





'''simple docstring'''






from ..utils import DummyObject, requires_backends
class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



def        UpperCamelCase__		(						*__magic_name__  :   Dict		,       **__magic_name__  :   int      )				->			Optional[int]:
 '''simple docstring'''






 requires_backends(__magic_name__		,       ["""torch"""]      )



def        UpperCamelCase__		(						*__magic_name__  :   Union[str, Any]		,       **__magic_name__  :   Dict      )				->			Optional[Any]:
 '''simple docstring'''






 requires_backends(__magic_name__		,       ["""torch"""]      )



def        UpperCamelCase__		(						*__magic_name__  :   Dict		,       **__magic_name__  :   str      )				->			str:
 '''simple docstring'''






 requires_backends(__magic_name__		,       ["""torch"""]      )



def        UpperCamelCase__		(						*__magic_name__  :   Union[str, Any]		,       **__magic_name__  :   Any      )				->			Optional[Any]:
 '''simple docstring'''






 requires_backends(__magic_name__		,       ["""torch"""]      )



def        UpperCamelCase__		(						*__magic_name__  :   int		,       **__magic_name__  :   Union[str, Any]      )				->			Any:
 '''simple docstring'''






 requires_backends(__magic_name__		,       ["""torch"""]      )



def        UpperCamelCase__		(						*__magic_name__  :   Optional[Any]		,       **__magic_name__  :   Dict      )				->			List[str]:
 '''simple docstring'''






 requires_backends(__magic_name__		,       ["""torch"""]      )



def        UpperCamelCase__		(						*__magic_name__  :   Tuple		,       **__magic_name__  :   str      )				->			Dict:
 '''simple docstring'''






 requires_backends(__magic_name__		,       ["""torch"""]      )
class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )



class 					__snake_case  (					metaclass=__SCREAMING_SNAKE_CASE							):






   '''simple docstring'''





   lowerCamelCase__    							=      ['''torch''']

   def __init__(							self	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(self	,		["""torch"""]       )

   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )


   @classmethod
   def 		__UpperCamelCase						(							cls	,		*__SCREAMING_SNAKE_CASE	,		**__SCREAMING_SNAKE_CASE       ):
    requires_backends(cls	,		["""torch"""]       )






from __future__ import annotations




def 							a		(				snake_case__:   Optional[int]		,  snake_case__:   Optional[int]		,  snake_case__:   Any		,  snake_case__:   Optional[int]   ):  # noqa: E741


				'''simple docstring'''
				while r - l > 1:
								lowercase_	    =   (l + r) // 2
								if v[m] >= key:
												lowercase_	    =   m
								else:
												lowercase_	    =   m  # noqa: E741
				return r




def 							a		(				snake_case__:   list[int]   ):


				'''simple docstring'''
				if len(snake_case__   ) == 0:
								return 0

				lowercase_	    =   [0] * len(snake_case__   )
				lowercase_	    =   1

				lowercase_	    =   v[0]

				for i in range(1		,  len(snake_case__   )   ):
								if v[i] < tail[0]:
												lowercase_	    =   v[i]
								elif v[i] > tail[length - 1]:
												lowercase_	    =   v[i]
												length += 1
								else:
												lowercase_	    =   v[i]

				return length


if __name__ == "__main__":
						import doctest

						doctest.testmod()




