code: 
  
  
  from __future__ import annotations
  
  import re
  
  def   UpperCamelCase__   (    UpperCAmelCase_			)						->							list[str]:
  
  
  
  
         '''simple docstring'''
  
  
  
  
  
  
         def alphanum_key(UpperCAmelCase_			):
                return [int(SCREAMING_SNAKE_CASE__			) if s.isdigit() else s.lower() for s in re.split('''([0-9]+)'''    ,     SCREAMING_SNAKE_CASE__			)]
  
         return sorted(SCREAMING_SNAKE_CASE__    ,     key=SCREAMING_SNAKE_CASE__			)
  
  
  if __name__ == "__main__":
     import doctest
  
     doctest.testmod()
style_context: 
  
  
  import copy
  
  from ...configuration_utils import PretrainedConfig
  from ...utils import logging
  
  
  UpperCamelCase__				       =			logging.get_logger(__name__)
  
  UpperCamelCase__				       =			{
      'facebook/sam-vit-huge': 'https://huggingface.co/facebook/sam-vit-huge/resolve/main/config.json',
      'facebook/sam-vit-large': 'https://huggingface.co/facebook/sam-vit-large/resolve/main/config.json',
      'facebook/sam-vit-base': 'https://huggingface.co/facebook/sam-vit-base/resolve/main/config.json',
  }
  
  class 						UpperCAmelCase__   (      A_		):
  
  
  
       '''simple docstring'''
  
  
  
  
       def __init__( self       :       List[Any]	,      UpperCamelCase       :       Optional[Any]=2_56	,      UpperCamelCase       :       str=10_24	,      UpperCamelCase       :       Any=16	,      UpperCamelCase       :       Optional[Any]=16	,      UpperCamelCase       :       Union[str, Any]=4	,      UpperCamelCase       :       str="gelu"	,      UpperCamelCase       :       Dict=1E-6	,      **UpperCamelCase       :       Tuple	,      ):
  
  
  
  
  
              """simple docstring"""
  
  
  
              super().__init__(**UpperCamelCase		)
              _lowercase					:				Union[str, Any]           =			hidden_size
              _lowercase					:				Optional[Any]           =			image_size
              _lowercase					:				Tuple           =			patch_size
              _lowercase					:				List[str]           =			image_size // patch_size
              _lowercase					:				Optional[Any]           =			mask_input_channels
              _lowercase					:				str           =			num_point_embeddings
              _lowercase					:				List[Any]           =			hidden_act
              _lowercase					:				Union[str, Any]           =			layer_norm_eps
  
  
  
  
  class 						UpperCAmelCase__   (      A_		):
  
  
  
       '''simple docstring'''
  
  
  
  
       def __init__( self       :       Optional[int]	,      UpperCamelCase       :       str=2_56	,      UpperCamelCase       :       int="relu"	,      UpperCamelCase       :       Any=20_48	,      UpperCamelCase       :       List[Any]=2	,      UpperCamelCase       :       Union[str, Any]=8	,      UpperCamelCase       :       List[str]=2	,      UpperCamelCase       :       Any=3	,      UpperCamelCase       :       List[Any]=3	,      UpperCamelCase       :       int=2_56	,      UpperCamelCase       :       List[str]=1E-6	,      **UpperCamelCase       :       Tuple	,      ):
  
  
  
  
  
              """simple docstring"""
  
  
  
              super().__init__(**UpperCamelCase		)
              _lowercase					:				List[Any]           =			hidden_size
              _lowercase					:				Optional[int]           =			hidden_act
              _lowercase					:				Union[str, Any]           =			mlp_dim
              _lowercase					:				Optional[int]           =			num_hidden_layers
              _lowercase					:				List[str]           =			num_attention_heads
              _lowercase					:				Dict           =			attention_downsample_rate
              _lowercase					:				Optional[Any]           =			num_multimask_outputs
              _lowercase					:				Optional[Any]           =			iou_head_depth
              _lowercase					:				Dict           =			iou_head_hidden_dim
              _lowercase					:				List[str]           =			layer_norm_eps
  
  
  
  
  class 						UpperCAmelCase__   (      A_		):
  
  
  
       '''simple docstring'''
  
