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IvfPqConfig

Struct IvfPqConfig 

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pub struct IvfPqConfig {
    pub nlist: usize,
    pub nprobe: usize,
    pub pq_m: usize,
    pub pq_k: usize,
    pub max_iter: usize,
}
Expand description

Configuration for IVF-PQ index construction and search.

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§nlist: usize

Number of coarse Voronoi cells (inverted lists). Rule of thumb: sqrt(n) for balanced recall/speed. Default 256.

§nprobe: usize

Cells probed per query. Higher = better recall, more compute. nprobe=1 is ANN; nprobe=nlist is exact. Default 8.

§pq_m: usize

PQ sub-vector count M. Must divide dim. Default 8.

§pq_k: usize

PQ centroids per sub-space K. Must be ≤ 256 (u8 codes). Default 256.

§max_iter: usize

k-means max iterations for both coarse and PQ training. Default 25.

Implementations§

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impl IvfPqConfig

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pub fn for_dim(dim: usize) -> IvfPqConfig

Derive sensible defaults from vector dimensionality.

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pub fn for_dataset(dim: usize, n_vectors: usize) -> IvfPqConfig

Derive sensible defaults from both dimensionality and dataset size.

nlist scales with sqrt(n_vectors) so each cluster gets ~4 vectors on average. Clamped to [16, 1024] to avoid degenerate configs on tiny or huge datasets.

Trait Implementations§

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impl Clone for IvfPqConfig

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fn clone(&self) -> IvfPqConfig

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

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

Performs copy-assignment from source. Read more
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impl Debug for IvfPqConfig

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

Formats the value using the given formatter. Read more
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impl Default for IvfPqConfig

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fn default() -> IvfPqConfig

Returns the “default value” for a type. Read more
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impl<'de> Deserialize<'de> for IvfPqConfig

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fn deserialize<__D>( __deserializer: __D, ) -> Result<IvfPqConfig, <__D as Deserializer<'de>>::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl Serialize for IvfPqConfig

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fn serialize<__S>( &self, __serializer: __S, ) -> Result<<__S as Serializer>::Ok, <__S as Serializer>::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more

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