Struct RuvectorLayer 

pub struct RuvectorLayer { /* private fields */ }

Main GNN layer operating on HNSW topology

Implementations

impl RuvectorLayer

pub fn new( input_dim: usize, hidden_dim: usize, heads: usize, dropout: f32, ) -> Self

Create a new Ruvector GNN layer

Arguments

• input_dim - Dimension of input node embeddings
• hidden_dim - Dimension of hidden representations
• heads - Number of attention heads
• dropout - Dropout rate (0.0 to 1.0)

pub fn forward( &self, node_embedding: &[f32], neighbor_embeddings: &[Vec<f32>], edge_weights: &[f32], ) -> Vec<f32>

Forward pass through the GNN layer

Arguments

• node_embedding - Current node’s embedding
• neighbor_embeddings - Embeddings of neighbor nodes
• edge_weights - Weights of edges to neighbors (e.g., distances)

Returns

Updated node embedding

Trait Implementations

impl Clone for RuvectorLayer

fn clone(&self) -> RuvectorLayer

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for RuvectorLayer

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for RuvectorLayer

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for RuvectorLayer

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.