MemoryEfficientOps

sklears_compose::memory_optimization

Struct MemoryEfficientOps

pub struct MemoryEfficientOps;

Expand description

Memory-efficient array operations

Implementations§

impl MemoryEfficientOps

pub fn transform_inplace<F>(array: &mut Array2<f64>, transform_fn: F)
where F: Fn(f64) -> f64,

In-place array transformation to reduce memory allocations

pub fn batch_process<F, R>( data: &Array2<f64>, batch_size: usize, process_fn: F, ) -> SklResult<Vec<R>>
where F: Fn(ArrayView2<'_, f64>) -> SklResult<R>,

Batch processing with controlled memory usage

pub fn chunked_matmul( a: &Array2<f64>, b: &Array2<f64>, chunk_size: usize, ) -> SklResult<Array2<f64>>

Memory-efficient matrix multiplication using chunking

pub fn optimize_precision(array: &Array2<f64>, tolerance: f64) -> Array2<f32>

Reduce memory footprint by using lower precision when possible

Auto Trait Implementations§

impl Freeze for MemoryEfficientOps

impl RefUnwindSafe for MemoryEfficientOps

impl Send for MemoryEfficientOps

impl Sync for MemoryEfficientOps

impl Unpin for MemoryEfficientOps

impl UnwindSafe for MemoryEfficientOps

Blanket Implementations§

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

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where F: FnOnce(&Self) -> bool,

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