





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


lowerCamelCase			:							Union[str, Any]       =logging.get_logger(__name__)

lowerCamelCase			:							Optional[Any]       ={
    '''facebook/regnet-y-040''': '''https://huggingface.co/facebook/regnet-y-040/blob/main/config.json''',
}





class     __a						(					A__ ):
 _lowerCAmelCase : Optional[Any] 				=				"regnet"
 _lowerCAmelCase : Tuple 				=				["x", "y"]







 def __init__(	self      :     Optional[int]							,     SCREAMING_SNAKE_CASE      :     Union[str, Any]=3							,     SCREAMING_SNAKE_CASE      :     Union[str, Any]=32							,     SCREAMING_SNAKE_CASE      :     Optional[Any]=[1_28, 1_92, 5_12, 10_88]							,     SCREAMING_SNAKE_CASE      :     Any=[2, 6, 12, 2]							,     SCREAMING_SNAKE_CASE      :     Dict=64							,     SCREAMING_SNAKE_CASE      :     Union[str, Any]="y"							,     SCREAMING_SNAKE_CASE      :     Optional[Any]="relu"							,     **SCREAMING_SNAKE_CASE      :     str							,     ):


      '''simple docstring'''






      super().__init__(**UpperCamelCase_		)
      if layer_type not in self.layer_types:
           raise ValueError(F'layer_type={layer_type} is not one of {",".join(self.layer_types		)}'		)
      UpperCamelCase__    :     List[str]        =						num_channels
      UpperCamelCase__    :     Optional[int]        =						embedding_size
      UpperCamelCase__    :     Union[str, Any]        =						hidden_sizes
      UpperCamelCase__    :     Dict        =						depths
      UpperCamelCase__    :     Optional[int]        =						groups_width
      UpperCamelCase__    :     int        =						layer_type
      UpperCamelCase__    :     Tuple        =						hidden_act
      # always downsample in the first stage
      UpperCamelCase__    :     List[Any]        =						True







from __future__ import annotations







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase    )				->			list[int]:
     assert (
         isinstance(__lowerCAmelCase      ,					__lowerCAmelCase    ) and mask > 0
     ), f'mask needs to be positive integer, your input {mask}'
     UpperCamelCase__    :     Any        =						[]
     UpperCamelCase__    :     int        =						mask

     while submask:
          all_submasks.append(__lowerCAmelCase    )
          UpperCamelCase__    :     List[str]        =						(submask - 1) & mask

     return all_submasks


if __name__ == "__main__":
 import doctest

 doctest.testmod()