Struct lance::index::vector::VectorIndexParams
source · pub struct VectorIndexParams {
pub stages: Vec<StageParams>,
pub metric_type: MetricType,
}Expand description
The parameters to build vector index.
Fields§
§stages: Vec<StageParams>§metric_type: MetricTypeVector distance metrics type.
Implementations§
source§impl VectorIndexParams
impl VectorIndexParams
pub fn ivf_flat(num_partitions: usize, metric_type: MetricType) -> Self
pub fn ivf_hnsw( num_partitions: usize, distance_type: DistanceType, hnsw_params: HnswBuildParams, ) -> Self
sourcepub fn ivf_pq(
num_partitions: usize,
num_bits: u8,
num_sub_vectors: usize,
metric_type: MetricType,
max_iterations: usize,
) -> Self
pub fn ivf_pq( num_partitions: usize, num_bits: u8, num_sub_vectors: usize, metric_type: MetricType, max_iterations: usize, ) -> Self
Create index parameters for IVF_PQ index.
Parameters
num_partitions: the number of IVF partitions.num_bits: the number of bits to present the centroids used in PQ. Can only be8for now.num_sub_vectors: the number of sub vectors used in PQ.metric_type: how to compute distance, i.e.,L2orCosine.
sourcepub fn with_ivf_pq_params(
metric_type: MetricType,
ivf: IvfBuildParams,
pq: PQBuildParams,
) -> Self
pub fn with_ivf_pq_params( metric_type: MetricType, ivf: IvfBuildParams, pq: PQBuildParams, ) -> Self
Create index parameters with IVF and PQ parameters, respectively.
sourcepub fn with_ivf_hnsw_pq_params(
metric_type: MetricType,
ivf: IvfBuildParams,
hnsw: HnswBuildParams,
pq: PQBuildParams,
) -> Self
pub fn with_ivf_hnsw_pq_params( metric_type: MetricType, ivf: IvfBuildParams, hnsw: HnswBuildParams, pq: PQBuildParams, ) -> Self
Create index parameters with IVF, PQ and HNSW parameters, respectively.
This is used for IVF_HNSW_PQ index.
sourcepub fn with_ivf_hnsw_sq_params(
metric_type: MetricType,
ivf: IvfBuildParams,
hnsw: HnswBuildParams,
sq: SQBuildParams,
) -> Self
pub fn with_ivf_hnsw_sq_params( metric_type: MetricType, ivf: IvfBuildParams, hnsw: HnswBuildParams, sq: SQBuildParams, ) -> Self
Create index parameters with IVF, HNSW and SQ parameters, respectively.
This is used for IVF_HNSW_SQ index.
Trait Implementations§
source§impl Clone for VectorIndexParams
impl Clone for VectorIndexParams
source§fn clone(&self) -> VectorIndexParams
fn clone(&self) -> VectorIndexParams
Returns a copy of the value. Read more
1.0.0 · 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 VectorIndexParams
impl Debug for VectorIndexParams
source§impl IndexParams for VectorIndexParams
impl IndexParams for VectorIndexParams
Auto Trait Implementations§
impl Freeze for VectorIndexParams
impl !RefUnwindSafe for VectorIndexParams
impl Send for VectorIndexParams
impl Sync for VectorIndexParams
impl Unpin for VectorIndexParams
impl !UnwindSafe for VectorIndexParams
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