Struct InterpretabilityAnalyzer 

pub struct InterpretabilityAnalyzer { /* private fields */ }

Model interpretability analyzer

Implementations

impl InterpretabilityAnalyzer

pub fn new(config: InterpretabilityConfig) -> Self

Create new interpretability analyzer

pub fn analyze_entity( &self, entity: &str, embeddings: &HashMap<String, Array1<f32>>, ) -> Result<String>

Analyze a specific entity

pub fn similarity_analysis( &self, entity: &str, embeddings: &HashMap<String, Array1<f32>>, ) -> Result<SimilarityAnalysis>

Analyze similarity between entities

pub fn feature_importance( &self, entity: &str, embeddings: &HashMap<String, Array1<f32>>, ) -> Result<FeatureImportance>

Analyze feature importance for an entity

pub fn counterfactual_explanation( &self, original: &str, target: &str, embeddings: &HashMap<String, Array1<f32>>, ) -> Result<CounterfactualExplanation>

Generate counterfactual explanation

pub fn nearest_neighbors_analysis( &self, entity: &str, embeddings: &HashMap<String, Array1<f32>>, ) -> Result<NearestNeighborsAnalysis>

Analyze nearest neighbors

pub fn batch_analysis( &self, entities: &[String], embeddings: &HashMap<String, Array1<f32>>, ) -> Result<HashMap<String, String>>

Batch analysis for multiple entities

pub fn generate_report( &self, entity: &str, embeddings: &HashMap<String, Array1<f32>>, ) -> Result<String>

Generate interpretation report