



import copy
from dataclasses import dataclass, field
from typing import ClassVar, Dict

from ..features import Audio, ClassLabel, Features
from .base import TaskTemplate







@dataclass(frozen=__a )
class 							_a							(					__a ):
			A							=     field(default='''audio-classification'''      ,						metadata={'''include_in_asdict_even_if_is_default''': True} )
			A							=     Features({'''audio''': Audio()} )
			A							=     Features({'''labels''': ClassLabel} )
			A							=     '''audio'''
			A							=     '''labels'''

			def 			__snake_case    (self,					SCREAMING_SNAKE_CASE_ )    ->					int:
						if self.label_column not in features:
									raise ValueError(f'Column {self.label_column} is not present in features.' )
						if not isinstance(features[self.label_column],					_UpperCamelCase ):
									raise ValueError(f'Column {self.label_column} is not a ClassLabel.' )
						UpperCAmelCase_:						Dict					=			copy.deepcopy(self )
						UpperCAmelCase_:						Optional[int]					=			self.label_schema.copy()
						UpperCAmelCase_:						Dict					=			features[self.label_column]
						UpperCAmelCase_:						Any					=			label_schema
						return task_template

			@property
			def 			__snake_case    (self )    ->					Dict[str, str]:
						return {
						    self.audio_column: "audio",
						    self.label_column: "labels",
						}








from ..utils import DummyObject, requires_backends





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      str:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Any:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Any:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[str]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      str:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[str]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[str]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(cls				,				["torch"]     )






def    lowerCamelCase__				(				*__lowerCAmelCase  :  Union[str, Any]    ,							**__lowerCAmelCase  :  Dict				):




			"""simple docstring"""


			requires_backends(__lowerCAmelCase    ,							["torch"]				)






def    lowerCamelCase__				(				*__lowerCAmelCase  :  Optional[int]    ,							**__lowerCAmelCase  :  int				):




			"""simple docstring"""


			requires_backends(__lowerCAmelCase    ,							["torch"]				)






def    lowerCamelCase__				(				*__lowerCAmelCase  :  List[str]    ,							**__lowerCAmelCase  :  int				):




			"""simple docstring"""


			requires_backends(__lowerCAmelCase    ,							["torch"]				)






def    lowerCamelCase__				(				*__lowerCAmelCase  :  Union[str, Any]    ,							**__lowerCAmelCase  :  Optional[Any]				):




			"""simple docstring"""


			requires_backends(__lowerCAmelCase    ,							["torch"]				)






def    lowerCamelCase__				(				*__lowerCAmelCase  :  Dict    ,							**__lowerCAmelCase  :  Any				):




			"""simple docstring"""


			requires_backends(__lowerCAmelCase    ,							["torch"]				)






def    lowerCamelCase__				(				*__lowerCAmelCase  :  Optional[int]    ,							**__lowerCAmelCase  :  Dict				):




			"""simple docstring"""


			requires_backends(__lowerCAmelCase    ,							["torch"]				)






def    lowerCamelCase__				(				*__lowerCAmelCase  :  int    ,							**__lowerCAmelCase  :  Any				):




			"""simple docstring"""


			requires_backends(__lowerCAmelCase    ,							["torch"]				)





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[str]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[str]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[str]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Union[str, Any]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[str]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Union[str, Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Any:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      str:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Any:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Union[str, Any]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[str]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[str]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Any:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[str]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Any:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Union[str, Any]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Any:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Any:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      str:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Any:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Any:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      str:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[str]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Union[str, Any]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Union[str, Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      int:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[str]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Any:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[str]:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Union[str, Any]:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Tuple:
							requires_backends(cls				,				["torch"]     )





class 	_lowerCAmelCase					(	metaclass=__a       ):
				_lowercase					=['''torch''']




				def __init__(					self				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      str:
							requires_backends(self				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      Dict:
							requires_backends(cls				,				["torch"]     )




				@classmethod
				def      __a						(					cls				,				*_UpperCamelCase				,				**_UpperCamelCase     )				->      List[str]:
							requires_backends(cls				,				["torch"]     )



