | 38/781 [00:02<00:40, 18.18it/s]
  5%|5         | 40/781 [00:02<00:40, 18.20it/s]
  5%|5         | 42/781 [00:02<00:40, 18.23it/s]
  6%|5         | 44/781 [00:02<00:40, 18.24it/s]
  6%|5         | 46/781 [00:02<00:40, 18.34it/s]
  6%|6         | 48/781 [00:02<00:39, 18.33it/s]
  6%|6         | 50/781 [00:02<00:40, 18.21it/s]
  7%|6         | 52/781 [00:02<00:40, 18.22it/s]
  7%|6         | 54/781 [00:02<00:39, 18.23it/s]
  7%|7         | 56/781 [00:03<00:39, 18.23it/s]
  7%|7         | 58/781 [00:03<00:39, 18.29it/s]
  8%|7         | 60/781 [00:03<00:39, 18.22it/s]
  8%|7         | 62/781 [00:03<00:39, 18.12it/s]
  8%|8         | 64/781 [00:03<00:39, 18.27it/s]
  8%|8         | 66/781 [00:03<00:38, 18.36it/s]
  9%|8         | 68/781 [00:03<00:38, 18.38it/s]
  9%|8         | 70/781 [00:03<00:38, 18.32it/s]
  9%|9         | 72/781 [00:03<00:38, 18.23it/s]
  9%|9         | 74/781 [00:04<00:38, 18.22it/s]
 10%|9         | 76/781 [00:04<00:38, 18.23it/s]
 10%|9         | 78/781 [00:04<00:38, 18.16it/s]
 10%|#         | 80/781 [00:04<00:38, 18.23it/s]
 10%|#         | 82/781 [00:04<00:38, 18.29it/s]
 11%|#         | 84/781 [00:04<00:38, 18.32it/s]
 11%|#1        | 86/781 [00:04<00:38, 18.21it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.27it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.30it/s]
 12%|#1        | 92/781 [00:05<00:37, 18.35it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.35it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.38it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.44it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.36it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.27it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.19it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.25it/s]
 14%|#3        | 108/781 [00:05<00:37, 18.04it/s]
 14%|#4        | 110/781 [00:06<00:36, 18.15it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.13it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.88it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.82it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.92it/s]
 15%|#5        | 120/781 [00:06<00:36, 17.93it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.00it/s]
 16%|#5        | 124/781 [00:06<00:36, 17.96it/s]
 16%|#6        | 126/781 [00:06<00:36, 18.03it/s]
 16%|#6        | 128/781 [00:07<00:36, 18.12it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.33it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.36it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.46it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.18it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.58it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.42it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.54it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.85it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.01it/s]
 19%|#8        | 148/781 [00:08<00:33, 18.81it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.71it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.47it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.85it/s]
 20%|#9        | 156/781 [00:08<00:32, 18.96it/s]
 20%|##        | 158/781 [00:08<00:33, 18.88it/s]
 20%|##        | 160/781 [00:08<00:32, 19.05it/s]
 21%|##        | 162/781 [00:08<00:32, 19.20it/s]
 21%|##        | 164/781 [00:08<00:31, 19.31it/s]
 21%|##1       | 166/781 [00:09<00:31, 19.41it/s]
 22%|##1       | 168/781 [00:09<00:31, 19.55it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.30it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.28it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.46it/s]
 23%|##2       | 176/781 [00:09<00:30, 19.58it/s]
 23%|##2       | 178/781 [00:09<00:30, 19.59it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.68it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.76it/s]
 24%|##3       | 185/781 [00:10<00:29, 19.88it/s]
 24%|##3       | 187/781 [00:10<00:29, 19.82it/s]
 24%|##4       | 190/781 [00:10<00:29, 19.85it/s]
 25%|##4       | 193/781 [00:10<00:29, 20.13it/s]
 25%|##5       | 196/781 [00:10<00:29, 20.17it/s]
 25%|##5       | 199/781 [00:10<00:28, 20.33it/s]
 26%|##5       | 202/781 [00:10<00:28, 20.41it/s]
 26%|##6       | 205/781 [00:11<00:28, 20.13it/s]
 27%|##6       | 208/781 [00:11<00:28, 20.09it/s]
 27%|##7       | 211/781 [00:11<00:28, 20.19it/s]
 27%|##7       | 214/781 [00:11<00:28, 20.09it/s]
 28%|##7       | 217/781 [00:11<00:28, 20.01it/s]
 28%|##8       | 220/781 [00:11<00:28, 20.01it/s]
 29%|##8       | 223/781 [00:11<00:27, 20.11it/s]
 29%|##8       | 226/781 [00:12<00:27, 20.17it/s]
 29%|##9       | 229/781 [00:12<00:27, 20.20it/s]
 30%|##9       | 232/781 [00:12<00:27, 20.19it/s]
 30%|###       | 235/781 [00:12<00:26, 20.22it/s]
 30%|###       | 238/781 [00:12<00:26, 20.18it/s]
 31%|###       | 241/781 [00:12<00:26, 20.16it/s]
 31%|###1      | 244/781 [00:12<00:26, 20.04it/s]
 32%|###1      | 247/781 [00:13<00:26, 19.97it/s]
 32%|###2      | 250/781 [00:13<00:26, 19.85it/s]
 32%|###2      | 253/781 [00:13<00:26, 19.91it/s]
 33%|###2      | 256/781 [00:13<00:26, 20.03it/s]
 33%|###3      | 259/781 [00:13<00:25, 20.15it/s]
 34%|###3      | 262/781 [00:13<00:25, 20.22it/s]
 34%|###3      | 265/781 [00:13<00:25, 20.17it/s]
 34%|###4      | 268/781 [00:14<00:25, 20.07it/s]
 35%|###4      | 271/781 [00:14<00:25, 20.01it/s]
 35%|###5      | 274/781 [00:14<00:25, 19.98it/s]
 35%|###5      | 277/781 [00:14<00:25, 20.08it/s]
 36%|###5      | 280/781 [00:14<00:24, 20.04it/s]
 36%|###6      | 283/781 [00:14<00:25, 19.85it/s]
 37%|###6      | 286/781 [00:15<00:24, 19.95it/s]
 37%|###7      | 289/781 [00:15<00:24, 20.11it/s]
 37%|###7      | 292/781 [00:15<00:24, 20.06it/s]
 38%|###7      | 295/781 [00:15<00:24, 20.13it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.99it/s]
 39%|###8      | 301/781 [00:15<00:23, 20.08it/s]
 39%|###8      | 304/781 [00:15<00:23, 20.08it/s]
 39%|###9      | 307/781 [00:16<00:23, 20.23it/s]
 40%|###9      | 310/781 [00:16<00:23, 20.29it/s]
 40%|####      | 313/781 [00:16<00:23, 20.00it/s]
 40%|####      | 316/781 [00:16<00:23, 20.13it/s]
 41%|####      | 319/781 [00:16<00:23, 20.03it/s]
 41%|####1     | 322/781 [00:16<00:22, 20.13it/s]
 42%|####1     | 325/781 [00:16<00:22, 20.17it/s]
 42%|####1     | 328/781 [00:17<00:22, 19.96it/s]
 42%|####2     | 330/781 [00:17<00:22, 19.65it/s]
 43%|####2     | 332/781 [00:17<00:22, 19.65it/s]
 43%|####2     | 334/781 [00:17<00:23, 19.41it/s]
 43%|####3     | 337/781 [00:17<00:22, 19.37it/s]
 43%|####3     | 339/781 [00:17<00:23, 19.02it/s]
 44%|####3     | 341/781 [00:17<00:23, 19.00it/s]
 44%|####3     | 343/781 [00:17<00:23, 18.92it/s]
 44%|####4     | 345/781 [00:18<00:23, 18.42it/s]
 44%|####4     | 347/781 [00:18<00:23, 18.25it/s]
 45%|####4     | 349/781 [00:18<00:23, 18.17it/s]
 45%|####4     | 351/781 [00:18<00:23, 18.46it/s]
 45%|####5     | 353/781 [00:18<00:22, 18.68it/s]
 45%|####5     | 355/781 [00:18<00:22, 18.98it/s]
 46%|####5     | 357/781 [00:18<00:22, 19.15it/s]
 46%|####5     | 359/781 [00:18<00:22, 19.06it/s]
 46%|####6     | 361/781 [00:18<00:21, 19.16it/s]
 46%|####6     | 363/781 [00:18<00:21, 19.16it/s]
 47%|####6     | 365/781 [00:19<00:21, 19.12it/s]
 47%|####6     | 367/781 [00:19<00:21, 18.95it/s]
 47%|####7     | 369/781 [00:19<00:21, 18.99it/s]
 48%|####7     | 371/781 [00:19<00:21, 19.10it/s]
 48%|####7     | 373/781 [00:19<00:21, 19.17it/s]
 48%|####8     | 375/781 [00:19<00:21, 19.19it/s]
 48%|####8     | 377/781 [00:19<00:21, 19.22it/s]
 49%|####8     | 379/781 [00:19<00:20, 19.22it/s]
 49%|####8     | 381/781 [00:19<00:20, 19.10it/s]
 49%|####9     | 383/781 [00:20<00:20, 19.27it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.64it/s]
 50%|####9     | 389/781 [00:20<00:19, 19.89it/s]
 50%|#####     | 391/781 [00:20<00:19, 19.81it/s]
 50%|#####     | 394/781 [00:20<00:19, 20.08it/s]
 51%|#####     | 397/781 [00:20<00:18, 20.32it/s]
 51%|#####1    | 400/781 [00:20<00:18, 20.21it/s]
 52%|#####1    | 403/781 [00:21<00:18, 20.15it/s]
 52%|#####1    | 406/781 [00:21<00:18, 20.19it/s]
 52%|#####2    | 409/781 [00:21<00:18, 20.03it/s]
 53%|#####2    | 412/781 [00:21<00:18, 20.10it/s]
 53%|#####3    | 415/781 [00:21<00:18, 20.08it/s]
 54%|#####3    | 418/781 [00:21<00:18, 20.06it/s]
 54%|#####3    | 421/781 [00:21<00:17, 20.28it/s]
 54%|#####4    | 424/781 [00:22<00:17, 20.26it/s]
 55%|#####4    | 427/781 [00:22<00:17, 19.87it/s]
 55%|#####4    | 429/781 [00:22<00:17, 19.86it/s]
 55%|#####5    | 432/781 [00:22<00:17, 20.09it/s]
 56%|#####5    | 435/781 [00:22<00:17, 20.26it/s]
 56%|#####6    | 438/781 [00:22<00:16, 20.41it/s]
 56%|#####6    | 441/781 [00:22<00:16, 20.41it/s]
 57%|#####6    | 444/781 [00:23<00:16, 20.36it/s]
 57%|#####7    | 447/781 [00:23<00:16, 19.86it/s]
 57%|#####7    | 449/781 [00:23<00:16, 19.88it/s]
 58%|#####7    | 451/781 [00:23<00:16, 19.88it/s]
 58%|#####8    | 454/781 [00:23<00:16, 19.97it/s]
 58%|#####8    | 456/781 [00:23<00:16, 19.83it/s]
 59%|#####8    | 458/781 [00:23<00:16, 19.81it/s]
 59%|#####8    | 460/781 [00:23<00:16, 19.82it/s]
 59%|#####9    | 462/781 [00:23<00:16, 19.85it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.79it/s]
 60%|#####9    | 466/781 [00:24<00:15, 19.70it/s]
 60%|######    | 469/781 [00:24<00:15, 19.89it/s]
 60%|######    | 471/781 [00:24<00:15, 19.85it/s]
 61%|######    | 474/781 [00:24<00:15, 20.05it/s]
 61%|######1   | 477/781 [00:24<00:15, 20.20it/s]
 61%|######1   | 480/781 [00:24<00:14, 20.33it/s]
 62%|######1   | 483/781 [00:25<00:14, 20.42it/s]
 62%|######2   | 486/781 [00:25<00:14, 20.16it/s]
 63%|######2   | 489/781 [00:25<00:14, 20.00it/s]
 63%|######2   | 492/781 [00:25<00:14, 20.12it/s]
 63%|######3   | 495/781 [00:25<00:14, 20.14it/s]
 64%|######3   | 498/781 [00:25<00:13, 20.22it/s]
 64%|######4   | 501/781 [00:25<00:13, 20.11it/s]
 65%|######4   | 504/781 [00:26<00:13, 20.01it/s]
 65%|######4   | 507/781 [00:26<00:13, 19.58it/s]
 65%|######5   | 510/781 [00:26<00:13, 19.50it/s]
 66%|######5   | 512/781 [00:26<00:14, 18.82it/s]
 66%|######5   | 515/781 [00:26<00:13, 19.02it/s]
 66%|######6   | 517/781 [00:26<00:13, 18.97it/s]
 66%|######6   | 519/781 [00:26<00:14, 18.54it/s]
 67%|######6   | 521/781 [00:26<00:14, 18.48it/s]
 67%|######6   | 523/781 [00:27<00:13, 18.49it/s]
 67%|######7   | 525/781 [00:27<00:13, 18.57it/s]
 67%|######7   | 527/781 [00:27<00:13, 18.67it/s]
 68%|######7   | 529/781 [00:27<00:14, 17.98it/s]
 68%|######7   | 531/781 [00:27<00:14, 17.69it/s]
 68%|######8   | 533/781 [00:27<00:14, 17.57it/s]
 69%|######8   | 535/781 [00:27<00:13, 17.94it/s]
 69%|######8   | 537/781 [00:27<00:13, 17.91it/s]
 69%|######9   | 539/781 [00:27<00:13, 18.18it/s]
 69%|######9   | 541/781 [00:28<00:13, 18.13it/s]
 70%|######9   | 543/781 [00:28<00:13, 17.94it/s]
 70%|######9   | 545/781 [00:28<00:13, 18.14it/s]
 70%|#######   | 547/781 [00:28<00:12, 18.00it/s]
 70%|#######   | 549/781 [00:28<00:12, 18.00it/s]
 71%|#######   | 551/781 [00:28<00:12, 18.00it/s]
 71%|#######   | 553/781 [00:28<00:12, 18.53it/s]
 71%|#######1  | 555/781 [00:28<00:12, 18.66it/s]
 71%|#######1  | 557/781 [00:28<00:12, 18.24it/s]
 72%|#######1  | 559/781 [00:29<00:12, 18.23it/s]
 72%|#######1  | 561/781 [00:29<00:12, 17.86it/s]
 72%|#######2  | 563/781 [00:29<00:12, 17.75it/s]
 72%|#######2  | 565/781 [00:29<00:12, 17.65it/s]
 73%|#######2  | 567/781 [00:29<00:12, 17.55it/s]
 73%|#######2  | 569/781 [00:29<00:12, 17.58it/s]
 73%|#######3  | 571/781 [00:29<00:11, 17.68it/s]
 73%|#######3  | 573/781 [00:29<00:11, 17.83it/s]
 74%|#######3  | 575/781 [00:29<00:11, 17.84it/s]
 74%|#######3  | 577/781 [00:30<00:11, 17.96it/s]
 74%|#######4  | 579/781 [00:30<00:11, 17.90it/s]
 74%|#######4  | 581/781 [00:30<00:11, 18.00it/s]
 75%|#######4  | 583/781 [00:30<00:10, 18.18it/s]
 75%|#######4  | 585/781 [00:30<00:10, 18.18it/s]
 75%|#######5  | 587/781 [00:30<00:10, 18.30it/s]
 75%|#######5  | 589/781 [00:30<00:10, 18.29it/s]
 76%|#######5  | 591/781 [00:30<00:10, 18.31it/s]
 76%|#######5  | 593/781 [00:30<00:10, 17.95it/s]
 76%|#######6  | 595/781 [00:31<00:10, 18.13it/s]
 76%|#######6  | 597/781 [00:31<00:09, 18.64it/s]
 77%|#######6  | 599/781 [00:31<00:09, 18.64it/s]
 77%|#######6  | 601/781 [00:31<00:09, 18.81it/s]
 77%|#######7  | 603/781 [00:31<00:09, 18.93it/s]
 77%|#######7  | 605/781 [00:31<00:09, 19.19it/s]
 78%|#######7  | 607/781 [00:31<00:09, 19.21it/s]
 78%|#######7  | 609/781 [00:31<00:08, 19.40it/s]
 78%|#######8  | 611/781 [00:31<00:08, 19.53it/s]
 78%|#######8  | 613/781 [00:32<00:08, 19.04it/s]
 79%|#######8  | 615/781 [00:32<00:08, 19.10it/s]
 79%|#######9  | 617/781 [00:32<00:08, 18.84it/s]
 79%|#######9  | 619/781 [00:32<00:08, 19.02it/s]
 80%|#######9  | 621/781 [00:32<00:08, 19.05it/s]
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 80%|########  | 625/781 [00:32<00:08, 18.80it/s]
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  3%|2         | 4/157 [00:00<00:11, 13.86it/s]
  4%|3         | 6/157 [00:00<00:10, 14.57it/s]
  5%|5         | 8/157 [00:00<00:10, 14.82it/s]
  6%|6         | 10/157 [00:00<00:09, 15.12it/s]
  8%|7         | 12/157 [00:00<00:09, 15.41it/s]
  9%|8         | 14/157 [00:00<00:09, 15.49it/s]
 10%|#         | 16/157 [00:01<00:09, 15.49it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.67it/s]
 13%|#2        | 20/157 [00:01<00:08, 15.68it/s]
 14%|#4        | 22/157 [00:01<00:08, 15.64it/s]
 15%|#5        | 24/157 [00:01<00:08, 15.56it/s]
 17%|#6        | 26/157 [00:01<00:08, 15.62it/s]
 18%|#7        | 28/157 [00:01<00:08, 15.55it/s]
 19%|#9        | 30/157 [00:01<00:08, 15.59it/s]
 20%|##        | 32/157 [00:02<00:07, 15.72it/s]
 22%|##1       | 34/157 [00:02<00:07, 15.84it/s]
 23%|##2       | 36/157 [00:02<00:07, 15.87it/s]
 24%|##4       | 38/157 [00:02<00:07, 15.78it/s]
 25%|##5       | 40/157 [00:02<00:07, 15.86it/s]
 27%|##6       | 42/157 [00:02<00:07, 15.92it/s]
 28%|##8       | 44/157 [00:02<00:07, 15.91it/s]
 29%|##9       | 46/157 [00:02<00:06, 15.97it/s]
 31%|###       | 48/157 [00:03<00:06, 15.94it/s]
 32%|###1      | 50/157 [00:03<00:06, 15.86it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.82it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.83it/s]
 36%|###5      | 56/157 [00:03<00:06, 15.79it/s]
 37%|###6      | 58/157 [00:03<00:06, 15.77it/s]
 38%|###8      | 60/157 [00:03<00:06, 15.65it/s]
 39%|###9      | 62/157 [00:03<00:06, 15.73it/s]
 41%|####      | 64/157 [00:04<00:05, 15.66it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.68it/s]
 43%|####3     | 68/157 [00:04<00:05, 15.78it/s]
 45%|####4     | 70/157 [00:04<00:05, 15.80it/s]
 46%|####5     | 72/157 [00:04<00:05, 15.52it/s]
 47%|####7     | 74/157 [00:04<00:05, 15.54it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.66it/s]
 50%|####9     | 78/157 [00:04<00:05, 15.69it/s]
 51%|#####     | 80/157 [00:05<00:04, 15.55it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.66it/s]
 54%|#####3    | 84/157 [00:05<00:04, 15.70it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.73it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.73it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.56it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.64it/s]
 60%|#####9    | 94/157 [00:06<00:04, 15.69it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.69it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.57it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.75it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.88it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.89it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.78it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.62it/s]
 70%|#######   | 110/157 [00:07<00:03, 15.64it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.72it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.64it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.70it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.84it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.86it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.62it/s]
 79%|#######8  | 124/157 [00:07<00:02, 15.67it/s]
 80%|########  | 126/157 [00:08<00:01, 15.82it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.81it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.80it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.79it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.19it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.73it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.73it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.92it/s]
 90%|######### | 142/157 [00:09<00:00, 17.19it/s]
 92%|#########1| 144/157 [00:09<00:00, 17.49it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.99it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.65it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.36it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.11it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.95it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.62it/s]
100%|##########| 157/157 [00:09<00:00, 15.84it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:48, 15.90it/s]
  1%|          | 4/781 [00:00<00:47, 16.34it/s]
  1%|          | 6/781 [00:00<00:45, 17.05it/s]
  1%|1         | 8/781 [00:00<00:43, 17.58it/s]
  1%|1         | 10/781 [00:00<00:43, 17.71it/s]
  2%|1         | 12/781 [00:00<00:43, 17.69it/s]
  2%|1         | 14/781 [00:00<00:43, 17.65it/s]
  2%|2         | 16/781 [00:00<00:43, 17.75it/s]
  2%|2         | 18/781 [00:01<00:43, 17.72it/s]
  3%|2         | 20/781 [00:01<00:42, 17.72it/s]
  3%|2         | 22/781 [00:01<00:42, 17.82it/s]
  3%|3         | 24/781 [00:01<00:42, 17.76it/s]
  3%|3         | 26/781 [00:01<00:42, 17.84it/s]
  4%|3         | 28/781 [00:01<00:42, 17.72it/s]
  4%|3         | 30/781 [00:01<00:42, 17.76it/s]
  4%|4         | 32/781 [00:01<00:42, 17.64it/s]
  4%|4         | 34/781 [00:01<00:42, 17.76it/s]
  5%|4         | 36/781 [00:02<00:41, 17.87it/s]
  5%|4         | 38/781 [00:02<00:41, 17.96it/s]
  5%|5         | 40/781 [00:02<00:41, 17.93it/s]
  5%|5         | 42/781 [00:02<00:41, 17.99it/s]
  6%|5         | 44/781 [00:02<00:40, 18.15it/s]
  6%|5         | 46/781 [00:02<00:40, 18.27it/s]
  6%|6         | 48/781 [00:02<00:39, 18.44it/s]
  6%|6         | 50/781 [00:02<00:39, 18.53it/s]
  7%|6         | 52/781 [00:02<00:39, 18.69it/s]
  7%|6         | 54/781 [00:03<00:38, 18.79it/s]
  7%|7         | 56/781 [00:03<00:38, 18.59it/s]
  7%|7         | 58/781 [00:03<00:38, 18.73it/s]
  8%|7         | 60/781 [00:03<00:38, 18.80it/s]
  8%|7         | 62/781 [00:03<00:38, 18.87it/s]
  8%|8         | 64/781 [00:03<00:38, 18.83it/s]
  8%|8         | 66/781 [00:03<00:37, 18.86it/s]
  9%|8         | 68/781 [00:03<00:37, 18.82it/s]
  9%|8         | 70/781 [00:03<00:37, 18.87it/s]
  9%|9         | 72/781 [00:03<00:37, 18.71it/s]
  9%|9         | 74/781 [00:04<00:37, 18.72it/s]
 10%|9         | 76/781 [00:04<00:38, 18.52it/s]
 10%|9         | 78/781 [00:04<00:37, 18.54it/s]
 10%|#         | 80/781 [00:04<00:37, 18.58it/s]
 10%|#         | 82/781 [00:04<00:37, 18.48it/s]
 11%|#         | 84/781 [00:04<00:37, 18.69it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.72it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.88it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.92it/s]
 12%|#1        | 92/781 [00:05<00:36, 18.97it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.97it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.99it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.96it/s]
 13%|#2        | 100/781 [00:05<00:35, 18.98it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.48it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.59it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.71it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.81it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.71it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.60it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.67it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.78it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.89it/s]
 15%|#5        | 120/781 [00:06<00:34, 18.90it/s]
 16%|#5        | 122/781 [00:06<00:34, 18.92it/s]
 16%|#5        | 124/781 [00:06<00:34, 18.99it/s]
 16%|#6        | 126/781 [00:06<00:34, 18.99it/s]
 16%|#6        | 128/781 [00:06<00:34, 19.03it/s]
 17%|#6        | 130/781 [00:07<00:34, 19.02it/s]
 17%|#6        | 132/781 [00:07<00:34, 19.00it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.62it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.75it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.81it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.88it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.91it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.97it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.79it/s]
 19%|#8        | 148/781 [00:08<00:33, 18.66it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.53it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.64it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.60it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.60it/s]
 20%|##        | 158/781 [00:08<00:33, 18.56it/s]
 20%|##        | 160/781 [00:08<00:33, 18.53it/s]
 21%|##        | 162/781 [00:08<00:33, 18.75it/s]
 21%|##        | 164/781 [00:08<00:32, 18.89it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.13it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.72it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.32it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.05it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.43it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.42it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.59it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.93it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.76it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.95it/s]
 24%|##3       | 186/781 [00:10<00:31, 18.86it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.93it/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, 18.79it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.67it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.65it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.41it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.60it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.57it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.59it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.69it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.71it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.50it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.41it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.36it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.60it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.70it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.76it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.78it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.85it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.78it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.78it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.78it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.84it/s]
 30%|###       | 236/781 [00:12<00:28, 18.86it/s]
 30%|###       | 238/781 [00:12<00:28, 18.78it/s]
 31%|###       | 240/781 [00:12<00:28, 18.76it/s]
 31%|###       | 242/781 [00:13<00:28, 18.75it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.80it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.71it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.47it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.45it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.60it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.46it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.61it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.63it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.62it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.64it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.64it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.63it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.49it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.67it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.62it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.64it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.75it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.69it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.79it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.20it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.40it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.61it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.71it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.80it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.90it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.97it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.00it/s]
 38%|###8      | 298/781 [00:16<00:25, 18.77it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.72it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.72it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.75it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.86it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.76it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.81it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.73it/s]
 40%|####      | 314/781 [00:16<00:24, 18.69it/s]
 40%|####      | 316/781 [00:17<00:25, 18.48it/s]
 41%|####      | 318/781 [00:17<00:24, 18.71it/s]
 41%|####      | 320/781 [00:17<00:24, 18.59it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.72it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.71it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.82it/s]
 42%|####1     | 328/781 [00:17<00:23, 18.91it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.92it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.96it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.88it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.92it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.94it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.90it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.93it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.54it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.54it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.53it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.47it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.53it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.23it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.28it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.17it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.32it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.48it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.34it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.50it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.53it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.72it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.46it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.48it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.57it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.49it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.59it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.50it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.69it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.68it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.79it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.82it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.72it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.78it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.73it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.51it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.46it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.47it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.47it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.47it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.57it/s]
 52%|#####2    | 410/781 [00:22<00:19, 18.57it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.70it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.71it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.87it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.85it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.91it/s]
 54%|#####4    | 422/781 [00:22<00:18, 18.91it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.83it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.72it/s]
 55%|#####4    | 428/781 [00:23<00:29, 11.80it/s]
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100%|#########9| 780/781 [00:42<00:00, 18.79it/s]
100%|##########| 781/781 [00:42<00:00, 18.54it/s]




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Validation Progress:  55%|#####4    | 24/44 [00:25<00:22,  1.13s/it]
Validation Progress:  55%|#####4    | 24/44 [00:25<00:22,  1.14s/it]
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Validation Progress:  55%|#####4    | 24/44 [00:25<00:22,  1.14s/it]
Validation Progress:  57%|#####6    | 25/44 [00:26<00:21,  1.14s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:27<00:20,  1.13s/it]
Validation Progress:  59%|#####9    | 26/44 [00:27<00:20,  1.13s/it]
Validation Progress:  59%|#####9    | 26/44 [00:27<00:20,  1.13s/it]
Validation Progress:  59%|#####9    | 26/44 [00:27<00:20,  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:  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<00:16,  1.09s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.09s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.09s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.09s/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:  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 [00:33<00:14,  1.11s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.11s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.11s/it]
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,  1.09s/it]
Validation Progress:  75%|#######5  | 33/44 [00:35<00:11,  1.09s/it]
Validation Progress:  75%|#######5  | 33/44 [00:35<00:11,  1.09s/it]
Validation Progress:  75%|#######5  | 33/44 [00:35<00:12,  1.09s/it]
Validation Progress:  77%|#######7  | 34/44 [00:36<00:11,  1.16s/it]
Validation Progress:  77%|#######7  | 34/44 [00:36<00:11,  1.16s/it]
Validation Progress:  77%|#######7  | 34/44 [00:36<00:11,  1.16s/it]
Validation Progress:  77%|#######7  | 34/44 [00:36<00:11,  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:  80%|#######9  | 35/44 [00:38<00:10,  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:  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,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.15s/it]
Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.15s/it]
Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.15s/it]
Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.15s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.20s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:08<00:00,  8.56s/it]
100%|##########| 1/1 [00:08<00:00,  8.56s/it]

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 10%|#         | 16/157 [00:00<00:08, 16.75it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.78it/s]
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100%|##########| 157/157 [00:09<00:00, 16.60it/s]

