



'''simple docstring'''







import numpy as np
def 			_lowerCAmelCase(      UpperCAmelCase_      :	Union[str, Any]						) ->							Dict:
							lowerCAmelCase__  =   np.exp(_SCREAMING_SNAKE_CASE						)

							# Add up the all the exponentials
							lowerCAmelCase__  =   np.sum(_SCREAMING_SNAKE_CASE						)

							# Divide every exponent by the sum of all exponents
							lowerCAmelCase__  =   exponent_vector / sum_of_exponents

							return softmax_vector


if __name__ == "__main__":
		print(softmax((0,)))












"""simple docstring"""





from ..utils import DummyObject, requires_backends





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Any:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Dict:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Tuple:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> int:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Tuple:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Dict:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Any:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Dict:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Any:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Dict:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Tuple:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Tuple:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> int:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> int:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Tuple:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Tuple:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> str:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> int:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Any:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Dict:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> int:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Dict:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Dict:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Tuple:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> str:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> int:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Dict:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> int:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


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





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> int:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> str:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> str:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> int:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Dict:
								requires_backends(self ,				["tokenizers"]		)





class 							_lowerCamelCase   (							metaclass=_lowercase			):
						UpperCAmelCase_			=      ["tokenizers"]


						def __init__(self ,				*__a ,				**__a		)			-> Dict:
								requires_backends(self ,				["tokenizers"]		)






