#[non_exhaustive]pub enum QuantizationKind {
Sq8,
Pq,
RaBitQ,
Bbq,
Binary,
Ternary,
Opq,
None,
}Expand description
Which quantization codec to use during traversal and optionally rerank.
Variants (Non-exhaustive)§
This enum is marked as non-exhaustive
Non-exhaustive enums could have additional variants added in future. Therefore, when matching against variants of non-exhaustive enums, an extra wildcard arm must be added to account for any future variants.
Sq8
8-bit scalar quantization (~0.97 recall with no rerank).
Pq
Product quantization (~0.92 recall).
RaBitQ
1-bit RaBitQ with O(1/√D) error bound (SIGMOD 2024).
Bbq
Better Binary Quantization — centroid-centered asymmetric 1-bit + rerank.
Binary
Raw sign-bit binary (cheap; ~0.85 recall without rerank).
Ternary
BitNet 1.58 trit-packed ternary.
Opq
OPQ — learned rotation applied before PQ.
None
No quantization — FP32 distance in hot path.
Trait Implementations§
Source§impl Clone for QuantizationKind
impl Clone for QuantizationKind
Source§fn clone(&self) -> QuantizationKind
fn clone(&self) -> QuantizationKind
Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreSource§impl Debug for QuantizationKind
impl Debug for QuantizationKind
Source§impl PartialEq for QuantizationKind
impl PartialEq for QuantizationKind
Source§fn eq(&self, other: &QuantizationKind) -> bool
fn eq(&self, other: &QuantizationKind) -> bool
Tests for
self and other values to be equal, and is used by ==.impl Copy for QuantizationKind
impl Eq for QuantizationKind
impl StructuralPartialEq for QuantizationKind
Auto Trait Implementations§
impl Freeze for QuantizationKind
impl RefUnwindSafe for QuantizationKind
impl Send for QuantizationKind
impl Sync for QuantizationKind
impl Unpin for QuantizationKind
impl UnsafeUnpin for QuantizationKind
impl UnwindSafe for QuantizationKind
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,
Source§impl<Q, K> Equivalent<K> for Q
impl<Q, K> Equivalent<K> for Q
Source§impl<T> Instrument for T
impl<T> Instrument for T
Source§fn instrument(self, span: Span) -> Instrumented<Self>
fn instrument(self, span: Span) -> Instrumented<Self>
Source§fn in_current_span(self) -> Instrumented<Self>
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
out indicating that a T is niched.Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.