code: 
  
  
  from ..utils import deprecate
  from .attention_processor import (  # noqa: F401
      Attention,
      AttentionProcessor,
      AttnAddedKVProcessor,
      AttnProcessor2_0,
      LoRAAttnProcessor,
      LoRALinearLayer,
      LoRAXFormersAttnProcessor,
      SlicedAttnAddedKVProcessor,
      SlicedAttnProcessor,
      XFormersAttnProcessor,
  )
  from .attention_processor import AttnProcessor as AttnProcessorRename  # noqa: F401
  
  
  deprecate(
      "cross_attention",
      "0.20.0",
      "Importing from cross_attention is deprecated. Please import from diffusers.models.attention_processor instead.",
      standard_warn=False,
  )
  
  
  A_														=      AttentionProcessor
  
  class 						snake_case			(       lowerCAmelCase__	):
  			'''simple docstring'''
  
  			def __init__(	self     :     Optional[Any]							,							*lowerCAmelCase_     :     Any							,							**lowerCAmelCase_     :     Optional[Any]					)					->					int:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       F'''{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead.'''
  								deprecate('''cross_attention'''							,							'''0.20.0'''							,							lowerCAmelCase_							,							standard_warn=lowerCAmelCase_					)
  								super().__init__(*lowerCAmelCase_							,							**lowerCAmelCase_					)
  
  class 						snake_case			(       lowerCAmelCase__	):
  			'''simple docstring'''
  
  			def __init__(	self     :     Optional[Any]							,							*lowerCAmelCase_     :     Tuple							,							**lowerCAmelCase_     :     List[Any]					)					->					Any:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       F'''{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead.'''
  								deprecate('''cross_attention'''							,							'''0.20.0'''							,							lowerCAmelCase_							,							standard_warn=lowerCAmelCase_					)
  								super().__init__(*lowerCAmelCase_							,							**lowerCAmelCase_					)
  
  class 						snake_case			(       lowerCAmelCase__	):
  			'''simple docstring'''
  
  			def __init__(	self     :     List[Any]							,							*lowerCAmelCase_     :     Optional[int]							,							**lowerCAmelCase_     :     Dict					)					->					Tuple:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       F'''{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead.'''
  								deprecate('''cross_attention'''							,							'''0.20.0'''							,							lowerCAmelCase_							,							standard_warn=lowerCAmelCase_					)
  								super().__init__(*lowerCAmelCase_							,							**lowerCAmelCase_					)
  
  class 						snake_case			(       lowerCAmelCase__	):
  			'''simple docstring'''
  
  			def __init__(	self     :     Optional[Any]							,							*lowerCAmelCase_     :     Dict							,							**lowerCAmelCase_     :     int					)					->					str:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       F'''{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead.'''
  								deprecate('''cross_attention'''							,							'''0.20.0'''							,							lowerCAmelCase_							,							standard_warn=lowerCAmelCase_					)
  								super().__init__(*lowerCAmelCase_							,							**lowerCAmelCase_					)
  
  class 						snake_case			(       lowerCAmelCase__	):
  			'''simple docstring'''
  
  			def __init__(	self     :     str							,							*lowerCAmelCase_     :     List[str]							,							**lowerCAmelCase_     :     Any					)					->					Optional[int]:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       F'''{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead.'''
  								deprecate('''cross_attention'''							,							'''0.20.0'''							,							lowerCAmelCase_							,							standard_warn=lowerCAmelCase_					)
  								super().__init__(*lowerCAmelCase_							,							**lowerCAmelCase_					)
  
  class 						snake_case			(       lowerCAmelCase__	):
  			'''simple docstring'''
  
  			def __init__(	self     :     List[Any]							,							*lowerCAmelCase_     :     int							,							**lowerCAmelCase_     :     Tuple					)					->					Optional[Any]:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       F'''{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead.'''
  								deprecate('''cross_attention'''							,							'''0.20.0'''							,							lowerCAmelCase_							,							standard_warn=lowerCAmelCase_					)
  								super().__init__(*lowerCAmelCase_							,							**lowerCAmelCase_					)
  
  class 						snake_case			(       lowerCAmelCase__	):
  			'''simple docstring'''
  
  			def __init__(	self     :     List[Any]							,							*lowerCAmelCase_     :     List[str]							,							**lowerCAmelCase_     :     Optional[int]					)					->					Optional[int]:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       F'''{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead.'''
  								deprecate('''cross_attention'''							,							'''0.20.0'''							,							lowerCAmelCase_							,							standard_warn=lowerCAmelCase_					)
  								super().__init__(*lowerCAmelCase_							,							**lowerCAmelCase_					)
  
  class 						snake_case			(       lowerCAmelCase__	):
  			'''simple docstring'''
  
  			def __init__(	self     :     Tuple							,							*lowerCAmelCase_     :     Union[str, Any]							,							**lowerCAmelCase_     :     str					)					->					Any:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       F'''{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {''.join(self.__class__.__name__.split('Cross'					)					)} instead.'''
  								deprecate('''cross_attention'''							,							'''0.20.0'''							,							lowerCAmelCase_							,							standard_warn=lowerCAmelCase_					)
  								super().__init__(*lowerCAmelCase_							,							**lowerCAmelCase_					)
  
