





'''simple docstring'''



def 				snake_case_      (		SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__       ):







  '''simple docstring'''



  _snake_case     		=				word.split()

  def justify(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__       ) -> str:
    _snake_case     		=				max_width - width
    _snake_case     		=				len(SCREAMING_SNAKE_CASE__       )
    if len(SCREAMING_SNAKE_CASE__       ) == 1:
      # if there is only word in line
      # just insert overall_spaces_count for the remainder of line
      return line[0] + " " * overall_spaces_count
    else:
      _snake_case     		=				words_count - 1
      # num_spaces_between_words_list[i] : tells you to insert
      # num_spaces_between_words_list[i] spaces
      # after word on line[i]
      _snake_case     		=				spaces_to_insert_between_words * [
          overall_spaces_count // spaces_to_insert_between_words
      ]
      _snake_case     		=				(
          overall_spaces_count % spaces_to_insert_between_words
      )
      # distribute spaces via round robin to the left words
      for i in range(SCREAMING_SNAKE_CASE__       ):
        num_spaces_between_words_list[i] += 1
      _snake_case     		=				[]
      for i in range(SCREAMING_SNAKE_CASE__       ):
        # add the word
        aligned_words_list.append(line[i]       )
        # add the spaces to insert
        aligned_words_list.append(num_spaces_between_words_list[i] * " "       )
      # just add the last word to the sentence
      aligned_words_list.append(line[-1]       )
      # join the aligned words list to form a justified line
      return "".join(SCREAMING_SNAKE_CASE__       )

  _snake_case     		=				[]
  _snake_case     		=				[]
  _snake_case     		=				0
  for word in words:
    if width + len(SCREAMING_SNAKE_CASE__       ) + len(SCREAMING_SNAKE_CASE__       ) <= max_width:
      # keep adding words until we can fill out max_width
      # width = sum of length of all words (without overall_spaces_count)
      # len(word) = length of current word
      # len(line) = number of overall_spaces_count to insert between words
      line.append(SCREAMING_SNAKE_CASE__       )
      width += len(SCREAMING_SNAKE_CASE__       )
    else:
      # justify the line and add it to result
      answer.append(justify(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__       )       )
      # reset new line and new width
      _snake_case		,		_snake_case     		=				[word], len(SCREAMING_SNAKE_CASE__       )
  _snake_case     		=				max_width - width - len(SCREAMING_SNAKE_CASE__       )
  answer.append(" ".join(SCREAMING_SNAKE_CASE__       ) + (remaining_spaces + 1) * " "       )
  return answer


if __name__ == "__main__":
   from doctest import testmod

   testmod()









'''simple docstring'''



from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


__magic_name__   :						Any    =			logging.get_logger(__name__)

__magic_name__   :						Dict    =			{
    """google/bit-50""": """https://huggingface.co/google/bit-50/resolve/main/config.json""",
}


class       __SCREAMING_SNAKE_CASE	(						__UpperCamelCase					,    __UpperCamelCase			):



     '''simple docstring'''






     UpperCAmelCase__       :						List[str]      =   '''bit'''
     UpperCAmelCase__       :						Union[str, Any]      =   ['''preactivation''', '''bottleneck''']
     UpperCAmelCase__       :						int      =   ['''SAME''', '''VALID''']

     def __init__(					self						,   lowerCamelCase=3						,   lowerCamelCase=64						,   lowerCamelCase=[256, 512, 1_024, 2_048]						,   lowerCamelCase=[3, 4, 6, 3]						,   lowerCamelCase="preactivation"						,   lowerCamelCase="relu"						,   lowerCamelCase=None						,   lowerCamelCase=32						,   lowerCamelCase=0.0						,   lowerCamelCase=False						,   lowerCamelCase=32						,   lowerCamelCase=1						,   lowerCamelCase=None						,   lowerCamelCase=None						,   **lowerCamelCase						,   ):
       super().__init__(**lowerCamelCase	)
       if layer_type not in self.layer_types:
         raise ValueError(F'''layer_type={layer_type} is not one of {",".join(self.layer_types	)}'''	)
       if global_padding is not None:
         if global_padding.upper() in self.supported_padding:
           _snake_case     		=				global_padding.upper()
         else:
           raise ValueError(F'''Padding strategy {global_padding} not supported'''	)
       _snake_case     		=				num_channels
       _snake_case     		=				embedding_size
       _snake_case     		=				hidden_sizes
       _snake_case     		=				depths
       _snake_case     		=				layer_type
       _snake_case     		=				hidden_act
       _snake_case     		=				global_padding
       _snake_case     		=				num_groups
       _snake_case     		=				drop_path_rate
       _snake_case     		=				embedding_dynamic_padding
       _snake_case     		=				output_stride
       _snake_case     		=				width_factor

       _snake_case     		=				["stem"] + [F'''stage{idx}''' for idx in range(1						,   len(lowerCamelCase	) + 1	)]
       _snake_case		,		_snake_case     		=				get_aligned_output_features_output_indices(
           out_features=lowerCamelCase						,   out_indices=lowerCamelCase						,   stage_names=self.stage_names	)


