GradientCompressor

ipfrs_tensorlogic::gradient

Struct GradientCompressor

pub struct GradientCompressor;

Expand description

Gradient compression utilities

Implementations§

impl GradientCompressor

pub fn top_k( values: &[f32], shape: Vec<usize>, k: usize, ) -> Result<SparseGradient, GradientError>

Compress gradient using top-k sparsification

pub fn threshold( values: &[f32], shape: Vec<usize>, threshold: f32, ) -> SparseGradient

Compress gradient using threshold-based sparsification

pub fn quantize(values: &[f32], shape: Vec<usize>) -> QuantizedGradient

Compress gradient using quantization

pub fn random_sparsification( values: &[f32], shape: Vec<usize>, keep_ratio: f32, ) -> Result<SparseGradient, GradientError>

Compress gradient using random sparsification

Auto Trait Implementations§

impl Freeze for GradientCompressor

impl RefUnwindSafe for GradientCompressor

impl Send for GradientCompressor

impl Sync for GradientCompressor

impl Unpin for GradientCompressor

impl UnwindSafe for GradientCompressor

Blanket Implementations§

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