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

Sigmoid

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

Applies the element-wise function:

Sigmoid ( x ) = σ ( x ) = 1 1 + exp ( x ) \text{Sigmoid}(x) = \sigma(x) = \frac{1}{1 + \exp(-x)}
Shape:
  • Input: ( ) (*) , where * means any number of dimensions.
  • Output: ( ) (*) , same shape as the input.
../_images/Sigmoid.png

Examples:

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

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