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use super::num_type::Num; pub type ActivatorFn = Fn(Num) -> Num; #[derive(Debug, Clone)] pub enum Activator { Relu, Tanh, Sigmoid, } impl Activator { pub fn from_name(name: &str) -> Activator { match name { "relu" => Activator::Relu, "tanh" => Activator::Tanh, "sigmoid" => Activator::Sigmoid, _ => panic!("Invalid Activator name {:?}", name), } } pub fn activate(&self, x: Num) -> Num { match self { Activator::Relu => relu(x), Activator::Tanh => tanh(x), Activator::Sigmoid => sigmoid(x), } } pub fn derivative(&self, x: Num) -> Num { match self { Activator::Relu => relu_deriv(x), Activator::Tanh => tanh_deriv(x), Activator::Sigmoid => sigmoid_deriv(x), } } } pub fn relu(n: Num) -> Num { relu_with_threshold(n, 0.0) } pub fn relu_deriv(n: Num) -> Num { relu_deriv_with_threshold(n, 0.0) } pub fn relu_deriv_with_threshold(n: Num, threshold: Num) -> Num { if n > threshold { 1.0 } else { 0.0 } } fn relu_with_threshold(n: Num, threshold: Num) -> Num { if n > threshold { n } else { threshold } } pub fn sigmoid(n: Num) -> Num { 1.0 / (1.0 + ((-n).exp())) } pub fn sigmoid_deriv(x: Num) -> Num { let fx = sigmoid(x); fx * (1.0 - fx) } pub fn tanh(n: Num) -> Num { n.tanh() } pub fn tanh_deriv(x: Num) -> Num { 1.0 - x.tanh().powi(2) } #[cfg(test)] mod test { use super::{relu, relu_deriv, relu_with_threshold, sigmoid, sigmoid_deriv, tanh, tanh_deriv}; #[test] fn relu_test() { assert_eq!(relu(1.0), 1.0); assert_eq!(relu(0.5), 0.5); assert_eq!(relu(0.0), 0.0); assert_eq!(relu(-10.0), 0.0); } #[test] fn relu_deriv_test() { assert_eq!(relu_deriv(10.0), 1.0); assert_eq!(relu_deriv(1.0), 1.0); assert_eq!(relu_deriv(0.1), 1.0); assert_eq!(relu_deriv(0.0), 0.0); assert_eq!(relu_deriv(-1.0), 0.0); assert_eq!(relu_deriv(-0.0001), 0.0); } #[test] fn relu_with_threshold_test() { assert_eq!(relu_with_threshold(1.0, 2.0), 2.0); assert_eq!(relu_with_threshold(0.5, 2.0), 2.0); assert_eq!(relu_with_threshold(0.0, 2.0), 2.0); assert_eq!(relu_with_threshold(-10.0, 2.0), 2.0); assert_eq!(relu_with_threshold(10.0, 2.0), 10.0); assert_eq!(relu_with_threshold(1.9, 2.0), 2.0); assert_eq!(relu_with_threshold(2.1, 2.0), 2.1); } #[test] fn sigmoid_test() { assert_eq!(sigmoid(1.0), 0.7310585786300049); assert_eq!(sigmoid(0.0), 0.5); assert_eq!(sigmoid(-1.0), 0.2689414213699951); } #[test] fn sigmoid_deriv_test() { assert_eq!(sigmoid_deriv(1.0), 0.19661193324148185); assert_eq!(sigmoid_deriv(0.0), 0.25); assert_eq!(sigmoid_deriv(-1.0), 0.19661193324148185); } #[test] fn tanh_test() { assert_eq!(tanh(1.0), 0.7615941559557649); assert_eq!(tanh(0.0), 0.0); assert_eq!(tanh(-1.0), -0.7615941559557649); } #[test] fn tanh_deriv_test() { assert_eq!(tanh_deriv(1.0), 0.41997434161402614); assert_eq!(tanh_deriv(0.0), 1.0); assert_eq!(tanh_deriv(-1.0), 0.41997434161402614); } }