






def 	lowerCAmelCase_		(lowercase__						:       int     ,					lowercase__						:       Optional[Any]       )		->    str:


				'''simple docstring'''




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

								return "".join(lowercase__       )

				# matching characters
				lowerCAmelCase__      			=						get_matched_characters(lowercase__     ,					lowercase__       )
				lowerCAmelCase__      			=						get_matched_characters(lowercase__     ,					lowercase__       )
				lowerCAmelCase__      			=						len(lowercase__       )

				# transposition
				lowerCAmelCase__      			=						(
				    len([(ca, ca) for ca, ca in zip(lowercase__     ,					lowercase__       ) if ca != ca]       ) // 2
				)

				if not match_count:
								lowerCAmelCase__      			=						0.0
				else:
								lowerCAmelCase__      			=						(
								    1
								    / 3
								    * (
								        match_count / len(lowercase__       )
								        + match_count / len(lowercase__       )
								        + (match_count - transpositions) / match_count
								    )
								)

				# common prefix up to 4 characters
				lowerCAmelCase__      			=						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"))













from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


_UpperCAmelCase			:		int   				=    {
    "configuration_git": ["GIT_PRETRAINED_CONFIG_ARCHIVE_MAP", "GitConfig", "GitVisionConfig"],
    "processing_git": ["GitProcessor"],
}

try:
			if not is_torch_available():
						raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
			pass
else:
			_UpperCAmelCase			:		Dict   				=    [
			    "GIT_PRETRAINED_MODEL_ARCHIVE_LIST",
			    "GitForCausalLM",
			    "GitModel",
			    "GitPreTrainedModel",
			    "GitVisionModel",
			]

if TYPE_CHECKING:
			from .configuration_git import GIT_PRETRAINED_CONFIG_ARCHIVE_MAP, GitConfig, GitVisionConfig
			from .processing_git import GitProcessor

			try:
						if not is_torch_available():
									raise OptionalDependencyNotAvailable()
			except OptionalDependencyNotAvailable:
						pass
			else:
						from .modeling_git import (
						    GIT_PRETRAINED_MODEL_ARCHIVE_LIST,
						    GitForCausalLM,
						    GitModel,
						    GitPreTrainedModel,
						    GitVisionModel,
						)

else:
			import sys

			_UpperCAmelCase			:		Optional[int]   				=    _LazyModule(__name__, globals()["__file__"], _import_structure, module_spec=__spec__)





