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
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


UpperCamelCase													=		logging.get_logger(__name__)

UpperCamelCase													=		{
    '''facebook/convnext-tiny-224''': '''https://huggingface.co/facebook/convnext-tiny-224/resolve/main/config.json''',
    # See all ConvNeXT models at https://huggingface.co/models?filter=convnext
}



class 						snake_case_ (	__SCREAMING_SNAKE_CASE						,__SCREAMING_SNAKE_CASE ):
   __A			:	Union[str, Any]        =       "convnext"






   def __init__(   self       :  Dict			,		lowercase_       :  Optional[int]=3			,		lowercase_       :  List[str]=4			,		lowercase_       :  List[Any]=4			,		lowercase_       :  str=None			,		lowercase_       :  Optional[int]=None			,		lowercase_       :  Tuple="gelu"			,		lowercase_       :  List[Any]=0.02			,		lowercase_       :  Tuple=1E-12			,		lowercase_       :  Tuple=1E-6			,		lowercase_       :  int=0.0			,		lowercase_       :  Optional[Any]=2_24			,		lowercase_       :  Union[str, Any]=None			,		lowercase_       :  int=None			,		**lowercase_       :  List[Any]			,		)      ->		Dict:
       super().__init__(**UpperCamelCase__						)

       lowercase__				:     Union[str, Any]					      =       num_channels
       lowercase__				:     Any					      =       patch_size
       lowercase__				:     Any					      =       num_stages
       lowercase__				:     int					      =       [96, 1_92, 3_84, 7_68] if hidden_sizes is None else hidden_sizes
       lowercase__				:     Optional[Any]					      =       [3, 3, 9, 3] if depths is None else depths
       lowercase__				:     int					      =       hidden_act
       lowercase__				:     Tuple					      =       initializer_range
       lowercase__				:     str					      =       layer_norm_eps
       lowercase__				:     List[Any]					      =       layer_scale_init_value
       lowercase__				:     str					      =       drop_path_rate
       lowercase__				:     Optional[Any]					      =       image_size
       lowercase__				:     Optional[int]					      =       ['''stem'''] + [F'''stage{idx}''' for idx in range(1			,		len(self.depths						) + 1						)]
       lowercase__				:     List[str]					      =       get_aligned_output_features_output_indices(
           out_features=UpperCamelCase__			,		out_indices=UpperCamelCase__			,		stage_names=self.stage_names						)



class 						snake_case_ (	__SCREAMING_SNAKE_CASE ):
   __A			:	List[str]        =       version.parse("1.11" )






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







   @property
   def    __UpperCamelCase  (   self       :  Optional[int]						)      ->		float:
       return 1E-5




def     lowercase_       (    _lowerCamelCase							: str	,			_lowerCamelCase							: Optional[int]):
    if len(str(_lowerCamelCase)) == 1 or len(str(_lowerCamelCase)) == 1:
        return a * b

    lowercase__				:     Tuple					      =       max(len(str(_lowerCamelCase))	,			len(str(_lowerCamelCase)))
    lowercase__				:     Union[str, Any]					      =       ma // 2

    lowercase__      ,     lowercase__				:     Union[str, Any]					      =       divmod(_lowerCamelCase	,			10**ma)
    lowercase__      ,     lowercase__				:     Tuple					      =       divmod(_lowerCamelCase	,			10**ma)

    lowercase__				:     int					      =       karatsuba(_lowerCamelCase	,			_lowerCamelCase)
    lowercase__				:     Dict					      =       karatsuba((aa + aa)	,			(ba + ba))
    lowercase__				:     Optional[int]					      =       karatsuba(_lowerCamelCase	,			_lowerCamelCase)

    return (z * 10 ** (2 * ma)) + ((y - z - x) * 10 ** (ma)) + (x)

def     lowercase_       (    ):
    print(karatsuba(1_5463	,			2_3489))


if __name__ == "__main__":
      main()



