






from __future__ import annotations







def 		_UpperCamelCase      (			UpperCamelCase_				:    Optional[Any]						)     ->      list[int]:

						"""simple docstring"""



						if not list_of_ints:
												return []

						if min(__lowercase						) < 0:
												raise ValueError('All numbers must be positive'						)

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







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

						"""simple docstring"""



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

						lowerCAmelCase__			  =  []
						lowerCAmelCase__			  =  []
						# 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(__lowercase						)
												else:
																		# number has a zero at bit bit_position
																		zeros.append(__lowercase						)

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

						# recombine lists
						lowerCAmelCase__			  =  zeros
						res.extend(__lowercase						)

						return res







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

						"""simple docstring"""



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

						if min(__lowercase						) < 0:
												raise ValueError('All numbers must be positive'						)

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







def 		_UpperCamelCase      (			UpperCamelCase_				:    List[Any]			,				UpperCamelCase_				:    int			,				UpperCamelCase_				:    Any			,				UpperCamelCase_				:    List[Any]						)     ->      Union[str, Any]:

						"""simple docstring"""



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

						bit_position -= 1

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

												if changed:
																		continue

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

						_msd_radix_sort_inplace(__lowercase			,				__lowercase			,				__lowercase			,				__lowercase						)
						_msd_radix_sort_inplace(__lowercase			,				__lowercase			,				__lowercase			,				__lowercase						)


if __name__ == "__main__":
					import doctest

					doctest.testmod()









"""simple docstring"""


import warnings

from ...utils import logging
from .image_processing_mobilenet_va import MobileNetVaImageProcessor


a_											=			logging.get_logger(__name__)
class snake_case					(     _UpperCamelCase):







		def __init__(    self					:				str			,      *a__					:				Union[str, Any]			,      **a__					:				Optional[Any]						)				->  None:





						'''simple docstring'''







						warnings.warn(
						    "The class MobileNetV2FeatureExtractor is deprecated and will be removed in version 5 of Transformers."
						    " Please use MobileNetV2ImageProcessor instead."			,      a__			,      )
						super().__init__(*a__			,      **a__						)