radiate-alters 1.2.22

Alters - mutations and crossovers for the Radiate genetic algorithm library.
Documentation
use radiate_core::{
    AlterContext, AlterResult, BoundedGene, Chromosome, FloatGene, Gene, Mutate, Rate, Valid,
    random_provider,
};
use radiate_utils::Float;

/// The `JitterMutator` is a simple mutator that adds a small random value to [FloatGene]s.
///
/// The magnitude parameter controls the maximum change that can be applied to a gene.
/// For example, if the magnitude is set to 0.1, then the gene can be changed by a value
/// between -0.1 and 0.1. This allows for fine-tuning of the mutation process,
/// as smaller magnitudes will result in smaller changes to the genes, while larger
/// magnitudes will result in larger changes.
#[derive(Debug, Clone)]
pub struct JitterMutator {
    rate: Rate,
    magnitude: f32,
}

impl JitterMutator {
    pub fn new(rate: impl Into<Rate>, magnitude: f32) -> Self {
        let rate = rate.into();
        if !rate.is_valid() {
            panic!("Rate is not valid: {:?}", rate);
        }

        if magnitude <= 0.0 {
            panic!("Magnitude must be greater than 0");
        }

        Self { rate, magnitude }
    }
}

impl<F, C> Mutate<C> for JitterMutator
where
    F: Float,
    C: Chromosome<Gene = FloatGene<F>>,
{
    fn rate(&self) -> Rate {
        self.rate.clone()
    }

    #[inline]
    fn mutate_chromosome(&self, chromosome: &mut C, ctx: &mut AlterContext) -> AlterResult {
        let mut count = 0;
        let mag = F::from(self.magnitude).unwrap();

        random_provider::with_rng(|rand| {
            for gene in chromosome.as_mut_slice() {
                if rand.bool(ctx.rate()) {
                    let change = rand.range(-F::ONE..F::ONE) * mag;
                    let new_allele = *gene.allele() + change;
                    let (min, max) = gene.bounds();

                    (*gene.allele_mut()) = new_allele.clamp(*min, *max);
                    count += 1;
                }
            }
        });

        AlterResult::from(count)
    }
}