Trait revonet::neuro::ActivationFunction

pub trait ActivationFunction: Debug {
    fn compute(&self, x: f32) -> f32;
    fn compute_static(x: f32) -> f32;
    fn new() -> Self;
}

Trait to generalize behaviour of activation function.

Required Methods

fn compute(&self, x: f32) -> f32

Compute activation function value using given argument. Implementation should call ActivationFunction::compute_static to avoid duplication.

Arguments:

• x - value of argument of activation function.

fn compute_static(x: f32) -> f32

Compute activation function value using given argument. This is a static variant of the function compute.

Arguments:

• x - value of argument of activation function.

fn new() -> Self

Construct an activation function instance.

Implementors

• impl ActivationFunction for LinearActivation
• impl ActivationFunction for SigmoidActivation
• impl ActivationFunction for ReluActivation