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 21%|##1       | 166/781 [00:08<00:33, 18.33it/s]
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 22%|##2       | 172/781 [00:09<00:33, 18.35it/s]
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 26%|##6       | 206/781 [00:10<00:30, 18.85it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.94it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.98it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.94it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.04it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.05it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.68it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.85it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.35it/s]
 29%|##8       | 224/781 [00:11<00:30, 18.49it/s]
 29%|##8       | 226/781 [00:11<00:29, 18.60it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.63it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.67it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.72it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.60it/s]
 30%|###       | 236/781 [00:12<00:29, 18.75it/s]
 30%|###       | 238/781 [00:12<00:28, 18.77it/s]
 31%|###       | 240/781 [00:12<00:28, 18.86it/s]
 31%|###       | 242/781 [00:12<00:28, 18.68it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.76it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.86it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.91it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.90it/s]
 32%|###2      | 252/781 [00:13<00:27, 18.93it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.79it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.71it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.76it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.83it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.92it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.89it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.76it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.90it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.94it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.74it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.68it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.60it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.63it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.78it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.83it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.81it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.84it/s]
 37%|###6      | 288/781 [00:15<00:25, 18.97it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.00it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.92it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.00it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.05it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.99it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.84it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.92it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.38it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.38it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.63it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.68it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.84it/s]
 40%|####      | 314/781 [00:16<00:24, 18.91it/s]
 40%|####      | 316/781 [00:16<00:24, 18.86it/s]
 41%|####      | 318/781 [00:16<00:24, 19.02it/s]
 41%|####      | 320/781 [00:16<00:24, 18.94it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.94it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.87it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.85it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.49it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.39it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.43it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.51it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.64it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.70it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.66it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.70it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.66it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.69it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.76it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.92it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.80it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.84it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.95it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.99it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.91it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.60it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.53it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.36it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.31it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.55it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.75it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.76it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.73it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.75it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.89it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.77it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.70it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.66it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.85it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.68it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.71it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.88it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.94it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.90it/s]
 51%|#####1    | 400/781 [00:21<00:20, 19.03it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.07it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.73it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.84it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.92it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.79it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.89it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.80it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.87it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.96it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.04it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.09it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.88it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.85it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.98it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.07it/s]
 55%|#####5    | 432/781 [00:22<00:18, 19.05it/s]
 56%|#####5    | 434/781 [00:23<00:18, 19.10it/s]
 56%|#####5    | 436/781 [00:23<00:18, 19.17it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.87it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.93it/s]
 57%|#####6    | 442/781 [00:23<00:17, 18.89it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.85it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.78it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.90it/s]
 58%|#####7    | 450/781 [00:23<00:17, 19.02it/s]
 58%|#####7    | 452/781 [00:24<00:17, 19.02it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.82it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.85it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.97it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.02it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.12it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.98it/s]
 60%|#####9    | 466/781 [00:24<00:16, 19.05it/s]
 60%|#####9    | 468/781 [00:24<00:16, 19.09it/s]
 60%|######    | 470/781 [00:24<00:16, 19.07it/s]
 60%|######    | 472/781 [00:25<00:16, 19.03it/s]
 61%|######    | 474/781 [00:25<00:16, 19.14it/s]
 61%|######    | 476/781 [00:25<00:15, 19.21it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.06it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.80it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.66it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.85it/s]
 62%|######2   | 486/781 [00:25<00:16, 18.31it/s]
 62%|######2   | 488/781 [00:25<00:15, 18.47it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.65it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.63it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.75it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.65it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.73it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.84it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.92it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.95it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.90it/s]
 65%|######5   | 508/781 [00:26<00:14, 19.03it/s]
 65%|######5   | 510/781 [00:27<00:14, 19.01it/s]
 66%|######5   | 512/781 [00:27<00:14, 19.10it/s]
 66%|######5   | 514/781 [00:27<00:13, 19.10it/s]
 66%|######6   | 516/781 [00:27<00:13, 19.11it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.19it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.01it/s]
 67%|######6   | 522/781 [00:27<00:13, 18.85it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.90it/s]
 67%|######7   | 526/781 [00:27<00:13, 18.99it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.56it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.68it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.75it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.58it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.59it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.51it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.67it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.61it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.76it/s]
 70%|######9   | 546/781 [00:28<00:12, 18.92it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.90it/s]
 70%|#######   | 550/781 [00:29<00:12, 19.01it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.86it/s]
 71%|#######   | 554/781 [00:29<00:11, 18.92it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.30it/s]
 71%|#######1  | 558/781 [00:29<00:12, 18.42it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.47it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.67it/s]
 72%|#######2  | 564/781 [00:29<00:11, 18.53it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.70it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.84it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.95it/s]
 73%|#######3  | 572/781 [00:30<00:10, 19.02it/s]
 73%|#######3  | 574/781 [00:30<00:10, 19.09it/s]
 74%|#######3  | 576/781 [00:30<00:10, 19.05it/s]
 74%|#######4  | 578/781 [00:30<00:10, 19.03it/s]
 74%|#######4  | 580/781 [00:30<00:10, 18.92it/s]
 75%|#######4  | 582/781 [00:30<00:10, 18.98it/s]
 75%|#######4  | 584/781 [00:31<00:10, 19.00it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.60it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.61it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.64it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.78it/s]
 76%|#######6  | 594/781 [00:31<00:10, 18.64it/s]
 76%|#######6  | 596/781 [00:31<00:09, 18.70it/s]
 77%|#######6  | 598/781 [00:31<00:09, 18.58it/s]
 77%|#######6  | 600/781 [00:31<00:09, 18.67it/s]
 77%|#######7  | 602/781 [00:31<00:09, 18.66it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.64it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.80it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.74it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.70it/s]
 78%|#######8  | 612/781 [00:32<00:08, 18.79it/s]
 79%|#######8  | 614/781 [00:32<00:08, 18.77it/s]
 79%|#######8  | 616/781 [00:32<00:08, 18.60it/s]
 79%|#######9  | 618/781 [00:32<00:08, 18.73it/s]
 79%|#######9  | 620/781 [00:32<00:08, 18.66it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.62it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.60it/s]
 80%|########  | 626/781 [00:33<00:08, 18.75it/s]
 80%|########  | 628/781 [00:33<00:08, 18.89it/s]
 81%|########  | 630/781 [00:33<00:07, 18.97it/s]
 81%|########  | 632/781 [00:33<00:07, 19.02it/s]
 81%|########1 | 634/781 [00:33<00:07, 19.04it/s]
 81%|########1 | 636/781 [00:33<00:07, 19.06it/s]
 82%|########1 | 638/781 [00:33<00:07, 19.03it/s]
 82%|########1 | 640/781 [00:33<00:07, 19.07it/s]
 82%|########2 | 642/781 [00:34<00:07, 19.12it/s]
 82%|########2 | 644/781 [00:34<00:07, 19.06it/s]
 83%|########2 | 646/781 [00:34<00:07, 19.12it/s]
 83%|########2 | 648/781 [00:34<00:06, 19.08it/s]
 83%|########3 | 650/781 [00:34<00:06, 19.12it/s]
 83%|########3 | 652/781 [00:34<00:06, 19.10it/s]
 84%|########3 | 654/781 [00:34<00:06, 18.93it/s]
 84%|########3 | 656/781 [00:34<00:06, 18.94it/s]
 84%|########4 | 658/781 [00:34<00:06, 18.96it/s]
 85%|########4 | 660/781 [00:35<00:06, 19.06it/s]
 85%|########4 | 662/781 [00:35<00:06, 18.97it/s]
 85%|########5 | 664/781 [00:35<00:06, 19.04it/s]
 85%|########5 | 666/781 [00:35<00:06, 18.96it/s]
 86%|########5 | 668/781 [00:35<00:05, 19.06it/s]
 86%|########5 | 670/781 [00:35<00:05, 19.04it/s]
 86%|########6 | 672/781 [00:35<00:05, 18.89it/s]
 86%|########6 | 674/781 [00:35<00:05, 18.93it/s]
 87%|########6 | 676/781 [00:35<00:05, 18.91it/s]
 87%|########6 | 678/781 [00:35<00:05, 18.90it/s]
 87%|########7 | 680/781 [00:36<00:05, 18.97it/s]
 87%|########7 | 682/781 [00:36<00:05, 19.02it/s]
 88%|########7 | 684/781 [00:36<00:05, 19.02it/s]
 88%|########7 | 686/781 [00:36<00:04, 19.07it/s]
 88%|########8 | 688/781 [00:36<00:04, 18.67it/s]
 88%|########8 | 690/781 [00:36<00:04, 18.80it/s]
 89%|########8 | 692/781 [00:36<00:04, 18.60it/s]
 89%|########8 | 694/781 [00:36<00:04, 18.65it/s]
 89%|########9 | 696/781 [00:36<00:04, 18.65it/s]
 89%|########9 | 698/781 [00:37<00:04, 18.56it/s]
 90%|########9 | 700/781 [00:37<00:04, 18.38it/s]
 90%|########9 | 702/781 [00:37<00:04, 18.51it/s]
 90%|######### | 704/781 [00:37<00:04, 18.44it/s]
 90%|######### | 706/781 [00:37<00:04, 18.34it/s]
 91%|######### | 708/781 [00:37<00:04, 18.06it/s]
 91%|######### | 710/781 [00:37<00:03, 18.17it/s]
 91%|#########1| 712/781 [00:37<00:03, 18.09it/s]
 91%|#########1| 714/781 [00:37<00:03, 18.22it/s]
 92%|#########1| 716/781 [00:38<00:03, 18.45it/s]
 92%|#########1| 718/781 [00:38<00:03, 18.55it/s]
 92%|#########2| 720/781 [00:38<00:03, 18.62it/s]
 92%|#########2| 722/781 [00:38<00:03, 18.65it/s]
 93%|#########2| 724/781 [00:38<00:03, 18.36it/s]
 93%|#########2| 726/781 [00:38<00:02, 18.43it/s]
 93%|#########3| 728/781 [00:38<00:02, 18.37it/s]
 93%|#########3| 730/781 [00:38<00:02, 18.27it/s]
 94%|#########3| 732/781 [00:38<00:02, 18.38it/s]
 94%|#########3| 734/781 [00:39<00:02, 18.53it/s]
 94%|#########4| 736/781 [00:39<00:02, 18.25it/s]
 94%|#########4| 738/781 [00:39<00:02, 18.43it/s]
 95%|#########4| 740/781 [00:39<00:02, 18.30it/s]
 95%|#########5| 742/781 [00:39<00:02, 18.40it/s]
 95%|#########5| 744/781 [00:39<00:02, 18.41it/s]
 96%|#########5| 746/781 [00:39<00:01, 18.47it/s]
 96%|#########5| 748/781 [00:39<00:01, 18.54it/s]
 96%|#########6| 750/781 [00:39<00:01, 18.61it/s]
 96%|#########6| 752/781 [00:39<00:01, 18.59it/s]
 97%|#########6| 754/781 [00:40<00:01, 18.69it/s]
 97%|#########6| 756/781 [00:40<00:01, 18.60it/s]
 97%|#########7| 758/781 [00:40<00:01, 18.57it/s]
 97%|#########7| 760/781 [00:40<00:01, 18.65it/s]
 98%|#########7| 762/781 [00:40<00:01, 18.50it/s]
 98%|#########7| 764/781 [00:40<00:00, 18.54it/s]
 98%|#########8| 766/781 [00:40<00:00, 18.70it/s]
 98%|#########8| 768/781 [00:40<00:00, 18.57it/s]
 99%|#########8| 770/781 [00:40<00:00, 18.63it/s]
 99%|#########8| 772/781 [00:41<00:00, 18.71it/s]
 99%|#########9| 774/781 [00:41<00:00, 18.59it/s]
 99%|#########9| 776/781 [00:41<00:00, 18.63it/s]
100%|#########9| 778/781 [00:41<00:00, 18.78it/s]
100%|#########9| 780/781 [00:41<00:00, 18.86it/s]
100%|##########| 781/781 [00:41<00:00, 18.80it/s]




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 94%|#########4| 148/157 [00:09<00:00, 15.58it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.20it/s]
 97%|#########6| 152/157 [00:10<00:00, 15.00it/s]
 98%|#########8| 154/157 [00:10<00:00, 14.51it/s]
 99%|#########9| 156/157 [00:10<00:00, 14.29it/s]
100%|##########| 157/157 [00:10<00:00, 15.03it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:44, 17.55it/s]
  1%|          | 4/781 [00:00<00:45, 17.24it/s]
  1%|          | 6/781 [00:00<00:44, 17.38it/s]
  1%|1         | 8/781 [00:00<00:44, 17.30it/s]
  1%|1         | 10/781 [00:00<00:44, 17.40it/s]
  2%|1         | 12/781 [00:00<00:43, 17.56it/s]
  2%|1         | 14/781 [00:00<00:43, 17.45it/s]
  2%|2         | 16/781 [00:00<00:44, 17.37it/s]
  2%|2         | 18/781 [00:01<00:43, 17.49it/s]
  3%|2         | 20/781 [00:01<00:43, 17.63it/s]
  3%|2         | 22/781 [00:01<00:42, 17.72it/s]
  3%|3         | 24/781 [00:01<00:43, 17.41it/s]
  3%|3         | 26/781 [00:01<00:43, 17.50it/s]
  4%|3         | 28/781 [00:01<00:42, 17.60it/s]
  4%|3         | 30/781 [00:01<00:42, 17.72it/s]
  4%|4         | 32/781 [00:01<00:43, 17.36it/s]
  4%|4         | 34/781 [00:01<00:43, 17.13it/s]
  5%|4         | 36/781 [00:02<00:43, 17.20it/s]
  5%|4         | 38/781 [00:02<00:43, 17.13it/s]
  5%|5         | 40/781 [00:02<00:43, 17.22it/s]
  5%|5         | 42/781 [00:02<00:42, 17.39it/s]
  6%|5         | 44/781 [00:02<00:41, 17.58it/s]
  6%|5         | 46/781 [00:02<00:41, 17.59it/s]
  6%|6         | 48/781 [00:02<00:41, 17.58it/s]
  6%|6         | 50/781 [00:02<00:41, 17.55it/s]
  7%|6         | 52/781 [00:02<00:41, 17.45it/s]
  7%|6         | 54/781 [00:03<00:41, 17.40it/s]
  7%|7         | 56/781 [00:03<00:42, 17.16it/s]
  7%|7         | 58/781 [00:03<00:42, 17.10it/s]
  8%|7         | 60/781 [00:03<00:42, 17.03it/s]
  8%|7         | 62/781 [00:03<00:41, 17.15it/s]
  8%|8         | 64/781 [00:03<00:41, 17.21it/s]
  8%|8         | 66/781 [00:03<00:41, 17.29it/s]
  9%|8         | 68/781 [00:03<00:41, 17.29it/s]
  9%|8         | 70/781 [00:04<00:40, 17.54it/s]
  9%|9         | 72/781 [00:04<00:40, 17.46it/s]
  9%|9         | 74/781 [00:04<00:40, 17.51it/s]
 10%|9         | 76/781 [00:04<00:39, 17.73it/s]
 10%|9         | 78/781 [00:04<00:39, 17.76it/s]
 10%|#         | 80/781 [00:04<00:39, 17.91it/s]
 10%|#         | 82/781 [00:04<00:39, 17.81it/s]
 11%|#         | 84/781 [00:04<00:39, 17.85it/s]
 11%|#1        | 86/781 [00:04<00:38, 17.85it/s]
 11%|#1        | 88/781 [00:05<00:39, 17.69it/s]
 12%|#1        | 90/781 [00:05<00:39, 17.67it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.86it/s]
 12%|#2        | 94/781 [00:05<00:38, 18.02it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.92it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.88it/s]
 13%|#2        | 100/781 [00:05<00:38, 17.92it/s]
 13%|#3        | 102/781 [00:05<00:38, 17.84it/s]
 13%|#3        | 104/781 [00:05<00:38, 17.66it/s]
 14%|#3        | 106/781 [00:06<00:38, 17.67it/s]
 14%|#3        | 108/781 [00:06<00:37, 17.82it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.96it/s]
 14%|#4        | 112/781 [00:06<00:37, 18.04it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.09it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.03it/s]
 15%|#5        | 118/781 [00:06<00:36, 17.95it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.02it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.02it/s]
 16%|#5        | 124/781 [00:07<00:36, 18.05it/s]
 16%|#6        | 126/781 [00:07<00:36, 18.06it/s]
 16%|#6        | 128/781 [00:07<00:36, 17.98it/s]
 17%|#6        | 130/781 [00:07<00:36, 17.77it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.75it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.86it/s]
 17%|#7        | 136/781 [00:07<00:36, 17.89it/s]
 18%|#7        | 138/781 [00:07<00:36, 17.83it/s]
 18%|#7        | 140/781 [00:07<00:36, 17.70it/s]
 18%|#8        | 142/781 [00:08<00:35, 17.83it/s]
 18%|#8        | 144/781 [00:08<00:35, 17.95it/s]
 19%|#8        | 146/781 [00:08<00:35, 17.79it/s]
 19%|#8        | 148/781 [00:08<00:35, 17.74it/s]
 19%|#9        | 150/781 [00:08<00:35, 17.78it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.58it/s]
 20%|#9        | 154/781 [00:08<00:35, 17.63it/s]
 20%|#9        | 156/781 [00:08<00:35, 17.46it/s]
 20%|##        | 158/781 [00:08<00:35, 17.63it/s]
 20%|##        | 160/781 [00:09<00:35, 17.68it/s]
 21%|##        | 162/781 [00:09<00:35, 17.47it/s]
 21%|##        | 164/781 [00:09<00:35, 17.38it/s]
 21%|##1       | 166/781 [00:09<00:35, 17.51it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.62it/s]
 22%|##1       | 170/781 [00:09<00:34, 17.54it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.71it/s]
 22%|##2       | 174/781 [00:09<00:34, 17.75it/s]
 23%|##2       | 176/781 [00:09<00:33, 17.84it/s]
 23%|##2       | 178/781 [00:10<00:34, 17.63it/s]
 23%|##3       | 180/781 [00:10<00:34, 17.41it/s]
 23%|##3       | 182/781 [00:10<00:34, 17.46it/s]
 24%|##3       | 184/781 [00:10<00:33, 17.61it/s]
 24%|##3       | 186/781 [00:10<00:33, 17.61it/s]
 24%|##4       | 188/781 [00:10<00:33, 17.71it/s]
 24%|##4       | 190/781 [00:10<00:33, 17.74it/s]
 25%|##4       | 192/781 [00:10<00:33, 17.71it/s]
 25%|##4       | 194/781 [00:11<00:33, 17.69it/s]
 25%|##5       | 196/781 [00:11<00:33, 17.67it/s]
 25%|##5       | 198/781 [00:11<00:33, 17.61it/s]
 26%|##5       | 200/781 [00:11<00:33, 17.59it/s]
 26%|##5       | 202/781 [00:11<00:54, 10.63it/s]
 26%|##6       | 204/781 [00:11<00:48, 11.97it/s]
 26%|##6       | 206/781 [00:11<00:44, 12.91it/s]
 27%|##6       | 208/781 [00:12<00:41, 13.80it/s]
 27%|##6       | 210/781 [00:12<00:40, 14.20it/s]
 27%|##7       | 212/781 [00:12<00:39, 14.42it/s]
 27%|##7       | 214/781 [00:12<00:37, 15.07it/s]
 28%|##7       | 216/781 [00:12<00:36, 15.60it/s]
 28%|##7       | 218/781 [00:12<00:34, 16.11it/s]
 28%|##8       | 220/781 [00:12<00:34, 16.39it/s]
 28%|##8       | 222/781 [00:12<00:34, 16.13it/s]
 29%|##8       | 224/781 [00:13<00:34, 16.11it/s]
 29%|##8       | 226/781 [00:13<00:33, 16.38it/s]
 29%|##9       | 228/781 [00:13<00:34, 16.23it/s]
 29%|##9       | 230/781 [00:13<00:34, 16.18it/s]
 30%|##9       | 232/781 [00:13<00:34, 16.13it/s]
 30%|##9       | 234/781 [00:13<00:33, 16.30it/s]
 30%|###       | 236/781 [00:13<00:33, 16.29it/s]
 30%|###       | 238/781 [00:13<00:32, 16.57it/s]
 31%|###       | 240/781 [00:14<00:32, 16.78it/s]
 31%|###       | 242/781 [00:14<00:32, 16.59it/s]
 31%|###1      | 244/781 [00:14<00:32, 16.50it/s]
 31%|###1      | 246/781 [00:14<00:33, 15.78it/s]
 32%|###1      | 248/781 [00:14<00:33, 15.78it/s]
 32%|###2      | 250/781 [00:14<00:33, 15.80it/s]
 32%|###2      | 252/781 [00:14<00:33, 15.88it/s]
 33%|###2      | 254/781 [00:14<00:33, 15.91it/s]
 33%|###2      | 256/781 [00:15<00:32, 15.93it/s]
 33%|###3      | 258/781 [00:15<00:32, 16.00it/s]
 33%|###3      | 260/781 [00:15<00:32, 16.11it/s]
 34%|###3      | 262/781 [00:15<00:32, 16.10it/s]
 34%|###3      | 264/781 [00:15<00:32, 15.95it/s]
 34%|###4      | 266/781 [00:15<00:32, 15.98it/s]
 34%|###4      | 268/781 [00:15<00:31, 16.05it/s]
 35%|###4      | 270/781 [00:15<00:31, 16.05it/s]
 35%|###4      | 272/781 [00:16<00:31, 16.16it/s]
 35%|###5      | 274/781 [00:16<00:31, 16.19it/s]
 35%|###5      | 276/781 [00:16<00:31, 16.25it/s]
 36%|###5      | 278/781 [00:16<00:30, 16.28it/s]
 36%|###5      | 280/781 [00:16<00:30, 16.28it/s]
 36%|###6      | 282/781 [00:16<00:30, 16.19it/s]
 36%|###6      | 284/781 [00:16<00:30, 16.20it/s]
 37%|###6      | 286/781 [00:16<00:30, 16.28it/s]
 37%|###6      | 288/781 [00:17<00:30, 16.00it/s]
 37%|###7      | 290/781 [00:17<00:30, 16.09it/s]
 37%|###7      | 292/781 [00:17<00:30, 16.22it/s]
 38%|###7      | 294/781 [00:17<00:29, 16.31it/s]
 38%|###7      | 296/781 [00:17<00:29, 16.35it/s]
 38%|###8      | 298/781 [00:17<00:29, 16.40it/s]
 38%|###8      | 300/781 [00:17<00:29, 16.26it/s]
 39%|###8      | 302/781 [00:17<00:29, 16.19it/s]
 39%|###8      | 304/781 [00:18<00:29, 16.10it/s]
 39%|###9      | 306/781 [00:18<00:29, 16.14it/s]
 39%|###9      | 308/781 [00:18<00:29, 16.09it/s]
 40%|###9      | 310/781 [00:18<00:29, 16.04it/s]
 40%|###9      | 312/781 [00:18<00:29, 15.68it/s]
 40%|####      | 314/781 [00:18<00:29, 15.67it/s]
 40%|####      | 316/781 [00:18<00:30, 15.44it/s]
 41%|####      | 318/781 [00:18<00:29, 15.51it/s]
 41%|####      | 320/781 [00:19<00:29, 15.63it/s]
 41%|####1     | 322/781 [00:19<00:29, 15.49it/s]
 41%|####1     | 324/781 [00:19<00:29, 15.54it/s]
 42%|####1     | 326/781 [00:19<00:29, 15.67it/s]
 42%|####1     | 328/781 [00:19<00:28, 15.87it/s]
 42%|####2     | 330/781 [00:19<00:28, 15.80it/s]
 43%|####2     | 332/781 [00:19<00:28, 15.71it/s]
 43%|####2     | 334/781 [00:19<00:28, 15.89it/s]
 43%|####3     | 336/781 [00:20<00:28, 15.83it/s]
 43%|####3     | 338/781 [00:20<00:27, 16.06it/s]
 44%|####3     | 340/781 [00:20<00:27, 15.97it/s]
 44%|####3     | 342/781 [00:20<00:27, 15.79it/s]
 44%|####4     | 344/781 [00:20<00:27, 15.87it/s]
 44%|####4     | 346/781 [00:20<00:26, 16.23it/s]
 45%|####4     | 348/781 [00:20<00:26, 16.64it/s]
 45%|####4     | 350/781 [00:20<00:25, 16.61it/s]
 45%|####5     | 352/781 [00:21<00:25, 16.72it/s]
 45%|####5     | 354/781 [00:21<00:25, 16.46it/s]
 46%|####5     | 356/781 [00:21<00:25, 16.58it/s]
 46%|####5     | 358/781 [00:21<00:25, 16.43it/s]
 46%|####6     | 360/781 [00:21<00:26, 16.17it/s]
 46%|####6     | 362/781 [00:21<00:25, 16.35it/s]
 47%|####6     | 364/781 [00:21<00:25, 16.13it/s]
 47%|####6     | 366/781 [00:21<00:25, 16.01it/s]
 47%|####7     | 368/781 [00:22<00:25, 15.90it/s]
 47%|####7     | 370/781 [00:22<00:25, 15.86it/s]
 48%|####7     | 372/781 [00:22<00:25, 15.75it/s]
 48%|####7     | 374/781 [00:22<00:26, 15.63it/s]
 48%|####8     | 376/781 [00:22<00:25, 15.66it/s]
 48%|####8     | 378/781 [00:22<00:26, 15.50it/s]
 49%|####8     | 380/781 [00:22<00:25, 15.56it/s]
 49%|####8     | 382/781 [00:22<00:25, 15.53it/s]
 49%|####9     | 384/781 [00:23<00:25, 15.54it/s]
 49%|####9     | 386/781 [00:23<00:25, 15.53it/s]
 50%|####9     | 388/781 [00:23<00:25, 15.52it/s]
 50%|####9     | 390/781 [00:23<00:24, 15.66it/s]
 50%|#####     | 392/781 [00:23<00:24, 15.84it/s]
 50%|#####     | 394/781 [00:23<00:24, 15.78it/s]
 51%|#####     | 396/781 [00:23<00:24, 15.89it/s]
 51%|#####     | 398/781 [00:23<00:24, 15.40it/s]
 51%|#####1    | 400/781 [00:24<00:24, 15.48it/s]
 51%|#####1    | 402/781 [00:24<00:24, 15.66it/s]
 52%|#####1    | 404/781 [00:24<00:24, 15.51it/s]
 52%|#####1    | 406/781 [00:24<00:23, 15.64it/s]
 52%|#####2    | 408/781 [00:24<00:23, 15.81it/s]
 52%|#####2    | 410/781 [00:24<00:23, 15.90it/s]
 53%|#####2    | 412/781 [00:24<00:23, 15.95it/s]
 53%|#####3    | 414/781 [00:24<00:23, 15.89it/s]
 53%|#####3    | 416/781 [00:25<00:23, 15.30it/s]
 54%|#####3    | 418/781 [00:25<00:23, 15.61it/s]
 54%|#####3    | 420/781 [00:25<00:22, 15.86it/s]
 54%|#####4    | 422/781 [00:25<00:22, 16.02it/s]
 54%|#####4    | 424/781 [00:25<00:22, 16.17it/s]
 55%|#####4    | 426/781 [00:25<00:21, 16.19it/s]
 55%|#####4    | 428/781 [00:25<00:22, 15.84it/s]
 55%|#####5    | 430/781 [00:25<00:21, 15.98it/s]
 55%|#####5    | 432/781 [00:26<00:21, 16.13it/s]
 56%|#####5    | 434/781 [00:26<00:21, 16.19it/s]
 56%|#####5    | 436/781 [00:26<00:21, 15.79it/s]
 56%|#####6    | 438/781 [00:26<00:21, 15.97it/s]
 56%|#####6    | 440/781 [00:26<00:21, 16.08it/s]
 57%|#####6    | 442/781 [00:26<00:20, 16.20it/s]
 57%|#####6    | 444/781 [00:26<00:20, 16.22it/s]
 57%|#####7    | 446/781 [00:26<00:20, 16.24it/s]
 57%|#####7    | 448/781 [00:27<00:20, 16.22it/s]
 58%|#####7    | 450/781 [00:27<00:20, 16.27it/s]
 58%|#####7    | 452/781 [00:27<00:20, 16.30it/s]
 58%|#####8    | 454/781 [00:27<00:20, 16.24it/s]
 58%|#####8    | 456/781 [00:27<00:20, 16.12it/s]
 59%|#####8    | 458/781 [00:27<00:19, 16.21it/s]
 59%|#####8    | 460/781 [00:27<00:19, 16.18it/s]
 59%|#####9    | 462/781 [00:27<00:19, 16.25it/s]
 59%|#####9    | 464/781 [00:28<00:19, 16.28it/s]
 60%|#####9    | 466/781 [00:28<00:19, 16.30it/s]
 60%|#####9    | 468/781 [00:28<00:19, 16.28it/s]
 60%|######    | 470/781 [00:28<00:19, 16.21it/s]
 60%|######    | 472/781 [00:28<00:19, 16.10it/s]
 61%|######    | 474/781 [00:28<00:19, 16.08it/s]
 61%|######    | 476/781 [00:28<00:18, 16.07it/s]
 61%|######1   | 478/781 [00:28<00:18, 15.98it/s]
 61%|######1   | 480/781 [00:29<00:19, 15.69it/s]
 62%|######1   | 482/781 [00:29<00:18, 15.84it/s]
 62%|######1   | 484/781 [00:29<00:18, 15.95it/s]
 62%|######2   | 486/781 [00:29<00:18, 15.87it/s]
 62%|######2   | 488/781 [00:29<00:18, 15.92it/s]
 63%|######2   | 490/781 [00:29<00:18, 15.99it/s]
 63%|######2   | 492/781 [00:29<00:17, 16.11it/s]
 63%|######3   | 494/781 [00:29<00:17, 15.99it/s]
 64%|######3   | 496/781 [00:30<00:17, 15.85it/s]
 64%|######3   | 498/781 [00:30<00:17, 15.86it/s]
 64%|######4   | 500/781 [00:30<00:17, 15.86it/s]
 64%|######4   | 502/781 [00:30<00:17, 15.93it/s]
 65%|######4   | 504/781 [00:30<00:16, 16.40it/s]
 65%|######4   | 506/781 [00:30<00:16, 16.51it/s]
 65%|######5   | 508/781 [00:30<00:16, 16.43it/s]
 65%|######5   | 510/781 [00:30<00:16, 16.23it/s]
 66%|######5   | 512/781 [00:31<00:16, 16.15it/s]
 66%|######5   | 514/781 [00:31<00:16, 16.18it/s]
 66%|######6   | 516/781 [00:31<00:15, 16.58it/s]
 66%|######6   | 518/781 [00:31<00:16, 16.35it/s]
 67%|######6   | 520/781 [00:31<00:15, 16.38it/s]
 67%|######6   | 522/781 [00:31<00:15, 16.34it/s]
 67%|######7   | 524/781 [00:31<00:15, 16.66it/s]
 67%|######7   | 526/781 [00:31<00:15, 16.78it/s]
 68%|######7   | 528/781 [00:31<00:14, 17.01it/s]
 68%|######7   | 530/781 [00:32<00:14, 16.87it/s]
 68%|######8   | 532/781 [00:32<00:14, 16.74it/s]
 68%|######8   | 534/781 [00:32<00:14, 16.72it/s]
 69%|######8   | 536/781 [00:32<00:14, 16.80it/s]
 69%|######8   | 538/781 [00:32<00:14, 16.93it/s]
 69%|######9   | 540/781 [00:32<00:14, 17.05it/s]
 69%|######9   | 542/781 [00:32<00:14, 16.98it/s]
 70%|######9   | 544/781 [00:32<00:13, 17.02it/s]
 70%|######9   | 546/781 [00:33<00:13, 17.11it/s]
 70%|#######   | 548/781 [00:33<00:13, 17.05it/s]
 70%|#######   | 550/781 [00:33<00:13, 17.08it/s]
 71%|#######   | 552/781 [00:33<00:13, 16.95it/s]
 71%|#######   | 554/781 [00:33<00:13, 17.06it/s]
 71%|#######1  | 556/781 [00:33<00:13, 17.13it/s]
 71%|#######1  | 558/781 [00:33<00:12, 17.17it/s]
 72%|#######1  | 560/781 [00:33<00:12, 17.06it/s]
 72%|#######1  | 562/781 [00:33<00:12, 17.08it/s]
 72%|#######2  | 564/781 [00:34<00:12, 17.17it/s]
 72%|#######2  | 566/781 [00:34<00:12, 17.08it/s]
 73%|#######2  | 568/781 [00:34<00:12, 17.19it/s]
 73%|#######2  | 570/781 [00:34<00:12, 17.12it/s]
 73%|#######3  | 572/781 [00:34<00:12, 17.15it/s]
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100%|##########| 781/781 [00:46<00:00, 16.65it/s]




