Struct ComponentQuantizer 

pub struct ComponentQuantizer { /* private fields */ }

Component quantizer for efficient storage and compute

Implementations

impl ComponentQuantizer

pub fn new(config: QuantizationConfig) -> Self

Create new quantizer

pub fn quantize( &self, vector: &[f32], e_range: Range<usize>, h_range: Range<usize>, s_range: Range<usize>, ) -> QuantizedVector

Quantize full vector with component ranges

pub fn quantized_dot_product( &self, a: &QuantizedVector, b: &QuantizedVector, weights: &[f32; 3], ) -> f32

Compute dot product between quantized vectors (integer arithmetic)

pub fn dequantize(&self, quant: &QuantizedVector, total_dim: usize) -> Vec<f32>

Dequantize to full vector

pub fn compression_ratio( &self, dim: usize, e_dim: usize, h_dim: usize, s_dim: usize, ) -> f32

Get memory savings ratio

Trait Implementations

impl Clone for ComponentQuantizer

fn clone(&self) -> ComponentQuantizer

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for ComponentQuantizer

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

Formats the value using the given formatter.