KernelPresets

sklears_kernel_approximation::type_safety

Struct KernelPresets

pub struct KernelPresets;

Expand description

Configuration presets for common kernel approximation scenarios

Implementations§

impl KernelPresets

pub fn fast_rbf_128() -> ValidatedRBFRandomFourier<128>

Fast approximation preset - prioritizes speed over accuracy

pub fn balanced_rbf_256() -> ValidatedRBFRandomFourier<256>

Balanced approximation preset - good trade-off between speed and accuracy

pub fn accurate_rbf_512() -> ValidatedRBFRandomFourier<512>

High-accuracy approximation preset - prioritizes accuracy over speed

pub fn ultrafast_rbf_64() -> ValidatedRBFRandomFourier<64>

Ultra-fast approximation for large-scale problems

pub fn precise_nystroem_128() -> ValidatedLaplacianNystrom<128>

High-precision Nyström preset for small to medium datasets

pub fn memory_efficient_rbf_32() -> ValidatedRBFRandomFourier<32>

Memory-efficient preset for resource-constrained environments

pub fn polynomial_features_256() -> ValidatedPolynomialRFF<256>

Polynomial kernel preset for structured data

Auto Trait Implementations§

impl Freeze for KernelPresets

impl RefUnwindSafe for KernelPresets

impl Send for KernelPresets

impl Sync for KernelPresets

impl Unpin for KernelPresets

impl UnwindSafe for KernelPresets

Blanket Implementations§

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

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

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

Mutably borrows from an owned value. Read more

impl<T> From<T> for T

fn from(t: T) -> T

Returns the argument unchanged.

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

fn into(self) -> U

Calls U::from(self).

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

impl<T> IntoEither for T

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

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

impl<T> Pointable for T

const ALIGN: usize

The alignment of pointer.

type Init = T

The type for initializers.

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more

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

type Error = Infallible

The type returned in the event of a conversion error.

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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

The type returned in the event of a conversion error.

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

fn vzip(self) -> V