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Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/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,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:09<00:00,  9.89s/it]
100%|##########| 1/1 [00:09<00:00,  9.89s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.73it/s]
  3%|2         | 4/157 [00:00<00:10, 14.70it/s]
  4%|3         | 6/157 [00:00<00:09, 15.27it/s]
  5%|5         | 8/157 [00:00<00:09, 15.85it/s]
  6%|6         | 10/157 [00:00<00:09, 16.05it/s]
  8%|7         | 12/157 [00:00<00:08, 16.17it/s]
  9%|8         | 14/157 [00:00<00:08, 16.29it/s]
 10%|#         | 16/157 [00:01<00:08, 16.42it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.41it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.31it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.09it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.04it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.21it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.31it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.10it/s]
 20%|##        | 32/157 [00:01<00:07, 16.28it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.45it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.50it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.62it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.59it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.59it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.64it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.76it/s]
 31%|###       | 48/157 [00:02<00:06, 16.75it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.74it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.70it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.35it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.40it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.37it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.45it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.52it/s]
 41%|####      | 64/157 [00:03<00:05, 16.54it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.45it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.57it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.66it/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, 16.70it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.69it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.72it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.54it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.63it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.56it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.69it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.74it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.83it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.72it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.70it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.66it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.63it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.65it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.64it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.59it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.49it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.64it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.64it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.70it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.74it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.57it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.67it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.75it/s]
 80%|########  | 126/157 [00:07<00:01, 16.60it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.65it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.70it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.53it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.59it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.51it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.34it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.20it/s]
 90%|######### | 142/157 [00:08<00:00, 16.16it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.14it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.24it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.29it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.34it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.41it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.55it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.64it/s]
100%|##########| 157/157 [00:09<00:00, 16.54it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:49, 15.60it/s]
  1%|          | 4/781 [00:00<00:47, 16.49it/s]
  1%|          | 6/781 [00:00<00:46, 16.84it/s]
  1%|1         | 8/781 [00:00<00:45, 16.96it/s]
  1%|1         | 10/781 [00:00<00:45, 16.83it/s]
  2%|1         | 12/781 [00:00<00:45, 16.82it/s]
  2%|1         | 14/781 [00:00<00:45, 16.89it/s]
  2%|2         | 16/781 [00:00<00:45, 16.74it/s]
  2%|2         | 18/781 [00:01<00:45, 16.67it/s]
  3%|2         | 20/781 [00:01<00:45, 16.64it/s]
  3%|2         | 22/781 [00:01<00:45, 16.71it/s]
  3%|3         | 24/781 [00:01<00:45, 16.58it/s]
  3%|3         | 26/781 [00:01<00:45, 16.67it/s]
  4%|3         | 28/781 [00:01<00:45, 16.58it/s]
  4%|3         | 30/781 [00:01<00:45, 16.59it/s]
  4%|4         | 32/781 [00:01<00:45, 16.59it/s]
  4%|4         | 34/781 [00:02<00:45, 16.39it/s]
  5%|4         | 36/781 [00:02<00:45, 16.53it/s]
  5%|4         | 38/781 [00:02<00:44, 16.73it/s]
  5%|5         | 40/781 [00:02<00:44, 16.59it/s]
  5%|5         | 42/781 [00:02<00:44, 16.76it/s]
  6%|5         | 44/781 [00:02<00:43, 16.86it/s]
  6%|5         | 46/781 [00:02<00:43, 16.90it/s]
  6%|6         | 48/781 [00:02<00:43, 17.02it/s]
  6%|6         | 50/781 [00:02<00:43, 16.82it/s]
  7%|6         | 52/781 [00:03<00:43, 16.72it/s]
  7%|6         | 54/781 [00:03<00:43, 16.57it/s]
  7%|7         | 56/781 [00:03<00:43, 16.77it/s]
  7%|7         | 58/781 [00:03<00:43, 16.77it/s]
  8%|7         | 60/781 [00:03<00:43, 16.65it/s]
  8%|7         | 62/781 [00:03<00:43, 16.65it/s]
  8%|8         | 64/781 [00:03<00:43, 16.67it/s]
  8%|8         | 66/781 [00:03<00:42, 16.80it/s]
  9%|8         | 68/781 [00:04<00:42, 16.75it/s]
  9%|8         | 70/781 [00:04<00:42, 16.58it/s]
  9%|9         | 72/781 [00:04<00:42, 16.73it/s]
  9%|9         | 74/781 [00:04<00:42, 16.78it/s]
 10%|9         | 76/781 [00:04<00:41, 16.89it/s]
 10%|9         | 78/781 [00:04<00:41, 16.89it/s]
 10%|#         | 80/781 [00:04<00:41, 16.88it/s]
 10%|#         | 82/781 [00:04<00:41, 16.87it/s]
 11%|#         | 84/781 [00:05<00:41, 16.89it/s]
 11%|#1        | 86/781 [00:05<00:40, 16.97it/s]
 11%|#1        | 88/781 [00:05<00:40, 17.02it/s]
 12%|#1        | 90/781 [00:05<00:41, 16.46it/s]
 12%|#1        | 92/781 [00:05<00:41, 16.69it/s]
 12%|#2        | 94/781 [00:05<00:41, 16.60it/s]
 12%|#2        | 96/781 [00:05<00:41, 16.56it/s]
 13%|#2        | 98/781 [00:05<00:40, 16.76it/s]
 13%|#2        | 100/781 [00:05<00:40, 16.85it/s]
 13%|#3        | 102/781 [00:06<00:41, 16.52it/s]
 13%|#3        | 104/781 [00:06<00:40, 16.59it/s]
 14%|#3        | 106/781 [00:06<00:40, 16.69it/s]
 14%|#3        | 108/781 [00:06<00:39, 16.85it/s]
 14%|#4        | 110/781 [00:06<00:39, 16.96it/s]
 14%|#4        | 112/781 [00:06<00:39, 16.97it/s]
 15%|#4        | 114/781 [00:06<00:39, 16.92it/s]
 15%|#4        | 116/781 [00:06<00:39, 16.98it/s]
 15%|#5        | 118/781 [00:07<00:38, 17.01it/s]
 15%|#5        | 120/781 [00:07<00:39, 16.93it/s]
 16%|#5        | 122/781 [00:07<00:38, 16.93it/s]
 16%|#5        | 124/781 [00:07<00:38, 16.96it/s]
 16%|#6        | 126/781 [00:07<00:38, 16.85it/s]
 16%|#6        | 128/781 [00:07<00:39, 16.73it/s]
 17%|#6        | 130/781 [00:07<00:38, 16.85it/s]
 17%|#6        | 132/781 [00:07<00:39, 16.31it/s]
 17%|#7        | 134/781 [00:08<00:39, 16.51it/s]
 17%|#7        | 136/781 [00:08<00:38, 16.62it/s]
 18%|#7        | 138/781 [00:08<00:38, 16.73it/s]
 18%|#7        | 140/781 [00:08<00:38, 16.78it/s]
 18%|#8        | 142/781 [00:08<00:38, 16.76it/s]
 18%|#8        | 144/781 [00:08<00:37, 16.80it/s]
 19%|#8        | 146/781 [00:08<00:37, 16.88it/s]
 19%|#8        | 148/781 [00:08<00:37, 16.84it/s]
 19%|#9        | 150/781 [00:08<00:37, 16.87it/s]
 19%|#9        | 152/781 [00:09<00:37, 16.88it/s]
 20%|#9        | 154/781 [00:09<00:37, 16.89it/s]
 20%|#9        | 156/781 [00:09<00:37, 16.66it/s]
 20%|##        | 158/781 [00:09<00:37, 16.75it/s]
 20%|##        | 160/781 [00:09<00:36, 16.88it/s]
 21%|##        | 162/781 [00:09<00:36, 16.94it/s]
 21%|##        | 164/781 [00:09<00:36, 16.81it/s]
 21%|##1       | 166/781 [00:09<00:36, 16.89it/s]
 22%|##1       | 168/781 [00:10<00:36, 16.93it/s]
 22%|##1       | 170/781 [00:10<00:36, 16.94it/s]
 22%|##2       | 172/781 [00:10<00:36, 16.89it/s]
 22%|##2       | 174/781 [00:10<00:35, 16.90it/s]
 23%|##2       | 176/781 [00:10<00:35, 16.82it/s]
 23%|##2       | 178/781 [00:10<00:35, 16.82it/s]
 23%|##3       | 180/781 [00:10<00:35, 16.80it/s]
 23%|##3       | 182/781 [00:10<00:35, 16.66it/s]
 24%|##3       | 184/781 [00:10<00:35, 16.80it/s]
 24%|##3       | 186/781 [00:11<00:35, 16.77it/s]
 24%|##4       | 188/781 [00:11<00:35, 16.70it/s]
 24%|##4       | 190/781 [00:11<00:35, 16.69it/s]
 25%|##4       | 192/781 [00:11<00:35, 16.68it/s]
 25%|##4       | 194/781 [00:11<00:35, 16.48it/s]
 25%|##5       | 196/781 [00:11<00:35, 16.57it/s]
 25%|##5       | 198/781 [00:11<00:35, 16.58it/s]
 26%|##5       | 200/781 [00:11<00:35, 16.49it/s]
 26%|##5       | 202/781 [00:12<00:34, 16.60it/s]
 26%|##6       | 204/781 [00:12<00:34, 16.70it/s]
 26%|##6       | 206/781 [00:12<00:34, 16.63it/s]
 27%|##6       | 208/781 [00:12<00:34, 16.69it/s]
 27%|##6       | 210/781 [00:12<00:34, 16.76it/s]
 27%|##7       | 212/781 [00:12<00:33, 17.10it/s]
 27%|##7       | 214/781 [00:12<00:33, 17.13it/s]
 28%|##7       | 216/781 [00:12<00:33, 17.08it/s]
 28%|##7       | 218/781 [00:13<00:33, 17.03it/s]
 28%|##8       | 220/781 [00:13<00:32, 17.06it/s]
 28%|##8       | 222/781 [00:13<00:33, 16.86it/s]
 29%|##8       | 224/781 [00:13<00:32, 16.92it/s]
 29%|##8       | 226/781 [00:13<00:32, 17.01it/s]
 29%|##9       | 228/781 [00:13<00:32, 16.97it/s]
 29%|##9       | 230/781 [00:13<00:32, 17.04it/s]
 30%|##9       | 232/781 [00:13<00:32, 16.98it/s]
 30%|##9       | 234/781 [00:13<00:32, 16.95it/s]
 30%|###       | 236/781 [00:14<00:32, 16.90it/s]
 30%|###       | 238/781 [00:14<00:32, 16.76it/s]
 31%|###       | 240/781 [00:14<00:32, 16.85it/s]
 31%|###       | 242/781 [00:14<00:32, 16.78it/s]
 31%|###1      | 244/781 [00:14<00:31, 16.85it/s]
 31%|###1      | 246/781 [00:14<00:32, 16.68it/s]
 32%|###1      | 248/781 [00:14<00:31, 16.84it/s]
 32%|###2      | 250/781 [00:14<00:31, 16.89it/s]
 32%|###2      | 252/781 [00:15<00:31, 16.76it/s]
 33%|###2      | 254/781 [00:15<00:31, 16.73it/s]
 33%|###2      | 256/781 [00:15<00:31, 16.68it/s]
 33%|###3      | 258/781 [00:15<00:31, 16.63it/s]
 33%|###3      | 260/781 [00:15<00:30, 16.81it/s]
 34%|###3      | 262/781 [00:15<00:30, 16.88it/s]
 34%|###3      | 264/781 [00:15<00:30, 16.95it/s]
 34%|###4      | 266/781 [00:15<00:31, 16.58it/s]
 34%|###4      | 268/781 [00:15<00:30, 16.61it/s]
 35%|###4      | 270/781 [00:16<00:30, 16.65it/s]
 35%|###4      | 272/781 [00:16<00:30, 16.68it/s]
 35%|###5      | 274/781 [00:16<00:30, 16.77it/s]
 35%|###5      | 276/781 [00:16<00:30, 16.53it/s]
 36%|###5      | 278/781 [00:16<00:30, 16.56it/s]
 36%|###5      | 280/781 [00:16<00:30, 16.67it/s]
 36%|###6      | 282/781 [00:16<00:29, 16.80it/s]
 36%|###6      | 284/781 [00:16<00:29, 16.83it/s]
 37%|###6      | 286/781 [00:17<00:29, 16.92it/s]
 37%|###6      | 288/781 [00:17<00:29, 16.90it/s]
 37%|###7      | 290/781 [00:17<00:29, 16.91it/s]
 37%|###7      | 292/781 [00:17<00:28, 16.87it/s]
 38%|###7      | 294/781 [00:17<00:28, 16.92it/s]
 38%|###7      | 296/781 [00:17<00:28, 16.94it/s]
 38%|###8      | 298/781 [00:17<00:28, 16.87it/s]
 38%|###8      | 300/781 [00:17<00:28, 16.82it/s]
 39%|###8      | 302/781 [00:18<00:29, 16.48it/s]
 39%|###8      | 304/781 [00:18<00:28, 16.53it/s]
 39%|###9      | 306/781 [00:18<00:28, 16.50it/s]
 39%|###9      | 308/781 [00:18<00:28, 16.55it/s]
 40%|###9      | 310/781 [00:18<00:28, 16.73it/s]
 40%|###9      | 312/781 [00:18<00:27, 16.83it/s]
 40%|####      | 314/781 [00:18<00:27, 16.90it/s]
 40%|####      | 316/781 [00:18<00:27, 16.88it/s]
 41%|####      | 318/781 [00:18<00:27, 16.87it/s]
 41%|####      | 320/781 [00:19<00:27, 16.94it/s]
 41%|####1     | 322/781 [00:19<00:27, 16.94it/s]
 41%|####1     | 324/781 [00:19<00:26, 16.99it/s]
 42%|####1     | 326/781 [00:19<00:26, 17.04it/s]
 42%|####1     | 328/781 [00:19<00:26, 17.08it/s]
 42%|####2     | 330/781 [00:19<00:26, 17.06it/s]
 43%|####2     | 332/781 [00:19<00:26, 17.06it/s]
 43%|####2     | 334/781 [00:19<00:26, 17.00it/s]
 43%|####3     | 336/781 [00:20<00:26, 17.02it/s]
 43%|####3     | 338/781 [00:20<00:26, 16.98it/s]
 44%|####3     | 340/781 [00:20<00:25, 17.01it/s]
 44%|####3     | 342/781 [00:20<00:25, 17.05it/s]
 44%|####4     | 344/781 [00:20<00:25, 17.01it/s]
 44%|####4     | 346/781 [00:20<00:25, 16.90it/s]
 45%|####4     | 348/781 [00:20<00:25, 16.89it/s]
 45%|####4     | 350/781 [00:20<00:25, 16.67it/s]
 45%|####5     | 352/781 [00:20<00:25, 16.79it/s]
 45%|####5     | 354/781 [00:21<00:25, 16.68it/s]
 46%|####5     | 356/781 [00:21<00:25, 16.70it/s]
 46%|####5     | 358/781 [00:21<00:25, 16.74it/s]
 46%|####6     | 360/781 [00:21<00:25, 16.60it/s]
 46%|####6     | 362/781 [00:21<00:25, 16.42it/s]
 47%|####6     | 364/781 [00:21<00:25, 16.48it/s]
 47%|####6     | 366/781 [00:21<00:25, 16.50it/s]
 47%|####7     | 368/781 [00:21<00:24, 16.64it/s]
 47%|####7     | 370/781 [00:22<00:25, 16.10it/s]
 48%|####7     | 372/781 [00:22<00:25, 16.22it/s]
 48%|####7     | 374/781 [00:22<00:25, 16.15it/s]
 48%|####8     | 376/781 [00:22<00:24, 16.39it/s]
 48%|####8     | 378/781 [00:22<00:24, 16.19it/s]
 49%|####8     | 380/781 [00:22<00:25, 16.01it/s]
 49%|####8     | 382/781 [00:22<00:24, 16.25it/s]
 49%|####9     | 384/781 [00:22<00:24, 16.40it/s]
 49%|####9     | 386/781 [00:23<00:23, 16.47it/s]
 50%|####9     | 388/781 [00:23<00:23, 16.55it/s]
 50%|####9     | 390/781 [00:23<00:23, 16.41it/s]
 50%|#####     | 392/781 [00:23<00:23, 16.48it/s]
 50%|#####     | 394/781 [00:23<00:23, 16.64it/s]
 51%|#####     | 396/781 [00:23<00:23, 16.70it/s]
 51%|#####     | 398/781 [00:23<00:22, 16.80it/s]
 51%|#####1    | 400/781 [00:23<00:22, 16.68it/s]
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 53%|#####2    | 412/781 [00:24<00:22, 16.64it/s]
 53%|#####3    | 414/781 [00:24<00:22, 16.67it/s]
 53%|#####3    | 416/781 [00:24<00:21, 16.71it/s]
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 70%|#######   | 548/781 [00:32<00:14, 16.64it/s]
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 71%|#######1  | 556/781 [00:33<00:13, 16.67it/s]
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100%|#########9| 780/781 [00:46<00:00, 16.77it/s]
100%|##########| 781/781 [00:46<00:00, 16.75it/s]




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 22%|##2       | 172/781 [00:08<00:29, 20.68it/s]
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 23%|##2       | 178/781 [00:08<00:29, 20.28it/s]
 23%|##3       | 181/781 [00:09<00:29, 20.15it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.53it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.61it/s]
 24%|##4       | 189/781 [00:09<00:30, 19.59it/s]
 24%|##4       | 191/781 [00:09<00:31, 18.89it/s]
 25%|##4       | 194/781 [00:09<00:30, 19.39it/s]
 25%|##5       | 197/781 [00:09<00:29, 19.76it/s]
 25%|##5       | 199/781 [00:09<00:29, 19.48it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.51it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.37it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.92it/s]
 27%|##6       | 208/781 [00:10<00:30, 18.58it/s]
 27%|##6       | 210/781 [00:10<00:30, 18.46it/s]
 27%|##7       | 212/781 [00:10<00:31, 18.30it/s]
 27%|##7       | 214/781 [00:10<00:31, 17.96it/s]
 28%|##7       | 216/781 [00:10<00:30, 18.49it/s]
 28%|##7       | 218/781 [00:10<00:29, 18.83it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.71it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.05it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.02it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.21it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.25it/s]
 29%|##9       | 230/781 [00:11<00:28, 19.37it/s]
 30%|##9       | 232/781 [00:11<00:28, 19.41it/s]
 30%|##9       | 234/781 [00:11<00:28, 19.46it/s]
 30%|###       | 236/781 [00:11<00:27, 19.53it/s]
 31%|###       | 239/781 [00:12<00:26, 20.08it/s]
 31%|###       | 242/781 [00:12<00:26, 20.43it/s]
 31%|###1      | 245/781 [00:12<00:25, 20.63it/s]
 32%|###1      | 248/781 [00:12<00:25, 20.69it/s]
 32%|###2      | 251/781 [00:12<00:26, 20.23it/s]
 33%|###2      | 254/781 [00:12<00:25, 20.45it/s]
 33%|###2      | 257/781 [00:12<00:25, 20.69it/s]
 33%|###3      | 260/781 [00:13<00:25, 20.83it/s]
 34%|###3      | 263/781 [00:13<00:24, 20.79it/s]
 34%|###4      | 266/781 [00:13<00:24, 20.81it/s]
 34%|###4      | 269/781 [00:13<00:24, 20.75it/s]
 35%|###4      | 272/781 [00:13<00:24, 20.63it/s]
 35%|###5      | 275/781 [00:13<00:24, 20.63it/s]
 36%|###5      | 278/781 [00:13<00:24, 20.71it/s]
 36%|###5      | 281/781 [00:14<00:24, 20.74it/s]
 36%|###6      | 284/781 [00:14<00:23, 20.76it/s]
 37%|###6      | 287/781 [00:14<00:23, 20.83it/s]
 37%|###7      | 290/781 [00:14<00:23, 20.58it/s]
 38%|###7      | 293/781 [00:14<00:23, 20.50it/s]
 38%|###7      | 296/781 [00:14<00:23, 20.63it/s]
 38%|###8      | 299/781 [00:14<00:23, 20.78it/s]
 39%|###8      | 302/781 [00:15<00:22, 20.88it/s]
 39%|###9      | 305/781 [00:15<00:22, 20.92it/s]
 39%|###9      | 308/781 [00:15<00:22, 20.96it/s]
 40%|###9      | 311/781 [00:15<00:22, 20.86it/s]
 40%|####      | 314/781 [00:15<00:22, 20.92it/s]
 41%|####      | 317/781 [00:15<00:22, 21.06it/s]
 41%|####      | 320/781 [00:15<00:21, 21.13it/s]
 41%|####1     | 323/781 [00:16<00:21, 20.87it/s]
 42%|####1     | 326/781 [00:16<00:21, 20.78it/s]
 42%|####2     | 329/781 [00:16<00:21, 20.86it/s]
 43%|####2     | 332/781 [00:16<00:21, 20.67it/s]
 43%|####2     | 335/781 [00:16<00:21, 20.80it/s]
 43%|####3     | 338/781 [00:16<00:21, 20.96it/s]
 44%|####3     | 341/781 [00:16<00:21, 20.74it/s]
 44%|####4     | 344/781 [00:17<00:21, 20.66it/s]
 44%|####4     | 347/781 [00:17<00:20, 20.75it/s]
 45%|####4     | 350/781 [00:17<00:20, 20.81it/s]
 45%|####5     | 353/781 [00:17<00:20, 20.69it/s]
 46%|####5     | 356/781 [00:17<00:20, 20.67it/s]
 46%|####5     | 359/781 [00:17<00:20, 20.73it/s]
 46%|####6     | 362/781 [00:17<00:20, 20.46it/s]
 47%|####6     | 365/781 [00:18<00:20, 20.12it/s]
 47%|####7     | 368/781 [00:18<00:20, 20.20it/s]
 48%|####7     | 371/781 [00:18<00:20, 20.28it/s]
 48%|####7     | 374/781 [00:18<00:19, 20.44it/s]
 48%|####8     | 377/781 [00:18<00:19, 20.38it/s]
 49%|####8     | 380/781 [00:18<00:19, 20.45it/s]
 49%|####9     | 383/781 [00:19<00:19, 20.52it/s]
 49%|####9     | 386/781 [00:19<00:19, 20.31it/s]
 50%|####9     | 389/781 [00:19<00:19, 20.51it/s]
 50%|#####     | 392/781 [00:19<00:18, 20.49it/s]
 51%|#####     | 395/781 [00:19<00:18, 20.49it/s]
 51%|#####     | 398/781 [00:19<00:18, 20.36it/s]
 51%|#####1    | 401/781 [00:19<00:18, 20.20it/s]
 52%|#####1    | 404/781 [00:20<00:18, 20.36it/s]
 52%|#####2    | 407/781 [00:20<00:18, 20.39it/s]
 52%|#####2    | 410/781 [00:20<00:18, 20.51it/s]
 53%|#####2    | 413/781 [00:20<00:18, 20.40it/s]
 53%|#####3    | 416/781 [00:20<00:17, 20.43it/s]
 54%|#####3    | 419/781 [00:20<00:17, 20.52it/s]
 54%|#####4    | 422/781 [00:20<00:17, 20.66it/s]
 54%|#####4    | 425/781 [00:21<00:17, 20.55it/s]
 55%|#####4    | 428/781 [00:21<00:17, 20.57it/s]
 55%|#####5    | 431/781 [00:21<00:16, 20.59it/s]
 56%|#####5    | 434/781 [00:21<00:16, 20.72it/s]
 56%|#####5    | 437/781 [00:21<00:16, 20.72it/s]
 56%|#####6    | 440/781 [00:21<00:16, 20.67it/s]
 57%|#####6    | 443/781 [00:21<00:16, 20.65it/s]
 57%|#####7    | 446/781 [00:22<00:16, 20.71it/s]
 57%|#####7    | 449/781 [00:22<00:16, 20.71it/s]
 58%|#####7    | 452/781 [00:22<00:15, 20.69it/s]
 58%|#####8    | 455/781 [00:22<00:15, 20.77it/s]
 59%|#####8    | 458/781 [00:22<00:15, 20.88it/s]
 59%|#####9    | 461/781 [00:22<00:15, 20.91it/s]
 59%|#####9    | 464/781 [00:22<00:15, 20.96it/s]
 60%|#####9    | 467/781 [00:23<00:14, 21.05it/s]
 60%|######    | 470/781 [00:23<00:14, 21.02it/s]
 61%|######    | 473/781 [00:23<00:14, 20.99it/s]
 61%|######    | 476/781 [00:23<00:14, 21.05it/s]
 61%|######1   | 479/781 [00:23<00:14, 20.79it/s]
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 62%|######2   | 485/781 [00:23<00:14, 20.59it/s]
 62%|######2   | 488/781 [00:24<00:14, 20.81it/s]
 63%|######2   | 491/781 [00:24<00:13, 20.77it/s]
 63%|######3   | 494/781 [00:24<00:13, 20.83it/s]
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 65%|######4   | 506/781 [00:24<00:13, 21.03it/s]
 65%|######5   | 509/781 [00:25<00:12, 21.09it/s]
 66%|######5   | 512/781 [00:25<00:12, 21.07it/s]
 66%|######5   | 515/781 [00:25<00:12, 20.81it/s]
 66%|######6   | 518/781 [00:25<00:12, 20.79it/s]
 67%|######6   | 521/781 [00:25<00:12, 20.66it/s]
 67%|######7   | 524/781 [00:25<00:12, 20.59it/s]
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 68%|######7   | 530/781 [00:26<00:12, 20.70it/s]
 68%|######8   | 533/781 [00:26<00:12, 20.61it/s]
 69%|######8   | 536/781 [00:26<00:11, 20.64it/s]
 69%|######9   | 539/781 [00:26<00:11, 20.60it/s]
 69%|######9   | 542/781 [00:26<00:11, 20.61it/s]
 70%|######9   | 545/781 [00:26<00:11, 20.55it/s]
 70%|#######   | 548/781 [00:26<00:11, 20.73it/s]
 71%|#######   | 551/781 [00:27<00:11, 20.85it/s]
 71%|#######   | 554/781 [00:27<00:11, 20.62it/s]
 71%|#######1  | 557/781 [00:27<00:10, 20.63it/s]
 72%|#######1  | 560/781 [00:27<00:10, 20.75it/s]
 72%|#######2  | 563/781 [00:27<00:10, 20.77it/s]
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 73%|#######2  | 569/781 [00:27<00:10, 20.67it/s]
 73%|#######3  | 572/781 [00:28<00:10, 20.40it/s]
 74%|#######3  | 575/781 [00:28<00:10, 20.57it/s]
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 75%|#######4  | 584/781 [00:28<00:09, 20.38it/s]
 75%|#######5  | 587/781 [00:28<00:09, 20.44it/s]
 76%|#######5  | 590/781 [00:29<00:09, 20.60it/s]
 76%|#######5  | 593/781 [00:29<00:09, 20.48it/s]
 76%|#######6  | 596/781 [00:29<00:08, 20.65it/s]
 77%|#######6  | 599/781 [00:29<00:08, 20.66it/s]
 77%|#######7  | 602/781 [00:29<00:08, 20.80it/s]
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 78%|#######7  | 608/781 [00:29<00:08, 20.82it/s]
 78%|#######8  | 611/781 [00:30<00:08, 20.62it/s]
 79%|#######8  | 614/781 [00:30<00:08, 20.62it/s]
 79%|#######9  | 617/781 [00:30<00:07, 20.58it/s]
 79%|#######9  | 620/781 [00:30<00:07, 20.63it/s]
 80%|#######9  | 623/781 [00:30<00:07, 20.62it/s]
 80%|########  | 626/781 [00:30<00:07, 20.65it/s]
 81%|########  | 629/781 [00:30<00:07, 20.80it/s]
 81%|########  | 632/781 [00:31<00:07, 20.90it/s]
 81%|########1 | 635/781 [00:31<00:06, 21.01it/s]
 82%|########1 | 638/781 [00:31<00:06, 21.05it/s]
 82%|########2 | 641/781 [00:31<00:06, 20.88it/s]
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 83%|########2 | 647/781 [00:31<00:06, 20.86it/s]
 83%|########3 | 650/781 [00:31<00:06, 20.89it/s]
 84%|########3 | 653/781 [00:32<00:06, 20.86it/s]
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 86%|########6 | 674/781 [00:33<00:05, 20.93it/s]
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 87%|########7 | 680/781 [00:33<00:04, 20.69it/s]
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 90%|########9 | 701/781 [00:34<00:03, 20.60it/s]
 90%|######### | 704/781 [00:34<00:03, 20.65it/s]
 91%|######### | 707/781 [00:34<00:03, 20.74it/s]
 91%|######### | 710/781 [00:34<00:03, 20.77it/s]
 91%|#########1| 713/781 [00:34<00:03, 20.77it/s]
 92%|#########1| 716/781 [00:35<00:03, 20.38it/s]
 92%|#########2| 719/781 [00:35<00:03, 20.25it/s]
 92%|#########2| 722/781 [00:35<00:02, 20.27it/s]
 93%|#########2| 725/781 [00:35<00:02, 20.35it/s]
 93%|#########3| 728/781 [00:35<00:02, 20.32it/s]
 94%|#########3| 731/781 [00:35<00:02, 20.43it/s]
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 94%|#########4| 737/781 [00:36<00:02, 20.67it/s]
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 99%|#########9| 776/781 [00:38<00:00, 20.69it/s]
100%|#########9| 779/781 [00:38<00:00, 20.55it/s]
100%|##########| 781/781 [00:38<00:00, 20.42it/s]




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Validation Progress:  34%|###4      | 15/44 [00:15<00:32,  1.13s/it]
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Validation Progress:  39%|###8      | 17/44 [00:17<00:28,  1.07s/it]
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Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.14s/it]
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Validation Progress:  64%|######3   | 28/44 [00:30<00:18,  1.13s/it]
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Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
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Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.10s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.11s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.12s/it]
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Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.12s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.11s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:34<00:13,  1.09s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:37<00:11,  1.15s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:38<00:10,  1.15s/it]
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Validation Progress:  82%|########1 | 36/44 [00:39<00:09,  1.17s/it]
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Validation Progress:  84%|########4 | 37/44 [00:40<00:08,  1.21s/it]
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Validation Progress:  86%|########6 | 38/44 [00:42<00:07,  1.22s/it]
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Validation Progress:  89%|########8 | 39/44 [00:43<00:05,  1.17s/it]
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Validation Progress:  91%|######### | 40/44 [00:44<00:04,  1.15s/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 [00:47<00:01,  1.19s/it]
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Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
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Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
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Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00s/it]
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 18%|#8        | 142/781 [00:07<00:34, 18.79it/s]
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 19%|#8        | 146/781 [00:07<00:34, 18.59it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.67it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.54it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.62it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.73it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.70it/s]
 20%|##        | 158/781 [00:08<00:33, 18.60it/s]
 20%|##        | 160/781 [00:08<00:33, 18.46it/s]
 21%|##        | 162/781 [00:08<00:33, 18.56it/s]
 21%|##        | 164/781 [00:08<00:33, 18.63it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.54it/s]
 22%|##1       | 168/781 [00:08<00:33, 18.48it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.60it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.79it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.90it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.80it/s]
 23%|##2       | 178/781 [00:09<00:31, 18.86it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.87it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.84it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.86it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.82it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.87it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.84it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.91it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.93it/s]
 25%|##5       | 196/781 [00:10<00:30, 18.97it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.91it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.00it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.05it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.00it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.97it/s]
 27%|##6       | 208/781 [00:11<00:30, 19.03it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.05it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.11it/s]
 27%|##7       | 214/781 [00:11<00:29, 18.92it/s]
 28%|##7       | 216/781 [00:11<00:29, 18.96it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.90it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.75it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.85it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.03it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.86it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.64it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.78it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.72it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.40it/s]
 30%|###       | 236/781 [00:12<00:29, 18.42it/s]
 30%|###       | 238/781 [00:12<00:29, 18.23it/s]
 31%|###       | 240/781 [00:12<00:29, 18.19it/s]
 31%|###       | 242/781 [00:12<00:29, 18.17it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.18it/s]
 31%|###1      | 246/781 [00:13<00:29, 17.93it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.01it/s]
 32%|###2      | 250/781 [00:13<00:29, 17.97it/s]
 32%|###2      | 252/781 [00:13<00:29, 17.95it/s]
 33%|###2      | 254/781 [00:13<00:29, 17.85it/s]
 33%|###2      | 256/781 [00:13<00:29, 17.94it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.12it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.21it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.18it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.39it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.60it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.74it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.87it/s]
 35%|###4      | 272/781 [00:14<00:26, 18.89it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.95it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.98it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.91it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.82it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.91it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.96it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.64it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.53it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.52it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.57it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.83it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.08it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.79it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.41it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.48it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.61it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.83it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.73it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.82it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.69it/s]
 40%|####      | 314/781 [00:16<00:24, 18.76it/s]
 40%|####      | 316/781 [00:16<00:24, 18.71it/s]
 41%|####      | 318/781 [00:17<00:24, 18.69it/s]
 41%|####      | 320/781 [00:17<00:24, 18.60it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.77it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.92it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.92it/s]
 42%|####1     | 328/781 [00:17<00:23, 18.93it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.06it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.88it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.65it/s]
 43%|####3     | 336/781 [00:17<00:24, 18.51it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.38it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.31it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.54it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.64it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.49it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.35it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.26it/s]
 45%|####5     | 352/781 [00:18<00:23, 18.23it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.45it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.81it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.77it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.96it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.82it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.84it/s]
 47%|####6     | 366/781 [00:19<00:21, 18.96it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.88it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.95it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.82it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.58it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.55it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.60it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.48it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.59it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.44it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.64it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.67it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.67it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.70it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.78it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.82it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.87it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.93it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.68it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.54it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.39it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.53it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.72it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.75it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.85it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.93it/s]
 54%|#####3    | 418/781 [00:22<00:19, 19.05it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.08it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.09it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.07it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.97it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.87it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.78it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.76it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.74it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.84it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.70it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.49it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.58it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.73it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.79it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.90it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.99it/s]
 58%|#####7    | 452/781 [00:24<00:17, 19.03it/s]
 58%|#####8    | 454/781 [00:24<00:17, 19.07it/s]
 58%|#####8    | 456/781 [00:24<00:17, 19.08it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.99it/s]
 59%|#####8    | 460/781 [00:24<00:16, 18.90it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.79it/s]
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 60%|#####9    | 466/781 [00:24<00:16, 18.73it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.86it/s]
 60%|######    | 470/781 [00:25<00:16, 18.36it/s]
 60%|######    | 472/781 [00:25<00:16, 18.52it/s]
 61%|######    | 474/781 [00:25<00:16, 18.36it/s]
 61%|######    | 476/781 [00:25<00:16, 18.49it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.59it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.58it/s]
 62%|######1   | 482/781 [00:25<00:15, 18.84it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.62it/s]
 62%|######2   | 486/781 [00:25<00:15, 18.65it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.74it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.60it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.76it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.66it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.80it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.34it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.44it/s]
 64%|######4   | 502/781 [00:26<00:15, 18.45it/s]
 65%|######4   | 504/781 [00:26<00:15, 18.46it/s]
 65%|######4   | 506/781 [00:27<00:15, 18.12it/s]
 65%|######5   | 508/781 [00:27<00:15, 18.03it/s]
 65%|######5   | 510/781 [00:27<00:15, 17.92it/s]
 66%|######5   | 512/781 [00:27<00:15, 17.88it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.18it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.03it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.30it/s]
 67%|######6   | 520/781 [00:27<00:14, 18.08it/s]
 67%|######6   | 522/781 [00:27<00:14, 18.27it/s]
 67%|######7   | 524/781 [00:28<00:14, 18.24it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.32it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.32it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.38it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.45it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.15it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.06it/s]
 69%|######8   | 538/781 [00:28<00:13, 18.07it/s]
 69%|######9   | 540/781 [00:28<00:13, 18.02it/s]
 69%|######9   | 542/781 [00:29<00:12, 18.40it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.58it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.51it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.57it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.72it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.92it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.82it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.66it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.82it/s]
 72%|#######1  | 560/781 [00:30<00:11, 18.88it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.88it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.85it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.96it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.85it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.89it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.99it/s]
 73%|#######3  | 574/781 [00:30<00:10, 18.82it/s]
 74%|#######3  | 576/781 [00:30<00:10, 19.09it/s]
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 74%|#######4  | 580/781 [00:31<00:10, 19.06it/s]
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 75%|#######5  | 586/781 [00:31<00:10, 19.33it/s]
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 76%|#######5  | 590/781 [00:31<00:09, 19.26it/s]
 76%|#######5  | 592/781 [00:31<00:09, 19.42it/s]
 76%|#######6  | 594/781 [00:31<00:09, 19.10it/s]
 76%|#######6  | 596/781 [00:31<00:09, 19.30it/s]
 77%|#######6  | 598/781 [00:31<00:09, 19.43it/s]
 77%|#######6  | 600/781 [00:32<00:09, 19.39it/s]
 77%|#######7  | 602/781 [00:32<00:09, 19.35it/s]
 77%|#######7  | 604/781 [00:32<00:09, 19.27it/s]
 78%|#######7  | 606/781 [00:32<00:09, 19.27it/s]
 78%|#######7  | 608/781 [00:32<00:08, 19.44it/s]
 78%|#######8  | 610/781 [00:32<00:08, 19.57it/s]
 78%|#######8  | 612/781 [00:32<00:08, 19.58it/s]
 79%|#######8  | 614/781 [00:32<00:08, 19.60it/s]
 79%|#######8  | 616/781 [00:32<00:08, 19.67it/s]
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 80%|#######9  | 622/781 [00:33<00:08, 19.56it/s]
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 80%|########  | 626/781 [00:33<00:07, 19.67it/s]
 80%|########  | 628/781 [00:33<00:07, 19.57it/s]
 81%|########  | 630/781 [00:33<00:07, 19.23it/s]
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 83%|########3 | 650/781 [00:34<00:06, 19.56it/s]
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 86%|########5 | 670/781 [00:35<00:05, 19.21it/s]
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 87%|########7 | 680/781 [00:36<00:05, 19.18it/s]
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 88%|########7 | 684/781 [00:36<00:04, 19.43it/s]
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 88%|########8 | 688/781 [00:36<00:04, 19.34it/s]
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 90%|########9 | 700/781 [00:37<00:04, 19.23it/s]
 90%|########9 | 702/781 [00:37<00:04, 19.17it/s]
 90%|######### | 704/781 [00:37<00:04, 19.19it/s]
 90%|######### | 706/781 [00:37<00:03, 18.77it/s]
 91%|######### | 708/781 [00:37<00:03, 18.75it/s]
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 91%|#########1| 712/781 [00:37<00:03, 19.06it/s]
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100%|##########| 781/781 [00:41<00:00, 18.77it/s]




