pub struct DiskANNIndex { /* private fields */ }Expand description
DiskANN index for large-scale vector search
Implementations§
Source§impl DiskANNIndex
impl DiskANNIndex
Sourcepub fn new(config: DiskANNConfig) -> Self
pub fn new(config: DiskANNConfig) -> Self
Create a new DiskANN index
Sourcepub fn with_defaults(dimension: usize) -> Self
pub fn with_defaults(dimension: usize) -> Self
Create with default configuration
Sourcepub fn insert(&mut self, cid: &Cid, vector: &[f32]) -> Result<()>
pub fn insert(&mut self, cid: &Cid, vector: &[f32]) -> Result<()>
Insert a vector using Vamana algorithm
Sourcepub fn search(&self, query: &[f32], k: usize) -> Result<Vec<SearchResult>>
pub fn search(&self, query: &[f32], k: usize) -> Result<Vec<SearchResult>>
Search for k nearest neighbors using greedy search
Sourcepub fn stats(&self) -> DiskANNStats
pub fn stats(&self) -> DiskANNStats
Get index statistics
Sourcepub fn config(&self) -> &DiskANNConfig
pub fn config(&self) -> &DiskANNConfig
Get configuration
Sourcepub fn compact(&mut self) -> Result<CompactionStats>
pub fn compact(&mut self) -> Result<CompactionStats>
Compact the index by removing fragmentation
This method:
- Removes gaps in the ID space
- Rebuilds the graph with contiguous IDs
- Optimizes memory layout
Sourcepub fn prune_graph(&mut self, quality_threshold: f32) -> Result<usize>
pub fn prune_graph(&mut self, quality_threshold: f32) -> Result<usize>
Prune the graph to remove low-quality edges
This helps reduce memory usage and can improve query performance by removing edges that don’t contribute to search quality.
Auto Trait Implementations§
impl Freeze for DiskANNIndex
impl RefUnwindSafe for DiskANNIndex
impl Send for DiskANNIndex
impl Sync for DiskANNIndex
impl Unpin for DiskANNIndex
impl UnwindSafe for DiskANNIndex
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