






'''simple docstring'''

from ...configuration_utils import PretrainedConfig
from ...utils import logging


A:      Tuple  				=				logging.get_logger(__name__)

A:      List[Any]  				=				{
    "facebook/vit-mae-base": "https://huggingface.co/facebook/vit-mae-base/resolve/main/config.json",
    # See all ViT MAE models at https://huggingface.co/models?filter=vit-mae
}






class 							__magic_name__     (	UpperCAmelCase_				):







	"""simple docstring"""



	SCREAMING_SNAKE_CASE_					:      str        =  'vit_mae'
	def __init__(							self  ,      _lowercase=768  ,      _lowercase=12  ,      _lowercase=12  ,      _lowercase=3072  ,      _lowercase="gelu"  ,      _lowercase=0.0  ,      _lowercase=0.0  ,      _lowercase=0.02  ,      _lowercase=1E-1_2  ,      _lowercase=224  ,      _lowercase=16  ,      _lowercase=3  ,      _lowercase=True  ,      _lowercase=16  ,      _lowercase=512  ,      _lowercase=8  ,      _lowercase=2048  ,      _lowercase=0.75  ,      _lowercase=False  ,      **_lowercase  ,      )						->  Tuple:
							super().__init__(**_lowercase       )

							lowercase_      :   str        =			hidden_size
							lowercase_      :   List[Any]        =			num_hidden_layers
							lowercase_      :   str        =			num_attention_heads
							lowercase_      :   Dict        =			intermediate_size
							lowercase_      :   List[Any]        =			hidden_act
							lowercase_      :   int        =			hidden_dropout_prob
							lowercase_      :   int        =			attention_probs_dropout_prob
							lowercase_      :   str        =			initializer_range
							lowercase_      :   Union[str, Any]        =			layer_norm_eps
							lowercase_      :   Optional[int]        =			image_size
							lowercase_      :   str        =			patch_size
							lowercase_      :   Dict        =			num_channels
							lowercase_      :   int        =			qkv_bias
							lowercase_      :   Optional[Any]        =			decoder_num_attention_heads
							lowercase_      :   Any        =			decoder_hidden_size
							lowercase_      :   Optional[int]        =			decoder_num_hidden_layers
							lowercase_      :   Optional[int]        =			decoder_intermediate_size
							lowercase_      :   Optional[Any]        =			mask_ratio
							lowercase_      :   Optional[int]        =			norm_pix_loss








'''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"))