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 52%|#####2    | 82/157 [00:04<00:04, 17.78it/s]
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 55%|#####4    | 86/157 [00:04<00:04, 17.34it/s]
 56%|#####6    | 88/157 [00:04<00:03, 17.46it/s]
 57%|#####7    | 90/157 [00:05<00:03, 17.78it/s]
 59%|#####8    | 92/157 [00:05<00:03, 17.77it/s]
 60%|#####9    | 94/157 [00:05<00:03, 17.65it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.77it/s]
 62%|######2   | 98/157 [00:05<00:03, 17.03it/s]
 64%|######3   | 100/157 [00:05<00:03, 17.35it/s]
 65%|######4   | 102/157 [00:05<00:03, 16.99it/s]
 66%|######6   | 104/157 [00:05<00:03, 16.70it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.67it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.38it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.25it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.23it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.17it/s]
 74%|#######3  | 116/157 [00:06<00:02, 16.17it/s]
 75%|#######5  | 118/157 [00:06<00:02, 15.88it/s]
 76%|#######6  | 120/157 [00:06<00:02, 15.90it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.23it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.72it/s]
 80%|########  | 126/157 [00:07<00:01, 17.14it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.29it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.88it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.88it/s]
 85%|########5 | 134/157 [00:07<00:01, 17.06it/s]
 87%|########6 | 136/157 [00:07<00:01, 17.20it/s]
 88%|########7 | 138/157 [00:07<00:01, 17.00it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.74it/s]
 90%|######### | 142/157 [00:08<00:00, 17.01it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.44it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.41it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.34it/s]
 96%|#########5| 150/157 [00:08<00:00, 16.49it/s]
 97%|#########6| 152/157 [00:08<00:00, 16.45it/s]
 98%|#########8| 154/157 [00:08<00:00, 16.85it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.53it/s]
100%|##########| 157/157 [00:09<00:00, 17.31it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:42, 18.46it/s]
  1%|          | 5/781 [00:00<00:40, 19.35it/s]
  1%|          | 7/781 [00:00<00:40, 19.21it/s]
  1%|1         | 9/781 [00:00<00:40, 19.17it/s]
  1%|1         | 11/781 [00:00<00:40, 19.20it/s]
  2%|1         | 13/781 [00:00<00:41, 18.67it/s]
  2%|1         | 15/781 [00:00<00:40, 18.76it/s]
  2%|2         | 17/781 [00:00<00:41, 18.55it/s]
  2%|2         | 19/781 [00:01<00:41, 18.47it/s]
  3%|2         | 21/781 [00:01<00:41, 18.39it/s]
  3%|2         | 23/781 [00:01<00:41, 18.19it/s]
  3%|3         | 25/781 [00:01<00:41, 18.10it/s]
  3%|3         | 27/781 [00:01<00:40, 18.49it/s]
  4%|3         | 29/781 [00:01<00:41, 18.20it/s]
  4%|3         | 31/781 [00:01<00:41, 17.95it/s]
  4%|4         | 33/781 [00:01<00:41, 17.87it/s]
  4%|4         | 35/781 [00:01<00:41, 17.89it/s]
  5%|4         | 37/781 [00:02<00:41, 18.10it/s]
  5%|4         | 39/781 [00:02<00:41, 18.04it/s]
  5%|5         | 41/781 [00:02<00:40, 18.17it/s]
  6%|5         | 43/781 [00:02<00:40, 18.25it/s]
  6%|5         | 45/781 [00:02<00:40, 18.20it/s]
  6%|6         | 47/781 [00:02<00:40, 18.06it/s]
  6%|6         | 49/781 [00:02<00:40, 18.19it/s]
  7%|6         | 51/781 [00:02<00:40, 18.11it/s]
  7%|6         | 53/781 [00:02<00:40, 18.06it/s]
  7%|7         | 55/781 [00:03<00:40, 17.90it/s]
  7%|7         | 57/781 [00:03<00:40, 17.95it/s]
  8%|7         | 59/781 [00:03<00:40, 18.01it/s]
  8%|7         | 61/781 [00:03<00:39, 18.08it/s]
  8%|8         | 63/781 [00:03<00:39, 18.02it/s]
  8%|8         | 65/781 [00:03<00:40, 17.89it/s]
  9%|8         | 67/781 [00:03<00:40, 17.72it/s]
  9%|8         | 69/781 [00:03<00:40, 17.70it/s]
  9%|9         | 71/781 [00:03<00:39, 17.88it/s]
  9%|9         | 73/781 [00:04<00:39, 17.83it/s]
 10%|9         | 75/781 [00:04<00:39, 17.87it/s]
 10%|9         | 77/781 [00:04<00:39, 17.84it/s]
 10%|#         | 79/781 [00:04<00:39, 17.88it/s]
 10%|#         | 81/781 [00:04<00:39, 17.88it/s]
 11%|#         | 83/781 [00:04<00:38, 17.94it/s]
 11%|#         | 85/781 [00:04<00:38, 17.99it/s]
 11%|#1        | 87/781 [00:04<00:39, 17.77it/s]
 11%|#1        | 89/781 [00:04<00:39, 17.67it/s]
 12%|#1        | 91/781 [00:05<00:38, 17.93it/s]
 12%|#1        | 93/781 [00:05<00:38, 17.91it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.66it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.47it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.38it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.40it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.43it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.27it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.31it/s]
 14%|#4        | 110/781 [00:06<00:36, 18.26it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.32it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.32it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.24it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.90it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.07it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.09it/s]
 16%|#5        | 124/781 [00:06<00:36, 17.99it/s]
 16%|#6        | 126/781 [00:06<00:36, 18.07it/s]
 16%|#6        | 128/781 [00:07<00:36, 17.92it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.10it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.23it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.29it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.42it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.33it/s]
 18%|#7        | 140/781 [00:07<00:35, 18.13it/s]
 18%|#8        | 142/781 [00:07<00:35, 17.97it/s]
 18%|#8        | 144/781 [00:07<00:35, 17.99it/s]
 19%|#8        | 146/781 [00:08<00:35, 17.98it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.10it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.15it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.31it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.39it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.32it/s]
 20%|##        | 158/781 [00:08<00:34, 18.22it/s]
 20%|##        | 160/781 [00:08<00:34, 18.14it/s]
 21%|##        | 162/781 [00:08<00:33, 18.24it/s]
 21%|##        | 164/781 [00:09<00:33, 18.36it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.42it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.34it/s]
 22%|##1       | 170/781 [00:09<00:34, 17.67it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.79it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.02it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.00it/s]
 23%|##2       | 178/781 [00:09<00:33, 17.95it/s]
 23%|##3       | 180/781 [00:09<00:33, 18.07it/s]
 23%|##3       | 182/781 [00:10<00:33, 18.13it/s]
 24%|##3       | 184/781 [00:10<00:32, 18.22it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.19it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.09it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.03it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.19it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.20it/s]
 25%|##5       | 196/781 [00:10<00:32, 18.15it/s]
 25%|##5       | 198/781 [00:10<00:32, 18.13it/s]
 26%|##5       | 200/781 [00:11<00:32, 18.08it/s]
 26%|##5       | 202/781 [00:11<00:32, 18.04it/s]
 26%|##6       | 204/781 [00:11<00:32, 18.01it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.01it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.14it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.24it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.30it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.36it/s]
 28%|##7       | 216/781 [00:11<00:31, 18.19it/s]
 28%|##7       | 218/781 [00:12<00:31, 18.13it/s]
 28%|##8       | 220/781 [00:12<00:30, 18.24it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.25it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.32it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.12it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.03it/s]
 29%|##9       | 230/781 [00:12<00:30, 17.95it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.04it/s]
 30%|##9       | 234/781 [00:12<00:30, 18.01it/s]
 30%|###       | 236/781 [00:13<00:30, 18.08it/s]
 30%|###       | 238/781 [00:13<00:30, 18.01it/s]
 31%|###       | 240/781 [00:13<00:30, 17.96it/s]
 31%|###       | 242/781 [00:13<00:30, 17.90it/s]
 31%|###1      | 244/781 [00:13<00:29, 17.97it/s]
 31%|###1      | 246/781 [00:13<00:29, 17.96it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.16it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.16it/s]
 32%|###2      | 252/781 [00:13<00:29, 18.11it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.20it/s]
 33%|###2      | 256/781 [00:14<00:28, 18.35it/s]
 33%|###3      | 258/781 [00:14<00:28, 18.55it/s]
 33%|###3      | 261/781 [00:14<00:27, 19.14it/s]
 34%|###3      | 263/781 [00:14<00:27, 18.93it/s]
 34%|###3      | 265/781 [00:14<00:27, 18.55it/s]
 34%|###4      | 267/781 [00:14<00:27, 18.42it/s]
 34%|###4      | 269/781 [00:14<00:28, 18.17it/s]
 35%|###4      | 271/781 [00:14<00:28, 17.93it/s]
 35%|###4      | 273/781 [00:15<00:28, 17.96it/s]
 35%|###5      | 275/781 [00:15<00:28, 18.03it/s]
 35%|###5      | 277/781 [00:15<00:27, 18.11it/s]
 36%|###5      | 279/781 [00:15<00:27, 18.22it/s]
 36%|###5      | 281/781 [00:15<00:27, 17.95it/s]
 36%|###6      | 283/781 [00:15<00:27, 18.21it/s]
 36%|###6      | 285/781 [00:15<00:26, 18.61it/s]
 37%|###6      | 287/781 [00:15<00:26, 18.90it/s]
 37%|###7      | 289/781 [00:15<00:26, 18.69it/s]
 37%|###7      | 291/781 [00:16<00:26, 18.44it/s]
 38%|###7      | 293/781 [00:16<00:25, 18.84it/s]
 38%|###7      | 295/781 [00:16<00:25, 19.08it/s]
 38%|###8      | 297/781 [00:16<00:25, 19.04it/s]
 38%|###8      | 299/781 [00:16<00:25, 19.09it/s]
 39%|###8      | 301/781 [00:16<00:25, 19.10it/s]
 39%|###8      | 303/781 [00:16<00:24, 19.31it/s]
 39%|###9      | 305/781 [00:16<00:24, 19.17it/s]
 39%|###9      | 307/781 [00:16<00:25, 18.73it/s]
 40%|###9      | 309/781 [00:16<00:25, 18.43it/s]
 40%|###9      | 311/781 [00:17<00:25, 18.22it/s]
 40%|####      | 313/781 [00:17<00:25, 18.45it/s]
 40%|####      | 315/781 [00:17<00:25, 18.60it/s]
 41%|####      | 317/781 [00:17<00:25, 18.34it/s]
 41%|####      | 319/781 [00:17<00:25, 18.18it/s]
 41%|####1     | 321/781 [00:17<00:25, 18.35it/s]
 41%|####1     | 323/781 [00:17<00:25, 18.26it/s]
 42%|####1     | 325/781 [00:17<00:24, 18.35it/s]
 42%|####1     | 327/781 [00:17<00:24, 18.54it/s]
 42%|####2     | 329/781 [00:18<00:24, 18.29it/s]
 42%|####2     | 331/781 [00:18<00:25, 17.97it/s]
 43%|####2     | 333/781 [00:18<00:25, 17.91it/s]
 43%|####2     | 335/781 [00:18<00:25, 17.81it/s]
 43%|####3     | 337/781 [00:18<00:24, 17.78it/s]
 43%|####3     | 339/781 [00:18<00:25, 17.59it/s]
 44%|####3     | 341/781 [00:18<00:24, 17.63it/s]
 44%|####3     | 343/781 [00:18<00:24, 17.66it/s]
 44%|####4     | 345/781 [00:18<00:24, 17.77it/s]
 44%|####4     | 347/781 [00:19<00:24, 17.94it/s]
 45%|####4     | 349/781 [00:19<00:24, 17.98it/s]
 45%|####4     | 351/781 [00:19<00:23, 18.17it/s]
 45%|####5     | 353/781 [00:19<00:23, 18.30it/s]
 45%|####5     | 355/781 [00:19<00:23, 18.33it/s]
 46%|####5     | 357/781 [00:19<00:23, 18.19it/s]
 46%|####5     | 359/781 [00:19<00:23, 18.31it/s]
 46%|####6     | 361/781 [00:19<00:22, 18.41it/s]
 46%|####6     | 363/781 [00:19<00:22, 18.48it/s]
 47%|####6     | 365/781 [00:20<00:22, 18.57it/s]
 47%|####6     | 367/781 [00:20<00:22, 18.59it/s]
 47%|####7     | 369/781 [00:20<00:22, 18.60it/s]
 48%|####7     | 371/781 [00:20<00:22, 18.60it/s]
 48%|####7     | 373/781 [00:20<00:22, 18.44it/s]
 48%|####8     | 375/781 [00:20<00:21, 18.49it/s]
 48%|####8     | 377/781 [00:20<00:21, 18.53it/s]
 49%|####8     | 379/781 [00:21<00:37, 10.65it/s]
 49%|####8     | 381/781 [00:21<00:32, 12.18it/s]
 49%|####9     | 383/781 [00:21<00:29, 13.50it/s]
 49%|####9     | 385/781 [00:21<00:27, 14.63it/s]
 50%|####9     | 387/781 [00:21<00:25, 15.47it/s]
 50%|####9     | 389/781 [00:21<00:24, 16.24it/s]
 50%|#####     | 391/781 [00:21<00:23, 16.86it/s]
 50%|#####     | 393/781 [00:21<00:22, 17.18it/s]
 51%|#####     | 395/781 [00:21<00:22, 17.47it/s]
 51%|#####     | 397/781 [00:22<00:21, 17.64it/s]
 51%|#####1    | 399/781 [00:22<00:21, 17.89it/s]
 51%|#####1    | 401/781 [00:22<00:20, 18.11it/s]
 52%|#####1    | 403/781 [00:22<00:20, 18.23it/s]
 52%|#####1    | 405/781 [00:22<00:20, 18.25it/s]
 52%|#####2    | 407/781 [00:22<00:20, 18.22it/s]
 52%|#####2    | 409/781 [00:22<00:20, 18.28it/s]
 53%|#####2    | 411/781 [00:22<00:20, 18.32it/s]
 53%|#####2    | 413/781 [00:22<00:20, 18.35it/s]
 53%|#####3    | 415/781 [00:23<00:19, 18.33it/s]
 53%|#####3    | 417/781 [00:23<00:19, 18.32it/s]
 54%|#####3    | 419/781 [00:23<00:19, 18.37it/s]
 54%|#####3    | 421/781 [00:23<00:19, 18.19it/s]
 54%|#####4    | 423/781 [00:23<00:19, 18.31it/s]
 54%|#####4    | 425/781 [00:23<00:19, 18.41it/s]
 55%|#####4    | 427/781 [00:23<00:19, 18.49it/s]
 55%|#####4    | 429/781 [00:23<00:19, 18.19it/s]
 55%|#####5    | 431/781 [00:23<00:19, 18.29it/s]
 55%|#####5    | 433/781 [00:24<00:19, 18.10it/s]
 56%|#####5    | 435/781 [00:24<00:19, 18.15it/s]
 56%|#####5    | 437/781 [00:24<00:19, 18.05it/s]
 56%|#####6    | 439/781 [00:24<00:18, 18.11it/s]
 56%|#####6    | 441/781 [00:24<00:18, 18.09it/s]
 57%|#####6    | 443/781 [00:24<00:18, 18.17it/s]
 57%|#####6    | 445/781 [00:24<00:18, 18.24it/s]
 57%|#####7    | 447/781 [00:24<00:17, 18.63it/s]
 57%|#####7    | 449/781 [00:24<00:17, 18.50it/s]
 58%|#####7    | 451/781 [00:24<00:17, 18.88it/s]
 58%|#####8    | 453/781 [00:25<00:17, 19.12it/s]
 58%|#####8    | 455/781 [00:25<00:16, 19.25it/s]
 59%|#####8    | 458/781 [00:25<00:16, 19.61it/s]
 59%|#####9    | 461/781 [00:25<00:16, 19.79it/s]
 59%|#####9    | 463/781 [00:25<00:16, 19.71it/s]
 60%|#####9    | 465/781 [00:25<00:16, 19.51it/s]
 60%|#####9    | 467/781 [00:25<00:16, 19.37it/s]
 60%|######    | 469/781 [00:25<00:16, 19.44it/s]
 60%|######    | 471/781 [00:26<00:16, 19.19it/s]
 61%|######    | 473/781 [00:26<00:16, 18.75it/s]
 61%|######    | 475/781 [00:26<00:16, 18.40it/s]
 61%|######1   | 477/781 [00:26<00:16, 18.51it/s]
 61%|######1   | 479/781 [00:26<00:16, 18.39it/s]
 62%|######1   | 481/781 [00:26<00:16, 18.22it/s]
 62%|######1   | 483/781 [00:26<00:16, 17.91it/s]
 62%|######2   | 485/781 [00:26<00:16, 18.01it/s]
 62%|######2   | 487/781 [00:26<00:16, 18.19it/s]
 63%|######2   | 489/781 [00:27<00:15, 18.29it/s]
 63%|######2   | 491/781 [00:27<00:15, 18.36it/s]
 63%|######3   | 493/781 [00:27<00:15, 18.24it/s]
 63%|######3   | 495/781 [00:27<00:15, 18.21it/s]
 64%|######3   | 497/781 [00:27<00:15, 18.34it/s]
 64%|######3   | 499/781 [00:27<00:15, 18.37it/s]
 64%|######4   | 501/781 [00:27<00:15, 18.16it/s]
 64%|######4   | 503/781 [00:27<00:15, 18.27it/s]
 65%|######4   | 505/781 [00:27<00:15, 18.25it/s]
 65%|######4   | 507/781 [00:27<00:14, 18.35it/s]
 65%|######5   | 509/781 [00:28<00:14, 18.48it/s]
 65%|######5   | 511/781 [00:28<00:14, 18.07it/s]
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100%|##########| 781/781 [00:42<00:00, 18.25it/s]




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Validation Progress:  75%|#######5  | 33/44 [00:35<00:11,  1.07s/it]
Validation Progress:  77%|#######7  | 34/44 [00:36<00:11,  1.15s/it]
Validation Progress:  77%|#######7  | 34/44 [00:36<00:11,  1.15s/it]
Validation Progress:  77%|#######7  | 34/44 [00:36<00:11,  1.15s/it]
Validation Progress:  77%|#######7  | 34/44 [00:36<00:11,  1.15s/it]
Validation Progress:  80%|#######9  | 35/44 [00:37<00:10,  1.14s/it]
Validation Progress:  80%|#######9  | 35/44 [00:37<00:10,  1.14s/it]
Validation Progress:  80%|#######9  | 35/44 [00:37<00:10,  1.14s/it]
Validation Progress:  80%|#######9  | 35/44 [00:37<00:10,  1.14s/it]
Validation Progress:  82%|########1 | 36/44 [00:38<00:09,  1.15s/it]
Validation Progress:  82%|########1 | 36/44 [00:38<00:09,  1.15s/it]
Validation Progress:  82%|########1 | 36/44 [00:38<00:09,  1.15s/it]
Validation Progress:  82%|########1 | 36/44 [00:38<00:09,  1.15s/it]
Validation Progress:  84%|########4 | 37/44 [00:40<00:08,  1.18s/it]
Validation Progress:  84%|########4 | 37/44 [00:40<00:08,  1.18s/it]
Validation Progress:  84%|########4 | 37/44 [00:40<00:08,  1.18s/it]
Validation Progress:  84%|########4 | 37/44 [00:40<00:08,  1.18s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.15s/it]
Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.15s/it]
Validation Progress:  93%|#########3| 41/44 [00:44<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:44<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:44<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:44<00:03,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.01it/s]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.01it/s]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:47<00:00,  1.09s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:12<00:00, 12.82s/it]
100%|##########| 1/1 [00:12<00:00, 12.82s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.90it/s]
  3%|2         | 4/157 [00:00<00:11, 13.66it/s]
  4%|3         | 6/157 [00:00<00:10, 13.88it/s]
  5%|5         | 8/157 [00:00<00:09, 15.08it/s]
  6%|6         | 10/157 [00:00<00:09, 15.35it/s]
  8%|7         | 12/157 [00:00<00:09, 15.51it/s]
  9%|8         | 14/157 [00:00<00:09, 15.59it/s]
 10%|#         | 16/157 [00:01<00:09, 15.52it/s]
 11%|#1        | 18/157 [00:01<00:08, 15.96it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.10it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.30it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.01it/s]
 17%|#6        | 26/157 [00:01<00:08, 15.92it/s]
 18%|#7        | 28/157 [00:01<00:08, 16.12it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.08it/s]
 20%|##        | 32/157 [00:02<00:07, 16.24it/s]
 22%|##1       | 34/157 [00:02<00:07, 15.87it/s]
 23%|##2       | 36/157 [00:02<00:07, 15.75it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.22it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.65it/s]
 27%|##6       | 42/157 [00:02<00:06, 17.17it/s]
 28%|##8       | 44/157 [00:02<00:06, 17.57it/s]
 29%|##9       | 46/157 [00:02<00:06, 17.82it/s]
 31%|###       | 48/157 [00:02<00:06, 18.01it/s]
 32%|###1      | 50/157 [00:03<00:05, 17.89it/s]
 33%|###3      | 52/157 [00:03<00:05, 17.86it/s]
 34%|###4      | 54/157 [00:03<00:05, 17.92it/s]
 36%|###5      | 56/157 [00:03<00:05, 17.91it/s]
 37%|###6      | 58/157 [00:03<00:05, 17.96it/s]
 38%|###8      | 60/157 [00:03<00:05, 18.05it/s]
 39%|###9      | 62/157 [00:03<00:05, 18.05it/s]
 41%|####      | 64/157 [00:03<00:05, 18.20it/s]
 42%|####2     | 66/157 [00:03<00:05, 17.91it/s]
 43%|####3     | 68/157 [00:04<00:04, 18.04it/s]
 45%|####4     | 70/157 [00:04<00:04, 18.13it/s]
 46%|####5     | 72/157 [00:04<00:04, 18.14it/s]
 47%|####7     | 74/157 [00:04<00:04, 18.23it/s]
 48%|####8     | 76/157 [00:04<00:04, 17.47it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.60it/s]
 51%|#####     | 80/157 [00:04<00:04, 17.37it/s]
 52%|#####2    | 82/157 [00:04<00:04, 17.59it/s]
 54%|#####3    | 84/157 [00:04<00:04, 17.34it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.61it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.15it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.06it/s]
 59%|#####8    | 92/157 [00:05<00:04, 16.07it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.24it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.43it/s]
 62%|######2   | 98/157 [00:05<00:03, 15.96it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.76it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.86it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.86it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.81it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.67it/s]
 70%|#######   | 110/157 [00:06<00:03, 15.66it/s]
 71%|#######1  | 112/157 [00:06<00:02, 15.74it/s]
 73%|#######2  | 114/157 [00:06<00:02, 15.62it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.66it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.50it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.60it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.67it/s]
 79%|#######8  | 124/157 [00:07<00:02, 15.67it/s]
 80%|########  | 126/157 [00:07<00:01, 15.79it/s]
 82%|########1 | 128/157 [00:07<00:01, 15.88it/s]
 83%|########2 | 130/157 [00:07<00:01, 15.89it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.94it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.88it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.84it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.79it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.81it/s]
 90%|######### | 142/157 [00:08<00:00, 15.85it/s]
 92%|#########1| 144/157 [00:08<00:00, 15.90it/s]
 93%|#########2| 146/157 [00:08<00:00, 15.90it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.84it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.77it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.77it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.81it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.85it/s]
100%|##########| 157/157 [00:09<00:00, 16.39it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:50, 15.55it/s]
  1%|          | 4/781 [00:00<00:46, 16.88it/s]
  1%|          | 6/781 [00:00<00:44, 17.44it/s]
  1%|1         | 8/781 [00:00<00:43, 17.74it/s]
  1%|1         | 10/781 [00:00<00:42, 18.02it/s]
  2%|1         | 12/781 [00:00<00:42, 18.08it/s]
  2%|1         | 14/781 [00:00<00:42, 18.23it/s]
  2%|2         | 16/781 [00:00<00:42, 18.09it/s]
  2%|2         | 18/781 [00:01<00:42, 18.13it/s]
  3%|2         | 20/781 [00:01<00:41, 18.27it/s]
  3%|2         | 22/781 [00:01<00:41, 18.31it/s]
  3%|3         | 24/781 [00:01<00:41, 18.37it/s]
  3%|3         | 26/781 [00:01<00:41, 18.39it/s]
  4%|3         | 28/781 [00:01<00:41, 18.35it/s]
  4%|3         | 30/781 [00:01<00:41, 18.28it/s]
  4%|4         | 32/781 [00:01<00:41, 18.20it/s]
  4%|4         | 34/781 [00:01<00:40, 18.22it/s]
  5%|4         | 36/781 [00:01<00:40, 18.34it/s]
  5%|4         | 38/781 [00:02<00:41, 18.11it/s]
  5%|5         | 40/781 [00:02<00:40, 18.20it/s]
  5%|5         | 42/781 [00:02<00:40, 18.27it/s]
  6%|5         | 44/781 [00:02<00:40, 18.34it/s]
  6%|5         | 46/781 [00:02<00:40, 18.37it/s]
  6%|6         | 48/781 [00:02<00:39, 18.38it/s]
  6%|6         | 50/781 [00:02<00:39, 18.31it/s]
  7%|6         | 52/781 [00:02<00:39, 18.26it/s]
  7%|6         | 54/781 [00:02<00:39, 18.41it/s]
  7%|7         | 56/781 [00:03<00:39, 18.48it/s]
  7%|7         | 58/781 [00:03<00:39, 18.45it/s]
  8%|7         | 60/781 [00:03<00:39, 18.15it/s]
  8%|7         | 62/781 [00:03<00:39, 18.03it/s]
  8%|8         | 64/781 [00:03<00:39, 18.15it/s]
  8%|8         | 66/781 [00:03<00:39, 18.08it/s]
  9%|8         | 68/781 [00:03<00:39, 18.13it/s]
  9%|9         | 71/781 [00:03<00:37, 19.16it/s]
  9%|9         | 74/781 [00:04<00:35, 19.72it/s]
 10%|9         | 76/781 [00:04<00:35, 19.68it/s]
 10%|9         | 78/781 [00:04<00:36, 19.34it/s]
 10%|#         | 80/781 [00:04<00:36, 19.24it/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, 18.32it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.34it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.37it/s]
 12%|#1        | 92/781 [00:05<00:38, 18.12it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.94it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.78it/s]
 13%|#2        | 98/781 [00:05<00:37, 17.97it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.07it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.08it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.08it/s]
 14%|#3        | 106/781 [00:05<00:37, 17.92it/s]
 14%|#3        | 108/781 [00:05<00:37, 18.01it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.90it/s]
 14%|#4        | 112/781 [00:06<00:37, 18.04it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.16it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.08it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.15it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.21it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.02it/s]
 16%|#5        | 124/781 [00:06<00:36, 17.94it/s]
 16%|#6        | 126/781 [00:06<00:36, 17.82it/s]
 16%|#6        | 128/781 [00:07<00:36, 17.88it/s]
 17%|#6        | 130/781 [00:07<00:36, 17.93it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.93it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.04it/s]
 17%|#7        | 136/781 [00:07<00:35, 17.97it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.07it/s]
 18%|#7        | 140/781 [00:07<00:35, 18.12it/s]
 18%|#8        | 142/781 [00:07<00:35, 18.23it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.23it/s]
 19%|#8        | 146/781 [00:08<00:34, 18.22it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.22it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.23it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.11it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.02it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.11it/s]
 20%|##        | 158/781 [00:08<00:34, 18.19it/s]
 20%|##        | 160/781 [00:08<00:34, 18.19it/s]
 21%|##        | 162/781 [00:08<00:33, 18.28it/s]
 21%|##        | 164/781 [00:09<00:33, 18.16it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.11it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.15it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.23it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.31it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.22it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.25it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.09it/s]
 23%|##3       | 180/781 [00:09<00:33, 18.11it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.17it/s]
 24%|##3       | 184/781 [00:10<00:32, 18.10it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.10it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.11it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.05it/s]
 25%|##4       | 192/781 [00:10<00:32, 17.95it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.01it/s]
 25%|##5       | 196/781 [00:10<00:32, 18.16it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.28it/s]
 26%|##5       | 200/781 [00:10<00:33, 17.56it/s]
 26%|##5       | 202/781 [00:11<00:32, 17.87it/s]
 26%|##6       | 204/781 [00:11<00:32, 17.93it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.77it/s]
 27%|##6       | 208/781 [00:11<00:31, 17.99it/s]
 27%|##6       | 210/781 [00:11<00:31, 17.99it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.12it/s]
 27%|##7       | 214/781 [00:11<00:31, 18.21it/s]
 28%|##7       | 216/781 [00:11<00:31, 18.15it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.24it/s]
 28%|##8       | 220/781 [00:12<00:30, 18.36it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.40it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.42it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.51it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.39it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.32it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.32it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.41it/s]
 30%|###       | 236/781 [00:12<00:29, 18.37it/s]
 30%|###       | 238/781 [00:13<00:29, 18.43it/s]
 31%|###       | 240/781 [00:13<00:29, 18.49it/s]
 31%|###       | 242/781 [00:13<00:29, 18.38it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.31it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.32it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.34it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.16it/s]
 32%|###2      | 252/781 [00:13<00:29, 18.09it/s]
 33%|###2      | 254/781 [00:13<00:29, 18.10it/s]
 33%|###2      | 256/781 [00:14<00:28, 18.19it/s]
 33%|###3      | 258/781 [00:14<00:28, 18.16it/s]
 33%|###3      | 260/781 [00:14<00:28, 18.28it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.27it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.39it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.42it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.74it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.67it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.59it/s]
 35%|###5      | 274/781 [00:15<00:27, 18.29it/s]
 35%|###5      | 276/781 [00:15<00:27, 18.15it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.03it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.10it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.07it/s]
 36%|###6      | 284/781 [00:15<00:27, 17.83it/s]
 37%|###6      | 286/781 [00:15<00:27, 17.95it/s]
 37%|###6      | 288/781 [00:15<00:27, 17.87it/s]
 37%|###7      | 290/781 [00:15<00:27, 17.98it/s]
 37%|###7      | 292/781 [00:16<00:27, 17.86it/s]
 38%|###7      | 294/781 [00:16<00:27, 17.76it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.66it/s]
 38%|###8      | 298/781 [00:16<00:27, 17.52it/s]
 38%|###8      | 300/781 [00:16<00:27, 17.61it/s]
 39%|###8      | 302/781 [00:16<00:27, 17.70it/s]
 39%|###8      | 304/781 [00:16<00:27, 17.62it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.73it/s]
 39%|###9      | 308/781 [00:16<00:26, 17.79it/s]
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 80%|########  | 625/781 [00:34<00:08, 18.36it/s]
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100%|##########| 781/781 [00:42<00:00, 18.34it/s]
100%|##########| 781/781 [00:42<00:00, 18.32it/s]




