MemoryEfficientImputer

sklears_impute::parallel

Struct MemoryEfficientImputer

pub struct MemoryEfficientImputer;

Expand description

Parallel memory-efficient imputation for large datasets

Implementations§

impl MemoryEfficientImputer

pub fn impute_chunked<F>( data: &Array2<f64>, chunk_size: usize, impute_fn: F, ) -> SklResult<Array2<f64>>
where F: Fn(&Array2<f64>) -> SklResult<Array2<f64>> + Sync + Send,

Process large datasets in chunks to minimize memory usage

pub fn stream_impute<F>( stream: impl Iterator<Item = SklResult<Array1<f64>>> + Send, impute_fn: F, ) -> impl Iterator<Item = SklResult<Array1<f64>>> + Send
where F: Fn(&Array1<f64>) -> SklResult<Array1<f64>> + Sync + Send + Clone + 'static,

Process streaming data with online imputation

Auto Trait Implementations§

impl Freeze for MemoryEfficientImputer

impl RefUnwindSafe for MemoryEfficientImputer

impl Send for MemoryEfficientImputer

impl Sync for MemoryEfficientImputer

impl Unpin for MemoryEfficientImputer

impl UnwindSafe for MemoryEfficientImputer

Blanket Implementations§

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

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