






import os
from typing import Dict, List, Tuple, TypeVar, Union


lowerCamelCase     :							Union[str, Any]    =TypeVar('''T''')

lowerCamelCase     :							List[Any]    =Union[List[T], Tuple[T, ...]]
lowerCamelCase     :							List[Any]    =Union[T, List[T], Dict[str, T]]
lowerCamelCase     :							Any    =Union[str, bytes, os.PathLike]







from ..utils import DummyObject, requires_backends





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







 def __init__(		self :       int							,       *SCREAMING_SNAKE_CASE :       Optional[Any]							,       **SCREAMING_SNAKE_CASE :       List[str]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[str]							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       int							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	List[Any]				=			['''torch''']







 def __init__(		self :       Dict							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Tuple							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[str]							,       *SCREAMING_SNAKE_CASE :       Optional[Any]							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	Union[str, Any]				=			['''torch''']







 def __init__(		self :       Dict							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       int							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       List[str]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       str						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       str							,       *SCREAMING_SNAKE_CASE :       str							,       **SCREAMING_SNAKE_CASE :       Tuple						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Optional[int]							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Optional[int]							,       *SCREAMING_SNAKE_CASE :       Optional[Any]							,       **SCREAMING_SNAKE_CASE :       Tuple						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	List[str]				=			['''torch''']







 def __init__(		self :       Union[str, Any]							,       *SCREAMING_SNAKE_CASE :       Tuple							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       Tuple						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Any							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       List[Any]							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[Any]							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       List[Any]							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[str]							,       *SCREAMING_SNAKE_CASE :       str							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       str						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Union[str, Any]							,       *SCREAMING_SNAKE_CASE :       Tuple							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       int							,       *SCREAMING_SNAKE_CASE :       Optional[int]							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[str]							,       *SCREAMING_SNAKE_CASE :       Optional[Any]							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	List[Any]				=			['''torch''']







 def __init__(		self :       int							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       str						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Any							,       *SCREAMING_SNAKE_CASE :       Optional[Any]							,       **SCREAMING_SNAKE_CASE :       str						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       Tuple							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Dict							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       List[str]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Optional[Any]							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       int						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[Any]							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       int						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	Optional[int]				=			['''torch''']







 def __init__(		self :       Any							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[Any]							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       str						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Any							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       Dict						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







def 		SCREAMING_SNAKE_CASE							( *__lowerCAmelCase ,   **__lowerCAmelCase      )			->     int:
     requires_backends(__lowerCAmelCase ,   ["torch"]      )







def 		SCREAMING_SNAKE_CASE							( *__lowerCAmelCase ,   **__lowerCAmelCase      )			->     Optional[Any]:
     requires_backends(__lowerCAmelCase ,   ["torch"]      )







def 		SCREAMING_SNAKE_CASE							( *__lowerCAmelCase ,   **__lowerCAmelCase      )			->     Optional[Any]:
     requires_backends(__lowerCAmelCase ,   ["torch"]      )







def 		SCREAMING_SNAKE_CASE							( *__lowerCAmelCase ,   **__lowerCAmelCase      )			->     Union[str, Any]:
     requires_backends(__lowerCAmelCase ,   ["torch"]      )







def 		SCREAMING_SNAKE_CASE							( *__lowerCAmelCase ,   **__lowerCAmelCase      )			->     Any:
     requires_backends(__lowerCAmelCase ,   ["torch"]      )







def 		SCREAMING_SNAKE_CASE							( *__lowerCAmelCase ,   **__lowerCAmelCase      )			->     Dict:
     requires_backends(__lowerCAmelCase ,   ["torch"]      )







def 		SCREAMING_SNAKE_CASE							( *__lowerCAmelCase ,   **__lowerCAmelCase      )			->     List[Any]:
     requires_backends(__lowerCAmelCase ,   ["torch"]      )





class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	List[str]				=			['''torch''']







 def __init__(		self :       Tuple							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Any							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Any							,       *SCREAMING_SNAKE_CASE :       str							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	Optional[int]				=			['''torch''']







 def __init__(		self :       List[Any]							,       *SCREAMING_SNAKE_CASE :       str							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Optional[int]							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Union[str, Any]							,       *SCREAMING_SNAKE_CASE :       Optional[Any]							,       **SCREAMING_SNAKE_CASE :       Dict						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Union[str, Any]							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       str						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[str]							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       str							,       *SCREAMING_SNAKE_CASE :       str							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       List[Any]							,       *SCREAMING_SNAKE_CASE :       Optional[Any]							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Optional[Any]							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       List[str]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Tuple							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       List[str]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Any							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       int							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       str							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Any							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       Tuple						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       str							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[str]							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       str							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       str							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[str]							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Dict							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       int						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       int							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       List[str]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Optional[Any]							,       *SCREAMING_SNAKE_CASE :       str							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       str							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Union[str, Any]							,       *SCREAMING_SNAKE_CASE :       Tuple							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	Optional[int]				=			['''torch''']







 def __init__(		self :       Union[str, Any]							,       *SCREAMING_SNAKE_CASE :       Tuple							,       **SCREAMING_SNAKE_CASE :       List[str]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       str							,       *SCREAMING_SNAKE_CASE :       Optional[Any]							,       **SCREAMING_SNAKE_CASE :       int						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Union[str, Any]							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	List[str]				=			['''torch''']







