code: 
  
  
  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
  
  
  A_														=      logging.get_logger(__name__)
  
  A_														=      {
      "MBZUAI/swiftformer-xs": "https://huggingface.co/MBZUAI/swiftformer-xs/resolve/main/config.json",
  }
  
  class 						snake_case			(       UpperCamelCase__	):
  			'''simple docstring'''
  
  			UpperCAmelCase       :       str       = """swiftformer"""
  
  			def __init__(	self     :     List[Any]							,							lowerCAmelCase_     :     int=3							,							lowerCAmelCase_     :     Dict=[3, 3, 6, 4]							,							lowerCAmelCase_     :     Optional[int]=[48, 56, 112, 220]							,							lowerCAmelCase_     :     Optional[int]=4							,							lowerCAmelCase_     :     int=[True, True, True, True]							,							lowerCAmelCase_     :     List[str]="gelu"							,							lowerCAmelCase_     :     int=3							,							lowerCAmelCase_     :     Any=2							,							lowerCAmelCase_     :     str=1							,							lowerCAmelCase_     :     Tuple=0.0							,							lowerCAmelCase_     :     str=True							,							lowerCAmelCase_     :     Optional[Any]=1e-5							,							lowerCAmelCase_     :     str=1e-5							,							**lowerCAmelCase_     :     List[str]							,							)					->					Tuple:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								super().__init__(**snake_case_					)
  								SCREAMING_SNAKE_CASE_	      =       num_channels
  								SCREAMING_SNAKE_CASE_	      =       depths
  								SCREAMING_SNAKE_CASE_	      =       embed_dims
  								SCREAMING_SNAKE_CASE_	      =       mlp_ratio
  								SCREAMING_SNAKE_CASE_	      =       downsamples
  								SCREAMING_SNAKE_CASE_	      =       hidden_act
  								SCREAMING_SNAKE_CASE_	      =       down_patch_size
  								SCREAMING_SNAKE_CASE_	      =       down_stride
  								SCREAMING_SNAKE_CASE_	      =       down_pad
  								SCREAMING_SNAKE_CASE_	      =       drop_path_rate
  								SCREAMING_SNAKE_CASE_	      =       use_layer_scale
  								SCREAMING_SNAKE_CASE_	      =       layer_scale_init_value
  								SCREAMING_SNAKE_CASE_	      =       batch_norm_eps
  
  class 						snake_case			(       UpperCamelCase__	):
  			'''simple docstring'''
  
  			UpperCAmelCase       :       Tuple       = version.parse("""1.11"""	)
  
  			@property
  			def _lowercase (	self     :     str					)					->					Mapping[str, Mapping[int, str]]:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								return OrderedDict(
  								    [
  								        ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
  								    ]					)
  
  
  
  
  			@property
  			def _lowercase (	self     :     str					)					->					float:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								return 1e-4
  
  
  
style_context: 
  
  
  def 							UpperCAmelCase				(     UpperCAmelCase      )->		bool:
  
  
  
  
  
  
  
  					'''simple docstring'''
  
  
  
  					if not isinstance(UpperCAmelCase				,UpperCAmelCase      ):
  										SCREAMING_SNAKE_CASE_	      =       f'''Input value of [number={number}] must be an integer'''
  										raise TypeError(UpperCAmelCase      )
  					if number < 0 or number % 2 == 1:
  										return False
  					SCREAMING_SNAKE_CASE_	      =       int(number**0.5      )
  					return number == number_sqrt * (number_sqrt + 1)
  
  
  if __name__ == "__main__":
  		import doctest
  
  		doctest.testmod()
  
  
  