pub struct Sq8Codec { /* private fields */ }Expand description
SQ8 calibration parameters: per-dimension min/max.
Implementations§
Source§impl Sq8Codec
impl Sq8Codec
Sourcepub fn calibrate(vectors: &[&[f32]], dim: usize) -> Self
pub fn calibrate(vectors: &[&[f32]], dim: usize) -> Self
Calibrate min/max from a set of training vectors.
Scans all vectors to find per-dimension min/max bounds. At least 1000 vectors recommended for stable calibration.
Sourcepub fn quantize_batch(&self, vectors: &[&[f32]]) -> Vec<u8> ⓘ
pub fn quantize_batch(&self, vectors: &[&[f32]]) -> Vec<u8> ⓘ
Batch quantize: quantize all vectors into a contiguous byte array.
Returns dim * N bytes laid out as [v0_d0, v0_d1, ..., v1_d0, ...].
Sourcepub fn dequantize(&self, quantized: &[u8]) -> Vec<f32>
pub fn dequantize(&self, quantized: &[u8]) -> Vec<f32>
Dequantize INT8 back to FP32 (lossy reconstruction).
Sourcepub fn asymmetric_l2(&self, query: &[f32], candidate: &[u8]) -> f32
pub fn asymmetric_l2(&self, query: &[f32], candidate: &[u8]) -> f32
Asymmetric L2 squared distance: query (FP32) vs candidate (INT8).
This is the hot-path function used during HNSW traversal.
Sourcepub fn asymmetric_cosine(&self, query: &[f32], candidate: &[u8]) -> f32
pub fn asymmetric_cosine(&self, query: &[f32], candidate: &[u8]) -> f32
Asymmetric cosine distance: query (FP32) vs candidate (INT8).
Sourcepub fn asymmetric_ip(&self, query: &[f32], candidate: &[u8]) -> f32
pub fn asymmetric_ip(&self, query: &[f32], candidate: &[u8]) -> f32
Asymmetric negative inner product: query (FP32) vs candidate (INT8).
Sourcepub fn dimensions(&self) -> usize
pub fn dimensions(&self) -> usize
Vector dimension count.
Trait Implementations§
Source§impl<'de> Deserialize<'de> for Sq8Codec
impl<'de> Deserialize<'de> for Sq8Codec
Source§fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>where
__D: Deserializer<'de>,
fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>where
__D: Deserializer<'de>,
Deserialize this value from the given Serde deserializer. Read more
Auto Trait Implementations§
impl Freeze for Sq8Codec
impl RefUnwindSafe for Sq8Codec
impl Send for Sq8Codec
impl Sync for Sq8Codec
impl Unpin for Sq8Codec
impl UnsafeUnpin for Sq8Codec
impl UnwindSafe for Sq8Codec
Blanket Implementations§
Source§impl<T> ArchivePointee for T
impl<T> ArchivePointee for T
Source§type ArchivedMetadata = ()
type ArchivedMetadata = ()
The archived version of the pointer metadata for this type.
Source§fn pointer_metadata(
_: &<T as ArchivePointee>::ArchivedMetadata,
) -> <T as Pointee>::Metadata
fn pointer_metadata( _: &<T as ArchivePointee>::ArchivedMetadata, ) -> <T as Pointee>::Metadata
Converts some archived metadata to the pointer metadata for itself.
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
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impl<T> Instrument for T
Source§fn instrument(self, span: Span) -> Instrumented<Self>
fn instrument(self, span: Span) -> Instrumented<Self>
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fn in_current_span(self) -> Instrumented<Self>
Source§impl<T> LayoutRaw for T
impl<T> LayoutRaw for T
Source§fn layout_raw(_: <T as Pointee>::Metadata) -> Result<Layout, LayoutError>
fn layout_raw(_: <T as Pointee>::Metadata) -> Result<Layout, LayoutError>
Returns the layout of the type.
Source§impl<T, N1, N2> Niching<NichedOption<T, N1>> for N2
impl<T, N1, N2> Niching<NichedOption<T, N1>> for N2
Source§unsafe fn is_niched(niched: *const NichedOption<T, N1>) -> bool
unsafe fn is_niched(niched: *const NichedOption<T, N1>) -> bool
Returns whether the given value has been niched. Read more
Source§fn resolve_niched(out: Place<NichedOption<T, N1>>)
fn resolve_niched(out: Place<NichedOption<T, N1>>)
Writes data to
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