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Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
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 13%|#2        | 100/781 [00:05<00:35, 18.98it/s]
 13%|#3        | 102/781 [00:05<00:35, 18.88it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.64it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.44it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.61it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.52it/s]
 14%|#4        | 112/781 [00:05<00:36, 18.50it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.64it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.70it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.77it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.79it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.65it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.64it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.69it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.70it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.74it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.89it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.79it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.73it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.89it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.75it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.70it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.83it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.85it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.83it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.87it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.84it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.82it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.81it/s]
 20%|##        | 158/781 [00:08<00:33, 18.77it/s]
 20%|##        | 160/781 [00:08<00:33, 18.77it/s]
 21%|##        | 162/781 [00:08<00:32, 18.86it/s]
 21%|##        | 164/781 [00:08<00:32, 19.03it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.06it/s]
 22%|##1       | 168/781 [00:08<00:32, 19.04it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.97it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.97it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.06it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.13it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.13it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.08it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.14it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.10it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.87it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.75it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.74it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.66it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.74it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.79it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.83it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.91it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.05it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.14it/s]
 26%|##6       | 206/781 [00:10<00:30, 19.05it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.11it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.10it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.08it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.85it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.69it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.86it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.01it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.02it/s]
 29%|##8       | 224/781 [00:11<00:29, 19.08it/s]
 29%|##8       | 226/781 [00:12<00:29, 19.10it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.96it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.99it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.06it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.14it/s]
 30%|###       | 236/781 [00:12<00:28, 19.18it/s]
 30%|###       | 238/781 [00:12<00:28, 19.19it/s]
 31%|###       | 240/781 [00:12<00:28, 19.00it/s]
 31%|###       | 242/781 [00:12<00:28, 18.98it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.09it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.12it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.10it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.04it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.04it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.00it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.10it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.16it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.12it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.91it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.86it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.88it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.83it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.92it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.62it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.69it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.59it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.70it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.80it/s]
 36%|###6      | 282/781 [00:14<00:26, 18.80it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.73it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.61it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.56it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.38it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.31it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.20it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.51it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.46it/s]
 38%|###8      | 300/781 [00:15<00:26, 18.40it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.50it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.62it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.83it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.88it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.95it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.94it/s]
 40%|####      | 314/781 [00:16<00:24, 18.84it/s]
 40%|####      | 316/781 [00:16<00:24, 18.82it/s]
 41%|####      | 318/781 [00:16<00:25, 18.30it/s]
 41%|####      | 320/781 [00:17<00:25, 18.35it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.40it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.67it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.66it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.53it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.53it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.33it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.49it/s]
 43%|####3     | 336/781 [00:17<00:24, 18.54it/s]
 43%|####3     | 338/781 [00:17<00:24, 18.13it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.34it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.49it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.69it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.81it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.92it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.01it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.73it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.87it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.99it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.99it/s]
 46%|####6     | 360/781 [00:19<00:22, 19.08it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.09it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.12it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.01it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.01it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.95it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.80it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.61it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.71it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.71it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.85it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.95it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.80it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.92it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.01it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.99it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.11it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.17it/s]
 51%|#####     | 396/781 [00:21<00:20, 19.00it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.48it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.68it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.66it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.87it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.92it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.01it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.00it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.05it/s]
 53%|#####3    | 414/781 [00:22<00:19, 19.15it/s]
 53%|#####3    | 416/781 [00:22<00:19, 19.11it/s]
 54%|#####3    | 418/781 [00:22<00:18, 19.14it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.19it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.23it/s]
 54%|#####4    | 424/781 [00:22<00:18, 19.23it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.22it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.21it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.19it/s]
 55%|#####5    | 432/781 [00:22<00:18, 19.23it/s]
 56%|#####5    | 434/781 [00:23<00:18, 19.18it/s]
 56%|#####5    | 436/781 [00:23<00:18, 19.14it/s]
 56%|#####6    | 438/781 [00:23<00:17, 19.08it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.81it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.78it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.60it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.72it/s]
 57%|#####7    | 448/781 [00:23<00:17, 18.61it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.76it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.83it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.87it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.56it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.49it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.43it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.40it/s]
 59%|#####9    | 464/781 [00:24<00:17, 18.38it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.59it/s]
 60%|#####9    | 468/781 [00:24<00:16, 18.73it/s]
 60%|######    | 470/781 [00:24<00:16, 18.62it/s]
 60%|######    | 472/781 [00:25<00:16, 18.78it/s]
 61%|######    | 474/781 [00:25<00:16, 18.73it/s]
 61%|######    | 476/781 [00:25<00:16, 18.64it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.59it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.61it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.56it/s]
 62%|######1   | 484/781 [00:25<00:15, 18.61it/s]
 62%|######2   | 486/781 [00:25<00:15, 18.66it/s]
 62%|######2   | 488/781 [00:25<00:15, 18.64it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.81it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.86it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.79it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.84it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.73it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.57it/s]
 64%|######4   | 502/781 [00:26<00:15, 18.59it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.68it/s]
 65%|######4   | 506/781 [00:26<00:14, 18.63it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.76it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.24it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.50it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.64it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.70it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.75it/s]
 67%|######6   | 520/781 [00:27<00:13, 18.85it/s]
 67%|######6   | 522/781 [00:27<00:13, 18.82it/s]
 67%|######7   | 524/781 [00:27<00:13, 18.88it/s]
 67%|######7   | 526/781 [00:27<00:13, 18.87it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.83it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.91it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.95it/s]
 68%|######8   | 534/781 [00:28<00:12, 19.08it/s]
 69%|######8   | 536/781 [00:28<00:12, 19.09it/s]
 69%|######8   | 538/781 [00:28<00:12, 19.17it/s]
 69%|######9   | 540/781 [00:28<00:12, 19.21it/s]
 69%|######9   | 542/781 [00:28<00:12, 19.26it/s]
 70%|######9   | 544/781 [00:28<00:12, 19.15it/s]
 70%|######9   | 546/781 [00:29<00:12, 19.12it/s]
 70%|#######   | 548/781 [00:29<00:12, 19.10it/s]
 70%|#######   | 550/781 [00:29<00:12, 19.12it/s]
 71%|#######   | 552/781 [00:29<00:11, 19.12it/s]
 71%|#######   | 554/781 [00:29<00:11, 19.10it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.95it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.94it/s]
 72%|#######1  | 560/781 [00:29<00:11, 19.02it/s]
 72%|#######1  | 562/781 [00:29<00:11, 19.07it/s]
 72%|#######2  | 564/781 [00:29<00:11, 19.12it/s]
 72%|#######2  | 566/781 [00:30<00:11, 19.10it/s]
 73%|#######2  | 568/781 [00:30<00:11, 19.07it/s]
 73%|#######2  | 570/781 [00:30<00:11, 19.12it/s]
 73%|#######3  | 572/781 [00:30<00:10, 19.17it/s]
 73%|#######3  | 574/781 [00:30<00:10, 19.21it/s]
 74%|#######3  | 576/781 [00:30<00:10, 18.80it/s]
 74%|#######4  | 578/781 [00:30<00:10, 18.83it/s]
 74%|#######4  | 580/781 [00:30<00:10, 18.91it/s]
 75%|#######4  | 582/781 [00:30<00:10, 19.02it/s]
 75%|#######4  | 584/781 [00:31<00:10, 19.06it/s]
 75%|#######5  | 586/781 [00:31<00:10, 19.01it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.90it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.95it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.90it/s]
 76%|#######6  | 594/781 [00:31<00:09, 18.76it/s]
 76%|#######6  | 596/781 [00:31<00:09, 18.82it/s]
 77%|#######6  | 598/781 [00:31<00:09, 18.97it/s]
 77%|#######6  | 600/781 [00:31<00:09, 18.78it/s]
 77%|#######7  | 602/781 [00:31<00:09, 18.82it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.81it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.90it/s]
 78%|#######7  | 608/781 [00:32<00:09, 19.00it/s]
 78%|#######8  | 610/781 [00:32<00:08, 19.00it/s]
 78%|#######8  | 612/781 [00:32<00:08, 19.11it/s]
 79%|#######8  | 614/781 [00:32<00:08, 19.06it/s]
 79%|#######8  | 616/781 [00:32<00:08, 19.00it/s]
 79%|#######9  | 618/781 [00:32<00:08, 19.11it/s]
 79%|#######9  | 620/781 [00:32<00:08, 19.10it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.99it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.93it/s]
 80%|########  | 626/781 [00:33<00:08, 18.94it/s]
 80%|########  | 628/781 [00:33<00:08, 18.99it/s]
 81%|########  | 630/781 [00:33<00:07, 19.00it/s]
 81%|########  | 632/781 [00:33<00:07, 18.96it/s]
 81%|########1 | 634/781 [00:33<00:07, 19.05it/s]
 81%|########1 | 636/781 [00:33<00:07, 19.09it/s]
 82%|########1 | 638/781 [00:33<00:07, 18.92it/s]
 82%|########1 | 640/781 [00:33<00:07, 18.82it/s]
 82%|########2 | 642/781 [00:34<00:07, 18.80it/s]
 82%|########2 | 644/781 [00:34<00:07, 18.77it/s]
 83%|########2 | 646/781 [00:34<00:07, 18.88it/s]
 83%|########2 | 648/781 [00:34<00:07, 18.91it/s]
 83%|########3 | 650/781 [00:34<00:06, 18.91it/s]
 83%|########3 | 652/781 [00:34<00:06, 18.88it/s]
 84%|########3 | 654/781 [00:34<00:06, 18.77it/s]
 84%|########3 | 656/781 [00:34<00:06, 18.71it/s]
 84%|########4 | 658/781 [00:34<00:06, 18.50it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.60it/s]
 85%|########4 | 662/781 [00:35<00:06, 18.61it/s]
 85%|########5 | 664/781 [00:35<00:06, 18.61it/s]
 85%|########5 | 666/781 [00:35<00:06, 18.73it/s]
 86%|########5 | 668/781 [00:35<00:06, 18.57it/s]
 86%|########5 | 670/781 [00:35<00:05, 18.73it/s]
 86%|########6 | 672/781 [00:35<00:05, 18.79it/s]
 86%|########6 | 674/781 [00:35<00:05, 18.87it/s]
 87%|########6 | 676/781 [00:35<00:05, 18.74it/s]
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 87%|########7 | 680/781 [00:36<00:05, 18.73it/s]
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 25%|##5       | 40/157 [00:02<00:06, 16.95it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.98it/s]
 28%|##8       | 44/157 [00:02<00:06, 17.03it/s]
 29%|##9       | 46/157 [00:02<00:06, 17.08it/s]
 31%|###       | 48/157 [00:02<00:06, 16.98it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.91it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.64it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.71it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.66it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.59it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.68it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.68it/s]
 41%|####      | 64/157 [00:03<00:05, 16.74it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.89it/s]
 43%|####3     | 68/157 [00:04<00:05, 17.00it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.98it/s]
 46%|####5     | 72/157 [00:04<00:04, 17.05it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.84it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.82it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.65it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.52it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.69it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.74it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.73it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.69it/s]
 57%|#####7    | 90/157 [00:05<00:03, 16.75it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.71it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.58it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.59it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.74it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.80it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.74it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.44it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.34it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.44it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.47it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.45it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.39it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.01it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.81it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.78it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.90it/s]
 79%|#######8  | 124/157 [00:07<00:02, 15.82it/s]
 80%|########  | 126/157 [00:07<00:01, 15.96it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.05it/s]
 83%|########2 | 130/157 [00:07<00:01, 15.97it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.14it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.38it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.49it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.57it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.72it/s]
 90%|######### | 142/157 [00:08<00:00, 16.63it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.78it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.89it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.89it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.80it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.76it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.70it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.34it/s]
100%|##########| 157/157 [00:09<00:00, 16.56it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:41, 18.99it/s]
  1%|          | 4/781 [00:00<00:40, 19.05it/s]
  1%|          | 6/781 [00:00<00:40, 18.98it/s]
  1%|1         | 8/781 [00:00<00:41, 18.74it/s]
  1%|1         | 10/781 [00:00<00:40, 18.85it/s]
  2%|1         | 12/781 [00:00<00:40, 19.00it/s]
  2%|1         | 14/781 [00:00<00:40, 19.02it/s]
  2%|2         | 16/781 [00:00<00:40, 19.07it/s]
  2%|2         | 18/781 [00:00<00:39, 19.08it/s]
  3%|2         | 20/781 [00:01<00:39, 19.17it/s]
  3%|2         | 22/781 [00:01<00:39, 19.19it/s]
  3%|3         | 24/781 [00:01<00:39, 19.22it/s]
  3%|3         | 26/781 [00:01<00:39, 19.22it/s]
  4%|3         | 28/781 [00:01<00:39, 19.19it/s]
  4%|3         | 30/781 [00:01<00:39, 19.14it/s]
  4%|4         | 32/781 [00:01<00:39, 19.06it/s]
  4%|4         | 34/781 [00:01<00:39, 19.03it/s]
  5%|4         | 36/781 [00:01<00:39, 19.02it/s]
  5%|4         | 38/781 [00:01<00:38, 19.12it/s]
  5%|5         | 40/781 [00:02<00:38, 19.16it/s]
  5%|5         | 42/781 [00:02<00:38, 19.06it/s]
  6%|5         | 44/781 [00:02<00:38, 19.10it/s]
  6%|5         | 46/781 [00:02<00:38, 19.10it/s]
  6%|6         | 48/781 [00:02<00:38, 19.18it/s]
  6%|6         | 50/781 [00:02<00:38, 19.18it/s]
  7%|6         | 52/781 [00:02<00:37, 19.23it/s]
  7%|6         | 54/781 [00:02<00:37, 19.28it/s]
  7%|7         | 56/781 [00:02<00:37, 19.31it/s]
  7%|7         | 58/781 [00:03<00:37, 19.25it/s]
  8%|7         | 60/781 [00:03<00:37, 19.28it/s]
  8%|7         | 62/781 [00:03<00:37, 19.29it/s]
  8%|8         | 64/781 [00:03<00:37, 19.30it/s]
  8%|8         | 66/781 [00:03<00:37, 19.27it/s]
  9%|8         | 68/781 [00:03<00:37, 19.20it/s]
  9%|8         | 70/781 [00:03<00:36, 19.22it/s]
  9%|9         | 72/781 [00:03<00:36, 19.27it/s]
  9%|9         | 74/781 [00:03<00:37, 19.01it/s]
 10%|9         | 76/781 [00:03<00:36, 19.08it/s]
 10%|9         | 78/781 [00:04<00:36, 19.05it/s]
 10%|#         | 80/781 [00:04<00:36, 19.15it/s]
 10%|#         | 82/781 [00:04<00:36, 19.17it/s]
 11%|#         | 84/781 [00:04<00:36, 19.16it/s]
 11%|#1        | 86/781 [00:04<00:36, 19.07it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.20it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.22it/s]
 12%|#1        | 92/781 [00:04<00:35, 19.25it/s]
 12%|#2        | 94/781 [00:04<00:35, 19.18it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.21it/s]
 13%|#2        | 98/781 [00:05<00:35, 18.98it/s]
 13%|#2        | 100/781 [00:05<00:35, 18.92it/s]
 13%|#3        | 102/781 [00:05<00:35, 19.04it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.06it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.15it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.14it/s]
 14%|#4        | 110/781 [00:05<00:35, 19.13it/s]
 14%|#4        | 112/781 [00:05<00:34, 19.22it/s]
 15%|#4        | 114/781 [00:05<00:34, 19.18it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.00it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.07it/s]
 15%|#5        | 120/781 [00:06<00:34, 19.07it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.63it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.69it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.64it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.64it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.65it/s]
 17%|#6        | 132/781 [00:06<00:34, 18.65it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.83it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.81it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.79it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.75it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.91it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.81it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.87it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.84it/s]
 19%|#9        | 150/781 [00:07<00:33, 18.83it/s]
 19%|#9        | 152/781 [00:07<00:33, 18.91it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.92it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.93it/s]
 20%|##        | 158/781 [00:08<00:32, 18.97it/s]
 20%|##        | 160/781 [00:08<00:32, 18.93it/s]
 21%|##        | 162/781 [00:08<00:32, 18.92it/s]
 21%|##        | 164/781 [00:08<00:32, 19.01it/s]
 21%|##1       | 166/781 [00:08<00:32, 19.05it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.95it/s]
 22%|##1       | 170/781 [00:08<00:32, 18.82it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.67it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.71it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.81it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.53it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.55it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.53it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.56it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.58it/s]
 24%|##4       | 188/781 [00:09<00:31, 18.78it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.85it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.94it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.05it/s]
 25%|##5       | 196/781 [00:10<00:30, 19.13it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.18it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.23it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.24it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.25it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.30it/s]
 27%|##6       | 208/781 [00:10<00:30, 19.02it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.96it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.93it/s]
 27%|##7       | 214/781 [00:11<00:29, 18.91it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.82it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.92it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.98it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.95it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.87it/s]
 29%|##8       | 226/781 [00:11<00:29, 18.89it/s]
 29%|##9       | 228/781 [00:11<00:29, 19.03it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.01it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.68it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.71it/s]
 30%|###       | 236/781 [00:12<00:29, 18.77it/s]
 30%|###       | 238/781 [00:12<00:29, 18.64it/s]
 31%|###       | 240/781 [00:12<00:29, 18.14it/s]
 31%|###       | 242/781 [00:12<00:30, 17.91it/s]
 31%|###1      | 244/781 [00:12<00:29, 18.28it/s]
 31%|###1      | 246/781 [00:12<00:28, 18.54it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.46it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.67it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.86it/s]
 33%|###2      | 254/781 [00:13<00:27, 18.97it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.08it/s]
 33%|###3      | 258/781 [00:13<00:52,  9.94it/s]
 33%|###3      | 260/781 [00:14<00:44, 11.59it/s]
 34%|###3      | 262/781 [00:14<00:39, 13.12it/s]
 34%|###3      | 264/781 [00:14<00:35, 14.46it/s]
 34%|###4      | 266/781 [00:14<00:33, 15.61it/s]
 34%|###4      | 268/781 [00:14<00:31, 16.41it/s]
 35%|###4      | 270/781 [00:14<00:30, 16.95it/s]
 35%|###4      | 272/781 [00:14<00:29, 17.46it/s]
 35%|###5      | 274/781 [00:14<00:28, 17.92it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.31it/s]
 36%|###5      | 278/781 [00:14<00:27, 18.53it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.61it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.79it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.96it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.94it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.95it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.00it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.05it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.02it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.91it/s]
 38%|###8      | 298/781 [00:16<00:25, 18.73it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.83it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.81it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.78it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.76it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.87it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.89it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.91it/s]
 40%|####      | 314/781 [00:16<00:24, 18.83it/s]
 40%|####      | 316/781 [00:16<00:24, 18.79it/s]
 41%|####      | 318/781 [00:17<00:24, 18.77it/s]
 41%|####      | 320/781 [00:17<00:24, 18.81it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.79it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.82it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.72it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.69it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.79it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.87it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.81it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.93it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.75it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.93it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.98it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.90it/s]
 44%|####4     | 346/781 [00:18<00:22, 18.97it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.84it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.74it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.86it/s]
 45%|####5     | 354/781 [00:19<00:22, 18.77it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.92it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.95it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.88it/s]
 46%|####6     | 362/781 [00:19<00:22, 19.01it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.66it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.63it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.45it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.58it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.79it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.51it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.85it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.71it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.69it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.93it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.84it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.77it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.79it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.77it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.90it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.81it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.70it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.69it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.80it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.93it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.93it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.87it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.76it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.79it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.84it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.85it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.81it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.84it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.89it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.73it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.92it/s]
 55%|#####4    | 426/781 [00:22<00:18, 19.00it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.08it/s]
 55%|#####5    | 430/781 [00:23<00:18, 19.12it/s]
 55%|#####5    | 432/781 [00:23<00:18, 19.13it/s]
 56%|#####5    | 434/781 [00:23<00:18, 19.09it/s]
 56%|#####5    | 436/781 [00:23<00:18, 19.07it/s]
 56%|#####6    | 438/781 [00:23<00:17, 19.12it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.14it/s]
 57%|#####6    | 442/781 [00:23<00:17, 18.88it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.98it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.95it/s]
 57%|#####7    | 448/781 [00:24<00:17, 18.77it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.85it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.99it/s]
 58%|#####8    | 454/781 [00:24<00:17, 19.07it/s]
 58%|#####8    | 456/781 [00:24<00:16, 19.15it/s]
 59%|#####8    | 458/781 [00:24<00:16, 19.20it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.20it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.12it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.04it/s]
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100%|##########| 781/781 [00:41<00:00, 18.73it/s]




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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<00:18,  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,  1.09s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.09s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.09s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.09s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.11s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.11s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.11s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.11s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.11s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.11s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.11s/it]
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,  1.17s/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,  1.16s/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,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.21s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.21s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.17s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  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:  91%|######### | 40/44 [00:44<00:04,  1.16s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.19s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.20s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.20s/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,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:14<00:00, 14.79s/it]
100%|##########| 1/1 [00:14<00:00, 14.79s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.84it/s]
  3%|2         | 4/157 [00:00<00:10, 14.87it/s]
  4%|3         | 6/157 [00:00<00:09, 15.53it/s]
  5%|5         | 8/157 [00:00<00:09, 15.86it/s]
  6%|6         | 10/157 [00:00<00:09, 15.97it/s]
  8%|7         | 12/157 [00:00<00:08, 16.19it/s]
  9%|8         | 14/157 [00:00<00:08, 16.25it/s]
 10%|#         | 16/157 [00:01<00:08, 15.88it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.09it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.24it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.12it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.13it/s]
 17%|#6        | 26/157 [00:01<00:08, 15.81it/s]
 18%|#7        | 28/157 [00:01<00:08, 15.99it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.01it/s]
 20%|##        | 32/157 [00:02<00:07, 15.96it/s]
 22%|##1       | 34/157 [00:02<00:07, 15.92it/s]
 23%|##2       | 36/157 [00:02<00:07, 15.95it/s]
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 34%|###4      | 54/157 [00:03<00:06, 16.61it/s]
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 38%|###8      | 60/157 [00:03<00:05, 16.70it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.44it/s]
 41%|####      | 64/157 [00:03<00:05, 16.26it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.36it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.33it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.43it/s]
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 48%|####8     | 76/157 [00:04<00:04, 16.53it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.55it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.66it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.68it/s]
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 55%|#####4    | 86/157 [00:05<00:04, 16.70it/s]
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 57%|#####7    | 90/157 [00:05<00:04, 16.71it/s]
 59%|#####8    | 92/157 [00:05<00:04, 16.22it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.49it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.61it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.69it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.72it/s]
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 75%|#######5  | 118/157 [00:07<00:02, 16.23it/s]
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 80%|########  | 126/157 [00:07<00:01, 16.20it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.14it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.12it/s]
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 87%|########6 | 136/157 [00:08<00:01, 16.17it/s]
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 89%|########9 | 140/157 [00:08<00:01, 15.93it/s]
 90%|######### | 142/157 [00:08<00:00, 15.98it/s]
 92%|#########1| 144/157 [00:08<00:00, 15.76it/s]
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100%|##########| 157/157 [00:09<00:00, 16.24it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
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  1%|          | 4/781 [00:00<00:44, 17.47it/s]
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  1%|1         | 8/781 [00:00<00:42, 18.23it/s]
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  2%|1         | 12/781 [00:00<00:41, 18.42it/s]
  2%|1         | 14/781 [00:00<00:41, 18.35it/s]
  2%|2         | 16/781 [00:00<00:41, 18.50it/s]
  2%|2         | 18/781 [00:00<00:42, 18.15it/s]
  3%|2         | 20/781 [00:01<00:41, 18.44it/s]
  3%|2         | 22/781 [00:01<00:41, 18.41it/s]
  3%|3         | 24/781 [00:01<00:41, 18.26it/s]
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  5%|4         | 36/781 [00:01<00:41, 17.96it/s]
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  5%|5         | 40/781 [00:02<00:40, 18.42it/s]
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  6%|5         | 44/781 [00:02<00:39, 18.73it/s]
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  6%|6         | 48/781 [00:02<00:39, 18.69it/s]
  6%|6         | 50/781 [00:02<00:39, 18.56it/s]
  7%|6         | 52/781 [00:02<00:39, 18.58it/s]
  7%|6         | 54/781 [00:02<00:39, 18.59it/s]
  7%|7         | 56/781 [00:03<00:38, 18.62it/s]
  7%|7         | 58/781 [00:03<00:38, 18.66it/s]
  8%|7         | 60/781 [00:03<00:38, 18.70it/s]
  8%|7         | 62/781 [00:03<00:38, 18.73it/s]
  8%|8         | 64/781 [00:03<00:38, 18.80it/s]
  8%|8         | 66/781 [00:03<00:38, 18.73it/s]
  9%|8         | 68/781 [00:03<00:38, 18.70it/s]
  9%|8         | 70/781 [00:03<00:38, 18.67it/s]
  9%|9         | 72/781 [00:03<00:37, 18.83it/s]
  9%|9         | 74/781 [00:04<00:37, 18.61it/s]
 10%|9         | 76/781 [00:04<00:37, 18.68it/s]
 10%|9         | 78/781 [00:04<00:37, 18.71it/s]
 10%|#         | 80/781 [00:04<00:37, 18.68it/s]
 10%|#         | 82/781 [00:04<00:37, 18.78it/s]
 11%|#         | 84/781 [00:04<00:37, 18.81it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.39it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.54it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.77it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.92it/s]
 12%|#2        | 94/781 [00:05<00:36, 19.01it/s]
 12%|#2        | 96/781 [00:05<00:35, 19.04it/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, 19.04it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.07it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.05it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.07it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.99it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.83it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.58it/s]
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 15%|#5        | 118/781 [00:06<00:36, 18.40it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.33it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.27it/s]
 16%|#5        | 124/781 [00:06<00:36, 18.25it/s]
 16%|#6        | 126/781 [00:06<00:36, 17.82it/s]
 16%|#6        | 128/781 [00:06<00:36, 17.77it/s]
 17%|#6        | 130/781 [00:07<00:36, 17.84it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.94it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.08it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.18it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.32it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.38it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.63it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.65it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.56it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.45it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.54it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.52it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.56it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.73it/s]
 20%|##        | 158/781 [00:08<00:33, 18.82it/s]
 20%|##        | 160/781 [00:08<00:33, 18.33it/s]
 21%|##        | 162/781 [00:08<00:33, 18.41it/s]
 21%|##        | 164/781 [00:08<00:33, 18.49it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.46it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.52it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.62it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.76it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.85it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.89it/s]
 23%|##2       | 178/781 [00:09<00:31, 18.86it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.82it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.74it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.71it/s]
 24%|##3       | 186/781 [00:10<00:31, 18.82it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.89it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.89it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.94it/s]
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 25%|##5       | 196/781 [00:10<00:31, 18.65it/s]
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 26%|##5       | 200/781 [00:10<00:31, 18.42it/s]
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 26%|##6       | 204/781 [00:11<00:30, 18.73it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.97it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.10it/s]
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 27%|##7       | 214/781 [00:11<00:30, 18.42it/s]
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 28%|##7       | 218/781 [00:11<00:30, 18.53it/s]
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 30%|###       | 236/781 [00:12<00:29, 18.52it/s]
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 31%|###       | 240/781 [00:12<00:29, 18.24it/s]
 31%|###       | 242/781 [00:13<00:29, 18.30it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.34it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.28it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.59it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.54it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.46it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.56it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.57it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.65it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.64it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.74it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.72it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.72it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.64it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.89it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.08it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.10it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.99it/s]
 36%|###5      | 278/781 [00:15<00:26, 18.95it/s]
 36%|###5      | 280/781 [00:15<00:26, 19.08it/s]
 36%|###6      | 282/781 [00:15<00:25, 19.20it/s]
 36%|###6      | 284/781 [00:15<00:25, 19.21it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.24it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.25it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.16it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.83it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.75it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.90it/s]
 38%|###8      | 298/781 [00:16<00:25, 18.94it/s]
 38%|###8      | 300/781 [00:16<00:25, 19.00it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.89it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.84it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.68it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.70it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.75it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.60it/s]
 40%|####      | 314/781 [00:16<00:25, 18.54it/s]
 40%|####      | 316/781 [00:17<00:24, 18.65it/s]
 41%|####      | 318/781 [00:17<00:24, 18.71it/s]
 41%|####      | 320/781 [00:17<00:24, 18.73it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.86it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.85it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.95it/s]
 42%|####1     | 328/781 [00:17<00:23, 18.91it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.99it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.88it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.91it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.88it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.82it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.82it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.78it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.77it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.68it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.71it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.79it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.77it/s]
 45%|####5     | 354/781 [00:19<00:22, 18.80it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.77it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.81it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.78it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.90it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.06it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.19it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.14it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.04it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.98it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.97it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.85it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.90it/s]
 49%|####8     | 380/781 [00:20<00:21, 19.04it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.10it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.05it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.18it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.06it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.05it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.88it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.85it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.70it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.71it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.72it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.74it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.54it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.53it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.49it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.26it/s]
 53%|#####2    | 412/781 [00:22<00:20, 18.03it/s]
 53%|#####3    | 414/781 [00:22<00:20, 18.11it/s]
 53%|#####3    | 416/781 [00:22<00:20, 17.87it/s]
 54%|#####3    | 418/781 [00:22<00:20, 17.37it/s]
 54%|#####3    | 420/781 [00:22<00:20, 17.74it/s]
 54%|#####4    | 422/781 [00:22<00:20, 17.57it/s]
 54%|#####4    | 424/781 [00:22<00:20, 17.85it/s]
 55%|#####4    | 426/781 [00:22<00:20, 17.72it/s]
 55%|#####4    | 428/781 [00:23<00:19, 17.91it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.12it/s]
 55%|#####5    | 432/781 [00:23<00:19, 18.31it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.56it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.73it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.91it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.07it/s]
 57%|#####6    | 442/781 [00:23<00:17, 18.96it/s]
 57%|#####6    | 444/781 [00:23<00:17, 19.16it/s]
 57%|#####7    | 446/781 [00:23<00:17, 19.13it/s]
 57%|#####7    | 448/781 [00:24<00:17, 19.26it/s]
 58%|#####7    | 450/781 [00:24<00:17, 19.30it/s]
 58%|#####7    | 452/781 [00:24<00:17, 19.29it/s]
 58%|#####8    | 454/781 [00:24<00:16, 19.24it/s]
 58%|#####8    | 456/781 [00:24<00:16, 19.22it/s]
 59%|#####8    | 458/781 [00:24<00:16, 19.11it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.15it/s]
 59%|#####9    | 462/781 [00:24<00:16, 19.18it/s]
 59%|#####9    | 464/781 [00:24<00:16, 19.24it/s]
 60%|#####9    | 466/781 [00:25<00:16, 19.29it/s]
 60%|#####9    | 468/781 [00:25<00:16, 19.38it/s]
 60%|######    | 470/781 [00:25<00:15, 19.54it/s]
 60%|######    | 472/781 [00:25<00:15, 19.59it/s]
 61%|######    | 474/781 [00:25<00:15, 19.59it/s]
 61%|######    | 476/781 [00:25<00:15, 19.58it/s]
 61%|######1   | 478/781 [00:25<00:15, 19.47it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.17it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.17it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.31it/s]
 62%|######2   | 486/781 [00:26<00:15, 19.03it/s]
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 63%|######2   | 490/781 [00:26<00:15, 18.67it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.96it/s]
 63%|######3   | 494/781 [00:26<00:15, 19.04it/s]
 64%|######3   | 496/781 [00:26<00:14, 19.08it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.23it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.29it/s]
 64%|######4   | 502/781 [00:26<00:14, 19.33it/s]
 65%|######4   | 504/781 [00:26<00:14, 19.37it/s]
 65%|######4   | 506/781 [00:27<00:14, 19.28it/s]
 65%|######5   | 508/781 [00:27<00:14, 19.40it/s]
 65%|######5   | 510/781 [00:27<00:13, 19.53it/s]
 66%|######5   | 512/781 [00:27<00:13, 19.65it/s]
 66%|######5   | 514/781 [00:27<00:13, 19.61it/s]
 66%|######6   | 516/781 [00:27<00:13, 19.57it/s]
 66%|######6   | 518/781 [00:27<00:13, 19.62it/s]
 67%|######6   | 521/781 [00:27<00:13, 19.76it/s]
 67%|######6   | 523/781 [00:27<00:13, 19.55it/s]
 67%|######7   | 525/781 [00:28<00:13, 19.63it/s]
 67%|######7   | 527/781 [00:28<00:12, 19.63it/s]
 68%|######7   | 529/781 [00:28<00:12, 19.46it/s]
 68%|######7   | 531/781 [00:28<00:12, 19.48it/s]
 68%|######8   | 533/781 [00:28<00:12, 19.33it/s]
 69%|######8   | 535/781 [00:28<00:12, 19.44it/s]
 69%|######8   | 537/781 [00:28<00:12, 19.52it/s]
 69%|######9   | 539/781 [00:28<00:12, 19.55it/s]
 69%|######9   | 541/781 [00:28<00:12, 19.55it/s]
 70%|######9   | 543/781 [00:28<00:12, 19.57it/s]
 70%|######9   | 545/781 [00:29<00:12, 18.82it/s]
 70%|#######   | 547/781 [00:29<00:12, 19.07it/s]
 70%|#######   | 549/781 [00:29<00:12, 19.17it/s]
 71%|#######   | 551/781 [00:29<00:11, 19.36it/s]
 71%|#######   | 553/781 [00:29<00:11, 19.48it/s]
 71%|#######1  | 555/781 [00:29<00:11, 19.42it/s]
 71%|#######1  | 557/781 [00:29<00:11, 19.51it/s]
 72%|#######1  | 559/781 [00:29<00:11, 19.55it/s]
 72%|#######1  | 561/781 [00:29<00:11, 19.58it/s]
 72%|#######2  | 563/781 [00:30<00:11, 19.58it/s]
 72%|#######2  | 565/781 [00:30<00:11, 19.59it/s]
 73%|#######2  | 567/781 [00:30<00:10, 19.52it/s]
 73%|#######2  | 569/781 [00:30<00:10, 19.37it/s]
 73%|#######3  | 571/781 [00:30<00:10, 19.26it/s]
 73%|#######3  | 573/781 [00:30<00:10, 19.39it/s]
 74%|#######3  | 575/781 [00:30<00:10, 19.44it/s]
 74%|#######3  | 577/781 [00:30<00:10, 19.47it/s]
 74%|#######4  | 579/781 [00:30<00:10, 19.37it/s]
 74%|#######4  | 581/781 [00:30<00:10, 19.52it/s]
 75%|#######4  | 583/781 [00:31<00:10, 19.35it/s]
 75%|#######4  | 585/781 [00:31<00:10, 19.28it/s]
 75%|#######5  | 587/781 [00:31<00:10, 19.03it/s]
 75%|#######5  | 589/781 [00:31<00:10, 19.15it/s]
 76%|#######5  | 591/781 [00:31<00:09, 19.10it/s]
 76%|#######5  | 593/781 [00:31<00:09, 18.86it/s]
 76%|#######6  | 595/781 [00:31<00:09, 18.63it/s]
 76%|#######6  | 597/781 [00:31<00:09, 18.64it/s]
 77%|#######6  | 599/781 [00:31<00:09, 18.49it/s]
 77%|#######6  | 601/781 [00:32<00:09, 18.13it/s]
 77%|#######7  | 603/781 [00:32<00:09, 18.47it/s]
 77%|#######7  | 605/781 [00:32<00:09, 18.29it/s]
 78%|#######7  | 607/781 [00:32<00:09, 18.60it/s]
 78%|#######7  | 609/781 [00:32<00:09, 18.43it/s]
 78%|#######8  | 611/781 [00:32<00:09, 18.46it/s]
 78%|#######8  | 613/781 [00:32<00:09, 18.41it/s]
 79%|#######8  | 615/781 [00:32<00:09, 18.35it/s]
 79%|#######9  | 617/781 [00:32<00:09, 18.16it/s]
 79%|#######9  | 619/781 [00:32<00:08, 18.25it/s]
 80%|#######9  | 621/781 [00:33<00:08, 18.24it/s]
 80%|#######9  | 623/781 [00:33<00:08, 18.06it/s]
 80%|########  | 625/781 [00:33<00:08, 18.16it/s]
 80%|########  | 627/781 [00:33<00:08, 18.30it/s]
 81%|########  | 629/781 [00:33<00:08, 18.16it/s]
 81%|########  | 631/781 [00:33<00:08, 18.19it/s]
 81%|########1 | 633/781 [00:33<00:08, 18.28it/s]
 81%|########1 | 635/781 [00:33<00:08, 17.98it/s]
 82%|########1 | 637/781 [00:33<00:07, 18.35it/s]
 82%|########1 | 639/781 [00:34<00:07, 18.19it/s]
 82%|########2 | 641/781 [00:34<00:07, 17.98it/s]
 82%|########2 | 643/781 [00:34<00:07, 18.35it/s]
 83%|########2 | 645/781 [00:34<00:07, 18.69it/s]
 83%|########2 | 647/781 [00:34<00:07, 18.96it/s]
 83%|########3 | 649/781 [00:34<00:07, 18.83it/s]
 83%|########3 | 651/781 [00:34<00:06, 18.90it/s]
 84%|########3 | 653/781 [00:34<00:06, 18.92it/s]
 84%|########3 | 655/781 [00:34<00:06, 18.90it/s]
 84%|########4 | 657/781 [00:35<00:06, 19.14it/s]
 84%|########4 | 659/781 [00:35<00:06, 19.35it/s]
 85%|########4 | 661/781 [00:35<00:06, 19.44it/s]
 85%|########4 | 663/781 [00:35<00:06, 19.49it/s]
 85%|########5 | 665/781 [00:35<00:05, 19.63it/s]
 85%|########5 | 667/781 [00:35<00:05, 19.56it/s]
 86%|########5 | 669/781 [00:35<00:05, 19.42it/s]
 86%|########5 | 671/781 [00:35<00:05, 19.18it/s]
 86%|########6 | 673/781 [00:35<00:05, 19.09it/s]
 86%|########6 | 675/781 [00:35<00:05, 19.19it/s]
 87%|########6 | 677/781 [00:36<00:05, 19.32it/s]
 87%|########6 | 679/781 [00:36<00:05, 19.30it/s]
 87%|########7 | 681/781 [00:36<00:05, 18.97it/s]
 87%|########7 | 683/781 [00:36<00:05, 19.05it/s]
 88%|########7 | 685/781 [00:36<00:04, 19.30it/s]
 88%|########8 | 688/781 [00:36<00:04, 19.57it/s]
 88%|########8 | 690/781 [00:36<00:04, 19.64it/s]
 89%|########8 | 692/781 [00:36<00:04, 19.64it/s]
 89%|########8 | 694/781 [00:36<00:04, 19.69it/s]
 89%|########9 | 696/781 [00:37<00:04, 19.52it/s]
 89%|########9 | 698/781 [00:37<00:04, 19.61it/s]
 90%|########9 | 701/781 [00:37<00:04, 19.73it/s]
 90%|######### | 703/781 [00:37<00:03, 19.66it/s]
 90%|######### | 705/781 [00:37<00:03, 19.65it/s]
 91%|######### | 707/781 [00:37<00:03, 19.65it/s]
 91%|######### | 709/781 [00:37<00:03, 19.66it/s]
 91%|#########1| 711/781 [00:37<00:03, 19.69it/s]
 91%|#########1| 713/781 [00:37<00:03, 19.73it/s]
 92%|#########1| 715/781 [00:38<00:03, 19.60it/s]
 92%|#########1| 717/781 [00:38<00:03, 18.79it/s]
 92%|#########2| 719/781 [00:38<00:03, 18.96it/s]
 92%|#########2| 721/781 [00:38<00:03, 18.98it/s]
 93%|#########2| 723/781 [00:38<00:03, 18.99it/s]
 93%|#########2| 725/781 [00:38<00:02, 19.18it/s]
 93%|#########3| 727/781 [00:38<00:02, 19.16it/s]
 93%|#########3| 729/781 [00:38<00:02, 19.22it/s]
 94%|#########3| 731/781 [00:38<00:02, 19.30it/s]
 94%|#########3| 733/781 [00:38<00:02, 19.32it/s]
 94%|#########4| 735/781 [00:39<00:02, 19.30it/s]
 94%|#########4| 737/781 [00:39<00:02, 19.31it/s]
 95%|#########4| 739/781 [00:39<00:02, 19.31it/s]
 95%|#########4| 741/781 [00:39<00:02, 19.41it/s]
 95%|#########5| 743/781 [00:39<00:01, 19.38it/s]
 95%|#########5| 745/781 [00:39<00:01, 19.40it/s]
 96%|#########5| 747/781 [00:39<00:01, 19.45it/s]
 96%|#########5| 749/781 [00:39<00:01, 19.52it/s]
 96%|#########6| 751/781 [00:39<00:01, 19.36it/s]
 96%|#########6| 753/781 [00:39<00:01, 19.25it/s]
 97%|#########6| 755/781 [00:40<00:01, 19.25it/s]
 97%|#########6| 757/781 [00:40<00:01, 19.38it/s]
 97%|#########7| 759/781 [00:40<00:01, 19.18it/s]
 97%|#########7| 761/781 [00:40<00:01, 19.29it/s]
 98%|#########7| 763/781 [00:40<00:00, 19.19it/s]
 98%|#########7| 765/781 [00:40<00:00, 18.98it/s]
 98%|#########8| 767/781 [00:40<00:00, 19.07it/s]
 98%|#########8| 769/781 [00:40<00:00, 19.16it/s]
 99%|#########8| 771/781 [00:40<00:00, 19.02it/s]
 99%|#########8| 773/781 [00:41<00:00, 19.15it/s]
 99%|#########9| 775/781 [00:41<00:00, 19.05it/s]
 99%|#########9| 777/781 [00:41<00:00, 18.91it/s]
100%|#########9| 779/781 [00:41<00:00, 18.82it/s]
100%|##########| 781/781 [00:41<00:00, 19.01it/s]
100%|##########| 781/781 [00:41<00:00, 18.84it/s]



Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]

Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:40,  1.05it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:40,  1.06it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:40,  1.06it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.01it/s]
Validation Progress:   5%|4         | 2/44 [00:02<00:42,  1.01s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:42,  1.01s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:42,  1.01s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.03s/it]
Validation Progress:   7%|6         | 3/44 [00:02<00:40,  1.01it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:40,  1.01it/s]
Validation Progress:   7%|6         | 3/44 [00:02<00:40,  1.01it/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]
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  4%|4         | 32/781 [00:01<00:36, 20.70it/s]
  4%|4         | 35/781 [00:01<00:35, 20.86it/s]
  5%|4         | 38/781 [00:01<00:35, 20.82it/s]
  5%|5         | 41/781 [00:01<00:35, 20.57it/s]
  6%|5         | 44/781 [00:02<00:35, 20.70it/s]
  6%|6         | 47/781 [00:02<00:36, 20.30it/s]
  6%|6         | 50/781 [00:02<00:36, 20.28it/s]
  7%|6         | 53/781 [00:02<00:35, 20.27it/s]
  7%|7         | 56/781 [00:02<00:35, 20.42it/s]
  8%|7         | 59/781 [00:02<00:35, 20.59it/s]
  8%|7         | 62/781 [00:03<00:34, 20.74it/s]
  8%|8         | 65/781 [00:03<00:34, 20.89it/s]
  9%|8         | 68/781 [00:03<00:34, 20.77it/s]
  9%|9         | 71/781 [00:03<00:33, 20.91it/s]
  9%|9         | 74/781 [00:03<00:33, 21.01it/s]
 10%|9         | 77/781 [00:03<00:33, 21.07it/s]
 10%|#         | 80/781 [00:03<00:33, 21.13it/s]
 11%|#         | 83/781 [00:04<00:33, 20.99it/s]
 11%|#1        | 86/781 [00:04<00:33, 20.80it/s]
 11%|#1        | 89/781 [00:04<00:33, 20.77it/s]
 12%|#1        | 92/781 [00:04<00:34, 20.10it/s]
 12%|#2        | 95/781 [00:04<00:35, 19.42it/s]
 12%|#2        | 97/781 [00:04<00:35, 19.45it/s]
 13%|#2        | 99/781 [00:04<00:36, 18.83it/s]
 13%|#2        | 101/781 [00:04<00:37, 18.26it/s]
 13%|#3        | 103/781 [00:05<00:37, 17.94it/s]
 13%|#3        | 105/781 [00:05<00:38, 17.73it/s]
 14%|#3        | 107/781 [00:05<00:36, 18.30it/s]
 14%|#3        | 109/781 [00:05<00:37, 17.93it/s]
 14%|#4        | 111/781 [00:05<00:37, 17.97it/s]
 14%|#4        | 113/781 [00:05<00:36, 18.46it/s]
 15%|#4        | 115/781 [00:05<00:35, 18.84it/s]
 15%|#5        | 118/781 [00:05<00:34, 19.37it/s]
 15%|#5        | 121/781 [00:06<00:33, 19.80it/s]
 16%|#5        | 124/781 [00:06<00:32, 20.10it/s]
 16%|#6        | 127/781 [00:06<00:32, 20.14it/s]
 17%|#6        | 130/781 [00:06<00:31, 20.42it/s]
 17%|#7        | 133/781 [00:06<00:31, 20.48it/s]
 17%|#7        | 136/781 [00:06<00:31, 20.54it/s]
 18%|#7        | 139/781 [00:06<00:31, 20.57it/s]
 18%|#8        | 142/781 [00:07<00:31, 20.40it/s]
 19%|#8        | 145/781 [00:07<00:30, 20.52it/s]
 19%|#8        | 148/781 [00:07<00:30, 20.48it/s]
 19%|#9        | 151/781 [00:07<00:30, 20.49it/s]
 20%|#9        | 154/781 [00:07<00:31, 20.00it/s]
 20%|##        | 157/781 [00:07<00:31, 20.04it/s]
 20%|##        | 160/781 [00:07<00:30, 20.12it/s]
 21%|##        | 163/781 [00:08<00:30, 20.25it/s]
 21%|##1       | 166/781 [00:08<00:30, 20.14it/s]
 22%|##1       | 169/781 [00:08<00:30, 20.25it/s]
 22%|##2       | 172/781 [00:08<00:29, 20.46it/s]
 22%|##2       | 175/781 [00:08<00:29, 20.51it/s]
 23%|##2       | 178/781 [00:08<00:29, 20.49it/s]
 23%|##3       | 181/781 [00:08<00:29, 20.33it/s]
 24%|##3       | 184/781 [00:09<00:29, 20.17it/s]
 24%|##3       | 187/781 [00:09<00:31, 19.11it/s]
 24%|##4       | 189/781 [00:09<00:31, 18.72it/s]
 24%|##4       | 191/781 [00:09<00:32, 18.43it/s]
 25%|##4       | 193/781 [00:09<00:32, 18.26it/s]
 25%|##4       | 195/781 [00:09<00:32, 18.21it/s]
 25%|##5       | 197/781 [00:09<00:32, 18.13it/s]
 25%|##5       | 199/781 [00:09<00:32, 17.83it/s]
 26%|##5       | 201/781 [00:10<00:32, 17.82it/s]
 26%|##5       | 203/781 [00:10<00:32, 17.80it/s]
 26%|##6       | 205/781 [00:10<00:32, 17.66it/s]
 27%|##6       | 207/781 [00:10<00:32, 17.68it/s]
 27%|##6       | 209/781 [00:10<00:32, 17.50it/s]
 27%|##7       | 211/781 [00:10<00:32, 17.50it/s]
 27%|##7       | 213/781 [00:10<00:32, 17.61it/s]
 28%|##7       | 215/781 [00:10<00:31, 17.96it/s]
 28%|##7       | 217/781 [00:10<00:31, 18.08it/s]
 28%|##8       | 219/781 [00:11<00:31, 17.82it/s]
 28%|##8       | 221/781 [00:11<00:30, 18.10it/s]
 29%|##8       | 223/781 [00:11<00:30, 18.27it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.21it/s]
 29%|##9       | 229/781 [00:11<00:27, 19.81it/s]
 30%|##9       | 232/781 [00:11<00:27, 20.10it/s]
 30%|##9       | 234/781 [00:11<00:27, 19.95it/s]
 30%|###       | 237/781 [00:12<00:26, 20.27it/s]
 31%|###       | 240/781 [00:12<00:27, 19.88it/s]
 31%|###       | 242/781 [00:12<00:27, 19.40it/s]
 31%|###1      | 244/781 [00:12<00:28, 19.04it/s]
 31%|###1      | 246/781 [00:12<00:28, 18.82it/s]
 32%|###1      | 249/781 [00:12<00:27, 19.15it/s]
 32%|###2      | 251/781 [00:12<00:27, 19.34it/s]
 32%|###2      | 253/781 [00:12<00:27, 19.02it/s]
 33%|###2      | 255/781 [00:12<00:27, 19.20it/s]
 33%|###2      | 257/781 [00:13<00:27, 18.84it/s]
 33%|###3      | 259/781 [00:13<00:27, 18.76it/s]
 33%|###3      | 261/781 [00:13<00:27, 18.58it/s]
 34%|###3      | 263/781 [00:13<00:28, 18.42it/s]
 34%|###3      | 265/781 [00:13<00:28, 18.28it/s]
 34%|###4      | 267/781 [00:13<00:28, 18.14it/s]
 34%|###4      | 269/781 [00:13<00:28, 17.96it/s]
 35%|###4      | 271/781 [00:13<00:28, 18.18it/s]
 35%|###4      | 273/781 [00:13<00:27, 18.34it/s]
 35%|###5      | 275/781 [00:14<00:27, 18.21it/s]
 35%|###5      | 277/781 [00:14<00:27, 18.62it/s]
 36%|###5      | 279/781 [00:14<00:27, 18.14it/s]
 36%|###5      | 281/781 [00:14<00:27, 18.12it/s]
 36%|###6      | 283/781 [00:14<00:27, 18.42it/s]
 36%|###6      | 285/781 [00:14<00:27, 18.13it/s]
 37%|###6      | 287/781 [00:14<00:27, 17.95it/s]
 37%|###7      | 289/781 [00:14<00:27, 17.98it/s]
 37%|###7      | 291/781 [00:14<00:27, 18.11it/s]
 38%|###7      | 293/781 [00:15<00:27, 17.83it/s]
 38%|###7      | 295/781 [00:15<00:26, 18.26it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.14it/s]
 39%|###8      | 301/781 [00:15<00:24, 19.65it/s]
 39%|###8      | 304/781 [00:15<00:23, 19.91it/s]
 39%|###9      | 307/781 [00:15<00:24, 19.72it/s]
 40%|###9      | 309/781 [00:15<00:24, 19.30it/s]
 40%|###9      | 311/781 [00:15<00:24, 18.87it/s]
 40%|####      | 313/781 [00:16<00:25, 18.65it/s]
 40%|####      | 315/781 [00:16<00:24, 18.95it/s]
 41%|####      | 317/781 [00:16<00:25, 18.44it/s]
 41%|####      | 319/781 [00:16<00:25, 18.17it/s]
 41%|####1     | 321/781 [00:16<00:25, 17.91it/s]
 41%|####1     | 323/781 [00:16<00:25, 17.77it/s]
 42%|####1     | 325/781 [00:16<00:25, 17.78it/s]
 42%|####1     | 327/781 [00:16<00:25, 17.70it/s]
 42%|####2     | 329/781 [00:16<00:25, 17.44it/s]
 42%|####2     | 331/781 [00:17<00:25, 17.47it/s]
 43%|####2     | 333/781 [00:17<00:25, 17.54it/s]
 43%|####3     | 336/781 [00:17<00:24, 18.34it/s]
 43%|####3     | 338/781 [00:17<00:24, 18.30it/s]
 44%|####3     | 340/781 [00:17<00:24, 18.34it/s]
 44%|####3     | 342/781 [00:17<00:24, 17.97it/s]
 44%|####4     | 344/781 [00:17<00:24, 17.72it/s]
 44%|####4     | 346/781 [00:17<00:24, 18.07it/s]
 45%|####4     | 349/781 [00:18<00:23, 18.73it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.40it/s]
 45%|####5     | 355/781 [00:18<00:21, 19.84it/s]
 46%|####5     | 358/781 [00:18<00:20, 20.15it/s]
 46%|####6     | 361/781 [00:18<00:20, 20.33it/s]
 47%|####6     | 364/781 [00:18<00:20, 20.39it/s]
 47%|####6     | 367/781 [00:18<00:20, 20.24it/s]
 47%|####7     | 370/781 [00:19<00:20, 20.13it/s]
 48%|####7     | 373/781 [00:19<00:20, 20.19it/s]
 48%|####8     | 376/781 [00:19<00:19, 20.36it/s]
 49%|####8     | 379/781 [00:19<00:19, 20.35it/s]
 49%|####8     | 382/781 [00:19<00:19, 20.40it/s]
 49%|####9     | 385/781 [00:19<00:19, 20.46it/s]
 50%|####9     | 388/781 [00:19<00:19, 20.09it/s]
 50%|#####     | 391/781 [00:20<00:19, 20.36it/s]
 50%|#####     | 394/781 [00:20<00:18, 20.54it/s]
 51%|#####     | 397/781 [00:20<00:18, 20.60it/s]
 51%|#####1    | 400/781 [00:20<00:18, 20.46it/s]
 52%|#####1    | 403/781 [00:20<00:18, 20.53it/s]
 52%|#####1    | 406/781 [00:20<00:18, 20.61it/s]
 52%|#####2    | 409/781 [00:21<00:18, 20.24it/s]
 53%|#####2    | 412/781 [00:21<00:18, 20.37it/s]
 53%|#####3    | 415/781 [00:21<00:17, 20.43it/s]
 54%|#####3    | 418/781 [00:21<00:17, 20.55it/s]
 54%|#####3    | 421/781 [00:21<00:17, 20.61it/s]
 54%|#####4    | 424/781 [00:21<00:17, 20.66it/s]
 55%|#####4    | 427/781 [00:21<00:17, 20.72it/s]
 55%|#####5    | 430/781 [00:22<00:16, 20.74it/s]
 55%|#####5    | 433/781 [00:22<00:16, 20.84it/s]
 56%|#####5    | 436/781 [00:22<00:16, 20.89it/s]
 56%|#####6    | 439/781 [00:22<00:16, 20.78it/s]
 57%|#####6    | 442/781 [00:22<00:16, 20.72it/s]
 57%|#####6    | 445/781 [00:22<00:16, 20.74it/s]
 57%|#####7    | 448/781 [00:22<00:16, 20.81it/s]
 58%|#####7    | 451/781 [00:23<00:16, 20.59it/s]
 58%|#####8    | 454/781 [00:23<00:15, 20.64it/s]
 59%|#####8    | 457/781 [00:23<00:15, 20.62it/s]
 59%|#####8    | 460/781 [00:23<00:15, 20.27it/s]
 59%|#####9    | 463/781 [00:23<00:15, 20.37it/s]
 60%|#####9    | 466/781 [00:23<00:15, 20.47it/s]
 60%|######    | 469/781 [00:23<00:15, 20.60it/s]
 60%|######    | 472/781 [00:24<00:14, 20.80it/s]
 61%|######    | 475/781 [00:24<00:14, 20.65it/s]
 61%|######1   | 478/781 [00:24<00:14, 20.68it/s]
 62%|######1   | 481/781 [00:24<00:14, 20.67it/s]
 62%|######1   | 484/781 [00:24<00:14, 20.81it/s]
 62%|######2   | 487/781 [00:24<00:14, 20.81it/s]
 63%|######2   | 490/781 [00:24<00:14, 20.68it/s]
 63%|######3   | 493/781 [00:25<00:13, 20.68it/s]
 64%|######3   | 496/781 [00:25<00:13, 20.45it/s]
 64%|######3   | 499/781 [00:25<00:13, 20.44it/s]
 64%|######4   | 502/781 [00:25<00:13, 20.60it/s]
 65%|######4   | 505/781 [00:25<00:13, 20.39it/s]
 65%|######5   | 508/781 [00:25<00:13, 20.33it/s]
 65%|######5   | 511/781 [00:25<00:13, 19.94it/s]
 66%|######5   | 513/781 [00:26<00:13, 19.78it/s]
 66%|######5   | 515/781 [00:26<00:13, 19.43it/s]
 66%|######6   | 517/781 [00:26<00:13, 18.89it/s]
 66%|######6   | 519/781 [00:26<00:14, 18.63it/s]
 67%|######6   | 521/781 [00:26<00:14, 18.35it/s]
 67%|######6   | 523/781 [00:26<00:14, 18.24it/s]
 67%|######7   | 525/781 [00:26<00:14, 18.19it/s]
 67%|######7   | 527/781 [00:26<00:13, 18.43it/s]
 68%|######7   | 529/781 [00:26<00:13, 18.77it/s]
 68%|######8   | 532/781 [00:27<00:12, 19.48it/s]
 69%|######8   | 535/781 [00:27<00:12, 19.65it/s]
 69%|######8   | 538/781 [00:27<00:12, 19.76it/s]
 69%|######9   | 540/781 [00:27<00:12, 19.50it/s]
 69%|######9   | 542/781 [00:27<00:12, 19.61it/s]
 70%|######9   | 545/781 [00:27<00:11, 19.81it/s]
 70%|#######   | 547/781 [00:27<00:11, 19.67it/s]
 70%|#######   | 549/781 [00:27<00:11, 19.36it/s]
 71%|#######   | 552/781 [00:28<00:11, 19.45it/s]
 71%|#######   | 554/781 [00:28<00:11, 19.31it/s]
 71%|#######1  | 556/781 [00:28<00:11, 19.14it/s]
 72%|#######1  | 559/781 [00:28<00:11, 19.57it/s]
 72%|#######1  | 562/781 [00:28<00:11, 19.91it/s]
 72%|#######2  | 565/781 [00:28<00:10, 20.22it/s]
 73%|#######2  | 568/781 [00:28<00:10, 20.42it/s]
 73%|#######3  | 571/781 [00:29<00:10, 20.62it/s]
 73%|#######3  | 574/781 [00:29<00:10, 20.43it/s]
 74%|#######3  | 577/781 [00:29<00:10, 20.20it/s]
 74%|#######4  | 580/781 [00:29<00:09, 20.38it/s]
 75%|#######4  | 583/781 [00:29<00:09, 20.49it/s]
 75%|#######5  | 586/781 [00:29<00:09, 20.44it/s]
 75%|#######5  | 589/781 [00:29<00:09, 20.60it/s]
 76%|#######5  | 592/781 [00:30<00:09, 20.75it/s]
 76%|#######6  | 595/781 [00:30<00:08, 20.84it/s]
 77%|#######6  | 598/781 [00:30<00:08, 20.95it/s]
 77%|#######6  | 601/781 [00:30<00:08, 20.97it/s]
 77%|#######7  | 604/781 [00:30<00:08, 20.73it/s]
 78%|#######7  | 607/781 [00:30<00:08, 20.49it/s]
 78%|#######8  | 610/781 [00:30<00:08, 20.58it/s]
 78%|#######8  | 613/781 [00:31<00:08, 20.74it/s]
 79%|#######8  | 616/781 [00:31<00:07, 20.80it/s]
 79%|#######9  | 619/781 [00:31<00:07, 20.81it/s]
 80%|#######9  | 622/781 [00:31<00:07, 20.90it/s]
 80%|########  | 625/781 [00:31<00:07, 20.93it/s]
 80%|########  | 628/781 [00:31<00:07, 21.00it/s]
 81%|########  | 631/781 [00:31<00:07, 20.61it/s]
 81%|########1 | 634/781 [00:32<00:07, 20.78it/s]
 82%|########1 | 637/781 [00:32<00:06, 20.81it/s]
 82%|########1 | 640/781 [00:32<00:06, 20.87it/s]
 82%|########2 | 643/781 [00:32<00:06, 20.96it/s]
 83%|########2 | 646/781 [00:32<00:06, 20.90it/s]
 83%|########3 | 649/781 [00:32<00:06, 20.88it/s]
 83%|########3 | 652/781 [00:32<00:06, 20.78it/s]
 84%|########3 | 655/781 [00:33<00:06, 20.73it/s]
 84%|########4 | 658/781 [00:33<00:05, 20.61it/s]
 85%|########4 | 661/781 [00:33<00:05, 20.78it/s]
 85%|########5 | 664/781 [00:33<00:05, 20.92it/s]
 85%|########5 | 667/781 [00:33<00:05, 20.92it/s]
 86%|########5 | 670/781 [00:33<00:05, 20.98it/s]
 86%|########6 | 673/781 [00:33<00:05, 21.10it/s]
 87%|########6 | 676/781 [00:34<00:04, 21.06it/s]
 87%|########6 | 679/781 [00:34<00:04, 20.88it/s]
 87%|########7 | 682/781 [00:34<00:04, 20.83it/s]
 88%|########7 | 685/781 [00:34<00:04, 20.83it/s]
 88%|########8 | 688/781 [00:34<00:04, 20.75it/s]
 88%|########8 | 691/781 [00:34<00:04, 20.79it/s]
 89%|########8 | 694/781 [00:34<00:04, 20.63it/s]
 89%|########9 | 697/781 [00:35<00:04, 20.51it/s]
 90%|########9 | 700/781 [00:35<00:03, 20.59it/s]
 90%|######### | 703/781 [00:35<00:03, 20.63it/s]
 90%|######### | 706/781 [00:35<00:03, 20.57it/s]
 91%|######### | 709/781 [00:35<00:03, 20.05it/s]
 91%|#########1| 712/781 [00:35<00:03, 20.05it/s]
 92%|#########1| 715/781 [00:36<00:03, 19.88it/s]
 92%|#########1| 718/781 [00:36<00:03, 19.73it/s]
 92%|#########2| 721/781 [00:36<00:03, 19.99it/s]
 93%|#########2| 724/781 [00:36<00:02, 19.83it/s]
 93%|#########3| 727/781 [00:36<00:02, 19.92it/s]
 93%|#########3| 730/781 [00:36<00:02, 20.06it/s]
 94%|#########3| 733/781 [00:36<00:02, 20.12it/s]
 94%|#########4| 736/781 [00:37<00:02, 20.19it/s]
 95%|#########4| 739/781 [00:37<00:02, 20.36it/s]
 95%|#########5| 742/781 [00:37<00:01, 20.48it/s]
 95%|#########5| 745/781 [00:37<00:01, 20.56it/s]
 96%|#########5| 748/781 [00:37<00:01, 20.48it/s]
 96%|#########6| 751/781 [00:37<00:01, 19.83it/s]
 96%|#########6| 753/781 [00:37<00:01, 19.83it/s]
 97%|#########6| 755/781 [00:38<00:01, 19.42it/s]
 97%|#########6| 757/781 [00:38<00:01, 19.10it/s]
 97%|#########7| 760/781 [00:38<00:01, 19.26it/s]
 98%|#########7| 762/781 [00:38<00:00, 19.03it/s]
 98%|#########7| 764/781 [00:38<00:00, 18.59it/s]
 98%|#########8| 767/781 [00:38<00:00, 19.15it/s]
 99%|#########8| 770/781 [00:38<00:00, 19.46it/s]
 99%|#########8| 773/781 [00:38<00:00, 19.78it/s]
 99%|#########9| 775/781 [00:39<00:00, 19.67it/s]
 99%|#########9| 777/781 [00:39<00:00, 19.00it/s]
100%|#########9| 780/781 [00:39<00:00, 19.49it/s]
100%|##########| 781/781 [00:39<00:00, 19.84it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:40,  1.06it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:40,  1.06it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:40,  1.05it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.01it/s]
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  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:46, 16.84it/s]
  1%|          | 5/781 [00:00<00:40, 19.32it/s]
  1%|1         | 8/781 [00:00<00:38, 20.06it/s]
  1%|1         | 11/781 [00:00<00:38, 20.18it/s]
  2%|1         | 14/781 [00:00<00:37, 20.35it/s]
  2%|2         | 17/781 [00:00<00:37, 20.40it/s]
  3%|2         | 20/781 [00:00<00:37, 20.46it/s]
  3%|2         | 23/781 [00:01<00:36, 20.72it/s]
  3%|3         | 26/781 [00:01<00:36, 20.66it/s]
  4%|3         | 29/781 [00:01<00:36, 20.74it/s]
  4%|4         | 32/781 [00:01<00:36, 20.73it/s]
  4%|4         | 35/781 [00:01<00:35, 20.93it/s]
  5%|4         | 38/781 [00:01<00:35, 20.89it/s]
  5%|5         | 41/781 [00:02<00:36, 20.28it/s]
  6%|5         | 44/781 [00:02<00:37, 19.75it/s]
  6%|5         | 46/781 [00:02<00:37, 19.71it/s]
  6%|6         | 48/781 [00:02<00:37, 19.74it/s]
  6%|6         | 50/781 [00:02<00:37, 19.74it/s]
  7%|6         | 52/781 [00:02<00:38, 19.12it/s]
  7%|6         | 54/781 [00:02<00:38, 19.06it/s]
  7%|7         | 56/781 [00:02<00:37, 19.11it/s]
  7%|7         | 58/781 [00:02<00:37, 19.06it/s]
  8%|7         | 60/781 [00:03<00:38, 18.81it/s]
  8%|7         | 62/781 [00:03<00:38, 18.91it/s]
  8%|8         | 64/781 [00:03<00:37, 18.93it/s]
  8%|8         | 66/781 [00:03<00:37, 18.96it/s]
  9%|8         | 69/781 [00:03<00:36, 19.50it/s]
  9%|9         | 72/781 [00:03<00:35, 20.05it/s]
 10%|9         | 75/781 [00:03<00:34, 20.38it/s]
 10%|9         | 78/781 [00:03<00:34, 20.57it/s]
 10%|#         | 81/781 [00:04<00:33, 20.62it/s]
 11%|#         | 84/781 [00:04<00:33, 20.75it/s]
 11%|#1        | 87/781 [00:04<00:33, 20.88it/s]
 12%|#1        | 90/781 [00:04<00:33, 20.48it/s]
 12%|#1        | 93/781 [00:04<00:34, 19.98it/s]
 12%|#2        | 96/781 [00:04<00:34, 19.90it/s]
 13%|#2        | 99/781 [00:04<00:34, 19.97it/s]
 13%|#2        | 101/781 [00:05<00:34, 19.73it/s]
 13%|#3        | 103/781 [00:05<00:34, 19.75it/s]
 13%|#3        | 105/781 [00:05<00:35, 19.10it/s]
 14%|#3        | 107/781 [00:05<00:35, 18.85it/s]
 14%|#3        | 109/781 [00:05<00:35, 18.82it/s]
 14%|#4        | 111/781 [00:05<00:36, 18.43it/s]
 14%|#4        | 113/781 [00:05<00:36, 18.24it/s]
 15%|#4        | 115/781 [00:05<00:36, 18.44it/s]
 15%|#4        | 117/781 [00:05<00:36, 18.33it/s]
 15%|#5        | 119/781 [00:06<00:35, 18.40it/s]
 15%|#5        | 121/781 [00:06<00:35, 18.35it/s]
 16%|#5        | 123/781 [00:06<00:36, 18.25it/s]
 16%|#6        | 125/781 [00:06<00:36, 18.22it/s]
 16%|#6        | 127/781 [00:06<00:35, 18.26it/s]
 17%|#6        | 129/781 [00:06<00:35, 18.31it/s]
 17%|#6        | 131/781 [00:06<00:35, 18.33it/s]
 17%|#7        | 133/781 [00:06<00:35, 18.33it/s]
 17%|#7        | 135/781 [00:06<00:35, 18.27it/s]
 18%|#7        | 137/781 [00:07<00:35, 18.22it/s]
 18%|#7        | 139/781 [00:07<00:35, 17.94it/s]
 18%|#8        | 141/781 [00:07<00:35, 18.04it/s]
 18%|#8        | 143/781 [00:07<00:35, 18.09it/s]
 19%|#8        | 145/781 [00:07<00:35, 18.08it/s]
 19%|#8        | 147/781 [00:07<00:35, 18.03it/s]
 19%|#9        | 149/781 [00:07<00:34, 18.18it/s]
 19%|#9        | 151/781 [00:07<00:34, 18.21it/s]
 20%|#9        | 153/781 [00:07<00:34, 18.09it/s]
 20%|#9        | 155/781 [00:08<00:34, 18.16it/s]
 20%|##        | 157/781 [00:08<00:34, 18.22it/s]
 20%|##        | 159/781 [00:08<00:34, 18.19it/s]
 21%|##        | 161/781 [00:08<00:34, 18.11it/s]
 21%|##        | 163/781 [00:08<00:34, 18.16it/s]
 21%|##1       | 165/781 [00:08<00:34, 17.98it/s]
 21%|##1       | 167/781 [00:08<00:34, 17.98it/s]
 22%|##1       | 169/781 [00:08<00:34, 17.92it/s]
 22%|##1       | 171/781 [00:08<00:33, 18.04it/s]
 22%|##2       | 173/781 [00:09<00:33, 18.09it/s]
 22%|##2       | 175/781 [00:09<00:33, 18.17it/s]
 23%|##2       | 177/781 [00:09<00:33, 18.18it/s]
 23%|##2       | 179/781 [00:09<00:33, 18.18it/s]
 23%|##3       | 181/781 [00:09<00:32, 18.28it/s]
 23%|##3       | 183/781 [00:09<00:32, 18.25it/s]
 24%|##3       | 185/781 [00:09<00:32, 18.21it/s]
 24%|##3       | 187/781 [00:09<00:32, 18.29it/s]
 24%|##4       | 189/781 [00:09<00:32, 18.28it/s]
 24%|##4       | 191/781 [00:09<00:32, 18.28it/s]
 25%|##4       | 193/781 [00:10<00:32, 18.26it/s]
 25%|##4       | 195/781 [00:10<00:32, 18.16it/s]
 25%|##5       | 197/781 [00:10<00:32, 18.24it/s]
 25%|##5       | 199/781 [00:10<00:32, 18.16it/s]
 26%|##5       | 201/781 [00:10<00:31, 18.50it/s]
 26%|##5       | 203/781 [00:10<00:31, 18.46it/s]
 26%|##6       | 205/781 [00:10<00:31, 18.45it/s]
 27%|##6       | 207/781 [00:10<00:30, 18.86it/s]
 27%|##6       | 209/781 [00:10<00:30, 18.46it/s]
 27%|##7       | 211/781 [00:11<00:30, 18.58it/s]
 27%|##7       | 213/781 [00:11<00:30, 18.72it/s]
 28%|##7       | 215/781 [00:11<00:29, 19.02it/s]
 28%|##7       | 217/781 [00:11<00:29, 18.98it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.34it/s]
 28%|##8       | 222/781 [00:11<00:29, 19.01it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.98it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.17it/s]
 29%|##9       | 228/781 [00:11<00:28, 19.32it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.45it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.36it/s]
 30%|###       | 235/781 [00:12<00:27, 19.63it/s]
 30%|###       | 237/781 [00:12<00:27, 19.53it/s]
 31%|###       | 239/781 [00:12<00:28, 19.16it/s]
 31%|###       | 241/781 [00:12<00:28, 19.05it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.48it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.40it/s]
 32%|###1      | 249/781 [00:13<00:26, 19.73it/s]
 32%|###2      | 251/781 [00:13<00:27, 19.62it/s]
 32%|###2      | 253/781 [00:13<00:27, 19.34it/s]
 33%|###2      | 255/781 [00:13<00:27, 18.83it/s]
 33%|###2      | 257/781 [00:13<00:28, 18.45it/s]
 33%|###3      | 259/781 [00:13<00:27, 18.84it/s]
 33%|###3      | 261/781 [00:13<00:28, 18.55it/s]
 34%|###3      | 263/781 [00:13<00:28, 18.38it/s]
 34%|###3      | 265/781 [00:13<00:28, 18.15it/s]
 34%|###4      | 267/781 [00:14<00:28, 18.16it/s]
 34%|###4      | 269/781 [00:14<00:27, 18.56it/s]
 35%|###4      | 271/781 [00:14<00:27, 18.87it/s]
 35%|###4      | 273/781 [00:14<00:26, 19.03it/s]
 35%|###5      | 275/781 [00:14<00:26, 18.95it/s]
 35%|###5      | 277/781 [00:14<00:26, 18.78it/s]
 36%|###5      | 279/781 [00:14<00:26, 19.09it/s]
 36%|###5      | 281/781 [00:14<00:26, 18.80it/s]
 36%|###6      | 283/781 [00:14<00:26, 18.85it/s]
 36%|###6      | 285/781 [00:14<00:25, 19.09it/s]
 37%|###6      | 287/781 [00:15<00:25, 19.32it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.54it/s]
 37%|###7      | 292/781 [00:15<00:24, 19.62it/s]
 38%|###7      | 294/781 [00:15<00:24, 19.67it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.68it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.73it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.80it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.83it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.81it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.75it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.58it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.61it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.54it/s]
 40%|####      | 315/781 [00:16<00:23, 19.92it/s]
 41%|####      | 318/781 [00:16<00:22, 20.16it/s]
 41%|####1     | 321/781 [00:16<00:22, 20.34it/s]
 41%|####1     | 324/781 [00:16<00:22, 20.35it/s]
 42%|####1     | 327/781 [00:17<00:21, 20.66it/s]
 42%|####2     | 330/781 [00:17<00:21, 20.88it/s]
 43%|####2     | 333/781 [00:17<00:21, 20.93it/s]
 43%|####3     | 336/781 [00:17<00:21, 20.87it/s]
 43%|####3     | 339/781 [00:17<00:21, 21.01it/s]
 44%|####3     | 342/781 [00:17<00:20, 21.11it/s]
 44%|####4     | 345/781 [00:17<00:20, 21.16it/s]
 45%|####4     | 348/781 [00:18<00:20, 21.23it/s]
 45%|####4     | 351/781 [00:18<00:20, 21.31it/s]
 45%|####5     | 354/781 [00:18<00:20, 21.13it/s]
 46%|####5     | 357/781 [00:18<00:20, 21.15it/s]
 46%|####6     | 360/781 [00:18<00:20, 20.86it/s]
 46%|####6     | 363/781 [00:18<00:20, 20.89it/s]
 47%|####6     | 366/781 [00:18<00:19, 20.84it/s]
 47%|####7     | 369/781 [00:19<00:19, 20.73it/s]
 48%|####7     | 372/781 [00:19<00:19, 20.95it/s]
 48%|####8     | 375/781 [00:19<00:19, 21.10it/s]
 48%|####8     | 378/781 [00:19<00:19, 21.07it/s]
 49%|####8     | 381/781 [00:19<00:18, 21.10it/s]
 49%|####9     | 384/781 [00:19<00:18, 21.02it/s]
 50%|####9     | 387/781 [00:19<00:18, 21.00it/s]
 50%|####9     | 390/781 [00:20<00:18, 21.09it/s]
 50%|#####     | 393/781 [00:20<00:18, 20.70it/s]
 51%|#####     | 396/781 [00:20<00:18, 20.45it/s]
 51%|#####1    | 399/781 [00:20<00:18, 20.66it/s]
 51%|#####1    | 402/781 [00:20<00:18, 20.58it/s]
 52%|#####1    | 405/781 [00:20<00:18, 20.75it/s]
 52%|#####2    | 408/781 [00:20<00:17, 20.81it/s]
 53%|#####2    | 411/781 [00:21<00:17, 20.63it/s]
 53%|#####3    | 414/781 [00:21<00:17, 20.72it/s]
 53%|#####3    | 417/781 [00:21<00:17, 20.31it/s]
 54%|#####3    | 420/781 [00:21<00:18, 19.86it/s]
 54%|#####4    | 423/781 [00:21<00:17, 20.13it/s]
 55%|#####4    | 426/781 [00:21<00:17, 20.20it/s]
 55%|#####4    | 429/781 [00:21<00:17, 20.41it/s]
 55%|#####5    | 432/781 [00:22<00:17, 20.10it/s]
 56%|#####5    | 435/781 [00:22<00:17, 20.25it/s]
 56%|#####6    | 438/781 [00:22<00:16, 20.45it/s]
 56%|#####6    | 441/781 [00:22<00:16, 20.44it/s]
 57%|#####6    | 444/781 [00:22<00:16, 19.86it/s]
 57%|#####7    | 446/781 [00:22<00:16, 19.80it/s]
 57%|#####7    | 448/781 [00:22<00:17, 19.37it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.86it/s]
 58%|#####7    | 452/781 [00:23<00:17, 18.72it/s]
 58%|#####8    | 454/781 [00:23<00:17, 18.48it/s]
 58%|#####8    | 456/781 [00:23<00:17, 18.64it/s]
 59%|#####8    | 458/781 [00:23<00:17, 17.99it/s]
 59%|#####8    | 460/781 [00:23<00:17, 17.86it/s]
 59%|#####9    | 462/781 [00:23<00:17, 17.85it/s]
 59%|#####9    | 464/781 [00:23<00:17, 17.90it/s]
 60%|#####9    | 466/781 [00:23<00:17, 17.73it/s]
 60%|#####9    | 468/781 [00:24<00:17, 17.89it/s]
 60%|######    | 470/781 [00:24<00:17, 17.92it/s]
 60%|######    | 472/781 [00:24<00:17, 18.04it/s]
 61%|######    | 474/781 [00:24<00:16, 18.13it/s]
 61%|######    | 476/781 [00:24<00:16, 18.23it/s]
 61%|######1   | 478/781 [00:24<00:16, 18.31it/s]
 61%|######1   | 480/781 [00:24<00:16, 18.20it/s]
 62%|######1   | 482/781 [00:24<00:16, 18.24it/s]
 62%|######1   | 484/781 [00:24<00:16, 18.25it/s]
 62%|######2   | 486/781 [00:25<00:34,  8.45it/s]
 62%|######2   | 488/781 [00:25<00:29, 10.08it/s]
 63%|######2   | 490/781 [00:25<00:24, 11.66it/s]
 63%|######2   | 492/781 [00:25<00:22, 13.08it/s]
 63%|######3   | 494/781 [00:25<00:20, 14.25it/s]
 64%|######3   | 496/781 [00:26<00:18, 15.27it/s]
 64%|######3   | 498/781 [00:26<00:17, 16.05it/s]
 64%|######4   | 500/781 [00:26<00:16, 16.71it/s]
 64%|######4   | 502/781 [00:26<00:16, 17.20it/s]
 65%|######4   | 504/781 [00:26<00:15, 17.52it/s]
 65%|######4   | 506/781 [00:26<00:15, 17.57it/s]
 65%|######5   | 508/781 [00:26<00:15, 17.63it/s]
 65%|######5   | 510/781 [00:26<00:15, 17.64it/s]
 66%|######5   | 512/781 [00:26<00:15, 17.39it/s]
 66%|######5   | 514/781 [00:27<00:15, 17.47it/s]
 66%|######6   | 516/781 [00:27<00:15, 17.30it/s]
 66%|######6   | 518/781 [00:27<00:14, 17.65it/s]
 67%|######6   | 520/781 [00:27<00:14, 17.88it/s]
 67%|######6   | 522/781 [00:27<00:14, 17.96it/s]
 67%|######7   | 524/781 [00:27<00:14, 17.90it/s]
 67%|######7   | 526/781 [00:27<00:14, 18.09it/s]
 68%|######7   | 528/781 [00:27<00:13, 18.10it/s]
 68%|######7   | 530/781 [00:27<00:13, 18.09it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.12it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.23it/s]
 69%|######8   | 536/781 [00:28<00:14, 17.45it/s]
 69%|######8   | 538/781 [00:28<00:13, 17.72it/s]
 69%|######9   | 540/781 [00:28<00:13, 17.86it/s]
 69%|######9   | 542/781 [00:28<00:13, 17.98it/s]
 70%|######9   | 544/781 [00:28<00:13, 18.07it/s]
 70%|######9   | 546/781 [00:28<00:12, 18.14it/s]
 70%|#######   | 548/781 [00:28<00:12, 18.25it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.18it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.25it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.22it/s]
 71%|#######1  | 556/781 [00:29<00:12, 18.21it/s]
 71%|#######1  | 558/781 [00:29<00:12, 18.15it/s]
 72%|#######1  | 560/781 [00:29<00:12, 17.99it/s]
 72%|#######1  | 562/781 [00:29<00:12, 18.02it/s]
 72%|#######2  | 564/781 [00:29<00:11, 18.14it/s]
 72%|#######2  | 566/781 [00:29<00:12, 17.73it/s]
 73%|#######2  | 568/781 [00:30<00:11, 17.80it/s]
 73%|#######2  | 570/781 [00:30<00:11, 17.97it/s]
 73%|#######3  | 572/781 [00:30<00:11, 17.93it/s]
 73%|#######3  | 574/781 [00:30<00:11, 17.89it/s]
 74%|#######3  | 576/781 [00:30<00:11, 17.79it/s]
 74%|#######4  | 578/781 [00:30<00:11, 17.87it/s]
 74%|#######4  | 580/781 [00:30<00:11, 17.80it/s]
 75%|#######4  | 582/781 [00:30<00:11, 17.84it/s]
 75%|#######4  | 584/781 [00:30<00:11, 17.70it/s]
 75%|#######5  | 586/781 [00:31<00:10, 17.99it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.10it/s]
 76%|#######5  | 590/781 [00:31<00:10, 17.90it/s]
 76%|#######5  | 592/781 [00:31<00:10, 17.40it/s]
 76%|#######6  | 594/781 [00:31<00:10, 17.60it/s]
 76%|#######6  | 596/781 [00:31<00:10, 17.74it/s]
 77%|#######6  | 598/781 [00:31<00:10, 17.79it/s]
 77%|#######6  | 600/781 [00:31<00:10, 17.80it/s]
 77%|#######7  | 602/781 [00:31<00:10, 17.89it/s]
 77%|#######7  | 604/781 [00:32<00:09, 17.81it/s]
 78%|#######7  | 606/781 [00:32<00:09, 17.86it/s]
 78%|#######7  | 608/781 [00:32<00:09, 17.75it/s]
 78%|#######8  | 610/781 [00:32<00:09, 18.00it/s]
 78%|#######8  | 612/781 [00:32<00:09, 18.52it/s]
 79%|#######8  | 614/781 [00:32<00:08, 18.62it/s]
 79%|#######8  | 616/781 [00:32<00:08, 18.83it/s]
 79%|#######9  | 618/781 [00:32<00:08, 19.00it/s]
 79%|#######9  | 620/781 [00:32<00:08, 19.17it/s]
 80%|#######9  | 622/781 [00:32<00:08, 18.94it/s]
 80%|#######9  | 624/781 [00:33<00:08, 19.13it/s]
 80%|########  | 626/781 [00:33<00:08, 19.14it/s]
 80%|########  | 628/781 [00:33<00:07, 19.27it/s]
 81%|########  | 630/781 [00:33<00:07, 19.01it/s]
 81%|########  | 632/781 [00:33<00:07, 18.95it/s]
 81%|########1 | 634/781 [00:33<00:07, 18.89it/s]
 81%|########1 | 636/781 [00:33<00:07, 18.73it/s]
 82%|########1 | 638/781 [00:33<00:07, 18.86it/s]
 82%|########1 | 640/781 [00:33<00:07, 18.74it/s]
 82%|########2 | 643/781 [00:34<00:07, 19.53it/s]
 83%|########2 | 646/781 [00:34<00:06, 19.90it/s]
 83%|########3 | 649/781 [00:34<00:06, 20.05it/s]
 83%|########3 | 652/781 [00:34<00:06, 20.17it/s]
 84%|########3 | 655/781 [00:34<00:06, 20.30it/s]
 84%|########4 | 658/781 [00:34<00:06, 20.36it/s]
 85%|########4 | 661/781 [00:34<00:05, 20.32it/s]
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 17%|#6        | 26/157 [00:01<00:07, 16.71it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.68it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.47it/s]
 20%|##        | 32/157 [00:01<00:07, 16.41it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.34it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.47it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.39it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.37it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.26it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.40it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.48it/s]
 31%|###       | 48/157 [00:02<00:06, 16.30it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.36it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.49it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.60it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.50it/s]
 37%|###6      | 58/157 [00:03<00:06, 16.47it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.58it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.58it/s]
 41%|####      | 64/157 [00:03<00:05, 16.58it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.62it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.66it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.73it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.50it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.35it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.34it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.50it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.59it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.66it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.70it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.62it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.62it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.36it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.53it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.54it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.62it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.71it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.72it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.68it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.19it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.04it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.96it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.09it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.31it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.33it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.51it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.63it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.73it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.70it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.79it/s]
 80%|########  | 126/157 [00:07<00:01, 16.84it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.88it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.89it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.85it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.90it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.89it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.82it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.73it/s]
 90%|######### | 142/157 [00:08<00:00, 16.45it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.51it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.34it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.25it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.35it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.35it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.42it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.40it/s]
100%|##########| 157/157 [00:09<00:00, 16.53it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.06it/s]
  1%|          | 4/781 [00:00<00:41, 18.89it/s]
  1%|          | 6/781 [00:00<00:40, 19.19it/s]
  1%|1         | 8/781 [00:00<00:39, 19.38it/s]
  1%|1         | 10/781 [00:00<00:40, 19.19it/s]
  2%|1         | 12/781 [00:00<00:39, 19.38it/s]
  2%|1         | 14/781 [00:00<00:39, 19.50it/s]
  2%|2         | 16/781 [00:00<00:39, 19.60it/s]
  2%|2         | 18/781 [00:00<00:38, 19.59it/s]
  3%|2         | 20/781 [00:01<00:39, 19.33it/s]
  3%|2         | 22/781 [00:01<00:39, 19.28it/s]
  3%|3         | 24/781 [00:01<00:39, 19.22it/s]
  3%|3         | 26/781 [00:01<00:39, 19.33it/s]
  4%|3         | 28/781 [00:01<00:39, 19.28it/s]
  4%|3         | 30/781 [00:01<00:39, 19.23it/s]
  4%|4         | 32/781 [00:01<00:39, 19.03it/s]
  4%|4         | 34/781 [00:01<00:39, 18.92it/s]
  5%|4         | 36/781 [00:01<00:39, 18.94it/s]
  5%|4         | 38/781 [00:01<00:38, 19.14it/s]
  5%|5         | 40/781 [00:02<00:38, 19.11it/s]
  5%|5         | 42/781 [00:02<00:38, 19.16it/s]
  6%|5         | 44/781 [00:02<00:38, 19.24it/s]
  6%|5         | 46/781 [00:02<00:38, 19.25it/s]
  6%|6         | 48/781 [00:02<00:38, 18.96it/s]
  6%|6         | 50/781 [00:02<00:39, 18.40it/s]
  7%|6         | 52/781 [00:02<00:40, 18.20it/s]
  7%|6         | 54/781 [00:02<00:40, 18.07it/s]
  7%|7         | 56/781 [00:02<00:40, 18.09it/s]
  7%|7         | 58/781 [00:03<00:40, 17.90it/s]
  8%|7         | 60/781 [00:03<00:40, 18.01it/s]
  8%|7         | 62/781 [00:03<00:39, 18.19it/s]
  8%|8         | 64/781 [00:03<00:39, 18.30it/s]
  8%|8         | 66/781 [00:03<00:38, 18.51it/s]
  9%|8         | 68/781 [00:03<00:38, 18.61it/s]
  9%|8         | 70/781 [00:03<00:38, 18.65it/s]
  9%|9         | 72/781 [00:03<00:38, 18.48it/s]
  9%|9         | 74/781 [00:03<00:37, 18.66it/s]
 10%|9         | 76/781 [00:04<00:38, 18.49it/s]
 10%|9         | 78/781 [00:04<00:38, 18.29it/s]
 10%|#         | 80/781 [00:04<00:38, 18.18it/s]
 10%|#         | 82/781 [00:04<00:37, 18.49it/s]
 11%|#         | 84/781 [00:04<00:37, 18.45it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.41it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.36it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.47it/s]
 12%|#1        | 92/781 [00:04<00:38, 18.08it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.97it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.16it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.01it/s]
 13%|#2        | 100/781 [00:05<00:39, 17.27it/s]
 13%|#3        | 102/781 [00:05<00:38, 17.44it/s]
 13%|#3        | 104/781 [00:05<00:38, 17.54it/s]
 14%|#3        | 106/781 [00:05<00:38, 17.74it/s]
 14%|#3        | 108/781 [00:05<00:38, 17.69it/s]
 14%|#4        | 110/781 [00:05<00:37, 17.89it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.95it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.94it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.92it/s]
 15%|#5        | 118/781 [00:06<00:36, 17.95it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.26it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.29it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.59it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.54it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.71it/s]
 17%|#6        | 130/781 [00:07<00:34, 18.90it/s]
 17%|#6        | 132/781 [00:07<00:34, 19.05it/s]
 17%|#7        | 134/781 [00:07<00:33, 19.16it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.26it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.11it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.22it/s]
 18%|#8        | 142/781 [00:07<00:33, 19.20it/s]
 18%|#8        | 144/781 [00:07<00:33, 19.11it/s]
 19%|#8        | 146/781 [00:07<00:33, 19.13it/s]
 19%|#8        | 148/781 [00:07<00:32, 19.18it/s]
 19%|#9        | 150/781 [00:08<00:32, 19.40it/s]
 19%|#9        | 152/781 [00:08<00:32, 19.49it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.46it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.52it/s]
 20%|##        | 158/781 [00:08<00:31, 19.59it/s]
 20%|##        | 160/781 [00:08<00:31, 19.61it/s]
 21%|##        | 162/781 [00:08<00:31, 19.52it/s]
 21%|##        | 164/781 [00:08<00:31, 19.39it/s]
 21%|##1       | 166/781 [00:08<00:31, 19.34it/s]
 22%|##1       | 168/781 [00:08<00:31, 19.40it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.48it/s]
 22%|##2       | 172/781 [00:09<00:31, 19.59it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.54it/s]
 23%|##2       | 176/781 [00:09<00:30, 19.62it/s]
 23%|##2       | 178/781 [00:09<00:30, 19.60it/s]
 23%|##3       | 180/781 [00:09<00:30, 19.48it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.30it/s]
 24%|##3       | 184/781 [00:09<00:30, 19.32it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.44it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.55it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.56it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.45it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.50it/s]
 25%|##5       | 196/781 [00:10<00:29, 19.56it/s]
 25%|##5       | 198/781 [00:10<00:29, 19.65it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.12it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.30it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.33it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.41it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.49it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.43it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.48it/s]
 27%|##7       | 214/781 [00:11<00:28, 19.57it/s]
 28%|##7       | 216/781 [00:11<00:28, 19.65it/s]
 28%|##7       | 218/781 [00:11<00:28, 19.63it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.58it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.65it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.70it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.77it/s]
 29%|##9       | 228/781 [00:12<00:27, 19.76it/s]
 29%|##9       | 230/781 [00:12<00:27, 19.71it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.60it/s]
 30%|##9       | 234/781 [00:12<00:27, 19.60it/s]
 30%|###       | 236/781 [00:12<00:28, 19.42it/s]
 30%|###       | 238/781 [00:12<00:28, 18.95it/s]
 31%|###       | 240/781 [00:12<00:28, 18.80it/s]
 31%|###       | 242/781 [00:12<00:28, 18.69it/s]
 31%|###1      | 244/781 [00:12<00:28, 18.90it/s]
 31%|###1      | 246/781 [00:12<00:28, 18.79it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.30it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.39it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.43it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.44it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.51it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.61it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.66it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.81it/s]
 34%|###3      | 264/781 [00:13<00:27, 19.09it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.24it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.15it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.17it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.17it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.10it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.03it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.13it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.84it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.00it/s]
 36%|###6      | 284/781 [00:15<00:26, 19.07it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.12it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.07it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.12it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.00it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.17it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.29it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.31it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.34it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.22it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.25it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.87it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.07it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.94it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.67it/s]
 40%|####      | 314/781 [00:16<00:25, 18.49it/s]
 40%|####      | 316/781 [00:16<00:25, 18.13it/s]
 41%|####      | 318/781 [00:16<00:25, 18.31it/s]
 41%|####      | 320/781 [00:16<00:25, 18.23it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.21it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.41it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.41it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.47it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.45it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.31it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.54it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.68it/s]
 43%|####3     | 338/781 [00:17<00:23, 18.77it/s]
 44%|####3     | 340/781 [00:17<00:23, 18.94it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.94it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.01it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.89it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.64it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.75it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.80it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.92it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.91it/s]
 46%|####5     | 358/781 [00:18<00:22, 18.93it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.89it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.94it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.85it/s]
 47%|####6     | 366/781 [00:19<00:21, 18.96it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.98it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.96it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.00it/s]
 48%|####7     | 374/781 [00:19<00:21, 19.01it/s]
 48%|####8     | 376/781 [00:19<00:21, 18.98it/s]
 48%|####8     | 378/781 [00:19<00:21, 19.09it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.97it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.76it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.62it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.72it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.77it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.74it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.82it/s]
 50%|#####     | 394/781 [00:20<00:20, 18.95it/s]
 51%|#####     | 396/781 [00:20<00:20, 19.01it/s]
 51%|#####     | 398/781 [00:21<00:20, 19.01it/s]
 51%|#####1    | 400/781 [00:21<00:20, 19.01it/s]
 51%|#####1    | 402/781 [00:21<00:19, 18.97it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.04it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.05it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.01it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.04it/s]
 53%|#####2    | 412/781 [00:21<00:19, 19.04it/s]
 53%|#####3    | 414/781 [00:21<00:19, 19.04it/s]
 53%|#####3    | 416/781 [00:22<00:19, 19.10it/s]
 54%|#####3    | 418/781 [00:22<00:18, 19.14it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.01it/s]
 54%|#####4    | 422/781 [00:22<00:18, 18.99it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.78it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.89it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.77it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.65it/s]
 55%|#####5    | 432/781 [00:22<00:18, 18.68it/s]
 56%|#####5    | 434/781 [00:22<00:18, 18.68it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.88it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.72it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.42it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.43it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.12it/s]
 57%|#####7    | 446/781 [00:23<00:18, 18.38it/s]
 57%|#####7    | 448/781 [00:23<00:18, 18.27it/s]
 58%|#####7    | 450/781 [00:23<00:17, 18.53it/s]
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100%|##########| 781/781 [00:41<00:00, 18.79it/s]




