DenseVectorConfig

Struct DenseVectorConfig 

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pub struct DenseVectorConfig {
    pub dim: usize,
    pub index_type: VectorIndexType,
    pub store_raw: bool,
    pub coarse_centroids_path: Option<String>,
    pub pq_codebook_path: Option<String>,
    pub nprobe: usize,
    pub mrl_dim: Option<usize>,
}
Expand description

Configuration for dense vector fields using RaBitQ, IVF-RaBitQ, or ScaNN

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§dim: usize

Dimensionality of vectors

§index_type: VectorIndexType

Vector index algorithm to use

§store_raw: bool

Whether to store raw vectors for re-ranking (increases storage but improves accuracy)

§coarse_centroids_path: Option<String>

Path to pre-trained coarse centroids file for IVF indexes Required for IVF-RaBitQ and ScaNN

§pq_codebook_path: Option<String>

Path to pre-trained PQ codebook file for ScaNN

§nprobe: usize

Number of clusters to probe during search (default: 32)

§mrl_dim: Option<usize>

Matryoshka/MRL dimension for index - use only first mrl_dim coordinates for indexing Full vectors are stored but index uses truncated vectors for faster search Must be <= dim. If None, uses full dim.

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impl DenseVectorConfig

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pub fn new(dim: usize) -> Self

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pub fn with_ivf(dim: usize, centroids_path: String, nprobe: usize) -> Self

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pub fn with_scann( dim: usize, centroids_path: String, codebook_path: String, nprobe: usize, ) -> Self

Create ScaNN configuration with pre-trained centroids and codebook

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pub fn without_raw(dim: usize) -> Self

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pub fn with_mrl_dim(self, mrl_dim: usize) -> Self

Set matryoshka/MRL dimension for index truncation

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pub fn index_dim(&self) -> usize

Get the effective dimension for indexing (mrl_dim if set, otherwise dim)

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pub fn uses_ivf(&self) -> bool

Check if this config uses IVF (has coarse centroids)

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pub fn uses_scann(&self) -> bool

Check if this config uses ScaNN

Trait Implementations§

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impl Clone for DenseVectorConfig

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fn clone(&self) -> DenseVectorConfig

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

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

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

Formats the value using the given formatter. Read more
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impl<'de> Deserialize<'de> for DenseVectorConfig

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

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

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

Serialize this value into the given Serde serializer. Read more

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