HeterogeneousGraphLearning

Struct HeterogeneousGraphLearning 

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pub struct HeterogeneousGraphLearning {
    pub node_types: Vec<String>,
    pub edge_types: Vec<(String, String)>,
    pub edge_weights: HashMap<(String, String), f64>,
    pub embedding_dims: HashMap<String, usize>,
    pub k_neighbors: HashMap<(String, String), usize>,
    pub random_state: Option<u64>,
}
Expand description

Heterogeneous graph learning for mixed data types

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§node_types: Vec<String>

Node types in the heterogeneous graph

§edge_types: Vec<(String, String)>

Edge types connecting different node types

§edge_weights: HashMap<(String, String), f64>

Weights for different edge types

§embedding_dims: HashMap<String, usize>

Embedding dimensions for each node type

§k_neighbors: HashMap<(String, String), usize>

Number of neighbors for each edge type

§random_state: Option<u64>

Random state for reproducibility

Implementations§

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impl HeterogeneousGraphLearning

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pub fn new() -> Self

Create a new heterogeneous graph learning instance

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pub fn node_types(self, types: Vec<String>) -> Self

Set node types

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pub fn edge_types(self, types: Vec<(String, String)>) -> Self

Set edge types

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pub fn edge_weights(self, weights: HashMap<(String, String), f64>) -> Self

Set weights for edge types

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pub fn embedding_dims(self, dims: HashMap<String, usize>) -> Self

Set embedding dimensions for node types

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pub fn random_state(self, seed: u64) -> Self

Set random state

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pub fn fit( &self, data: &HashMap<String, ArrayView2<'_, f64>>, ) -> Result<HashMap<String, Array2<f64>>, SklearsError>

Learn embeddings for heterogeneous graph

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impl Clone for HeterogeneousGraphLearning

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fn clone(&self) -> HeterogeneousGraphLearning

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 Default for HeterogeneousGraphLearning

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fn default() -> Self

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

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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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