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Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.13s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.13s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.13s/it]
Validation Progress:  59%|#####9    | 26/44 [00:28<00:20,  1.13s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.14s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.14s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.14s/it]
Validation Progress:  61%|######1   | 27/44 [00:29<00:19,  1.14s/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,  1.09s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.09s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.09s/it]
Validation Progress:  66%|######5   | 29/44 [00:31<00:16,  1.09s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.11s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.11s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.11s/it]
Validation Progress:  68%|######8   | 30/44 [00:32<00:15,  1.11s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.10s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.10s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.10s/it]
Validation Progress:  70%|#######   | 31/44 [00:33<00:14,  1.10s/it]
Validation Progress:  73%|#######2  | 32/44 [00:34<00:12,  1.08s/it]
Validation Progress:  73%|#######2  | 32/44 [00:34<00:12,  1.08s/it]
Validation Progress:  73%|#######2  | 32/44 [00:34<00:12,  1.08s/it]
Validation Progress:  73%|#######2  | 32/44 [00:34<00:12,  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:  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,  1.15s/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 [00:40<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,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
Validation Progress:  86%|########6 | 38/44 [00:41<00:07,  1.20s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.16s/it]
Validation Progress:  89%|########8 | 39/44 [00:42<00:05,  1.16s/it]
Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.15s/it]
Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.15s/it]
Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.15s/it]
Validation Progress:  91%|######### | 40/44 [00:43<00:04,  1.15s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/it]
Validation Progress:  93%|#########3| 41/44 [00:45<00:03,  1.19s/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:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.21s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.21s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
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, 17.62s/it]
100%|##########| 1/1 [00:17<00:00, 17.62s/it]

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  3%|2         | 4/157 [00:00<00:10, 14.88it/s]
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  8%|7         | 12/157 [00:00<00:08, 16.62it/s]
  9%|8         | 14/157 [00:00<00:08, 16.75it/s]
 10%|#         | 16/157 [00:00<00:08, 16.69it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.82it/s]
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 18%|#7        | 28/157 [00:01<00:07, 16.70it/s]
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 39%|###9      | 62/157 [00:03<00:05, 16.79it/s]
 41%|####      | 64/157 [00:03<00:05, 16.85it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.83it/s]
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 51%|#####     | 80/157 [00:04<00:04, 16.61it/s]
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 80%|########  | 126/157 [00:07<00:01, 15.88it/s]
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100%|##########| 157/157 [00:09<00:00, 16.48it/s]

