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StrategyParams

Enum StrategyParams 

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pub enum StrategyParams {
    Isotropic(f64),
    NonIsotropic(Vec<f64>),
    Correlated {
        sigmas: Vec<f64>,
        rotations: Vec<f64>,
    },
}
Expand description

Strategy parameters that can be evolved alongside the genome

Variants§

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Isotropic(f64)

Single global step size (σ) - (1, σ)-ES or simple ES

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NonIsotropic(Vec<f64>)

Per-gene step sizes (σ₁, …, σₙ) - Non-isotropic mutation

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Correlated

Full covariance with rotation angles Contains step sizes (σ₁, …, σₙ) and rotation angles (α₁, …, αₖ) where k = n(n-1)/2

Fields

§sigmas: Vec<f64>
§rotations: Vec<f64>

Implementations§

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impl StrategyParams

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pub fn isotropic(sigma: f64) -> Self

Create isotropic parameters with given step size

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pub fn non_isotropic(sigmas: Vec<f64>) -> Self

Create non-isotropic parameters with given step sizes

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pub fn correlated(sigmas: Vec<f64>) -> Self

Create correlated parameters

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pub fn dimension(&self) -> usize

Get dimension of the strategy parameters

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pub fn mutate<R: Rng>(&mut self, n: usize, rng: &mut R)

Mutate the strategy parameters using log-normal distribution

τ = 1/√(2n) - global learning rate τ’ = 1/√(2√n) - local learning rate

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pub fn get_sigma(&self, gene_idx: usize) -> f64

Get step size for a specific gene (for non-isotropic and correlated)

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pub fn sigmas(&self) -> Vec<f64>

Get all step sizes

Trait Implementations§

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impl Clone for StrategyParams

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fn clone(&self) -> StrategyParams

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for StrategyParams

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
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impl<'de> Deserialize<'de> for StrategyParams

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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl Serialize for StrategyParams

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fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
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