code: 
  
  
  from __future__ import annotations
  
  
  
  
  
  
  
  def 							UpperCAmelCase				(     UpperCAmelCase      )->		list[int]:
  
  
  
  
  
  
  
  					'''simple docstring'''
  
  
  
  					if not list_of_ints:
  										return []
  
  					if min(UpperCAmelCase      ) < 0:
  										raise ValueError('''All numbers must be positive'''      )
  
  					SCREAMING_SNAKE_CASE_	      =       max(len(bin(UpperCAmelCase      )[2:]      ) for x in list_of_ints      )
  					return _msd_radix_sort(UpperCAmelCase				,UpperCAmelCase      )
  
  
  
  
  
  
  
  def 							UpperCAmelCase				(     UpperCAmelCase				,UpperCAmelCase      )->		list[int]:
  
  
  
  
  
  
  
  					'''simple docstring'''
  
  
  
  					if bit_position == 0 or len(UpperCAmelCase      ) in [0, 1]:
  										return list_of_ints
  
  					SCREAMING_SNAKE_CASE_	      =       []
  					SCREAMING_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
  					SCREAMING_SNAKE_CASE_	      =       _msd_radix_sort(UpperCAmelCase				,bit_position - 1      )
  					SCREAMING_SNAKE_CASE_	      =       _msd_radix_sort(UpperCAmelCase				,bit_position - 1      )
  
  					# recombine lists
  					SCREAMING_SNAKE_CASE_	      =       zeros
  					res.extend(UpperCAmelCase      )
  
  					return res
  
  
  
  
  
  
  
  def 							UpperCAmelCase				(     UpperCAmelCase      )->		List[Any]:
  
  
  
  
  
  
  
  					'''simple docstring'''
  
  
  
  					SCREAMING_SNAKE_CASE_	      =       len(UpperCAmelCase      )
  					if not list_of_ints or length == 1:
  										return
  
  					if min(UpperCAmelCase      ) < 0:
  										raise ValueError('''All numbers must be positive'''      )
  
  					SCREAMING_SNAKE_CASE_	      =       max(len(bin(UpperCAmelCase      )[2:]      ) for x in list_of_ints      )
  					_msd_radix_sort_inplace(UpperCAmelCase				,UpperCAmelCase				,0				,UpperCAmelCase      )
  
  
  
  
  
  
  
  def 							UpperCAmelCase				(     UpperCAmelCase				,UpperCAmelCase				,UpperCAmelCase				,UpperCAmelCase      )->		List[str]:
  
  
  
  
  
  
  
  					'''simple docstring'''
  
  
  
  					if bit_position == 0 or end_index - begin_index <= 1:
  										return
  
  					bit_position -= 1
  
  					SCREAMING_SNAKE_CASE_	      =       begin_index
  					SCREAMING_SNAKE_CASE_	      =       end_index - 1
  					while i <= j:
  										SCREAMING_SNAKE_CASE_	      =       False
  										if not (list_of_ints[i] >> bit_position) & 1:
  															# found zero at the beginning
  															i += 1
  															SCREAMING_SNAKE_CASE_	      =       True
  										if (list_of_ints[j] >> bit_position) & 1:
  															# found one at the end
  															j -= 1
  															SCREAMING_SNAKE_CASE_	      =       True
  
  										if changed:
  															continue
  
  										SCREAMING_SNAKE_CASE_      ,SCREAMING_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()
  
  
  
style_context: 
  
  
  import unittest
  
  from transformers import load_tool
  from transformers.tools.agent_types import AGENT_TYPE_MAPPING
  
  from .test_tools_common import ToolTesterMixin, output_types
  
  class 						snake_case			(       unittest.TestCase	, lowerCAmelCase__	):
  			'''simple docstring'''
  
  			def _lowercase (	self     :     List[Any]					)					->					Optional[Any]:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       load_tool('''translation'''					)
  								self.tool.setup()
  								SCREAMING_SNAKE_CASE_	      =       load_tool('''translation'''							,							remote=lowerCAmelCase_					)
  
  			def _lowercase (	self     :     Tuple					)					->					str:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       self.tool('''Hey, what\'s up?'''							,							src_lang='''English'''							,							tgt_lang='''French'''					)
  								self.assertEqual(lowerCAmelCase_							,							'''- Hé, comment ça va?'''					)
  
  			def _lowercase (	self     :     Optional[Any]					)					->					int:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       self.remote_tool('''Hey, what\'s up?'''							,							src_lang='''English'''							,							tgt_lang='''French'''					)
  								self.assertEqual(lowerCAmelCase_							,							'''- Hé, comment ça va?'''					)
  
  			def _lowercase (	self     :     Optional[int]					)					->					str:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       self.tool(text='''Hey, what\'s up?'''							,							src_lang='''English'''							,							tgt_lang='''French'''					)
  								self.assertEqual(lowerCAmelCase_							,							'''- Hé, comment ça va?'''					)
  
  			def _lowercase (	self     :     str					)					->					List[str]:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       self.remote_tool(text='''Hey, what\'s up?'''							,							src_lang='''English'''							,							tgt_lang='''French'''					)
  								self.assertEqual(lowerCAmelCase_							,							'''- Hé, comment ça va?'''					)
  
  			def _lowercase (	self     :     Optional[int]					)					->					Dict:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       ['''Hey, what\'s up?''', '''English''', '''Spanish''']
  								SCREAMING_SNAKE_CASE_	      =       self.tool(*lowerCAmelCase_					)
  
  								# There is a single output
  								if len(self.tool.outputs					) == 1:
  													SCREAMING_SNAKE_CASE_	      =       [outputs]
  
  								self.assertListEqual(output_types(lowerCAmelCase_					)							,							self.tool.outputs					)
  
  			def _lowercase (	self     :     Optional[int]					)					->					List[str]:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       ['''Hey, what\'s up?''', '''English''', '''Spanish''']
  								SCREAMING_SNAKE_CASE_	      =       self.tool(*lowerCAmelCase_					)
  
  								if not isinstance(lowerCAmelCase_							,							lowerCAmelCase_					):
  													SCREAMING_SNAKE_CASE_	      =       [outputs]
  
  								self.assertEqual(len(lowerCAmelCase_					)							,							len(self.tool.outputs					)					)
  
  								for output, output_type in zip(lowerCAmelCase_							,							self.tool.outputs					):
  													SCREAMING_SNAKE_CASE_	      =       AGENT_TYPE_MAPPING[output_type]
  													self.assertTrue(isinstance(lowerCAmelCase_							,							lowerCAmelCase_					)					)
  
  
  
  
  			def _lowercase (	self     :     Tuple					)					->					int:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       ['''Hey, what\'s up?''', '''English''', '''Spanish''']
  
  								SCREAMING_SNAKE_CASE_	      =       []
  
  								for _input, input_type in zip(lowerCAmelCase_							,							self.tool.inputs					):
  													if isinstance(lowerCAmelCase_							,							lowerCAmelCase_					):
  																		_inputs.append([AGENT_TYPE_MAPPING[_input_type](_input					) for _input_type in input_type]					)
  													else:
  																		_inputs.append(AGENT_TYPE_MAPPING[input_type](_input					)					)
  
          # Should not raise an error
  								SCREAMING_SNAKE_CASE_	      =       self.tool(*lowerCAmelCase_					)
  
  								if not isinstance(lowerCAmelCase_							,							lowerCAmelCase_					):
  													SCREAMING_SNAKE_CASE_	      =       [outputs]
  
  								self.assertEqual(len(lowerCAmelCase_					)							,							len(self.tool.outputs					)					)
  
  
  