  
  
  
       def __init__( self       :       List[str]	,      UpperCamelCase       :       Union[str, Any]=7_68	,      UpperCamelCase       :       Optional[Any]=2_56	,      UpperCamelCase       :       Optional[Any]=12	,      UpperCamelCase       :       Dict=12	,      UpperCamelCase       :       Dict=3	,      UpperCamelCase       :       Optional[int]=10_24	,      UpperCamelCase       :       Any=16	,      UpperCamelCase       :       Union[str, Any]="gelu"	,      UpperCamelCase       :       int=1E-06	,      UpperCamelCase       :       Tuple=0.0	,      UpperCamelCase       :       List[str]=1E-10	,      UpperCamelCase       :       List[Any]=True	,      UpperCamelCase       :       Any=4.0	,      UpperCamelCase       :       str=True	,      UpperCamelCase       :       Optional[int]=True	,      UpperCamelCase       :       Optional[int]=14	,      UpperCamelCase       :       Any=[2, 5, 8, 11]	,      UpperCamelCase       :       Tuple=1_28	,      UpperCamelCase       :       str=None	,      **UpperCamelCase       :       int	,      ):
  
  
  
  
  
              """simple docstring"""
  
  
  
              super().__init__(**UpperCamelCase		)
  
              _lowercase					:				Union[str, Any]           =			hidden_size
              _lowercase					:				Optional[int]           =			output_channels
              _lowercase					:				Dict           =			num_hidden_layers
              _lowercase					:				str           =			num_attention_heads
              _lowercase					:				Dict           =			num_channels
              _lowercase					:				List[Any]           =			image_size
              _lowercase					:				int           =			patch_size
              _lowercase					:				Optional[Any]           =			hidden_act
              _lowercase					:				Any           =			layer_norm_eps
              _lowercase					:				Any           =			attention_dropout
              _lowercase					:				Optional[int]           =			initializer_range
              _lowercase					:				List[str]           =			qkv_bias
              _lowercase					:				Optional[Any]           =			mlp_ratio
              _lowercase					:				Optional[Any]           =			use_abs_pos
              _lowercase					:				List[Any]           =			use_rel_pos
              _lowercase					:				str           =			window_size
              _lowercase					:				Tuple           =			global_attn_indexes
              _lowercase					:				List[Any]           =			num_pos_feats
              _lowercase					:				int           =			int(hidden_size * mlp_ratio		) if mlp_dim is None else mlp_dim
  
  
  
  
  class 						UpperCAmelCase__   (      A_		):
  
  
  
       '''simple docstring'''
       UpperCAmelCase_         =  '''sam'''
       UpperCAmelCase_         =  True
  
  
  
  
       def __init__( self       :       Tuple	,      UpperCamelCase       :       Tuple=None	,      UpperCamelCase       :       Any=None	,      UpperCamelCase       :       Tuple=None	,      UpperCamelCase       :       Dict=0.02	,      **UpperCamelCase       :       Union[str, Any]	,      ):
  
  
  
  
  
              """simple docstring"""
  
  
  
              super().__init__(**UpperCamelCase		)
              _lowercase					:				Optional[int]           =			vision_config if vision_config is not None else {}
              _lowercase					:				Any           =			prompt_encoder_config if prompt_encoder_config is not None else {}
              _lowercase					:				Optional[Any]           =			mask_decoder_config if mask_decoder_config is not None else {}
  
              if isinstance(UpperCamelCase	,      UpperCamelCase		):
                     _lowercase					:				Dict           =			vision_config.to_dict()
              if isinstance(UpperCamelCase	,      UpperCamelCase		):
                     _lowercase					:				List[str]           =			prompt_encoder_config.to_dict()
              if isinstance(UpperCamelCase	,      UpperCamelCase		):
                     _lowercase					:				Optional[int]           =			mask_decoder_config.to_dict()
  
              _lowercase					:				Union[str, Any]           =			SamVisionConfig(**UpperCamelCase		)
              _lowercase					:				Optional[Any]           =			SamPromptEncoderConfig(**UpperCamelCase		)
              _lowercase					:				List[Any]           =			SamMaskDecoderConfig(**UpperCamelCase		)
              _lowercase					:				Union[str, Any]           =			initializer_range
  
  
  
  
       def   lowerCAmelCase_   ( self       :       Union[str, Any]		):
  
  
  
  
  
              """simple docstring"""
  
  
  
              _lowercase					:				List[Any]           =			copy.deepcopy(self.__dict__		)
              _lowercase					:				int           =			self.vision_config.to_dict()
              _lowercase					:				Optional[int]           =			self.prompt_encoder_config.to_dict()
              _lowercase					:				List[Any]           =			self.mask_decoder_config.to_dict()
              _lowercase					:				List[Any]           =			self.__class__.model_type
              return output