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Nsga2Sampler

Struct Nsga2Sampler 

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pub struct Nsga2Sampler { /* private fields */ }
Expand description

NSGA-II sampler for multi-objective optimization.

Use non-dominated sorting with crowding-distance tie-breaking to evolve a well-spread Pareto front. Best suited for bi-objective problems; for 3+ objectives prefer Nsga3Sampler.

Create with Nsga2Sampler::new, Nsga2Sampler::with_seed, or Nsga2Sampler::builder for full configuration.

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impl Nsga2Sampler

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pub fn new() -> Self

Creates a new NSGA-II sampler with a random seed.

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pub fn with_seed(seed: u64) -> Self

Creates a new NSGA-II sampler with a fixed seed.

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pub fn builder() -> Nsga2SamplerBuilder

Creates a builder for configuring an Nsga2Sampler.

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impl Default for Nsga2Sampler

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fn default() -> Self

Returns the “default value” for a type. Read more
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impl MultiObjectiveSampler for Nsga2Sampler

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fn sample( &self, distribution: &Distribution, trial_id: u64, history: &[MultiObjectiveTrial], directions: &[Direction], ) -> ParamValue

Samples a parameter value from the given distribution.

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

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where T: ?Sized,

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fn borrow(&self) -> &T

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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T, U> TryFrom<U> for T
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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.