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  7%|7         | 56/781 [00:02<00:37, 19.14it/s]
  7%|7         | 58/781 [00:03<00:37, 19.19it/s]
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  8%|7         | 62/781 [00:03<00:37, 18.92it/s]
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  9%|8         | 68/781 [00:03<00:37, 18.77it/s]
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 17%|#7        | 136/781 [00:07<00:35, 18.21it/s]
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 20%|##        | 158/781 [00:09<00:33, 18.48it/s]
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 21%|##        | 162/781 [00:09<00:32, 18.79it/s]
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 21%|##1       | 166/781 [00:09<00:33, 18.47it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.50it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.70it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.80it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.86it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.79it/s]
 23%|##2       | 178/781 [00:10<00:32, 18.79it/s]
 23%|##3       | 180/781 [00:10<00:31, 18.87it/s]
 23%|##3       | 182/781 [00:10<00:31, 18.96it/s]
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 29%|##9       | 228/781 [00:12<00:28, 19.63it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.88it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.00it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.22it/s]
 30%|###       | 236/781 [00:13<00:28, 19.19it/s]
 30%|###       | 238/781 [00:13<00:28, 19.26it/s]
 31%|###       | 240/781 [00:13<00:27, 19.42it/s]
 31%|###       | 242/781 [00:13<00:27, 19.54it/s]
 31%|###1      | 244/781 [00:13<00:27, 19.60it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.15it/s]
 32%|###1      | 248/781 [00:13<00:28, 19.01it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.13it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.28it/s]
 33%|###2      | 254/781 [00:14<00:27, 19.44it/s]
 33%|###2      | 256/781 [00:14<00:26, 19.47it/s]
 33%|###3      | 258/781 [00:14<00:26, 19.47it/s]
 33%|###3      | 260/781 [00:14<00:26, 19.53it/s]
 34%|###3      | 262/781 [00:14<00:26, 19.42it/s]
 34%|###3      | 264/781 [00:14<00:26, 19.28it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.19it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.19it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.31it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.42it/s]
 35%|###5      | 274/781 [00:15<00:25, 19.59it/s]
 35%|###5      | 276/781 [00:15<00:25, 19.65it/s]
 36%|###5      | 278/781 [00:15<00:25, 19.63it/s]
 36%|###5      | 280/781 [00:15<00:25, 19.48it/s]
 36%|###6      | 282/781 [00:15<00:25, 19.31it/s]
 36%|###6      | 284/781 [00:15<00:25, 19.40it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.24it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.31it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.27it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.33it/s]
 38%|###7      | 294/781 [00:16<00:25, 19.30it/s]
 38%|###7      | 296/781 [00:16<00:25, 19.35it/s]
 38%|###8      | 298/781 [00:16<00:24, 19.41it/s]
 38%|###8      | 300/781 [00:16<00:24, 19.36it/s]
 39%|###8      | 302/781 [00:16<00:24, 19.36it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.18it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.21it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.11it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.84it/s]
 40%|###9      | 312/781 [00:17<00:25, 18.51it/s]
 40%|####      | 314/781 [00:17<00:25, 18.41it/s]
 40%|####      | 316/781 [00:17<00:24, 18.64it/s]
 41%|####      | 318/781 [00:17<00:24, 18.76it/s]
 41%|####      | 320/781 [00:17<00:24, 18.64it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.46it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.78it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.75it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.54it/s]
 42%|####2     | 330/781 [00:18<00:24, 18.57it/s]
 43%|####2     | 332/781 [00:18<00:23, 18.83it/s]
 43%|####2     | 334/781 [00:18<00:23, 19.01it/s]
 43%|####3     | 336/781 [00:18<00:23, 19.14it/s]
 43%|####3     | 338/781 [00:18<00:23, 19.11it/s]
 44%|####3     | 340/781 [00:18<00:23, 19.17it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.91it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.82it/s]
 44%|####4     | 346/781 [00:18<00:22, 18.91it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.84it/s]
 45%|####4     | 350/781 [00:19<00:22, 18.90it/s]
 45%|####5     | 352/781 [00:19<00:22, 19.04it/s]
 45%|####5     | 354/781 [00:19<00:22, 19.09it/s]
 46%|####5     | 356/781 [00:19<00:22, 19.20it/s]
 46%|####5     | 358/781 [00:19<00:22, 19.00it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.77it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.89it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.46it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.32it/s]
 47%|####7     | 368/781 [00:20<00:22, 18.19it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.34it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.41it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.31it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.38it/s]
 48%|####8     | 378/781 [00:20<00:22, 18.20it/s]
 49%|####8     | 380/781 [00:20<00:22, 18.10it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.23it/s]
 49%|####9     | 384/781 [00:20<00:22, 17.98it/s]
 49%|####9     | 386/781 [00:21<00:21, 18.03it/s]
 50%|####9     | 388/781 [00:21<00:21, 17.94it/s]
 50%|####9     | 390/781 [00:21<00:21, 17.93it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.11it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.30it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.47it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.53it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.66it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.57it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.82it/s]
 52%|#####1    | 406/781 [00:22<00:20, 18.69it/s]
 52%|#####2    | 408/781 [00:22<00:19, 18.69it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.44it/s]
 53%|#####2    | 412/781 [00:22<00:20, 18.39it/s]
 53%|#####3    | 414/781 [00:22<00:20, 18.19it/s]
 53%|#####3    | 416/781 [00:22<00:20, 18.17it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.16it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.18it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.40it/s]
 54%|#####4    | 424/781 [00:23<00:19, 18.46it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.54it/s]
 55%|#####4    | 428/781 [00:23<00:18, 18.77it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.77it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.86it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.92it/s]
 56%|#####5    | 436/781 [00:23<00:18, 19.04it/s]
 56%|#####6    | 438/781 [00:23<00:17, 19.06it/s]
 56%|#####6    | 440/781 [00:23<00:17, 19.00it/s]
 57%|#####6    | 442/781 [00:24<00:17, 18.98it/s]
 57%|#####6    | 444/781 [00:24<00:17, 19.05it/s]
 57%|#####7    | 446/781 [00:24<00:17, 19.08it/s]
 57%|#####7    | 448/781 [00:24<00:17, 19.10it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.94it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.81it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.78it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.75it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.53it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.54it/s]
 59%|#####9    | 462/781 [00:25<00:17, 18.62it/s]
 59%|#####9    | 464/781 [00:25<00:16, 18.82it/s]
 60%|#####9    | 466/781 [00:25<00:16, 18.82it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.91it/s]
 60%|######    | 470/781 [00:25<00:16, 19.01it/s]
 60%|######    | 472/781 [00:25<00:16, 18.88it/s]
 61%|######    | 474/781 [00:25<00:16, 18.86it/s]
 61%|######    | 476/781 [00:25<00:16, 18.51it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.49it/s]
 61%|######1   | 480/781 [00:26<00:16, 18.39it/s]
 62%|######1   | 482/781 [00:26<00:16, 18.44it/s]
 62%|######1   | 484/781 [00:26<00:16, 18.41it/s]
 62%|######2   | 486/781 [00:26<00:16, 18.32it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.44it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.42it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.44it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.57it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.44it/s]
 64%|######3   | 498/781 [00:27<00:15, 18.26it/s]
 64%|######4   | 500/781 [00:27<00:15, 18.26it/s]
 64%|######4   | 502/781 [00:27<00:15, 17.99it/s]
 65%|######4   | 504/781 [00:27<00:15, 18.35it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.56it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.80it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.91it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.79it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.83it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.82it/s]
 66%|######6   | 518/781 [00:28<00:13, 18.86it/s]
 67%|######6   | 520/781 [00:28<00:13, 18.96it/s]
 67%|######6   | 522/781 [00:28<00:13, 18.91it/s]
 67%|######7   | 524/781 [00:28<00:13, 18.66it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.58it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.59it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.43it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.29it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.40it/s]
 69%|######8   | 536/781 [00:29<00:13, 18.43it/s]
 69%|######8   | 538/781 [00:29<00:13, 18.58it/s]
 69%|######9   | 540/781 [00:29<00:13, 18.49it/s]
 69%|######9   | 542/781 [00:29<00:12, 18.68it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.51it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.40it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.32it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.27it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.13it/s]
 71%|#######   | 554/781 [00:30<00:12, 18.12it/s]
 71%|#######1  | 556/781 [00:30<00:12, 18.12it/s]
 71%|#######1  | 558/781 [00:30<00:12, 18.06it/s]
 72%|#######1  | 560/781 [00:30<00:12, 17.94it/s]
 72%|#######1  | 562/781 [00:30<00:12, 17.85it/s]
 72%|#######2  | 564/781 [00:30<00:12, 17.94it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.30it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.15it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.33it/s]
 73%|#######3  | 572/781 [00:31<00:11, 18.36it/s]
 73%|#######3  | 574/781 [00:31<00:11, 18.55it/s]
 74%|#######3  | 576/781 [00:31<00:11, 18.54it/s]
 74%|#######4  | 578/781 [00:31<00:10, 18.53it/s]
 74%|#######4  | 580/781 [00:31<00:10, 18.60it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.61it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.62it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.79it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.84it/s]
 76%|#######5  | 590/781 [00:32<00:10, 18.94it/s]
 76%|#######5  | 592/781 [00:32<00:10, 18.84it/s]
 76%|#######6  | 594/781 [00:32<00:09, 18.73it/s]
 76%|#######6  | 596/781 [00:32<00:09, 18.74it/s]
 77%|#######6  | 598/781 [00:32<00:09, 18.49it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.57it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.66it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.81it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.92it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.85it/s]
 78%|#######8  | 610/781 [00:33<00:09, 18.75it/s]
 78%|#######8  | 612/781 [00:33<00:08, 18.81it/s]
 79%|#######8  | 614/781 [00:33<00:08, 18.72it/s]
 79%|#######8  | 616/781 [00:33<00:08, 18.85it/s]
 79%|#######9  | 618/781 [00:33<00:08, 18.87it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.91it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.89it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.94it/s]
 80%|########  | 626/781 [00:33<00:08, 18.97it/s]
 80%|########  | 628/781 [00:34<00:08, 18.88it/s]
 81%|########  | 630/781 [00:34<00:08, 18.62it/s]
 81%|########  | 632/781 [00:34<00:07, 18.78it/s]
 81%|########1 | 634/781 [00:34<00:07, 18.83it/s]
 81%|########1 | 636/781 [00:34<00:07, 18.93it/s]
 82%|########1 | 638/781 [00:34<00:07, 18.85it/s]
 82%|########1 | 640/781 [00:34<00:07, 18.73it/s]
 82%|########2 | 642/781 [00:34<00:07, 18.74it/s]
 82%|########2 | 644/781 [00:34<00:07, 18.34it/s]
 83%|########2 | 646/781 [00:35<00:07, 18.37it/s]
 83%|########2 | 648/781 [00:35<00:07, 18.45it/s]
 83%|########3 | 650/781 [00:35<00:07, 18.60it/s]
 83%|########3 | 652/781 [00:35<00:06, 18.80it/s]
 84%|########3 | 654/781 [00:35<00:06, 18.92it/s]
 84%|########3 | 656/781 [00:35<00:06, 18.65it/s]
 84%|########4 | 658/781 [00:35<00:06, 18.78it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.65it/s]
 85%|########4 | 662/781 [00:35<00:06, 18.57it/s]
 85%|########5 | 664/781 [00:35<00:06, 18.39it/s]
 85%|########5 | 666/781 [00:36<00:06, 18.26it/s]
 86%|########5 | 668/781 [00:36<00:06, 18.12it/s]
 86%|########5 | 670/781 [00:36<00:05, 18.53it/s]
 86%|########6 | 672/781 [00:36<00:05, 18.22it/s]
 86%|########6 | 674/781 [00:36<00:05, 18.35it/s]
 87%|########6 | 676/781 [00:36<00:05, 18.53it/s]
 87%|########6 | 678/781 [00:36<00:05, 18.65it/s]
 87%|########7 | 680/781 [00:36<00:05, 18.89it/s]
 87%|########7 | 682/781 [00:36<00:05, 18.77it/s]
 88%|########7 | 684/781 [00:37<00:05, 18.91it/s]
 88%|########7 | 686/781 [00:37<00:05, 18.84it/s]
 88%|########8 | 688/781 [00:37<00:04, 18.99it/s]
 88%|########8 | 690/781 [00:37<00:04, 19.04it/s]
 89%|########8 | 692/781 [00:37<00:04, 19.09it/s]
 89%|########8 | 694/781 [00:37<00:04, 19.06it/s]
 89%|########9 | 696/781 [00:37<00:04, 19.05it/s]
 89%|########9 | 698/781 [00:37<00:04, 19.20it/s]
 90%|########9 | 700/781 [00:37<00:04, 19.27it/s]
 90%|########9 | 702/781 [00:37<00:04, 19.22it/s]
 90%|######### | 704/781 [00:38<00:04, 19.22it/s]
 90%|######### | 706/781 [00:38<00:03, 19.20it/s]
 91%|######### | 708/781 [00:38<00:03, 19.24it/s]
 91%|######### | 710/781 [00:38<00:03, 19.08it/s]
 91%|#########1| 712/781 [00:38<00:03, 18.97it/s]
 91%|#########1| 714/781 [00:38<00:03, 18.77it/s]
 92%|#########1| 716/781 [00:38<00:03, 18.78it/s]
 92%|#########1| 718/781 [00:38<00:03, 18.90it/s]
 92%|#########2| 720/781 [00:38<00:03, 19.08it/s]
 92%|#########2| 722/781 [00:39<00:03, 19.02it/s]
 93%|#########2| 724/781 [00:39<00:02, 19.00it/s]
 93%|#########2| 726/781 [00:39<00:02, 18.99it/s]
 93%|#########3| 728/781 [00:39<00:02, 19.10it/s]
 93%|#########3| 730/781 [00:39<00:02, 19.06it/s]
 94%|#########3| 732/781 [00:39<00:02, 19.03it/s]
 94%|#########3| 734/781 [00:39<00:02, 18.96it/s]
 94%|#########4| 736/781 [00:39<00:02, 18.83it/s]
 94%|#########4| 738/781 [00:39<00:02, 18.87it/s]
 95%|#########4| 740/781 [00:39<00:02, 18.89it/s]
 95%|#########5| 742/781 [00:40<00:02, 18.91it/s]
 95%|#########5| 744/781 [00:40<00:01, 18.93it/s]
 96%|#########5| 746/781 [00:40<00:01, 18.85it/s]
 96%|#########5| 748/781 [00:40<00:01, 18.81it/s]
 96%|#########6| 750/781 [00:40<00:01, 18.68it/s]
 96%|#########6| 752/781 [00:40<00:01, 18.75it/s]
 97%|#########6| 754/781 [00:40<00:01, 18.70it/s]
 97%|#########6| 756/781 [00:40<00:01, 18.57it/s]
 97%|#########7| 758/781 [00:40<00:01, 18.74it/s]
 97%|#########7| 760/781 [00:41<00:01, 18.76it/s]
 98%|#########7| 762/781 [00:41<00:01, 18.53it/s]
 98%|#########7| 764/781 [00:41<00:00, 18.68it/s]
 98%|#########8| 766/781 [00:41<00:00, 18.73it/s]
 98%|#########8| 768/781 [00:41<00:00, 18.73it/s]
 99%|#########8| 770/781 [00:41<00:00, 18.96it/s]
 99%|#########8| 772/781 [00:41<00:00, 18.69it/s]
 99%|#########9| 774/781 [00:41<00:00, 18.87it/s]
 99%|#########9| 776/781 [00:41<00:00, 18.91it/s]
100%|#########9| 778/781 [00:42<00:00, 18.92it/s]
100%|#########9| 780/781 [00:42<00:00, 19.00it/s]
100%|##########| 781/781 [00:42<00:00, 18.52it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.01it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.01it/s]
Validation Progress:   2%|2         | 1/44 [00:00<00:42,  1.01it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:44,  1.03s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.03s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.03s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.03s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:43,  1.05s/it]
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  1%|1         | 10/781 [00:00<00:40, 18.83it/s]
  2%|1         | 12/781 [00:00<00:40, 18.89it/s]
  2%|1         | 14/781 [00:00<00:40, 18.85it/s]
  2%|2         | 16/781 [00:00<00:40, 18.95it/s]
  2%|2         | 18/781 [00:00<00:40, 18.82it/s]
  3%|2         | 20/781 [00:01<00:40, 18.80it/s]
  3%|2         | 22/781 [00:01<00:40, 18.80it/s]
  3%|3         | 24/781 [00:01<00:40, 18.87it/s]
  3%|3         | 26/781 [00:01<00:39, 18.89it/s]
  4%|3         | 28/781 [00:01<00:40, 18.75it/s]
  4%|3         | 30/781 [00:01<00:39, 18.89it/s]
  4%|4         | 32/781 [00:01<00:39, 18.82it/s]
  4%|4         | 34/781 [00:01<00:40, 18.63it/s]
  5%|4         | 36/781 [00:01<00:40, 18.38it/s]
  5%|4         | 38/781 [00:02<00:40, 18.45it/s]
  5%|5         | 40/781 [00:02<00:40, 18.44it/s]
  5%|5         | 42/781 [00:02<00:39, 18.51it/s]
  6%|5         | 44/781 [00:02<00:39, 18.54it/s]
  6%|5         | 46/781 [00:02<00:39, 18.69it/s]
  6%|6         | 48/781 [00:02<00:39, 18.78it/s]
  6%|6         | 50/781 [00:02<00:39, 18.73it/s]
  7%|6         | 52/781 [00:02<00:38, 18.91it/s]
  7%|6         | 54/781 [00:02<00:38, 18.83it/s]
  7%|7         | 56/781 [00:02<00:38, 18.85it/s]
  7%|7         | 58/781 [00:03<00:38, 18.58it/s]
  8%|7         | 60/781 [00:03<00:38, 18.72it/s]
  8%|7         | 62/781 [00:03<00:38, 18.80it/s]
  8%|8         | 64/781 [00:03<00:38, 18.75it/s]
  8%|8         | 66/781 [00:03<00:38, 18.66it/s]
  9%|8         | 68/781 [00:03<00:38, 18.52it/s]
  9%|8         | 70/781 [00:03<00:38, 18.59it/s]
  9%|9         | 72/781 [00:03<00:37, 18.69it/s]
  9%|9         | 74/781 [00:03<00:37, 18.69it/s]
 10%|9         | 76/781 [00:04<00:37, 18.59it/s]
 10%|9         | 78/781 [00:04<00:38, 18.36it/s]
 10%|#         | 80/781 [00:04<00:38, 18.33it/s]
 10%|#         | 82/781 [00:04<00:37, 18.66it/s]
 11%|#         | 84/781 [00:04<00:37, 18.73it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.46it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.31it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.40it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.31it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.19it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.20it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.30it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.51it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.11it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.39it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.39it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.47it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.61it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.68it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.62it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.53it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.56it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.61it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.67it/s]
 16%|#5        | 124/781 [00:06<00:34, 18.90it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.66it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.58it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.81it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.67it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.66it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.52it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.24it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.35it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.50it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.65it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.64it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.68it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.65it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.76it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.89it/s]
 20%|#9        | 156/781 [00:08<00:32, 18.97it/s]
 20%|##        | 158/781 [00:08<00:32, 19.02it/s]
 20%|##        | 160/781 [00:08<00:33, 18.69it/s]
 21%|##        | 162/781 [00:08<00:32, 18.80it/s]
 21%|##        | 164/781 [00:08<00:32, 18.91it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.99it/s]
 22%|##1       | 168/781 [00:09<00:32, 19.06it/s]
 22%|##1       | 170/781 [00:09<00:31, 19.13it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.97it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.00it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.06it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.00it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.91it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.96it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.91it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.85it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.96it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.55it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.73it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.86it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.86it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.98it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.38it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.63it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.70it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.52it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.66it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.73it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.55it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.47it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.63it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.76it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.55it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.59it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.80it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.66it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.56it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.42it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.54it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.41it/s]
 30%|###       | 236/781 [00:12<00:29, 18.53it/s]
 30%|###       | 238/781 [00:12<00:29, 18.48it/s]
 31%|###       | 240/781 [00:12<00:29, 18.56it/s]
 31%|###       | 242/781 [00:12<00:29, 18.46it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.46it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.49it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.54it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.71it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.69it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.62it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.69it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.60it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.69it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.74it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.49it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.51it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.54it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.54it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.32it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.42it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.50it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.67it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.68it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.64it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.74it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.78it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.79it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.85it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.92it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.65it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.69it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.82it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.72it/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, 18.86it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.84it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.79it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.88it/s]
 40%|####      | 314/781 [00:16<00:25, 18.66it/s]
 40%|####      | 316/781 [00:16<00:24, 18.69it/s]
 41%|####      | 318/781 [00:17<00:24, 18.81it/s]
 41%|####      | 320/781 [00:17<00:24, 18.88it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.87it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.94it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.87it/s]
 42%|####1     | 328/781 [00:17<00:23, 18.91it/s]
 42%|####2     | 330/781 [00:17<00:23, 18.97it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.92it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.92it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.82it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.82it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.83it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.91it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.97it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.08it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.12it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.09it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.09it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.02it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.87it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.95it/s]
 46%|####6     | 360/781 [00:19<00:22, 19.04it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.11it/s]
 47%|####6     | 364/781 [00:19<00:21, 19.13it/s]
 47%|####6     | 366/781 [00:19<00:21, 19.02it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.09it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.00it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.92it/s]
 48%|####7     | 374/781 [00:19<00:21, 19.06it/s]
 48%|####8     | 376/781 [00:20<00:21, 19.10it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.83it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.93it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.99it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.04it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.02it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.00it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.03it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.98it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.78it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.70it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.83it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.78it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.79it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.64it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.72it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.57it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.62it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.70it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.82it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.82it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.77it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.54it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.61it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.71it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.73it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.79it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.72it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.83it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.96it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.58it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.70it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.75it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.79it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.80it/s]
 57%|#####7    | 446/781 [00:23<00:18, 18.28it/s]
 57%|#####7    | 448/781 [00:23<00:18, 18.27it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.44it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.59it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.62it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.76it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.74it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.50it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.55it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.67it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.72it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.83it/s]
 60%|######    | 470/781 [00:25<00:16, 18.93it/s]
 60%|######    | 472/781 [00:25<00:16, 19.10it/s]
 61%|######    | 474/781 [00:25<00:16, 19.03it/s]
 61%|######    | 476/781 [00:25<00:16, 18.56it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.77it/s]
 61%|######1   | 480/781 [00:25<00:15, 18.90it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.03it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.13it/s]
 62%|######2   | 486/781 [00:25<00:15, 19.17it/s]
 62%|######2   | 488/781 [00:26<00:15, 19.23it/s]
 63%|######2   | 490/781 [00:26<00:15, 19.27it/s]
 63%|######2   | 492/781 [00:26<00:14, 19.28it/s]
 63%|######3   | 494/781 [00:26<00:14, 19.14it/s]
 64%|######3   | 496/781 [00:26<00:14, 19.00it/s]
 64%|######3   | 498/781 [00:26<00:14, 18.89it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.97it/s]
 64%|######4   | 502/781 [00:26<00:14, 19.02it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.84it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.76it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.86it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.91it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.95it/s]
 66%|######5   | 514/781 [00:27<00:14, 19.01it/s]
 66%|######6   | 516/781 [00:27<00:13, 18.95it/s]
 66%|######6   | 518/781 [00:27<00:13, 18.99it/s]
 67%|######6   | 520/781 [00:27<00:13, 19.01it/s]
 67%|######6   | 522/781 [00:27<00:13, 19.02it/s]
 67%|######7   | 524/781 [00:27<00:13, 19.07it/s]
 67%|######7   | 526/781 [00:28<00:13, 19.16it/s]
 68%|######7   | 528/781 [00:28<00:13, 19.17it/s]
 68%|######7   | 530/781 [00:28<00:13, 19.23it/s]
 68%|######8   | 532/781 [00:28<00:12, 19.23it/s]
 68%|######8   | 534/781 [00:28<00:12, 19.27it/s]
 69%|######8   | 536/781 [00:28<00:12, 19.17it/s]
 69%|######8   | 538/781 [00:28<00:12, 19.24it/s]
 69%|######9   | 540/781 [00:28<00:12, 19.26it/s]
 69%|######9   | 542/781 [00:28<00:12, 19.27it/s]
 70%|######9   | 544/781 [00:28<00:12, 19.30it/s]
 70%|######9   | 546/781 [00:29<00:12, 19.27it/s]
 70%|#######   | 548/781 [00:29<00:12, 19.31it/s]
 70%|#######   | 550/781 [00:29<00:12, 19.20it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.96it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.76it/s]
 71%|#######1  | 556/781 [00:29<00:11, 18.87it/s]
 71%|#######1  | 558/781 [00:29<00:11, 18.95it/s]
 72%|#######1  | 560/781 [00:29<00:11, 18.92it/s]
 72%|#######1  | 562/781 [00:29<00:11, 18.90it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.74it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.63it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.51it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.43it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.58it/s]
 73%|#######3  | 574/781 [00:30<00:11, 18.74it/s]
 74%|#######3  | 576/781 [00:30<00:10, 18.86it/s]
 74%|#######4  | 578/781 [00:30<00:10, 18.92it/s]
 74%|#######4  | 580/781 [00:30<00:10, 18.85it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.86it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.77it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.74it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.71it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.71it/s]
 76%|#######5  | 592/781 [00:31<00:10, 18.70it/s]
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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,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  95%|#########5| 42/44 [00:46<00:02,  1.18s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<00:01,  1.19s/it]
Validation Progress:  98%|#########7| 43/44 [00:47<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,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00it/s]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.01s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.00s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:48<00:00,  1.09s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:19<00:00, 19.22s/it]
100%|##########| 1/1 [00:19<00:00, 19.22s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 15.36it/s]
  3%|2         | 4/157 [00:00<00:10, 14.30it/s]
  4%|3         | 6/157 [00:00<00:10, 14.71it/s]
  5%|5         | 8/157 [00:00<00:09, 15.76it/s]
  6%|6         | 10/157 [00:00<00:09, 15.65it/s]
  8%|7         | 12/157 [00:00<00:09, 16.03it/s]
  9%|8         | 14/157 [00:00<00:08, 16.37it/s]
 10%|#         | 16/157 [00:00<00:08, 16.90it/s]
 11%|#1        | 18/157 [00:01<00:08, 17.16it/s]
 13%|#2        | 20/157 [00:01<00:07, 17.37it/s]
 14%|#4        | 22/157 [00:01<00:07, 17.52it/s]
 15%|#5        | 24/157 [00:01<00:07, 17.50it/s]
 17%|#6        | 26/157 [00:01<00:07, 17.56it/s]
 18%|#7        | 28/157 [00:01<00:07, 17.65it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.68it/s]
 20%|##        | 32/157 [00:01<00:07, 17.66it/s]
 22%|##1       | 34/157 [00:02<00:06, 17.59it/s]
 23%|##2       | 36/157 [00:02<00:06, 17.62it/s]
 24%|##4       | 38/157 [00:02<00:06, 17.67it/s]
 25%|##5       | 40/157 [00:02<00:06, 17.69it/s]
 27%|##6       | 42/157 [00:02<00:06, 17.72it/s]
 28%|##8       | 44/157 [00:02<00:06, 17.91it/s]
 29%|##9       | 46/157 [00:02<00:06, 17.93it/s]
 31%|###       | 48/157 [00:02<00:06, 17.89it/s]
 32%|###1      | 50/157 [00:02<00:05, 17.85it/s]
 33%|###3      | 52/157 [00:03<00:05, 17.84it/s]
 34%|###4      | 54/157 [00:03<00:05, 17.83it/s]
 36%|###5      | 56/157 [00:03<00:05, 17.74it/s]
 37%|###6      | 58/157 [00:03<00:05, 17.75it/s]
 38%|###8      | 60/157 [00:03<00:05, 17.69it/s]
 39%|###9      | 62/157 [00:03<00:05, 17.80it/s]
 41%|####      | 64/157 [00:03<00:05, 17.89it/s]
 42%|####2     | 66/157 [00:03<00:05, 18.05it/s]
 43%|####3     | 68/157 [00:03<00:04, 17.88it/s]
 45%|####4     | 70/157 [00:04<00:04, 17.99it/s]
 46%|####5     | 72/157 [00:04<00:04, 17.84it/s]
 47%|####7     | 74/157 [00:04<00:04, 17.65it/s]
 48%|####8     | 76/157 [00:04<00:04, 17.42it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.65it/s]
 51%|#####     | 80/157 [00:04<00:04, 17.53it/s]
 52%|#####2    | 82/157 [00:04<00:04, 17.61it/s]
 54%|#####3    | 84/157 [00:04<00:04, 17.68it/s]
 55%|#####4    | 86/157 [00:04<00:04, 17.59it/s]
 56%|#####6    | 88/157 [00:05<00:03, 17.65it/s]
 57%|#####7    | 90/157 [00:05<00:03, 17.76it/s]
 59%|#####8    | 92/157 [00:05<00:03, 17.98it/s]
 60%|#####9    | 94/157 [00:05<00:03, 18.14it/s]
 61%|######1   | 96/157 [00:05<00:03, 18.23it/s]
 62%|######2   | 98/157 [00:05<00:03, 18.26it/s]
 64%|######3   | 100/157 [00:05<00:03, 18.08it/s]
 65%|######4   | 102/157 [00:05<00:03, 18.07it/s]
 66%|######6   | 104/157 [00:05<00:02, 17.87it/s]
 68%|######7   | 106/157 [00:06<00:02, 17.74it/s]
 69%|######8   | 108/157 [00:06<00:02, 17.90it/s]
 70%|#######   | 110/157 [00:06<00:02, 17.87it/s]
 71%|#######1  | 112/157 [00:06<00:02, 17.67it/s]
 73%|#######2  | 114/157 [00:06<00:02, 17.63it/s]
 74%|#######3  | 116/157 [00:06<00:02, 17.67it/s]
 75%|#######5  | 118/157 [00:06<00:02, 17.73it/s]
 76%|#######6  | 120/157 [00:06<00:02, 17.84it/s]
 78%|#######7  | 122/157 [00:06<00:01, 17.70it/s]
 79%|#######8  | 124/157 [00:07<00:01, 17.84it/s]
 80%|########  | 126/157 [00:07<00:01, 18.00it/s]
 82%|########1 | 128/157 [00:07<00:01, 17.80it/s]
 83%|########2 | 130/157 [00:07<00:01, 17.76it/s]
 84%|########4 | 132/157 [00:07<00:01, 17.39it/s]
 85%|########5 | 134/157 [00:07<00:01, 17.13it/s]
 87%|########6 | 136/157 [00:07<00:01, 17.30it/s]
 88%|########7 | 138/157 [00:07<00:01, 17.20it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.64it/s]
 90%|######### | 142/157 [00:08<00:00, 16.33it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.07it/s]
 93%|#########2| 146/157 [00:08<00:00, 15.89it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.14it/s]
 96%|#########5| 150/157 [00:08<00:00, 16.26it/s]
 97%|#########6| 152/157 [00:08<00:00, 16.17it/s]
 98%|#########8| 154/157 [00:08<00:00, 16.20it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.02it/s]
100%|##########| 157/157 [00:09<00:00, 17.38it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:48, 16.07it/s]
  1%|          | 4/781 [00:00<00:45, 16.97it/s]
  1%|          | 6/781 [00:00<00:45, 17.11it/s]
  1%|1         | 8/781 [00:00<00:43, 17.95it/s]
  1%|1         | 10/781 [00:00<00:42, 17.96it/s]
  2%|1         | 13/781 [00:00<00:40, 18.96it/s]
  2%|2         | 16/781 [00:00<00:39, 19.33it/s]
  2%|2         | 18/781 [00:00<00:39, 19.43it/s]
  3%|2         | 20/781 [00:01<00:39, 19.14it/s]
  3%|2         | 23/781 [00:01<00:39, 19.36it/s]
  3%|3         | 25/781 [00:01<00:38, 19.46it/s]
  3%|3         | 27/781 [00:01<00:39, 19.24it/s]
  4%|3         | 30/781 [00:01<00:38, 19.73it/s]
  4%|4         | 33/781 [00:01<00:37, 20.12it/s]
  5%|4         | 36/781 [00:01<00:36, 20.36it/s]
  5%|4         | 39/781 [00:02<00:36, 20.33it/s]
  5%|5         | 42/781 [00:02<00:36, 20.22it/s]
  6%|5         | 45/781 [00:02<00:36, 20.14it/s]
  6%|6         | 48/781 [00:02<00:35, 20.38it/s]
  7%|6         | 51/781 [00:02<00:35, 20.48it/s]
  7%|6         | 54/781 [00:02<00:35, 20.34it/s]
  7%|7         | 57/781 [00:02<00:35, 20.21it/s]
  8%|7         | 60/781 [00:03<00:35, 20.36it/s]
  8%|8         | 63/781 [00:03<00:34, 20.64it/s]
  8%|8         | 66/781 [00:03<00:34, 20.73it/s]
  9%|8         | 69/781 [00:03<00:34, 20.64it/s]
  9%|9         | 72/781 [00:03<00:34, 20.61it/s]
 10%|9         | 75/781 [00:03<00:34, 20.63it/s]
 10%|9         | 78/781 [00:03<00:33, 20.74it/s]
 10%|#         | 81/781 [00:04<00:33, 20.82it/s]
 11%|#         | 84/781 [00:04<00:33, 20.90it/s]
 11%|#1        | 87/781 [00:04<00:33, 20.86it/s]
 12%|#1        | 90/781 [00:04<00:33, 20.86it/s]
 12%|#1        | 93/781 [00:04<00:33, 20.57it/s]
 12%|#2        | 96/781 [00:04<00:33, 20.34it/s]
 13%|#2        | 99/781 [00:04<00:34, 19.71it/s]
 13%|#2        | 101/781 [00:05<00:35, 19.35it/s]
 13%|#3        | 103/781 [00:05<00:35, 19.11it/s]
 13%|#3        | 105/781 [00:05<00:35, 19.03it/s]
 14%|#3        | 107/781 [00:05<00:36, 18.35it/s]
 14%|#3        | 109/781 [00:05<00:36, 18.21it/s]
 14%|#4        | 111/781 [00:05<00:36, 18.21it/s]
 14%|#4        | 113/781 [00:05<00:36, 18.09it/s]
 15%|#4        | 115/781 [00:05<00:36, 18.18it/s]
 15%|#4        | 117/781 [00:05<00:36, 18.24it/s]
 15%|#5        | 119/781 [00:06<00:36, 18.09it/s]
 15%|#5        | 121/781 [00:06<00:36, 18.12it/s]
 16%|#5        | 123/781 [00:06<00:36, 18.19it/s]
 16%|#6        | 125/781 [00:06<00:36, 18.04it/s]
 16%|#6        | 127/781 [00:06<00:36, 18.12it/s]
 17%|#6        | 129/781 [00:06<00:35, 18.13it/s]
 17%|#6        | 131/781 [00:06<00:36, 17.92it/s]
 17%|#7        | 133/781 [00:06<00:35, 18.08it/s]
 17%|#7        | 135/781 [00:06<00:35, 18.21it/s]
 18%|#7        | 137/781 [00:07<00:35, 18.30it/s]
 18%|#7        | 139/781 [00:07<00:35, 18.07it/s]
 18%|#8        | 141/781 [00:07<00:35, 18.13it/s]
 18%|#8        | 143/781 [00:07<00:35, 18.16it/s]
 19%|#8        | 145/781 [00:07<00:35, 18.03it/s]
 19%|#8        | 147/781 [00:07<00:34, 18.17it/s]
 19%|#9        | 149/781 [00:07<00:34, 18.16it/s]
 19%|#9        | 151/781 [00:07<00:34, 18.25it/s]
 20%|#9        | 153/781 [00:07<00:34, 18.09it/s]
 20%|#9        | 155/781 [00:08<00:34, 18.11it/s]
 20%|##        | 157/781 [00:08<00:34, 18.15it/s]
 20%|##        | 159/781 [00:08<00:34, 18.18it/s]
 21%|##        | 161/781 [00:08<00:35, 17.49it/s]
 21%|##        | 163/781 [00:08<00:35, 17.17it/s]
 21%|##1       | 165/781 [00:08<00:35, 17.40it/s]
 21%|##1       | 167/781 [00:08<00:35, 17.32it/s]
 22%|##1       | 169/781 [00:08<00:35, 17.41it/s]
 22%|##1       | 171/781 [00:08<00:34, 17.88it/s]
 22%|##2       | 173/781 [00:09<00:34, 17.70it/s]
 22%|##2       | 175/781 [00:09<00:33, 18.24it/s]
 23%|##2       | 177/781 [00:09<00:32, 18.35it/s]
 23%|##2       | 179/781 [00:09<00:32, 18.66it/s]
 23%|##3       | 181/781 [00:09<00:31, 18.99it/s]
 23%|##3       | 183/781 [00:09<00:31, 19.10it/s]
 24%|##3       | 186/781 [00:09<00:30, 19.72it/s]
 24%|##4       | 189/781 [00:09<00:29, 20.07it/s]
 24%|##4       | 191/781 [00:09<00:30, 19.58it/s]
 25%|##4       | 194/781 [00:10<00:29, 19.82it/s]
 25%|##5       | 197/781 [00:10<00:29, 19.98it/s]
 26%|##5       | 200/781 [00:10<00:28, 20.05it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.79it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.78it/s]
 27%|##6       | 207/781 [00:10<00:28, 20.20it/s]
 27%|##6       | 210/781 [00:10<00:28, 20.18it/s]
 27%|##7       | 213/781 [00:11<00:27, 20.31it/s]
 28%|##7       | 216/781 [00:11<00:27, 20.23it/s]
 28%|##8       | 219/781 [00:11<00:27, 20.28it/s]
 28%|##8       | 222/781 [00:11<00:27, 20.49it/s]
 29%|##8       | 225/781 [00:11<00:27, 20.57it/s]
 29%|##9       | 228/781 [00:11<00:26, 20.56it/s]
 30%|##9       | 231/781 [00:11<00:27, 19.93it/s]
 30%|##9       | 233/781 [00:12<00:27, 19.88it/s]
 30%|###       | 235/781 [00:12<00:27, 19.84it/s]
 30%|###       | 237/781 [00:12<00:27, 19.52it/s]
 31%|###       | 239/781 [00:12<00:28, 19.18it/s]
 31%|###       | 241/781 [00:12<01:00,  8.92it/s]
 31%|###1      | 243/781 [00:13<00:51, 10.36it/s]
 31%|###1      | 245/781 [00:13<00:44, 11.92it/s]
 32%|###1      | 247/781 [00:13<00:40, 13.26it/s]
 32%|###1      | 249/781 [00:13<00:37, 14.28it/s]
 32%|###2      | 251/781 [00:13<00:34, 15.28it/s]
 32%|###2      | 253/781 [00:13<00:33, 15.88it/s]
 33%|###2      | 255/781 [00:13<00:33, 15.85it/s]
 33%|###2      | 257/781 [00:13<00:31, 16.39it/s]
 33%|###3      | 259/781 [00:13<00:31, 16.61it/s]
 33%|###3      | 261/781 [00:14<00:30, 16.95it/s]
 34%|###3      | 263/781 [00:14<00:30, 17.13it/s]
 34%|###3      | 265/781 [00:14<00:29, 17.44it/s]
 34%|###4      | 267/781 [00:14<00:29, 17.66it/s]
 34%|###4      | 269/781 [00:14<00:28, 17.85it/s]
 35%|###4      | 271/781 [00:14<00:28, 17.95it/s]
 35%|###4      | 273/781 [00:14<00:28, 17.98it/s]
 35%|###5      | 275/781 [00:14<00:28, 18.00it/s]
 35%|###5      | 277/781 [00:14<00:27, 18.00it/s]
 36%|###5      | 279/781 [00:15<00:27, 18.03it/s]
 36%|###5      | 281/781 [00:15<00:27, 18.06it/s]
 36%|###6      | 283/781 [00:15<00:27, 18.14it/s]
 36%|###6      | 285/781 [00:15<00:27, 18.16it/s]
 37%|###6      | 287/781 [00:15<00:27, 18.05it/s]
 37%|###7      | 289/781 [00:15<00:27, 17.96it/s]
 37%|###7      | 291/781 [00:15<00:27, 17.81it/s]
 38%|###7      | 293/781 [00:15<00:27, 17.94it/s]
 38%|###7      | 295/781 [00:15<00:26, 18.13it/s]
 38%|###8      | 297/781 [00:16<00:26, 18.13it/s]
 38%|###8      | 299/781 [00:16<00:26, 17.93it/s]
 39%|###8      | 301/781 [00:16<00:26, 17.90it/s]
 39%|###8      | 303/781 [00:16<00:26, 17.98it/s]
 39%|###9      | 305/781 [00:16<00:26, 18.14it/s]
 39%|###9      | 307/781 [00:16<00:26, 18.17it/s]
 40%|###9      | 309/781 [00:16<00:25, 18.26it/s]
 40%|###9      | 311/781 [00:16<00:25, 18.33it/s]
 40%|####      | 313/781 [00:16<00:25, 18.31it/s]
 40%|####      | 315/781 [00:17<00:25, 18.22it/s]
 41%|####      | 317/781 [00:17<00:25, 18.05it/s]
 41%|####      | 319/781 [00:17<00:25, 17.77it/s]
 41%|####1     | 321/781 [00:17<00:25, 17.78it/s]
 41%|####1     | 323/781 [00:17<00:25, 17.93it/s]
 42%|####1     | 325/781 [00:17<00:25, 18.04it/s]
 42%|####1     | 327/781 [00:17<00:25, 18.02it/s]
 42%|####2     | 329/781 [00:17<00:25, 17.92it/s]
 42%|####2     | 331/781 [00:17<00:24, 18.05it/s]
 43%|####2     | 333/781 [00:18<00:25, 17.86it/s]
 43%|####2     | 335/781 [00:18<00:24, 18.05it/s]
 43%|####3     | 337/781 [00:18<00:24, 18.07it/s]
 43%|####3     | 339/781 [00:18<00:24, 18.03it/s]
 44%|####3     | 341/781 [00:18<00:24, 17.99it/s]
 44%|####3     | 343/781 [00:18<00:24, 18.06it/s]
 44%|####4     | 345/781 [00:18<00:24, 18.02it/s]
 44%|####4     | 347/781 [00:18<00:24, 18.00it/s]
 45%|####4     | 349/781 [00:18<00:24, 17.71it/s]
 45%|####4     | 351/781 [00:19<00:24, 17.90it/s]
 45%|####5     | 353/781 [00:19<00:23, 17.86it/s]
 45%|####5     | 355/781 [00:19<00:23, 17.77it/s]
 46%|####5     | 357/781 [00:19<00:23, 17.90it/s]
 46%|####5     | 359/781 [00:19<00:23, 17.87it/s]
 46%|####6     | 361/781 [00:19<00:23, 17.99it/s]
 46%|####6     | 363/781 [00:19<00:23, 17.96it/s]
 47%|####6     | 365/781 [00:19<00:22, 18.10it/s]
 47%|####6     | 367/781 [00:19<00:22, 18.02it/s]
 47%|####7     | 369/781 [00:20<00:22, 17.99it/s]
 48%|####7     | 371/781 [00:20<00:22, 18.04it/s]
 48%|####7     | 373/781 [00:20<00:22, 18.13it/s]
 48%|####8     | 375/781 [00:20<00:22, 18.08it/s]
 48%|####8     | 377/781 [00:20<00:22, 17.90it/s]
 49%|####8     | 379/781 [00:20<00:22, 17.86it/s]
 49%|####8     | 381/781 [00:20<00:21, 18.36it/s]
 49%|####9     | 383/781 [00:20<00:21, 18.41it/s]
 49%|####9     | 385/781 [00:20<00:21, 18.64it/s]
 50%|####9     | 387/781 [00:21<00:20, 18.97it/s]
 50%|####9     | 389/781 [00:21<00:20, 18.96it/s]
 50%|#####     | 391/781 [00:21<00:20, 18.86it/s]
 50%|#####     | 393/781 [00:21<00:20, 18.93it/s]
 51%|#####     | 395/781 [00:21<00:20, 18.73it/s]
 51%|#####     | 397/781 [00:21<00:20, 18.40it/s]
 51%|#####1    | 399/781 [00:21<00:20, 18.77it/s]
 51%|#####1    | 401/781 [00:21<00:19, 19.12it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.71it/s]
 52%|#####2    | 407/781 [00:22<00:18, 20.23it/s]
 52%|#####2    | 410/781 [00:22<00:18, 20.54it/s]
 53%|#####2    | 413/781 [00:22<00:17, 20.73it/s]
 53%|#####3    | 416/781 [00:22<00:17, 20.62it/s]
 54%|#####3    | 419/781 [00:22<00:17, 20.78it/s]
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