"""simple docstring"""






from __future__ import annotations



def   a_						( lowerCamelCase	):
				if not list_of_ints:
								return []

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

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



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

				UpperCAmelCase__					=							[]
				UpperCAmelCase__					=							[]
				# 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
				UpperCAmelCase__					=							_msd_radix_sort(lowerCamelCase ,      bit_position - 1	)
				UpperCAmelCase__					=							_msd_radix_sort(lowerCamelCase ,      bit_position - 1	)

				# recombine lists
				UpperCAmelCase__					=							zeros
				res.extend(lowerCamelCase	)

				return res



def   a_						( lowerCamelCase	):
				UpperCAmelCase__					=							len(lowerCamelCase	)
				if not list_of_ints or length == 1:
								return

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

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



def   a_						( lowerCamelCase ,      lowerCamelCase ,      lowerCamelCase ,      lowerCamelCase	):
				if bit_position == 0 or end_index - begin_index <= 1:
								return

				bit_position -= 1

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

								if changed:
												continue

								UpperCAmelCase__				,     UpperCAmelCase__					=							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()




"""simple docstring"""






import unittest

from transformers import load_tool

from .test_tools_common import ToolTesterMixin


lowerCAmelCase__  :  List[Any]											=     '\nHugging Face was founded in 2016 by French entrepreneurs Clément Delangue, Julien Chaumond, and Thomas Wolf originally as a company that developed a chatbot app targeted at teenagers.[2] After open-sourcing the model behind the chatbot, the company pivoted to focus on being a platform for machine learning.\n\nIn March 2021, Hugging Face raised $40 million in a Series B funding round.[3]\n\nOn April 28, 2021, the company launched the BigScience Research Workshop in collaboration with several other research groups to release an open large language model.[4] In 2022, the workshop concluded with the announcement of BLOOM, a multilingual large language model with 176 billion parameters.[5]\n'
class     snake_case	(			unittest.TestCase				,   __UpperCAmelCase    ):




					"""simple docstring"""

					def 		__lowerCAmelCase						(    self       :     Tuple      ):
									UpperCAmelCase__					=							load_tool('summarization'      )
									self.tool.setup()
									UpperCAmelCase__					=							load_tool('summarization'   ,remote=lowerCamelCase__      )







					def 		__lowerCAmelCase						(    self       :     Union[str, Any]      ):
									UpperCAmelCase__					=							self.tool(lowerCamelCase__      )
									self.assertEqual(
									    lowerCamelCase__   ,'Hugging Face was founded in 2016 by French entrepreneurs Clément Delangue, Julien Chaumond, and Thomas Wolf. In March 2021, Hugging Face raised $40 million in a Series B funding round. On April 28, 2021, the company launched the BigScience Research Workshop in collaboration with several other research groups to release an open large language model. In 2022, the workshop concluded with the announcement of BLOOM.'   ,)







					def 		__lowerCAmelCase						(    self       :     Tuple      ):
									UpperCAmelCase__					=							self.remote_tool(lowerCamelCase__      )
									self.assertEqual(
									    lowerCamelCase__   ,'Hugging Face was founded in 2016 by French entrepreneurs Clément Delangue, Julien Chaumond, and Thomas Wolf. In March 2021, Hugging Face raised $40 million in a Series B funding round. On April 28, 2021, the company launched the BigScience Research Workshop in collaboration with several other research groups to release an open large language model. In 2022, the workshop concluded with the announcement of BLOOM.'   ,)







					def 		__lowerCAmelCase						(    self       :     List[Any]      ):
									UpperCAmelCase__					=							self.tool(text=lowerCamelCase__      )
									self.assertEqual(
									    lowerCamelCase__   ,'Hugging Face was founded in 2016 by French entrepreneurs Clément Delangue, Julien Chaumond, and Thomas Wolf. In March 2021, Hugging Face raised $40 million in a Series B funding round. On April 28, 2021, the company launched the BigScience Research Workshop in collaboration with several other research groups to release an open large language model. In 2022, the workshop concluded with the announcement of BLOOM.'   ,)







					def 		__lowerCAmelCase						(    self       :     Tuple      ):
									UpperCAmelCase__					=							self.remote_tool(text=lowerCamelCase__      )
									self.assertEqual(
									    lowerCamelCase__   ,'Hugging Face was founded in 2016 by French entrepreneurs Clément Delangue, Julien Chaumond, and Thomas Wolf. In March 2021, Hugging Face raised $40 million in a Series B funding round. On April 28, 2021, the company launched the BigScience Research Workshop in collaboration with several other research groups to release an open large language model. In 2022, the workshop concluded with the announcement of BLOOM.'   ,)



