




from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


__lowerCAmelCase		:				Any       			=		logging.get_logger(__name__)

__lowerCAmelCase		:				int       			=		{
    'facebook/deit-base-distilled-patch16-224': (
        'https://huggingface.co/facebook/deit-base-patch16-224/resolve/main/config.json'
    ),
    # See all DeiT models at https://huggingface.co/models?filter=deit
}




class     snake_case__							(_UpperCamelCase   ):
				"""simple docstring"""



				SCREAMING_SNAKE_CASE_       :							Optional[int]							 =					"""deit"""





				def __init__(      self				:     Tuple					,      __lowerCamelCase				:     str=7_68					,      __lowerCamelCase				:     Union[str, Any]=12					,      __lowerCamelCase				:     Any=12					,      __lowerCamelCase				:     Dict=30_72					,      __lowerCamelCase				:     Any="gelu"					,      __lowerCamelCase				:     Any=0.0					,      __lowerCamelCase				:     str=0.0					,      __lowerCamelCase				:     Tuple=0.02					,      __lowerCamelCase				:     Optional[int]=1e-12					,      __lowerCamelCase				:     Union[str, Any]=2_24					,      __lowerCamelCase				:     Any=16					,      __lowerCamelCase				:     Optional[Any]=3					,      __lowerCamelCase				:     Optional[int]=True					,      __lowerCamelCase				:     Optional[Any]=16					,      **__lowerCamelCase				:     Union[str, Any]					,      )					->     List[Any]:
							super().__init__(**__lowerCamelCase							)

							a    =			hidden_size
							a    =			num_hidden_layers
							a    =			num_attention_heads
							a    =			intermediate_size
							a    =			hidden_act
							a    =			hidden_dropout_prob
							a    =			attention_probs_dropout_prob
							a    =			initializer_range
							a    =			layer_norm_eps
							a    =			image_size
							a    =			patch_size
							a    =			num_channels
							a    =			qkv_bias
							a    =			encoder_stride




class     snake_case__							(_UpperCamelCase   ):
				"""simple docstring"""



				SCREAMING_SNAKE_CASE_       :							List[Any]							 =					version.parse("""1.11"""   )





				@property
				def 							__UpperCAmelCase							(      self				:     Optional[Any]							)					->     Mapping[str, Mapping[int, str]]:
							return OrderedDict(
							    [
							        ("pixel_values", {0: "batch", 1: "num_channels", 2: "height", 3: "width"}),
							    ]							)





				@property
				def 							__UpperCAmelCase							(      self				:     List[str]							)					->     float:
							return 1e-4












from bisect import bisect
from itertools import accumulate




def 			__magic_name__				( A		:					Optional[Any],  A		:					List[str],  A		:					Tuple,  A		:					Optional[Any]   ):






			'''simple docstring'''







			a    =			sorted(zip(A,  A   ),  key=lambda A   : x[0] / x[1],  reverse=A   )
			a    ,		a    =			[i[0] for i in r], [i[1] for i in r]
			a    =			list(accumulate(A   )   )
			a    =			bisect(A,  A   )
			return (
			    0
			    if k == 0
			    else sum(vl[:k]   ) + (w - acc[k - 1]) * (vl[k]) / (wt[k])
			    if k != n
			    else sum(vl[:k]   )
			)


if __name__ == "__main__":
		import doctest

		doctest.testmod()






