code: 
  
  
  
  
  """simple docstring"""
  
  
  
  import copy
  
  from transformers.configuration_utils import PretrainedConfig
  from transformers.utils import logging
  
  
  SCREAMING_SNAKE_CASE       = logging.get_logger(__name__)
  
  
  
  
  class 			UpperCAmelCase_						(		A_							):
      lowercase__		      =   '''hybrid-clip'''
      lowercase__		      =   True
  
  
  
  
      def __init__(					self		: Any			,				snake_case_		: str=512			,				**snake_case_		: Dict   )   ->							int:
  
  
  
  
       '''simple docstring'''
  
       super().__init__(**snake_case_   )
  
       if "text_config" not in kwargs:
        raise ValueError("`text_config` can not be `None`."   )
  
       if "vision_config" not in kwargs:
        raise ValueError("`vision_config` can not be `None`."   )
  
       A__ =       kwargs.pop("text_config"   )
       A__ =       kwargs.pop("vision_config"   )
  
       A__ =       text_config.pop("model_type"   )
       A__ =       vision_config.pop("model_type"   )
  
       from transformers import AutoConfig
  
       A__ =       AutoConfig.for_model(snake_case_			,				**snake_case_   )
  
       if vision_model_type == "clip":
        A__ =       AutoConfig.for_model(snake_case_			,				**snake_case_   ).vision_config
       elif vision_model_type == "clip_vision_model":
        from transformers import CLIPVisionConfig
  
        A__ =       CLIPVisionConfig(**snake_case_   )
       else:
        A__ =       AutoConfig.for_model(snake_case_			,				**snake_case_   )
  
       A__ =       projection_dim
       A__ =       1.0
  
  
  
  
      @classmethod
      def 							__magic_name__							(					cls		: int			,				snake_case_		: Any			,				snake_case_		: Optional[Any]			,				**snake_case_		: str   )   ->							Tuple:
  
  
  
  
       '''simple docstring'''
  
       return cls(text_config=text_config.to_dict()			,				vision_config=vision_config.to_dict()			,				**snake_case_   )
  
  
  
  
      def 							__magic_name__							(					self		: int   )   ->							Dict:
  
  
  
  
       '''simple docstring'''
  
       A__ =       copy.deepcopy(self.__dict__   )
       A__ =       self.text_config.to_dict()
       A__ =       self.vision_config.to_dict()
       A__ =       self.__class__.model_type
       return output
  
  
  
  
  
  
style_context: 
  
  
  
  
  """simple docstring"""
  
  
  
  def 						_SCREAMING_SNAKE_CASE     (							lowercase_		)		->	str:
   return " ".join(sorted(set(sentence.split()		)		)		)
  
  
  if __name__ == "__main__":
        import doctest
  
        doctest.testmod()
  
  
  
  
  
  