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GeneticAlgorithmCV

Struct GeneticAlgorithmCV 

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pub struct GeneticAlgorithmCV<E, F, C> { /* private fields */ }
Expand description

Genetic Algorithm for hyperparameter optimization

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impl<E, F, C> GeneticAlgorithmCV<E, F, C>
where E: Clone + Fit<Array2<Float>, Array1<Float>, Fitted = F>, F: Clone + Predict<Array2<Float>, Array1<Float>> + Score<Array2<Float>, Array1<Float>, Float = f64>, C: CrossValidator,

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pub fn new(estimator: E, parameter_space: ParameterSpace, cv: C) -> Self

Create a new genetic algorithm optimizer

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pub fn config(self, config: GeneticAlgorithmConfig) -> Self

Set the configuration

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pub fn fit( &mut self, x: &Array2<Float>, y: &Array1<Float>, ) -> Result<GeneticAlgorithmResult>

Run the genetic algorithm optimization

Auto Trait Implementations§

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impl<E, F, C> Freeze for GeneticAlgorithmCV<E, F, C>
where E: Freeze, C: Freeze,

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impl<E, F, C> RefUnwindSafe for GeneticAlgorithmCV<E, F, C>

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impl<E, F, C> Send for GeneticAlgorithmCV<E, F, C>
where E: Send, C: Send, F: Send,

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impl<E, F, C> Sync for GeneticAlgorithmCV<E, F, C>
where E: Sync, C: Sync, F: Sync,

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impl<E, F, C> Unpin for GeneticAlgorithmCV<E, F, C>
where E: Unpin, C: Unpin, F: Unpin,

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impl<E, F, C> UnsafeUnpin for GeneticAlgorithmCV<E, F, C>
where E: UnsafeUnpin, C: UnsafeUnpin,

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impl<E, F, C> UnwindSafe for GeneticAlgorithmCV<E, F, C>
where E: UnwindSafe, C: UnwindSafe, F: UnwindSafe,

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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

Mutably borrows from an owned value. Read more
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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> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<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.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V