


from __future__ import annotations







def 						_lowercase       (     __lowerCamelCase			:					list[int]			)  ->   Tuple:





     '''simple docstring'''





     if not list_of_ints:
          return []

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

     UpperCamelCase__							:  Optional[int]								=     max(len(bin(lowercase__			)[2:]			) for x in list_of_ints			)
     return _msd_radix_sort(lowercase__		,lowercase__			)







def 						_lowercase       (     __lowerCamelCase			:					list[int]		,__lowerCamelCase			:					int			)  ->   Any:





     '''simple docstring'''





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

     UpperCamelCase__							:  Any								=     []
     UpperCamelCase__							:  Any								=     []
     # 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
     UpperCamelCase__							:  Optional[int]								=     _msd_radix_sort(lowercase__		,bit_position - 1			)
     UpperCamelCase__							:  str								=     _msd_radix_sort(lowercase__		,bit_position - 1			)

     # recombine lists
     UpperCamelCase__							:  Tuple								=     zeros
     res.extend(lowercase__			)

     return res







def 						_lowercase       (     __lowerCamelCase			:					list[int]			)  ->   str:





     '''simple docstring'''





     UpperCamelCase__							:  List[str]								=     len(lowercase__			)
     if not list_of_ints or length == 1:
          return

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

     UpperCamelCase__							:  List[str]								=     max(len(bin(lowercase__			)[2:]			) for x in list_of_ints			)
     _msd_radix_sort_inplace(lowercase__		,lowercase__		,0		,lowercase__			)







def 						_lowercase       (     __lowerCamelCase			:					list[int]		,__lowerCamelCase			:					int		,__lowerCamelCase			:					int		,__lowerCamelCase			:					int			)  ->   int:





     '''simple docstring'''





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

     bit_position -= 1

     UpperCamelCase__							:  Any								=     begin_index
     UpperCamelCase__							:  Union[str, Any]								=     end_index - 1
     while i <= j:
          UpperCamelCase__							:  int								=     False
          if not (list_of_ints[i] >> bit_position) & 1:
               # found zero at the beginning
               i += 1
               UpperCamelCase__							:  Tuple								=     True
          if (list_of_ints[j] >> bit_position) & 1:
               # found one at the end
               j -= 1
               UpperCamelCase__							:  int								=     True

          if changed:
               continue

          UpperCamelCase__	,UpperCamelCase__							:  Dict								=     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()








import unittest

from transformers import BlenderbotTokenizer, BlenderbotTokenizerFast
from transformers.utils import cached_property

class  UpperCamelCase__ ( unittest.TestCase			):






      @cached_property
      def 	__lowercase(     self					:   List[Any]   )  -> int:
           return BlenderbotTokenizer.from_pretrained('''facebook/blenderbot-3B'''   )






      @cached_property
      def 	__lowercase(     self					:   List[Any]   )  -> Tuple:
           return BlenderbotTokenizerFast.from_pretrained('''facebook/blenderbot-3B'''   )






      def 	__lowercase(     self					:   List[str]   )  -> Optional[int]:
           UpperCamelCase__							:  Optional[Any]								=     self.tokenizer_ab
           UpperCamelCase__							:  str								=     ''' I am a small frog.'''
           UpperCamelCase__							:  Dict								=     tok([src_text],		padding=__lowerCamelCase,		truncation=__lowerCamelCase   )['''input_ids''']
           UpperCamelCase__							:  List[str]								=     tok.batch_decode(__lowerCamelCase,		skip_special_tokens=__lowerCamelCase,		clean_up_tokenization_spaces=__lowerCamelCase   )[0]
           assert src_text == decoded






      def 	__lowercase(     self					:   int   )  -> Any:
           UpperCamelCase__							:  str								=     self.rust_tokenizer_ab
           UpperCamelCase__							:  Optional[int]								=     ''' I am a small frog.'''
           UpperCamelCase__							:  List[str]								=     tok([src_text],		padding=__lowerCamelCase,		truncation=__lowerCamelCase   )['''input_ids''']
           UpperCamelCase__							:  Optional[int]								=     tok.batch_decode(__lowerCamelCase,		skip_special_tokens=__lowerCamelCase,		clean_up_tokenization_spaces=__lowerCamelCase   )[0]
           assert src_text == decoded






      def 	__lowercase(     self					:   Optional[int]   )  -> Optional[Any]:
           assert self.tokenizer_ab.add_prefix_space
           assert self.tokenizer_ab([''' Sam''', '''Sam''']   ).input_ids == [[55_02, 2], [55_02, 2]]






      def 	__lowercase(     self					:   Union[str, Any]   )  -> Optional[int]:
           assert self.rust_tokenizer_ab.add_prefix_space
           assert self.rust_tokenizer_ab([''' Sam''', '''Sam''']   ).input_ids == [[55_02, 2], [55_02, 2]]




