pub struct PcaCompressor { /* private fields */ }Implementations§
Source§impl PcaCompressor
impl PcaCompressor
pub fn new(components: usize) -> Self
pub fn train(&mut self, vectors: &[Vector]) -> Result<(), VectorError>
Sourcepub fn explained_variance_ratio(&self) -> &[f32]
pub fn explained_variance_ratio(&self) -> &[f32]
Get the explained variance ratio for each principal component
Sourcepub fn total_explained_variance(&self) -> f32
pub fn total_explained_variance(&self) -> f32
Get the total explained variance for the selected components
Trait Implementations§
Source§impl VectorCompressor for PcaCompressor
impl VectorCompressor for PcaCompressor
fn compress(&self, vector: &Vector) -> Result<Vec<u8>, VectorError>
fn decompress( &self, data: &[u8], _dimensions: usize, ) -> Result<Vector, VectorError>
fn compression_ratio(&self) -> f32
Auto Trait Implementations§
impl Freeze for PcaCompressor
impl RefUnwindSafe for PcaCompressor
impl Send for PcaCompressor
impl Sync for PcaCompressor
impl Unpin for PcaCompressor
impl UnwindSafe for PcaCompressor
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