from __future__ import annotations






def    UpperCAmelCase__(						lowerCamelCase_  ):



			"""simple docstring"""





			if not list_of_ints:
						return []

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

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






def    UpperCAmelCase__(						lowerCamelCase_							,	lowerCamelCase_  ):



			"""simple docstring"""





			if bit_position == 0 or len(lowerCamelCase_  ) 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(lowerCamelCase_  )
						else:
									# number has a zero at bit bit_position
									zeros.append(lowerCamelCase_  )

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

			# recombine lists
			_snake_case              =      zeros
			res.extend(lowerCamelCase_  )

			return res






def    UpperCAmelCase__(						lowerCamelCase_  ):



			"""simple docstring"""





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

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

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






def    UpperCAmelCase__(						lowerCamelCase_							,	lowerCamelCase_							,	lowerCamelCase_							,	lowerCamelCase_  ):



			"""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(lowerCamelCase_							,	lowerCamelCase_							,	lowerCamelCase_							,	lowerCamelCase_  )
			_msd_radix_sort_inplace(lowerCamelCase_							,	lowerCamelCase_							,	lowerCamelCase_							,	lowerCamelCase_  )


if __name__ == "__main__":
			import doctest

			doctest.testmod()





import unittest

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

class 	_SCREAMING_SNAKE_CASE							(     unittest.TestCase							):






		"""simple docstring"""







		@cached_property
		def 				_a				(			self    :				Tuple   ):






					"""simple docstring"""
					return BlenderbotTokenizer.from_pretrained("facebook/blenderbot-3B"   )



		@cached_property
		def 				_a				(			self    :				Tuple   ):






					"""simple docstring"""
					return BlenderbotTokenizerFast.from_pretrained("facebook/blenderbot-3B"   )



		def 				_a				(			self    :				Optional[Any]   ):






					"""simple docstring"""
					_snake_case              =      self.tokenizer_ab
					_snake_case              =      " I am a small frog."
					_snake_case              =      tok([src_text]  ,					padding=__SCREAMING_SNAKE_CASE  ,					truncation=__SCREAMING_SNAKE_CASE   )["input_ids"]
					_snake_case              =      tok.batch_decode(__SCREAMING_SNAKE_CASE  ,					skip_special_tokens=__SCREAMING_SNAKE_CASE  ,					clean_up_tokenization_spaces=__SCREAMING_SNAKE_CASE   )[0]
					assert src_text == decoded



		def 				_a				(			self    :				str   ):






					"""simple docstring"""
					_snake_case              =      self.rust_tokenizer_ab
					_snake_case              =      " I am a small frog."
					_snake_case              =      tok([src_text]  ,					padding=__SCREAMING_SNAKE_CASE  ,					truncation=__SCREAMING_SNAKE_CASE   )["input_ids"]
					_snake_case              =      tok.batch_decode(__SCREAMING_SNAKE_CASE  ,					skip_special_tokens=__SCREAMING_SNAKE_CASE  ,					clean_up_tokenization_spaces=__SCREAMING_SNAKE_CASE   )[0]
					assert src_text == decoded



		def 				_a				(			self    :				Optional[Any]   ):






					"""simple docstring"""
					assert self.tokenizer_ab.add_prefix_space
					assert self.tokenizer_ab([" Sam", "Sam"]   ).input_ids == [[5_502, 2], [5_502, 2]]







		def 				_a				(			self    :				str   ):






					"""simple docstring"""
					assert self.rust_tokenizer_ab.add_prefix_space
					assert self.rust_tokenizer_ab([" Sam", "Sam"]   ).input_ids == [[5_502, 2], [5_502, 2]]

