

"""simple docstring"""


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


UpperCAmelCase													=logging.get_logger(__name__)

UpperCAmelCase													={
    "facebook/s2t-wav2vec2-large-en-de": (
        "https://huggingface.co/facebook/s2t-wav2vec2-large-en-de/resolve/main/config.json"
    ),
    # See all Speech2Text models at https://huggingface.co/models?filter=speech2text2
}





class lowerCamelCase__   (				SCREAMING_SNAKE_CASE    ):



    '''simple docstring'''




    _lowerCamelCase					=   '''speech_to_text_2'''
    _lowerCamelCase					=   ['''past_key_values''']
    _lowerCamelCase					=   {'''num_attention_heads''': '''decoder_attention_heads''', '''hidden_size''': '''d_model'''}




    def __init__( self ,lowerCamelCase_=1_0_0_0_0 ,lowerCamelCase_=6 ,lowerCamelCase_=2_0_4_8 ,lowerCamelCase_=4 ,lowerCamelCase_=0.0 ,lowerCamelCase_=True ,lowerCamelCase_="relu" ,lowerCamelCase_=2_5_6 ,lowerCamelCase_=0.1 ,lowerCamelCase_=0.0 ,lowerCamelCase_=0.0 ,lowerCamelCase_=0.02 ,lowerCamelCase_=2 ,lowerCamelCase_=True ,lowerCamelCase_=1 ,lowerCamelCase_=0 ,lowerCamelCase_=2 ,lowerCamelCase_=1_0_2_4 ,**lowerCamelCase_ ,)    ->      List[str]:
          A				  =		vocab_size
          A				  =		d_model
          A				  =		decoder_ffn_dim
          A				  =		decoder_layers
          A				  =		decoder_attention_heads
          A				  =		dropout
          A				  =		attention_dropout
          A				  =		activation_dropout
          A				  =		activation_function
          A				  =		init_std
          A				  =		decoder_layerdrop
          A				  =		use_cache
          A				  =		decoder_layers
          A				  =		scale_embedding  # scale factor will be sqrt(d_model) if True
          A				  =		max_target_positions

          super().__init__(
              pad_token_id=lowerCamelCase_ ,bos_token_id=lowerCamelCase_ ,eos_token_id=lowerCamelCase_ ,decoder_start_token_id=lowerCamelCase_ ,**lowerCamelCase_ ,)







"""simple docstring"""


def   _A					(	_a	:						Optional[int]     ,   _a	:						str				):



      """simple docstring"""






      A				  =		0
      A				  =		len(_a				) - 1

      while left <= right:
            # avoid divided by 0 during interpolation
            if sorted_collection[left] == sorted_collection[right]:
                  if sorted_collection[left] == item:
                        return left
                  else:
                        return None

            A				  =		left + ((item - sorted_collection[left]) * (right - left)) // (
                sorted_collection[right] - sorted_collection[left]
            )

            # out of range check
            if point < 0 or point >= len(_a				):
                  return None

            A				  =		sorted_collection[point]
            if current_item == item:
                  return point
            else:
                  if point < left:
                        A				  =		left
                        A				  =		point
                  elif point > right:
                        A				  =		right
                        A				  =		point
                  else:
                        if item < current_item:
                              A				  =		point - 1
                        else:
                              A				  =		point + 1
      return None



def   _A					(	_a	:						Any     ,   _a	:						List[str]     ,   _a	:						Dict     ,   _a	:						List[str]				):



      """simple docstring"""






      if sorted_collection[left] == sorted_collection[right]:
            if sorted_collection[left] == item:
                  return left
            else:
                  return None

      A				  =		left + ((item - sorted_collection[left]) * (right - left)) // (
          sorted_collection[right] - sorted_collection[left]
      )

      # out of range check
      if point < 0 or point >= len(_a				):
            return None

      if sorted_collection[point] == item:
            return point
      elif point < left:
            return interpolation_search_by_recursion(_a     ,   _a     ,   _a     ,   _a				)
      elif point > right:
            return interpolation_search_by_recursion(_a     ,   _a     ,   _a     ,   _a				)
      else:
            if sorted_collection[point] > item:
                  return interpolation_search_by_recursion(
                      _a     ,   _a     ,   _a     ,   point - 1				)
            else:
                  return interpolation_search_by_recursion(
                      _a     ,   _a     ,   point + 1     ,   _a				)



def   _A					(	_a	:						List[Any]				):



      """simple docstring"""






      if collection != sorted(_a				):
            raise ValueError("""Collection must be ascending sorted"""				)
      return True


if __name__ == "__main__":
  import sys
  UpperCAmelCase													=0
  if debug == 1:
    UpperCAmelCase													=[10, 30, 40, 45, 50, 66, 77, 93]
    try:
      __assert_sorted(collection)
    except ValueError:
      sys.exit("Sequence must be ascending sorted to apply interpolation search")
    UpperCAmelCase													=67

  UpperCAmelCase													=interpolation_search(collection, target)
  if result is not None:
    print(f"""{target} found at positions: {result}""")
  else:
    print("Not found")




