Sigmoid

class torch.nn.Sigmoid(*args, **kwargs)

Applies the Sigmoid function element-wise.

\[\text{Sigmoid}(x) = \sigma(x) = \frac{1}{1 + \exp(-x)} \]

Shape:

• Input: \((*)\), where \(*\) means any number of dimensions.

• Output: \((*)\), same shape as the input.

Examples:

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