




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    :		Optional[int]			   =       logging.get_logger(__name__)

lowerCamelCase    :		str			   =       {
    "sail/poolformer_s12": "https://huggingface.co/sail/poolformer_s12/resolve/main/config.json",
    # See all PoolFormer models at https://huggingface.co/models?filter=poolformer
}







class   A(						__SCREAMING_SNAKE_CASE       ):



 '''simple docstring'''


 UpperCamelCase						       =						"poolformer"

 def __init__(    self :  List[str]						,							A_ :  Optional[Any]=3						,							A_ :  Optional[int]=16						,							A_ :  List[Any]=16						,							A_ :  Tuple=3						,							A_ :  int=4.0						,							A_ :  Optional[int]=[2, 2, 6, 2]						,							A_ :  Union[str, Any]=[64, 128, 320, 512]						,							A_ :  Any=[7, 3, 3, 3]						,							A_ :  Union[str, Any]=[4, 2, 2, 2]						,							A_ :  List[Any]=[2, 1, 1, 1]						,							A_ :  Optional[Any]=4						,							A_ :  Optional[Any]=0.0						,							A_ :  int="gelu"						,							A_ :  Optional[int]=True						,							A_ :  Tuple=1E-5						,							A_ :  Tuple=0.02						,							**A_ :  List[str]						,							)       ->     List[str]:

       """simple docstring"""






       lowerCamelCase_							=   num_channels
       lowerCamelCase_							=   patch_size
       lowerCamelCase_							=   stride
       lowerCamelCase_							=   padding
       lowerCamelCase_							=   pool_size
       lowerCamelCase_							=   hidden_sizes
       lowerCamelCase_							=   mlp_ratio
       lowerCamelCase_							=   depths
       lowerCamelCase_							=   patch_sizes
       lowerCamelCase_							=   strides
       lowerCamelCase_							=   num_encoder_blocks
       lowerCamelCase_							=   drop_path_rate
       lowerCamelCase_							=   hidden_act
       lowerCamelCase_							=   use_layer_scale
       lowerCamelCase_							=   layer_scale_init_value
       lowerCamelCase_							=   initializer_range
       super().__init__(**__UpperCAmelCase  )







class   A(						__SCREAMING_SNAKE_CASE       ):



 '''simple docstring'''


 UpperCamelCase						       =						version.parse('''1.11'''       )

 @property
 def     a__			(    self :  Optional[Any]  )       ->     Mapping[str, Mapping[int, str]]:

       """simple docstring"""






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





 @property
 def     a__			(    self :  Union[str, Any]  )       ->     float:

       """simple docstring"""






       return 2E-3









def       _SCREAMING_SNAKE_CASE      (							lowercase     :	Tuple     ,							lowercase     :	Dict     ,							lowercase     :	List[str]     ,							lowercase     :	Dict     ,							lowercase     :	Dict     ,							lowercase     :	List[str]					):


      '''simple docstring'''



      if index == r:
            for j in range(lowercase					):
                  print(data[j]     ,							end=' '					)
            print(' '					)
            return
      #  When no more elements are there to put in data[]
      if i >= n:
            return
      # current is included, put next at next location
      lowerCamelCase_							=   arr[i]
      combination_util(lowercase     ,							lowercase     ,							lowercase     ,							index + 1     ,							lowercase     ,							i + 1					)
      # current is excluded, replace it with
      # next (Note that i+1 is passed, but
      # index is not changed)
      combination_util(lowercase     ,							lowercase     ,							lowercase     ,							lowercase     ,							lowercase     ,							i + 1					)
      # The main function that prints all combinations
      # of size r in arr[] of size n. This function
      # mainly uses combinationUtil()

def       _SCREAMING_SNAKE_CASE      (							lowercase     :	int     ,							lowercase     :	Any     ,							lowercase     :	Tuple					):


      '''simple docstring'''



      lowerCamelCase_							=   [0] * r
      # Print all combination using temporary array 'data[]'
      combination_util(lowercase     ,							lowercase     ,							lowercase     ,							0     ,							lowercase     ,							0					)


if __name__ == "__main__":
 # Driver code to check the function above
 lowerCamelCase    :		int			   =       [10, 20, 30, 40, 50]
 print_combination(arr, len(arr), 3)
 # This code is contributed by Ambuj sahu



