






import argparse

from ...utils.dataclasses import (
    ComputeEnvironment,
    DistributedType,
    DynamoBackend,
    PrecisionType,
    SageMakerDistributedType,
)
from ..menu import BulletMenu


A:      Optional[int]  				=				[
    "EAGER",
    "AOT_EAGER",
    "INDUCTOR",
    "NVFUSER",
    "AOT_NVFUSER",
    "AOT_CUDAGRAPHS",
    "OFI",
    "FX2TRT",
    "ONNXRT",
    "IPEX",
]






def 	_UpperCAmelCase    (  a		:	Union[str, Any]						,			a		:	List[str]=None						,			a		:	List[Any]=None						,			a		:	Optional[Any]=None							)			->			str:





						"""simple docstring"""
						lowercase_      :   Tuple        =			True
						while ask_again:
												lowercase_      :   Optional[Any]        =			input(a							)
												try:
																		if default is not None and len(a							) == 0:
																								return default
																		return convert_value(a							) if convert_value is not None else result
												except Exception:
																		if error_message is not None:
																								print(a							)






def 	_UpperCAmelCase    (  a		:	Dict						,			a		:	Union[str, Any]=[]						,			a		:	Optional[Any]=None						,			a		:	Any=0							)			->			Any:





						"""simple docstring"""
						lowercase_      :   Tuple        =			BulletMenu(a						,			a							)
						lowercase_      :   Dict        =			menu.run(default_choice=a							)
						return convert_value(a							) if convert_value is not None else result






def 	_UpperCAmelCase    (  a		:	Optional[int]							)			->			List[str]:





						"""simple docstring"""
						lowercase_      :   str        =			int(a							)
						return ComputeEnvironment(['LOCAL_MACHINE', 'AMAZON_SAGEMAKER'][value]							)






def 	_UpperCAmelCase    (  a		:	str							)			->			Optional[int]:





						"""simple docstring"""
						lowercase_      :   List[str]        =			int(a							)
						return DistributedType(['NO', 'MULTI_CPU', 'MULTI_XPU', 'MULTI_GPU', 'MULTI_NPU', 'TPU'][value]							)






def 	_UpperCAmelCase    (  a		:	List[str]							)			->			Any:





						"""simple docstring"""
						lowercase_      :   List[Any]        =			int(a							)
						return DynamoBackend(DYNAMO_BACKENDS[value]							).value






def 	_UpperCAmelCase    (  a		:	int							)			->			str:





						"""simple docstring"""
						lowercase_      :   Union[str, Any]        =			int(a							)
						return PrecisionType(['no', 'fp16', 'bf16', 'fp8'][value]							)






def 	_UpperCAmelCase    (  a		:	int							)			->			Dict:





						"""simple docstring"""
						lowercase_      :   Dict        =			int(a							)
						return SageMakerDistributedType(['NO', 'DATA_PARALLEL', 'MODEL_PARALLEL'][value]							)






def 	_UpperCAmelCase    (  a		:	str							)			->			str:





						"""simple docstring"""
						return {"yes": True, "no": False}[value.lower()]






class 							__magic_name__     (	argparse.RawDescriptionHelpFormatter				):







	"""simple docstring"""



	def        lowerCamelCase__		(							self  ,      _lowercase  ,      _lowercase  ,      _lowercase  ,      _lowercase       )						->  str:
							lowercase_      :   str        =			super()._format_usage(_lowercase  ,      _lowercase  ,      _lowercase  ,      _lowercase       )
							lowercase_      :   int        =			usage.replace('<command> [<args>] '  ,      ''       )
							return usage








'''simple docstring'''

def 	_UpperCAmelCase    (  a		:	str						,			a		:	str							)			->			float:





						"""simple docstring"""

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

												return "".join(a							)

						# matching characters
						lowercase_      :   Union[str, Any]        =			get_matched_characters(a						,			a							)
						lowercase_      :   Optional[Any]        =			get_matched_characters(a						,			a							)
						lowercase_      :   Optional[int]        =			len(a							)

						# transposition
						lowercase_      :   Dict        =			(
						    len([(ca, ca) for ca, ca in zip(a						,			a							) if ca != ca]							) // 2
						)

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

						# common prefix up to 4 characters
						lowercase_      :   Optional[Any]        =			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"))
