


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		      = logging.get_logger(__name__)

lowerCamelCase		      = {
    'MBZUAI/swiftformer-xs': 'https://huggingface.co/MBZUAI/swiftformer-xs/resolve/main/config.json',
}




class A						(     UpperCamelCase_  ):
      UpperCamelCase__							:						Optional[int]   ='swiftformer'






      def __init__(      self		:  int    ,     lowercase_		:  Optional[int]=3    ,     lowercase_		:  Union[str, Any]=[3, 3, 6, 4]    ,     lowercase_		:  Union[str, Any]=[48, 56, 112, 220]    ,     lowercase_		:  int=4    ,     lowercase_		:  str=[True, True, True, True]    ,     lowercase_		:  List[str]="gelu"    ,     lowercase_		:  List[Any]=3    ,     lowercase_		:  Any=2    ,     lowercase_		:  Optional[Any]=1    ,     lowercase_		:  Any=0.0    ,     lowercase_		:  Optional[Any]=True    ,     lowercase_		:  str=1E-5    ,     lowercase_		:  List[Any]=1E-5    ,     **lowercase_		:  Dict    ,     )      ->		Any:
             """simple docstring"""




             super().__init__(**lowercase_				)
             _lowerCamelCase :	Tuple						=num_channels
             _lowerCamelCase :	List[Any]						=depths
             _lowerCamelCase :	str						=embed_dims
             _lowerCamelCase :	Optional[int]						=mlp_ratio
             _lowerCamelCase :	int						=downsamples
             _lowerCamelCase :	int						=hidden_act
             _lowerCamelCase :	Optional[int]						=down_patch_size
             _lowerCamelCase :	str						=down_stride
             _lowerCamelCase :	int						=down_pad
             _lowerCamelCase :	int						=drop_path_rate
             _lowerCamelCase :	Optional[Any]						=use_layer_scale
             _lowerCamelCase :	str						=layer_scale_init_value
             _lowerCamelCase :	List[Any]						=batch_norm_eps




class A						(     UpperCamelCase_  ):
      UpperCamelCase__							:						int   =version.parse('1.11'  )






      @property
      def  lowerCamelCase (      self		:  str				)      ->		Mapping[str, Mapping[int, str]]:
             """simple docstring"""




             return OrderedDict(
                 [
                     ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
                 ]				)






      @property
      def  lowerCamelCase (      self		:  Any				)      ->		float:
             """simple docstring"""




             return 1E-4






from __future__ import annotations

from collections.abc import Generator




def 			a_   (					SCREAMING_SNAKE_CASE__      :   int  ):
       '''simple docstring'''





       if not isinstance(SCREAMING_SNAKE_CASE__	,    SCREAMING_SNAKE_CASE__  ) or n < 1:
              raise Exception('Sequence only defined for positive integers'  )

       yield n
       while n != 1:
              if n % 2 == 0:
                     n //= 2
              else:
                     _lowerCamelCase :	Optional[int]						=3 * n + 1
              yield n




def 			a_   (					):
       '''simple docstring'''





       _lowerCamelCase :	Dict						=43
       _lowerCamelCase :	Dict						=tuple(collatz_sequence(SCREAMING_SNAKE_CASE__  )  )
       print(SCREAMING_SNAKE_CASE__  )
       print(F'''Collatz sequence from {n} took {len(SCREAMING_SNAKE_CASE__  )} steps.'''  )


if __name__ == "__main__":
 main()


