FilterStrategy

Enum FilterStrategy 

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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

VariantDescriptionWhen to Use
PostFilterSearch first, filter resultsLow selectivity (<5%)
PreFilterFilter first, search subsetHigh selectivity (>80%)
HybridAdaptive oversampleMedium selectivity
AutoAutomatic selectionDefault; estimates selectivity

Variants§

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PostFilter

Post-filter with fixed oversample factor.

Retrieves k × oversample candidates from HNSW, then filters. Best for low selectivity (few vectors pass filter).

Fields

§oversample: f32

Oversample factor (1.0 = no oversampling, 10.0 = max).

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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).

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Hybrid

Hybrid with bounded oversample (adaptive based on selectivity).

Estimates selectivity via sampling, then calculates appropriate oversample within the given bounds.

Fields

§oversample_min: f32

Minimum oversample (floor).

§oversample_max: f32

Maximum oversample (ceiling).

§

Auto

Automatic strategy selection based on estimated selectivity.

Samples vectors to estimate selectivity, then selects the appropriate strategy (PreFilter, PostFilter, or Hybrid).

Implementations§

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impl FilterStrategy

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pub const POST_FILTER_DEFAULT: Self

Post-filter with default oversample (3x).

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pub const HYBRID_DEFAULT: Self

Hybrid with default bounds (1.5x to 10x).

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pub fn validate(&self) -> Result<(), FilterError>

Validate strategy configuration.

§Errors

Returns FilterError::InvalidStrategy if:

  • PostFilter.oversample < 1.0 or > MAX_OVERSAMPLE
  • Hybrid.oversample_min < 1.0
  • Hybrid.oversample_max < oversample_min
  • Hybrid.oversample_max > MAX_OVERSAMPLE

Trait Implementations§

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impl Clone for FilterStrategy

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fn clone(&self) -> FilterStrategy

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 FilterStrategy

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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 Default for FilterStrategy

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fn default() -> FilterStrategy

Returns the “default value” for a type. Read more
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impl PartialEq for FilterStrategy

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fn eq(&self, other: &FilterStrategy) -> bool

Tests for self and other values to be equal, and is used by ==.
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fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl Copy for FilterStrategy

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impl StructuralPartialEq for FilterStrategy

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