pytorch / 2 / generated / torch.nn.tanh.html

Tanh

class torch.nn.Tanh(*args, **kwargs) [source]

Applies the Hyperbolic Tangent (Tanh) function element-wise.

Tanh is defined as:

Tanh ( x ) = tanh ( x ) = exp ( x ) exp ( x ) exp ( x ) + exp ( x ) \text{Tanh}(x) = \tanh(x) = \frac{\exp(x) - \exp(-x)} {\exp(x) + \exp(-x)}
Shape:
  • Input: ( ) (*) , where * means any number of dimensions.
  • Output: ( ) (*) , same shape as the input.
../_images/Tanh.png

Examples:

>>> m = nn.Tanh()
>>> input = torch.randn(2)
>>> output = m(input)

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https://pytorch.org/docs/2.1/generated/torch.nn.Tanh.html