





"""simple docstring"""


from __future__ import annotations





def 							a__	(     _UpperCAmelCase		)			->     list[int]:

 '''simple docstring'''






 if not list_of_ints:
  return []

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

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





def 							a__	(     _UpperCAmelCase		,   _UpperCAmelCase		)			->     list[int]:

 '''simple docstring'''






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

 snake_case__										= []
 snake_case__										= []
 # 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
 snake_case__										= _msd_radix_sort(_UpperCAmelCase		,   bit_position - 1		)
 snake_case__										= _msd_radix_sort(_UpperCAmelCase		,   bit_position - 1		)

 # recombine lists
 snake_case__										= zeros
 res.extend(_UpperCAmelCase		)

 return res





def 							a__	(     _UpperCAmelCase		)			->     int:

 '''simple docstring'''






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

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

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





def 							a__	(     _UpperCAmelCase		,   _UpperCAmelCase		,   _UpperCAmelCase		,   _UpperCAmelCase		)			->     Tuple:

 '''simple docstring'''






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

 bit_position -= 1

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

  if changed:
   continue

  snake_case__							,      snake_case__										= 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()








"""simple docstring"""


import warnings

from ...utils import logging
from .image_processing_vilt import ViltImageProcessor


a__    :   str    						= logging.get_logger(__name__)



class    lowercase_ (   __lowerCAmelCase							):

       def __init__(	self      ,    *__SCREAMING_SNAKE_CASE      ,    **__SCREAMING_SNAKE_CASE   ):






        '''simple docstring'''

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

