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IvfClusterStats

Struct IvfClusterStats 

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pub struct IvfClusterStats {
    pub n_clusters: usize,
    pub cluster_sizes: Vec<usize>,
    pub avg_size: f32,
    pub size_variance: f32,
}
Expand description

Diagnostic snapshot of inverted-list occupancy.

Returned by crate::IvfIndex::cluster_stats after the index has been trained and (typically) populated. Before training the cluster_sizes slice is empty and avg_size / size_variance are 0.0.

§Examples

use iqdb_ivf::IvfClusterStats;

// Synthetic example — IvfIndex::cluster_stats returns the real one.
let stats = IvfClusterStats {
    n_clusters: 4,
    cluster_sizes: vec![3, 3, 4, 2],
    avg_size: 3.0,
    size_variance: 0.5,
};
assert_eq!(stats.cluster_sizes.iter().sum::<usize>(), 12);

Fields§

§n_clusters: usize

Number of partitions the index was configured with.

Echoed from crate::IvfConfig::n_clusters so a caller does not need to also carry the config to interpret the snapshot.

§cluster_sizes: Vec<usize>

Live vector count per cluster, indexed by cluster id.

Always either empty (before training) or of length Self::n_clusters. A cluster size of 0 is meaningful and is what motivates retrain() work in a follow-up.

§avg_size: f32

Arithmetic mean of Self::cluster_sizes as f32.

0.0 when Self::cluster_sizes is empty.

§size_variance: f32

Population variance of Self::cluster_sizes as f32.

0.0 when Self::cluster_sizes is empty. Higher values signal cluster imbalance.

Trait Implementations§

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impl Clone for IvfClusterStats

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fn clone(&self) -> IvfClusterStats

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 IvfClusterStats

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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 PartialEq for IvfClusterStats

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

Tests for self and other values to be equal, and is used by ==.
1.0.0 (const: unstable) · Source§

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 StructuralPartialEq for IvfClusterStats

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
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