Struct ElasticNetValidParams

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pub struct ElasticNetValidParams<F> { /* private fields */ }
Expand description

Configure an ElasticNet model.

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impl<F: Float> ElasticNetValidParams<F>

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pub fn alpha(&self) -> F

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pub fn l1_ratio(&self) -> F

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pub fn max_iterations(&self) -> usize

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pub fn max_epochs(&self) -> usize

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pub fn ws_start_size(&self) -> usize

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pub fn tolerance(&self) -> F

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pub fn K(&self) -> usize

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pub fn use_acceleration(&self) -> bool

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pub fn verbose(&self) -> bool

Trait Implementations§

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impl<F: Clone> Clone for ElasticNetValidParams<F>

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fn clone(&self) -> ElasticNetValidParams<F>

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<F: Debug> Debug for ElasticNetValidParams<F>

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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<F: Float, S: Data<Elem = F>, T: AsSingleTargets<Elem = F>> Fit<ArrayBase<S, Dim<[usize; 2]>>, T, EstimatorError> for ElasticNetValidParams<F>

This implements the coordinate descent optimization procedure for single-task problems and dense design matrices.

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type Object = ElasticNet<F>

If successful, the output of the coordinate descent solver is an instance of ElasticNet containing the fitted coefficients.

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fn fit( &self, dataset: &DatasetBase<ArrayBase<S, Ix2>, T>, ) -> Result<Self::Object>

This method fits a ElasticNet instance to a dataset with a dense design matrix.

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impl<F: Float, T: AsSingleTargets<Elem = F>> Fit<CSCArray<'_, F>, T, EstimatorError> for ElasticNetValidParams<F>

This implements the coordinate descent optimization procedure for single-task problems and sparse design matrices.

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type Object = ElasticNet<F>

If successful, the output of the coordinate descent solver is an instance of ElasticNet containing the fitted coefficients.

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fn fit(&self, dataset: &DatasetBase<CSCArray<'_, F>, T>) -> Result<Self::Object>

This method fits a ElasticNet instance to a dataset with a dense design matrix.

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impl<F: PartialEq> PartialEq for ElasticNetValidParams<F>

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fn eq(&self, other: &ElasticNetValidParams<F>) -> bool

Tests for self and other values to be equal, and is used by ==.
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fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl<F> StructuralPartialEq for ElasticNetValidParams<F>

Auto Trait Implementations§

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impl<F> Freeze for ElasticNetValidParams<F>
where F: Freeze,

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impl<F> RefUnwindSafe for ElasticNetValidParams<F>
where F: RefUnwindSafe,

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impl<F> Send for ElasticNetValidParams<F>
where F: Send,

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impl<F> Sync for ElasticNetValidParams<F>
where F: Sync,

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impl<F> Unpin for ElasticNetValidParams<F>
where F: Unpin,

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impl<F> UnwindSafe for ElasticNetValidParams<F>
where F: UnwindSafe,

Blanket Implementations§

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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> CloneToUninit for T
where T: Clone,

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

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. 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> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. 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