






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


UpperCAmelCase_     :				int         =				logging.get_logger(__name__)

UpperCAmelCase_     :				Optional[Any]         =				{
    """microsoft/swinv2-tiny-patch4-window8-256""": (
        """https://huggingface.co/microsoft/swinv2-tiny-patch4-window8-256/resolve/main/config.json"""
    ),
}




class 							lowerCAmelCase__       (    _a				):






      '''simple docstring'''

      __UpperCamelCase							=						"swinv2"

      __UpperCamelCase							=						{
          "num_attention_heads": "num_heads",
          "num_hidden_layers": "num_layers",
      }
      def __init__(		self  :						Dict		,			lowercase_  :						int=224		,			lowercase_  :						int=4		,			lowercase_  :						Optional[Any]=3		,			lowercase_  :						Union[str, Any]=96		,			lowercase_  :						Optional[int]=[2, 2, 6, 2]		,			lowercase_  :						str=[3, 6, 12, 24]		,			lowercase_  :						Tuple=7		,			lowercase_  :						Tuple=4.0		,			lowercase_  :						Tuple=True		,			lowercase_  :						List[str]=0.0		,			lowercase_  :						Optional[int]=0.0		,			lowercase_  :						List[Any]=0.1		,			lowercase_  :						Dict="gelu"		,			lowercase_  :						str=False		,			lowercase_  :						Optional[int]=0.02		,			lowercase_  :						Any=1e-5		,			lowercase_  :						str=32		,			**lowercase_  :						List[str]		,			):




          '''simple docstring'''


          super().__init__(**_A)

          SCREAMING_SNAKE_CASE_   :						str							=	image_size
          SCREAMING_SNAKE_CASE_   :						Tuple							=	patch_size
          SCREAMING_SNAKE_CASE_   :						Dict							=	num_channels
          SCREAMING_SNAKE_CASE_   :						Any							=	embed_dim
          SCREAMING_SNAKE_CASE_   :						int							=	depths
          SCREAMING_SNAKE_CASE_   :						Union[str, Any]							=	len(_A)
          SCREAMING_SNAKE_CASE_   :						Dict							=	num_heads
          SCREAMING_SNAKE_CASE_   :						Dict							=	window_size
          SCREAMING_SNAKE_CASE_   :						Any							=	mlp_ratio
          SCREAMING_SNAKE_CASE_   :						Tuple							=	qkv_bias
          SCREAMING_SNAKE_CASE_   :						str							=	hidden_dropout_prob
          SCREAMING_SNAKE_CASE_   :						str							=	attention_probs_dropout_prob
          SCREAMING_SNAKE_CASE_   :						int							=	drop_path_rate
          SCREAMING_SNAKE_CASE_   :						int							=	hidden_act
          SCREAMING_SNAKE_CASE_   :						Any							=	use_absolute_embeddings
          SCREAMING_SNAKE_CASE_   :						Union[str, Any]							=	layer_norm_eps
          SCREAMING_SNAKE_CASE_   :						Tuple							=	initializer_range
          SCREAMING_SNAKE_CASE_   :						Union[str, Any]							=	encoder_stride
          # we set the hidden_size attribute in order to make Swinv2 work with VisionEncoderDecoderModel
          # this indicates the channel dimension after the last stage of the model
          SCREAMING_SNAKE_CASE_   :						int							=	int(embed_dim * 2 ** (len(_A) - 1))
          SCREAMING_SNAKE_CASE_   :						List[str]							=	(0, 0, 0, 0)










"""simple docstring"""






# Algorithm for the pigeonhole sorting





def       _A    (__a							)				-> Dict:
    """simple docstring"""






    SCREAMING_SNAKE_CASE_   :						Dict							=	min(__a							)  # min() finds the minimum value
    SCREAMING_SNAKE_CASE_   :						int							=	max(__a							)  # max() finds the maximum value

    SCREAMING_SNAKE_CASE_   :						Dict							=	max_val - min_val + 1  # size is difference of max and min values plus one

    # list of pigeonholes of size equal to the variable size
    SCREAMING_SNAKE_CASE_   :						Any							=	[0] * size

    # Populate the pigeonholes.
    for x in a:
        assert isinstance(__a					,       __a							), "integers only please"
        holes[x - min_val] += 1

    # Putting the elements back into the array in an order.
    SCREAMING_SNAKE_CASE_   :						Any							=	0
    for count in range(__a							):
        while holes[count] > 0:
            holes[count] -= 1
            SCREAMING_SNAKE_CASE_   :						Dict							=	count + min_val
            i += 1



def       _A    ()				-> Optional[int]:
    """simple docstring"""






    SCREAMING_SNAKE_CASE_   :						List[str]							=	[8, 3, 2, 7, 4, 6, 8]
    pigeonhole_sort(__a							)
    print('''Sorted order is:'''					,       ''' '''.join(__a							)							)


if __name__ == "__main__":
  main()