 def __init__(		self :       Any							,       *SCREAMING_SNAKE_CASE :       Optional[int]							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Any							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[Any]							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Union[str, Any]							,       *SCREAMING_SNAKE_CASE :       str							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       str							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       str						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       int							,       *SCREAMING_SNAKE_CASE :       Tuple							,       **SCREAMING_SNAKE_CASE :       str						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Optional[int]							,       *SCREAMING_SNAKE_CASE :       str							,       **SCREAMING_SNAKE_CASE :       Dict						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Tuple							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[str]							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       str							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Any							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       str							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	Union[str, Any]				=			['''torch''']







 def __init__(		self :       str							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Optional[int]							,       *SCREAMING_SNAKE_CASE :       Optional[Any]							,       **SCREAMING_SNAKE_CASE :       Tuple						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Any							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       int						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       int							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       Tuple						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Any							,       *SCREAMING_SNAKE_CASE :       Optional[Any]							,       **SCREAMING_SNAKE_CASE :       int						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Any							,       *SCREAMING_SNAKE_CASE :       Tuple							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	Union[str, Any]				=			['''torch''']







 def __init__(		self :       Optional[Any]							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[str]							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       str						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[Any]							,       *SCREAMING_SNAKE_CASE :       Tuple							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	Optional[int]				=			['''torch''']







 def __init__(		self :       int							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Tuple							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       str							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	List[Any]				=			['''torch''']







 def __init__(		self :       Union[str, Any]							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       str							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	Optional[int]				=			['''torch''']







 def __init__(		self :       Any							,       *SCREAMING_SNAKE_CASE :       Optional[Any]							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Union[str, Any]							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Optional[int]							,       *SCREAMING_SNAKE_CASE :       str							,       **SCREAMING_SNAKE_CASE :       int						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       List[str]							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[Any]							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       List[str]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Tuple							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       str						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       List[Any]							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Optional[int]							,       *SCREAMING_SNAKE_CASE :       Tuple							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       Optional[int]							,       **SCREAMING_SNAKE_CASE :       str						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Dict							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       str							,       *SCREAMING_SNAKE_CASE :       str							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Union[str, Any]							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       int						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Optional[Any]							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       int							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[Any]							,       *SCREAMING_SNAKE_CASE :       Optional[int]							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Tuple							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       int						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Optional[int]							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       List[str]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Optional[int]							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       int						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	List[Any]				=			['''torch''']







 def __init__(		self :       Union[str, Any]							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       Tuple						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Any							,       *SCREAMING_SNAKE_CASE :       Optional[Any]							,       **SCREAMING_SNAKE_CASE :       List[str]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Union[str, Any]							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	Union[str, Any]				=			['''torch''']







 def __init__(		self :       Any							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       int							,       *SCREAMING_SNAKE_CASE :       str							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       Dict						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Dict							,       *SCREAMING_SNAKE_CASE :       Tuple							,       **SCREAMING_SNAKE_CASE :       List[str]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[Any]							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       Tuple							,       **SCREAMING_SNAKE_CASE :       int						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Dict							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Optional[Any]							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Any							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Tuple							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	Union[str, Any]				=			['''torch''']







 def __init__(		self :       Dict							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Tuple							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       List[str]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Any							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Any							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Union[str, Any]							,       *SCREAMING_SNAKE_CASE :       Optional[Any]							,       **SCREAMING_SNAKE_CASE :       Tuple						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Optional[int]							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       Optional[int]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       str							,       *SCREAMING_SNAKE_CASE :       Any							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       str						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	List[Any]				=			['''torch''']







 def __init__(		self :       Tuple							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       int							,       *SCREAMING_SNAKE_CASE :       Tuple							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[Any]							,       *SCREAMING_SNAKE_CASE :       Dict							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	Optional[int]				=			['''torch''']







 def __init__(		self :       Any							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       List[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Tuple							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       str						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       int							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       int						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







class       __a  (   metaclass=A__	):
 _lowerCAmelCase	:	List[str]				=			['''torch''']







 def __init__(		self :       int							,       *SCREAMING_SNAKE_CASE :       Tuple							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[Any]							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Tuple							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Any							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       Dict						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[str]							,       *SCREAMING_SNAKE_CASE :       List[str]							,       **SCREAMING_SNAKE_CASE :       Dict						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       List[Any]							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       Dict						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Any							,       *SCREAMING_SNAKE_CASE :       str							,       **SCREAMING_SNAKE_CASE :       Any						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Tuple							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       int						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Optional[int]							,       *SCREAMING_SNAKE_CASE :       Optional[Any]							,       **SCREAMING_SNAKE_CASE :       int						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







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







 def __init__(		self :       Optional[int]							,       *SCREAMING_SNAKE_CASE :       List[Any]							,       **SCREAMING_SNAKE_CASE :       str						):


      '''simple docstring'''






      requires_backends(self							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Optional[Any]							,       *SCREAMING_SNAKE_CASE :       int							,       **SCREAMING_SNAKE_CASE :       Union[str, Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)







 @classmethod
 def  __lowercase (		cls :       Dict							,       *SCREAMING_SNAKE_CASE :       Union[str, Any]							,       **SCREAMING_SNAKE_CASE :       Optional[Any]						):


      '''simple docstring'''






      requires_backends(cls							,       ["torch"]						)