  
  
style_context: 
  
  
  import unittest
  
  from transformers import load_tool
  from transformers.tools.agent_types import AGENT_TYPE_MAPPING
  
  from .test_tools_common import ToolTesterMixin, output_types
  
  class 						snake_case			(       unittest.TestCase	, lowerCAmelCase__	):
  			'''simple docstring'''
  
  			def _lowercase (	self     :     List[Any]					)					->					Optional[Any]:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       load_tool('''translation'''					)
  								self.tool.setup()
  								SCREAMING_SNAKE_CASE_	      =       load_tool('''translation'''							,							remote=lowerCAmelCase_					)
  
  			def _lowercase (	self     :     Tuple					)					->					str:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       self.tool('''Hey, what\'s up?'''							,							src_lang='''English'''							,							tgt_lang='''French'''					)
  								self.assertEqual(lowerCAmelCase_							,							'''- Hé, comment ça va?'''					)
  
  			def _lowercase (	self     :     Optional[Any]					)					->					int:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       self.remote_tool('''Hey, what\'s up?'''							,							src_lang='''English'''							,							tgt_lang='''French'''					)
  								self.assertEqual(lowerCAmelCase_							,							'''- Hé, comment ça va?'''					)
  
  			def _lowercase (	self     :     Optional[int]					)					->					str:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       self.tool(text='''Hey, what\'s up?'''							,							src_lang='''English'''							,							tgt_lang='''French'''					)
  								self.assertEqual(lowerCAmelCase_							,							'''- Hé, comment ça va?'''					)
  
  			def _lowercase (	self     :     str					)					->					List[str]:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       self.remote_tool(text='''Hey, what\'s up?'''							,							src_lang='''English'''							,							tgt_lang='''French'''					)
  								self.assertEqual(lowerCAmelCase_							,							'''- Hé, comment ça va?'''					)
  
  			def _lowercase (	self     :     Optional[int]					)					->					Dict:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       ['''Hey, what\'s up?''', '''English''', '''Spanish''']
  								SCREAMING_SNAKE_CASE_	      =       self.tool(*lowerCAmelCase_					)
  
  								# There is a single output
  								if len(self.tool.outputs					) == 1:
  													SCREAMING_SNAKE_CASE_	      =       [outputs]
  
  								self.assertListEqual(output_types(lowerCAmelCase_					)							,							self.tool.outputs					)
  
  			def _lowercase (	self     :     Optional[int]					)					->					List[str]:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       ['''Hey, what\'s up?''', '''English''', '''Spanish''']
  								SCREAMING_SNAKE_CASE_	      =       self.tool(*lowerCAmelCase_					)
  
  								if not isinstance(lowerCAmelCase_							,							lowerCAmelCase_					):
  													SCREAMING_SNAKE_CASE_	      =       [outputs]
  
  								self.assertEqual(len(lowerCAmelCase_					)							,							len(self.tool.outputs					)					)
  
  								for output, output_type in zip(lowerCAmelCase_							,							self.tool.outputs					):
  													SCREAMING_SNAKE_CASE_	      =       AGENT_TYPE_MAPPING[output_type]
  													self.assertTrue(isinstance(lowerCAmelCase_							,							lowerCAmelCase_					)					)
  
  
  
  
  			def _lowercase (	self     :     Tuple					)					->					int:
  
  
  
  
  								"""simple docstring"""
  
  
  
  
  
  
  								SCREAMING_SNAKE_CASE_	      =       ['''Hey, what\'s up?''', '''English''', '''Spanish''']
  
  								SCREAMING_SNAKE_CASE_	      =       []
  
  								for _input, input_type in zip(lowerCAmelCase_							,							self.tool.inputs					):
  													if isinstance(lowerCAmelCase_							,							lowerCAmelCase_					):
  																		_inputs.append([AGENT_TYPE_MAPPING[_input_type](_input					) for _input_type in input_type]					)
  													else:
  																		_inputs.append(AGENT_TYPE_MAPPING[input_type](_input					)					)
  
          # Should not raise an error
  								SCREAMING_SNAKE_CASE_	      =       self.tool(*lowerCAmelCase_					)
  
  								if not isinstance(lowerCAmelCase_							,							lowerCAmelCase_					):
  													SCREAMING_SNAKE_CASE_	      =       [outputs]
  
  								self.assertEqual(len(lowerCAmelCase_					)							,							len(self.tool.outputs					)					)
  
  
  