Struct TemporalEmbeddingModel 

pub struct TemporalEmbeddingModel { /* private fields */ }

Temporal embedding model

Implementations

impl TemporalEmbeddingModel

pub fn new(config: TemporalEmbeddingConfig) -> Self

Create a new temporal embedding model

pub async fn add_temporal_triple( &mut self, temporal_triple: TemporalTriple, ) -> Result<()>

Add a temporal triple

pub async fn get_entity_embedding_at_time( &self, entity: &str, time: &DateTime<Utc>, ) -> Result<Vector>

Get entity embedding at a specific time

pub async fn get_relation_embedding_at_time( &self, relation: &str, time: &DateTime<Utc>, ) -> Result<Vector>

Get relation embedding at a specific time

pub async fn train_temporal(&mut self, epochs: usize) -> Result<TrainingStats>

Train temporal embeddings

pub async fn forecast( &self, entity: &str, horizon: usize, ) -> Result<TemporalForecast>

Forecast future embeddings

pub async fn detect_events( &mut self, threshold: f32, ) -> Result<Vec<TemporalEvent>>

Detect temporal events

pub async fn get_events(&self) -> Vec<TemporalEvent>

Get all detected events

pub async fn query_at_time(&self, time: &DateTime<Utc>) -> Vec<Triple>

Query triples valid at a specific time

pub async fn get_temporal_stats(&self) -> TemporalStats

Get temporal statistics