Struct MemoryEfficientRBFSampler 

pub struct MemoryEfficientRBFSampler { /* private fields */ }

Memory-efficient RBF sampler with chunked processing MemoryEfficientRBFSampler

Implementations

impl MemoryEfficientRBFSampler

pub fn new(n_components: usize) -> Self

Create a new memory-efficient RBF sampler

pub fn gamma(self, gamma: f64) -> Self

Set gamma parameter

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

Set memory configuration

pub fn random_seed(self, seed: u64) -> Self

Set random seed

pub fn transform_chunked(&self, x: &Array2<f64>) -> Result<Array2<f64>>

Process data in chunks

pub fn transform_chunked_parallel(&self, x: &Array2<f64>) -> Result<Array2<f64>>

Parallel chunked processing

Trait Implementations

impl Clone for MemoryEfficientRBFSampler

fn clone(&self) -> MemoryEfficientRBFSampler

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for MemoryEfficientRBFSampler

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

Formats the value using the given formatter.

impl Fit<ArrayBase<OwnedRepr<f64>, Dim<[usize; 2]>>, ()> for MemoryEfficientRBFSampler

type Fitted = FittedMemoryEfficientRBFSampler

The fitted model type

fn fit(self, x: &Array2<f64>, _y: &()) -> Result<Self::Fitted>

Fit the model to the provided data with validation

fn fit_with_validation( self, x: &X, y: &Y, _x_val: Option<&X>, _y_val: Option<&Y>, ) -> Result<(Self::Fitted, FitMetrics), SklearsError>

where Self: Sized,

Fit with custom validation and early stopping