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Hardsigmoid

class torch.nn.Hardsigmoid(inplace=False)[source]

Applies the Hardsigmoid function element-wise.

Hardsigmoid is defined as:

Hardsigmoid(x)={0if x3,1if x+3,x/6+1/2otherwise\text{Hardsigmoid}(x) = \begin{cases} 0 & \text{if~} x \le -3, \\ 1 & \text{if~} x \ge +3, \\ x / 6 + 1 / 2 & \text{otherwise} \end{cases}
Parameters:

inplace (bool) – can optionally do the operation in-place. Default: False

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

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

../_images/Hardsigmoid.png

Examples:

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

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