Overview of builtin activation functions¶

Note that some of these functions are scaled differently from the canonical versions you may be familiar with. The intention of the scaling is to place more of the functions’ “interesting” behavior in the region \(\left[-1, 1\right] \times \left[-1, 1\right]\).

The implementation of these functions can be found in the activations module.

abs¶

absolute value function

clamped¶

clamped linear function

cube¶

cubic function

exp¶

exponential function

gauss¶

gaussian function

hat¶

hat function

identity¶

identity function

inv¶

inverse function

log¶

log function

relu¶

rectified linear function

elu¶

exponential rectified linear function

lelu¶

leaky rectified linear function

selu¶

scaled exponential linear function

sigmoid¶

sigmoid function

sin¶

sine function

softplus¶

soft-plus function

square¶

square function

tanh¶

hyperbolic tangent function