EmbeddingQuality

ruvector_core::advanced::tda

Struct EmbeddingQuality 

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pub struct EmbeddingQuality {
    pub dimensions: usize,
    pub num_vectors: usize,
    pub connected_components: usize,
    pub clustering_coefficient: f32,
    pub avg_degree: f32,
    pub degree_std: f32,
    pub mode_collapse_score: f32,
    pub degeneracy_score: f32,
    pub spread: f32,
    pub persistence_score: f32,
    pub quality_score: f32,
}
Expand description

Embedding quality metrics

Fields§

§dimensions: usize

Embedding dimensions

§num_vectors: usize

Number of vectors

§connected_components: usize

Number of connected components

§clustering_coefficient: f32

Clustering coefficient (0-1)

§avg_degree: f32

Average node degree

§degree_std: f32

Degree standard deviation

§mode_collapse_score: f32

Mode collapse score (0=collapsed, 1=good)

§degeneracy_score: f32

Degeneracy score (0=full rank, 1=degenerate)

§spread: f32

Average spread from centroid

§persistence_score: f32

Topological persistence score

§quality_score: f32

Overall quality (0-1, higher is better)

Implementations§

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impl EmbeddingQuality

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pub fn has_mode_collapse(&self) -> bool

Check if embeddings show signs of mode collapse

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pub fn is_degenerate(&self) -> bool

Check if embeddings are degenerate

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pub fn is_good_quality(&self) -> bool

Check if embeddings are well-structured

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pub fn assessment(&self) -> &str

Get quality assessment

Trait Implementations§

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impl Clone for EmbeddingQuality

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fn clone(&self) -> EmbeddingQuality

Returns a duplicate of the value. Read more
1.0.0 · Source§

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

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

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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<'de> Deserialize<'de> for EmbeddingQuality

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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl Serialize for EmbeddingQuality

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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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