nn_hardswish: Hardswish module

nn_hardswishR Documentation

Hardswish module

Description

Applies the hardswish function, element-wise, as described in the paper: Searching for MobileNetV3

Usage

nn_hardswish()

Details

\mbox{Hardswish}(x) = ≤ft\{ \begin{array}{ll} 0 & \mbox{if } x ≤ -3, \\ x & \mbox{if } x ≥ +3, \\ x \cdot (x + 3)/6 & \mbox{otherwise} \end{array} \right.

Shape

  • Input: (N, *) where * means, any number of additional dimensions

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

Examples

if (torch_is_installed()) {
## Not run: 
m <- nn_hardswish()
input <- torch_randn(2)
output <- m(input)

## End(Not run)

}

torch documentation built on Oct. 24, 2022, 5:08 p.m.