code: 
  
  
  
  
  
  '''simple docstring'''
  
  
  
  
  
  
  
  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
  from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices
  
  
  _a      :				Optional[Any]											=					logging.get_logger(__name__)
  
  _a      :				str											=					{
      """facebook/convnext-tiny-224""": """https://huggingface.co/facebook/convnext-tiny-224/resolve/main/config.json""",
      # See all ConvNeXT models at https://huggingface.co/models?filter=convnext
  }
  
  
  
  
  
  class 					_UpperCAmelCase							(		lowerCAmelCase_			,      lowerCAmelCase_     ):
  		a     :     Dict     						="""convnext"""
  		def __init__(						self,__SCREAMING_SNAKE_CASE=3,__SCREAMING_SNAKE_CASE=4,__SCREAMING_SNAKE_CASE=4,__SCREAMING_SNAKE_CASE=None,__SCREAMING_SNAKE_CASE=None,__SCREAMING_SNAKE_CASE="gelu",__SCREAMING_SNAKE_CASE=0.02,__SCREAMING_SNAKE_CASE=1e-12,__SCREAMING_SNAKE_CASE=1e-6,__SCREAMING_SNAKE_CASE=0.0,__SCREAMING_SNAKE_CASE=2_24,__SCREAMING_SNAKE_CASE=None,__SCREAMING_SNAKE_CASE=None,**__SCREAMING_SNAKE_CASE,):
  
  
  
  					'''simple docstring'''
  
  					super().__init__(**__SCREAMING_SNAKE_CASE    )
  
  					__lowerCAmelCase      		=       num_channels
  					__lowerCAmelCase      		=       patch_size
  					__lowerCAmelCase      		=       num_stages
  					__lowerCAmelCase      		=       [96, 1_92, 3_84, 7_68] if hidden_sizes is None else hidden_sizes
  					__lowerCAmelCase      		=       [3, 3, 9, 3] if depths is None else depths
  					__lowerCAmelCase      		=       hidden_act
  					__lowerCAmelCase      		=       initializer_range
  					__lowerCAmelCase      		=       layer_norm_eps
  					__lowerCAmelCase      		=       layer_scale_init_value
  					__lowerCAmelCase      		=       drop_path_rate
  					__lowerCAmelCase      		=       image_size
  					__lowerCAmelCase      		=       ["""stem"""] + [f'stage{idx}' for idx in range(1,len(self.depths    ) + 1    )]
  					__lowerCAmelCase		, __lowerCAmelCase      		=       get_aligned_output_features_output_indices(
  					    out_features=__SCREAMING_SNAKE_CASE,out_indices=__SCREAMING_SNAKE_CASE,stage_names=self.stage_names    )
  
  
  
  
  
  class 					_UpperCAmelCase							(		lowerCAmelCase_     ):
  		a     :     int     						=version.parse("""1.11"""     )
  		@property
  		def 						lowerCamelCase__    (						self    ):
  
  
  
  					'''simple docstring'''
  
  					return OrderedDict(
  					    [
  					        ("""pixel_values""", {0: """batch""", 1: """num_channels""", 2: """height""", 3: """width"""}),
  					    ]    )
  
  
  
  
  
  
  
  		@property
  		def 						lowerCamelCase__    (						self    ):
  
  
  
  					'''simple docstring'''
  
  					return 1e-5
  
  
  
style_context: 
  
  
  
  
  
  '''simple docstring'''
  
  
  
  
  
  
  
  def      _lowerCAmelCase		(		lowercase = 1000			)      ->      int:
  			__lowerCAmelCase      		=       []
  			__lowerCAmelCase      		=       []
  			__lowerCAmelCase      		=       3
  			__lowerCAmelCase      		=       5
  			__lowerCAmelCase      		=       1
  			while True:
  						__lowerCAmelCase      		=       z * temp
  						if result < n:
  									zmulti.append(lowercase			)
  									temp += 1
  						else:
  									__lowerCAmelCase      		=       1
  									break
  			while True:
  						__lowerCAmelCase      		=       x * temp
  						if result < n:
  									xmulti.append(lowercase			)
  									temp += 1
  						else:
  									break
  			__lowerCAmelCase      		=       list(set(xmulti + zmulti			)			)
  			return sum(lowercase			)
  
  
  if __name__ == "__main__":
  	print(f'{solution() = }')
  
  