


'''simple docstring'''

from ..utils import DummyObject, requires_backends


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[int]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Any	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		str	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Tuple	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[int]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[int]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[int]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		int	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		int	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)

def 							__magic_name__(						*lowerCamelCase,				**lowerCamelCase):
						requires_backends(lowerCamelCase,				['''torch'''])

def 							__magic_name__(						*lowerCamelCase,				**lowerCamelCase):
						requires_backends(lowerCamelCase,				['''torch'''])

def 							__magic_name__(						*lowerCamelCase,				**lowerCamelCase):
						requires_backends(lowerCamelCase,				['''torch'''])

def 							__magic_name__(						*lowerCamelCase,				**lowerCamelCase):
						requires_backends(lowerCamelCase,				['''torch'''])

def 							__magic_name__(						*lowerCamelCase,				**lowerCamelCase):
						requires_backends(lowerCamelCase,				['''torch'''])

def 							__magic_name__(						*lowerCamelCase,				**lowerCamelCase):
						requires_backends(lowerCamelCase,				['''torch'''])

def 							__magic_name__(						*lowerCamelCase,				**lowerCamelCase):
						requires_backends(lowerCamelCase,				['''torch'''])


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[str]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[str]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Union[str, Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[int]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		int	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		str	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		int	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Tuple	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		int	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[str]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[str]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		str	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Tuple	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Any	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[str]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		int	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Any	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[str]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[int]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Union[str, Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)





'''simple docstring'''

from manim import *


class       a__				( __A      ):







				"""simple docstring"""



				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				Rectangle(height=0.5       ,			width=0.5		)
										__lowerCAmelCase							       =				Rectangle(height=0.4_6       ,			width=0.4_6		).set_stroke(width=0		)

										__lowerCAmelCase							       =				[mem.copy() for i in range(6		)]
										__lowerCAmelCase							       =				[mem.copy() for i in range(6		)]
										__lowerCAmelCase							       =				VGroup(*__lowercase		).arrange(__lowercase       ,			buff=0		)
										__lowerCAmelCase							       =				VGroup(*__lowercase		).arrange(__lowercase       ,			buff=0		)
										__lowerCAmelCase							       =				VGroup(__lowercase       ,			__lowercase		).arrange(__lowercase       ,			buff=0		)
										__lowerCAmelCase							       =				Text('''CPU'''       ,			font_size=24		)
										__lowerCAmelCase							       =				Group(__lowercase       ,			__lowercase		).arrange(__lowercase       ,			buff=0.5       ,			aligned_edge=__lowercase		)
										cpu.move_to([-2.5, -0.5, 0]		)
										self.add(__lowercase		)

										__lowerCAmelCase							       =				[mem.copy() for i in range(1		)]
										__lowerCAmelCase							       =				VGroup(*__lowercase		).arrange(__lowercase       ,			buff=0		)
										__lowerCAmelCase							       =				Text('''GPU'''       ,			font_size=24		)
										__lowerCAmelCase							       =				Group(__lowercase       ,			__lowercase		).arrange(__lowercase       ,			buff=0.5       ,			aligned_edge=__lowercase		)
										gpu.align_to(__lowercase       ,			__lowercase		)
										gpu.set_x(gpu.get_x() - 1		)

										self.add(__lowercase		)

										__lowerCAmelCase							       =				[mem.copy() for i in range(6		)]
										__lowerCAmelCase							       =				VGroup(*__lowercase		).arrange(__lowercase       ,			buff=0		)

										__lowerCAmelCase							       =				Text('''Model'''       ,			font_size=24		)
										__lowerCAmelCase							       =				Group(__lowercase       ,			__lowercase		).arrange(__lowercase       ,			buff=0.5       ,			aligned_edge=__lowercase		)
										model.move_to([3, -1.0, 0]		)

										self.play(
										    Create(__lowercase       ,			run_time=1		)       ,			Create(__lowercase       ,			run_time=1		)       ,			Create(__lowercase       ,			run_time=1		)       ,			)

										__lowerCAmelCase							       =				MarkupText(
										    F"""First, an empty model skeleton is loaded\ninto <span fgcolor='{YELLOW}'>memory</span> without using much RAM."""       ,			font_size=24       ,			)

										__lowerCAmelCase							       =				Square(side_length=2.2		)
										key.move_to([-5, 2, 0]		)

										__lowerCAmelCase							       =				MarkupText(
										    F"""<b>Key:</b>\n\n<span fgcolor='{YELLOW}'>●</span> Empty Model"""       ,			font_size=18       ,			)

										key_text.move_to([-5, 2.4, 0]		)

										step_a.move_to([2, 2, 0]		)
										self.play(Write(__lowercase       ,			run_time=2.5		)       ,			Write(__lowercase		)       ,			Write(__lowercase		)		)

										self.add(__lowercase		)

										__lowerCAmelCase							       =				[]
										__lowerCAmelCase							       =				[]
										__lowerCAmelCase							       =				[]
										for i, rect in enumerate(__lowercase		):
																__lowerCAmelCase							       =				Rectangle(height=0.4_6       ,			width=0.4_6		).set_stroke(width=0.0		).set_fill(__lowercase       ,			opacity=0.7		)
																cpu_target.move_to(__lowercase		)
																cpu_target.generate_target()
																__lowerCAmelCase							       =				0.4_6 / 4
																__lowerCAmelCase							       =				0.4_6 / 3

																if i == 0:
																						cpu_target.target.next_to(cpu_left_col_base[0].get_corner(DOWN + LEFT		)       ,			buff=0.0_2       ,			direction=__lowercase		)
																						cpu_target.target.set_x(cpu_target.target.get_x() + 0.1		)
																elif i == 3:
																						cpu_target.target.next_to(cpu_targs[0].target       ,			direction=__lowercase       ,			buff=0.0		)
																else:
																						cpu_target.target.next_to(cpu_targs[i - 1].target       ,			direction=__lowercase       ,			buff=0.0		)
																cpu_targs.append(__lowercase		)

																first_animations.append(rect.animate(run_time=0.5		).set_stroke(__lowercase		)		)
																second_animations.append(MoveToTarget(__lowercase       ,			run_time=1.5		)		)

										self.play(*__lowercase		)
										self.play(*__lowercase		)

										self.wait()

