






import unittest

from transformers import is_torch_available
from transformers.testing_utils import require_torch


if is_torch_available():
     import torch

     from transformers.activations import gelu_new, gelu_python, get_activation






@require_torch
class 		lowercase_					(	unittest.TestCase   ):






      '''simple docstring'''




      def       __lowerCAmelCase					(      self      :						List[str]  )    ->List[str]:




       """simple docstring"""


       a		  =      torch.tensor([-100, -1, -0.1, 0, 0.1, 1.0, 100]  )
       a		  =      get_activation('''gelu'''  )
       self.assertTrue(torch.allclose(gelu_python(__UpperCAmelCase  ) ,					torch_builtin(__UpperCAmelCase  )  )  )
       self.assertFalse(torch.allclose(gelu_python(__UpperCAmelCase  ) ,					gelu_new(__UpperCAmelCase  )  )  )







      def       __lowerCAmelCase					(      self      :						Optional[Any]  )    ->List[Any]:




       """simple docstring"""


       a		  =      torch.tensor([-100, -1, -0.1, 0, 0.1, 1.0, 100]  )
       a		  =      get_activation('''gelu'''  )
       a		  =      get_activation('''gelu_10'''  )

       a		  =      torch_builtin(__UpperCAmelCase  )
       a		  =      geluaa(__UpperCAmelCase  )

       a		  =      torch.where(y_gelu_aa < 10.0 ,					1 ,					0  )

       self.assertTrue(torch.max(__UpperCAmelCase  ).item() == 10.0  )
       self.assertTrue(torch.allclose(y_gelu * clipped_mask ,					y_gelu_aa * clipped_mask  )  )







      def       __lowerCAmelCase					(      self      :						List[Any]  )    ->Optional[int]:




       """simple docstring"""


       get_activation('''gelu'''  )
       get_activation('''gelu_10'''  )
       get_activation('''gelu_fast'''  )
       get_activation('''gelu_new'''  )
       get_activation('''gelu_python'''  )
       get_activation('''gelu_pytorch_tanh'''  )
       get_activation('''linear'''  )
       get_activation('''mish'''  )
       get_activation('''quick_gelu'''  )
       get_activation('''relu'''  )
       get_activation('''sigmoid'''  )
       get_activation('''silu'''  )
       get_activation('''swish'''  )
       get_activation('''tanh'''  )
       with self.assertRaises(__UpperCAmelCase  ):
        get_activation('''bogus'''  )
       with self.assertRaises(__UpperCAmelCase  ):
        get_activation(__UpperCAmelCase  )







      def       __lowerCAmelCase					(      self      :						Any  )    ->str:




       """simple docstring"""


       a		  =      get_activation('''gelu'''  )
       a		  =      1
       a		  =      get_activation('''gelu'''  )
       self.assertEqual(acta.a ,					1  )
       with self.assertRaises(__UpperCAmelCase  ):
        a		  =      acta.a




from ..utils import DummyObject, requires_backends





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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






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




			"""simple docstring"""


			requires_backends(__lowerCAmelCase    ,							["torch"]				)






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




			"""simple docstring"""


			requires_backends(__lowerCAmelCase    ,							["torch"]				)






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




			"""simple docstring"""


			requires_backends(__lowerCAmelCase    ,							["torch"]				)






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




			"""simple docstring"""


			requires_backends(__lowerCAmelCase    ,							["torch"]				)






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




			"""simple docstring"""


			requires_backends(__lowerCAmelCase    ,							["torch"]				)






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




			"""simple docstring"""


			requires_backends(__lowerCAmelCase    ,							["torch"]				)






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




			"""simple docstring"""


			requires_backends(__lowerCAmelCase    ,							["torch"]				)





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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





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




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




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




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



