




from ...configuration_utils import PretrainedConfig
from ...utils import logging


__SCREAMING_SNAKE_CASE      :				Any				      = logging.get_logger(__name__)

__SCREAMING_SNAKE_CASE      :				int				      = {
    """dandelin/vilt-b32-mlm""": """https://huggingface.co/dandelin/vilt-b32-mlm/blob/main/config.json"""
}






class      A     (						lowerCamelCase_						):
     """simple docstring"""

     _snake_case:		Optional[int]       ="""vilt"""




     def __init__(      self					:				Optional[int]		,					A__					:				Dict=3_0_5_2_2		,					A__					:				int=2		,					A__					:				Dict=2		,					A__					:				int=4_0		,					A__					:				Any=7_6_8		,					A__					:				int=1_2		,					A__					:				Tuple=1_2		,					A__					:				Union[str, Any]=3_0_7_2		,					A__					:				Union[str, Any]="gelu"		,					A__					:				Optional[Any]=0.0		,					A__					:				List[str]=0.0		,					A__					:				int=0.02		,					A__					:				Optional[int]=1E-12		,					A__					:				Optional[int]=3_8_4		,					A__					:				Any=3_2		,					A__					:				Optional[int]=3		,					A__					:				str=True		,					A__					:				Tuple=-1		,					A__					:				Optional[Any]=False		,					A__					:				Any=-1		,					**A__					:				int		,					)			->    Dict:
           super().__init__(tie_word_embeddings=A__		,					**A__     )

           lowerCamelCase__ 					=			vocab_size
           lowerCamelCase__ 					=			type_vocab_size
           lowerCamelCase__ 					=			modality_type_vocab_size
           lowerCamelCase__ 					=			max_position_embeddings

           lowerCamelCase__ 					=			hidden_size
           lowerCamelCase__ 					=			num_hidden_layers
           lowerCamelCase__ 					=			num_attention_heads
           lowerCamelCase__ 					=			intermediate_size
           lowerCamelCase__ 					=			hidden_act
           lowerCamelCase__ 					=			hidden_dropout_prob
           lowerCamelCase__ 					=			attention_probs_dropout_prob
           lowerCamelCase__ 					=			initializer_range
           lowerCamelCase__ 					=			layer_norm_eps

           lowerCamelCase__ 					=			image_size
           lowerCamelCase__ 					=			patch_size
           lowerCamelCase__ 					=			num_channels
           lowerCamelCase__ 					=			qkv_bias
           lowerCamelCase__ 					=			max_image_length
           lowerCamelCase__ 					=			num_images





def      lowerCAmelCase_     (					lowerCamelCase:    list       ,			lowerCamelCase:    int       ,			lowerCamelCase:    int  )   ->     None:


      '''simple docstring'''




      if right <= left:
            return
      lowerCamelCase__ 					=			lowerCamelCase__ 					=			left
      lowerCamelCase__ 					=			right
      lowerCamelCase__ 					=			sorting[left]
      while i <= b:
            if sorting[i] < pivot:
                  lowerCamelCase__					,						lowerCamelCase__ 					=			sorting[i], sorting[a]
                  a += 1
                  i += 1
            elif sorting[i] > pivot:
                  lowerCamelCase__					,						lowerCamelCase__ 					=			sorting[i], sorting[b]
                  b -= 1
            else:
                  i += 1
      quick_sort_apartition(lowerCamelCase       ,			lowerCamelCase       ,			a - 1  )
      quick_sort_apartition(lowerCamelCase       ,			b + 1       ,			lowerCamelCase  )

def      lowerCAmelCase_     (					lowerCamelCase:    list       ,			lowerCamelCase:    int       ,			lowerCamelCase:    int  )   ->     None:


      '''simple docstring'''




      if left < right:
            lowerCamelCase__ 					=			lomuto_partition(lowerCamelCase       ,			lowerCamelCase       ,			lowerCamelCase  )
            quick_sort_lomuto_partition(lowerCamelCase       ,			lowerCamelCase       ,			pivot_index - 1  )
            quick_sort_lomuto_partition(lowerCamelCase       ,			pivot_index + 1       ,			lowerCamelCase  )

def      lowerCAmelCase_     (					lowerCamelCase:    list       ,			lowerCamelCase:    int       ,			lowerCamelCase:    int  )   ->     int:


      '''simple docstring'''




      lowerCamelCase__ 					=			sorting[right]
      lowerCamelCase__ 					=			left
      for i in range(lowerCamelCase       ,			lowerCamelCase  ):
            if sorting[i] < pivot:
                  lowerCamelCase__					,						lowerCamelCase__ 					=			sorting[i], sorting[store_index]
                  store_index += 1
      lowerCamelCase__					,						lowerCamelCase__ 					=			sorting[store_index], sorting[right]
      return store_index

def      lowerCAmelCase_     (					lowerCamelCase:    list  )   ->     list:


      '''simple docstring'''




      if len(lowerCamelCase  ) <= 1:
            return sorting
      return (
          three_way_radix_quicksort([i for i in sorting if i < sorting[0]]  )
          + [i for i in sorting if i == sorting[0]]
          + three_way_radix_quicksort([i for i in sorting if i > sorting[0]]  )
      )


if __name__ == "__main__":
      import doctest

      doctest.testmod(verbose=True)

      __SCREAMING_SNAKE_CASE      :				Optional[int]				      =input("""Enter numbers separated by a comma:\n""").strip()
      __SCREAMING_SNAKE_CASE      :				str				      =[int(item) for item in user_input.split(""",""")]
      quick_sort_apartition(unsorted, 0, len(unsorted) - 1)
      print(unsorted)