




"""simple docstring"""






def 							UpperCAmelCase		(		snake_case			:					str      ,       snake_case			:					str    ):

					def get_matched_characters(snake_case			:					str      ,       snake_case			:					str    ) -> str:
										_lowerCAmelCase:Any									=  []
										_lowerCAmelCase:Optional[Any]									=  min(len(_stra    )      ,       len(_stra    )    ) // 2
										for i, l in enumerate(_stra    ):
															_lowerCAmelCase:List[Any]									=  int(max(0      ,       i - limit    )    )
															_lowerCAmelCase:Dict									=  int(min(i + limit + 1      ,       len(_stra    )    )    )
															if l in _stra[left:right]:
																				matched.append(snake_case    )
																				_lowerCAmelCase:str									=  F'{_stra[0:_stra.index(snake_case    )]} {_stra[_stra.index(snake_case    ) + 1:]}'

										return "".join(snake_case    )

					# matching characters
					_lowerCAmelCase:str									=  get_matched_characters(snake_case      ,       snake_case    )
					_lowerCAmelCase:Tuple									=  get_matched_characters(snake_case      ,       snake_case    )
					_lowerCAmelCase:List[str]									=  len(snake_case    )

					# transposition
					_lowerCAmelCase:Optional[Any]									=  (
					    len([(ca, ca) for ca, ca in zip(snake_case      ,       snake_case    ) if ca != ca]    ) // 2
					)

					if not match_count:
										_lowerCAmelCase:Any									=  0.0
					else:
										_lowerCAmelCase:List[Any]									=  (
										    1
										    / 3
										    * (
										        match_count / len(snake_case    )
										        + match_count / len(snake_case    )
										        + (match_count - transpositions) / match_count
										    )
										)

					# common prefix up to 4 characters
					_lowerCAmelCase:Tuple									=  0
					for ca, ca in zip(stra[:4]      ,       stra[:4]    ):
										if ca == ca:
															prefix_len += 1
										else:
															break

					return jaro + 0.1 * prefix_len * (1 - jaro)


if __name__ == "__main__":
				import doctest

				doctest.testmod()
				print(jaro_winkler('''hello''', '''world'''))






"""simple docstring"""






from argparse import ArgumentParser

from .add_new_model import AddNewModelCommand
from .add_new_model_like import AddNewModelLikeCommand
from .convert import ConvertCommand
from .download import DownloadCommand
from .env import EnvironmentCommand
from .lfs import LfsCommands
from .pt_to_tf import PTtoTFCommand
from .run import RunCommand
from .serving import ServeCommand
from .user import UserCommands





def 							UpperCAmelCase		(		):
					_lowerCAmelCase:List[Any]									=  ArgumentParser('''Transformers CLI tool'''      ,       usage='''transformers-cli <command> [<args>]'''    )
					_lowerCAmelCase:Union[str, Any]									=  parser.add_subparsers(help='''transformers-cli command helpers'''    )

					# Register commands
					ConvertCommand.register_subcommand(snake_case    )
					DownloadCommand.register_subcommand(snake_case    )
					EnvironmentCommand.register_subcommand(snake_case    )
					RunCommand.register_subcommand(snake_case    )
					ServeCommand.register_subcommand(snake_case    )
					UserCommands.register_subcommand(snake_case    )
					AddNewModelCommand.register_subcommand(snake_case    )
					AddNewModelLikeCommand.register_subcommand(snake_case    )
					LfsCommands.register_subcommand(snake_case    )
					PTtoTFCommand.register_subcommand(snake_case    )

					# Let's go
					_lowerCAmelCase:Union[str, Any]									=  parser.parse_args()

					if not hasattr(snake_case      ,       '''func'''    ):
										parser.print_help()
										exit(1    )

					# Run
					_lowerCAmelCase:Any									=  args.func(snake_case    )
					service.run()


if __name__ == "__main__":
				main()






