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AnnSearchStats

Struct AnnSearchStats 

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pub struct AnnSearchStats {
    pub index_size: usize,
    pub dimension: usize,
    pub ef_search: usize,
    pub k_requested: usize,
    pub k_returned: usize,
    pub search_time_us: u64,
    pub estimated_recall: f32,
    pub is_approximate: bool,
}
Expand description

Statistics from an ANN search operation.

These metrics help users understand the quality/speed tradeoff of approximate search.

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§index_size: usize

Total vectors in the HNSW index.

§dimension: usize

Dimension of vectors.

§ef_search: usize

ef parameter used for this search (higher = more accurate but slower).

§k_requested: usize

Number of results requested (k).

§k_returned: usize

Number of results returned.

§search_time_us: u64

Search time in microseconds.

§estimated_recall: f32

Estimated recall based on ef/k ratio.

Formula: min(1.0, 0.9 + 0.1 * log2(ef / k)) This is an empirical estimate; actual recall depends on data distribution.

§is_approximate: bool

Whether this was an approximate (HNSW) or exact search.

Trait Implementations§

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impl Clone for AnnSearchStats

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fn clone(&self) -> AnnSearchStats

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

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

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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 AnnSearchStats

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fn default() -> AnnSearchStats

Returns the “default value” for a type. Read more
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impl Serialize for AnnSearchStats

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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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