
"""simple docstring"""







def     __lowerCAmelCase				(_UpperCamelCase       ,  _UpperCamelCase		):

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

		return "".join(_UpperCamelCase		)

	# matching characters
	__lowerCAmelCase			:						Optional[Any]									=      get_matched_characters(_UpperCamelCase       ,  _UpperCamelCase		)
	__lowerCAmelCase			:						int									=      get_matched_characters(_UpperCamelCase       ,  _UpperCamelCase		)
	__lowerCAmelCase			:						str									=      len(_UpperCamelCase		)

	# transposition
	__lowerCAmelCase			:						List[str]									=      (
	    len([(ca, ca) for ca, ca in zip(_UpperCamelCase       ,  _UpperCamelCase		) if ca != ca]		) // 2
	)

	if not match_count:
		__lowerCAmelCase			:						Optional[int]									=      0.0
	else:
		__lowerCAmelCase			:						Any									=      (
		    1
		    / 3
		    * (
		        match_count / len(_UpperCamelCase		)
		        + match_count / len(_UpperCamelCase		)
		        + (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'''


UpperCAmelCase_		:   Union[str, Any]							   =		'\n# Transformers installation\n! pip install transformers datasets\n# To install from source instead of the last release, comment the command above and uncomment the following one.\n# ! pip install git+https://github.com/huggingface/transformers.git\n'

UpperCAmelCase_		:   Dict							   =		[{'type': 'code', 'content': INSTALL_CONTENT}]
UpperCAmelCase_		:   Any							   =		{
    '{processor_class}': 'FakeProcessorClass',
    '{model_class}': 'FakeModelClass',
    '{object_class}': 'FakeObjectClass',
}




