





'''simple docstring'''



from ...processing_utils import ProcessorMixin
from ...tokenization_utils_base import BatchEncoding

class     A_ (  lowerCAmelCase_  ):

			'''simple docstring'''





			_lowerCAmelCase						=    ["""image_processor""", """tokenizer"""]
			_lowerCAmelCase						=    """EfficientNetImageProcessor"""
			_lowerCAmelCase						=    ("""BertTokenizer""", """BertTokenizerFast""")




			def __init__(					self			,     A_			,     A_   ):
								super().__init__(A_			,     A_   )




			def __call__(					self			,     A_=None			,     A_=None			,     A_="max_length"			,     A_=64			,     A_=None			,     **A_   ):
								if text is None and images is None:
													raise ValueError("You have to specify either text or images. Both cannot be none."   )

								if text is not None:
													_UpperCamelCase											=   self.tokenizer(
													    A_			,     padding=A_			,     max_length=A_			,     return_tensors=A_			,     **A_   )

								if images is not None:
													_UpperCamelCase											=   self.image_processor(A_			,     return_tensors=A_			,     **A_   )

								if text is not None and images is not None:
													_UpperCamelCase											=   image_features.pixel_values
													return encoding
								elif text is not None:
													return encoding
								else:
													return BatchEncoding(data=dict(**A_   )			,     tensor_type=A_   )




			def       a	(					self			,     *A_			,     **A_   ):
								return self.tokenizer.batch_decode(*A_			,     **A_   )




			def       a	(					self			,     *A_			,     **A_   ):
								return self.tokenizer.decode(*A_			,     **A_   )




			@property
			def       a	(					self   ):
								_UpperCamelCase											=   self.tokenizer.model_input_names
								_UpperCamelCase											=   self.image_processor.model_input_names
								return list(dict.fromkeys(tokenizer_input_names + image_processor_input_names   )   )









'''simple docstring'''



from __future__ import annotations



def  lowercase__(		_UpperCamelCase  : list[int]				)->   list[int]:






					"""simple docstring"""

					if not list_of_ints:
										return []

					if min(_UpperCamelCase				) < 0:
										raise ValueError("All numbers must be positive"				)

					_UpperCamelCase											=   max(len(bin(_UpperCamelCase				)[2:]				) for x in list_of_ints				)
					return _msd_radix_sort(_UpperCamelCase ,   _UpperCamelCase				)



def  lowercase__(		_UpperCamelCase  : list[int] ,   _UpperCamelCase  : int				)->   list[int]:






					"""simple docstring"""

					if bit_position == 0 or len(_UpperCamelCase				) in [0, 1]:
										return list_of_ints

					_UpperCamelCase											=   []
					_UpperCamelCase											=   []
					# Split numbers based on bit at bit_position from the right
					for number in list_of_ints:
										if (number >> (bit_position - 1)) & 1:
															# number has a one at bit bit_position
															ones.append(_UpperCamelCase				)
										else:
															# number has a zero at bit bit_position
															zeros.append(_UpperCamelCase				)

    # recursively split both lists further
					_UpperCamelCase											=   _msd_radix_sort(_UpperCamelCase ,   bit_position - 1				)
					_UpperCamelCase											=   _msd_radix_sort(_UpperCamelCase ,   bit_position - 1				)

					# recombine lists
					_UpperCamelCase											=   zeros
					res.extend(_UpperCamelCase				)

					return res



def  lowercase__(		_UpperCamelCase  : list[int]				)->   Union[str, Any]:






					"""simple docstring"""

					_UpperCamelCase											=   len(_UpperCamelCase				)
					if not list_of_ints or length == 1:
										return

					if min(_UpperCamelCase				) < 0:
										raise ValueError("All numbers must be positive"				)

					_UpperCamelCase											=   max(len(bin(_UpperCamelCase				)[2:]				) for x in list_of_ints				)
					_msd_radix_sort_inplace(_UpperCamelCase ,   _UpperCamelCase ,   0 ,   _UpperCamelCase				)



def  lowercase__(		_UpperCamelCase  : list[int] ,   _UpperCamelCase  : int ,   _UpperCamelCase  : int ,   _UpperCamelCase  : int				)->   Tuple:






					"""simple docstring"""

					if bit_position == 0 or end_index - begin_index <= 1:
										return

					bit_position -= 1

					_UpperCamelCase											=   begin_index
					_UpperCamelCase											=   end_index - 1
					while i <= j:
										_UpperCamelCase											=   False
										if not (list_of_ints[i] >> bit_position) & 1:
															# found zero at the beginning
															i += 1
															_UpperCamelCase											=   True
										if (list_of_ints[j] >> bit_position) & 1:
															# found one at the end
															j -= 1
															_UpperCamelCase											=   True

										if changed:
															continue

										_UpperCamelCase				,	_UpperCamelCase											=   list_of_ints[j], list_of_ints[i]
										j -= 1
										if j != i:
															i += 1

					_msd_radix_sort_inplace(_UpperCamelCase ,   _UpperCamelCase ,   _UpperCamelCase ,   _UpperCamelCase				)
					_msd_radix_sort_inplace(_UpperCamelCase ,   _UpperCamelCase ,   _UpperCamelCase ,   _UpperCamelCase				)


if __name__ == "__main__":
			import doctest

			doctest.testmod()



