pub enum FilterStrategy {
PostFilter {
oversample: f32,
},
PreFilter,
Hybrid {
oversample_min: f32,
oversample_max: f32,
},
Auto,
}Expand description
Strategy for combining filtering with HNSW search.
§Variants
| Variant | Description | When to Use |
|---|---|---|
PostFilter | Search first, filter results | Low selectivity (<5%) |
PreFilter | Filter first, search subset | High selectivity (>80%) |
Hybrid | Adaptive oversample | Medium selectivity |
Auto | Automatic selection | Default; estimates selectivity |
Variants§
PostFilter
Post-filter with fixed oversample factor.
Retrieves k × oversample candidates from HNSW, then filters.
Best for low selectivity (few vectors pass filter).
PreFilter
Pre-filter (full metadata scan, then search on subset).
Scans all metadata to find matching vectors, then searches only the matching subset. Best for high selectivity (most pass).
Hybrid
Hybrid with bounded oversample (adaptive based on selectivity).
Estimates selectivity via sampling, then calculates appropriate oversample within the given bounds.
Fields
Auto
Automatic strategy selection based on estimated selectivity.
Samples vectors to estimate selectivity, then selects the appropriate strategy (PreFilter, PostFilter, or Hybrid).
Implementations§
Source§impl FilterStrategy
impl FilterStrategy
Sourcepub const POST_FILTER_DEFAULT: Self
pub const POST_FILTER_DEFAULT: Self
Post-filter with default oversample (3x).
Sourcepub const HYBRID_DEFAULT: Self
pub const HYBRID_DEFAULT: Self
Hybrid with default bounds (1.5x to 10x).
Sourcepub fn validate(&self) -> Result<(), FilterError>
pub fn validate(&self) -> Result<(), FilterError>
Validate strategy configuration.
§Errors
Returns FilterError::InvalidStrategy if:
PostFilter.oversample< 1.0 or >MAX_OVERSAMPLEHybrid.oversample_min< 1.0Hybrid.oversample_max<oversample_minHybrid.oversample_max>MAX_OVERSAMPLE
Trait Implementations§
Source§impl Clone for FilterStrategy
impl Clone for FilterStrategy
Source§fn clone(&self) -> FilterStrategy
fn clone(&self) -> FilterStrategy
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
source. Read moreSource§impl Debug for FilterStrategy
impl Debug for FilterStrategy
Source§impl Default for FilterStrategy
impl Default for FilterStrategy
Source§fn default() -> FilterStrategy
fn default() -> FilterStrategy
Source§impl PartialEq for FilterStrategy
impl PartialEq for FilterStrategy
impl Copy for FilterStrategy
impl StructuralPartialEq for FilterStrategy
Auto Trait Implementations§
impl Freeze for FilterStrategy
impl RefUnwindSafe for FilterStrategy
impl Send for FilterStrategy
impl Sync for FilterStrategy
impl Unpin for FilterStrategy
impl UnwindSafe for FilterStrategy
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