Struct InterpretabilityAnalyzer 

pub struct InterpretabilityAnalyzer { /* private fields */ }

Main interpretability analyzer

Implementations

impl InterpretabilityAnalyzer

pub fn new(config: InterpretabilityConfig) -> Self

Create a new interpretability analyzer

pub async fn analyze_shap( &mut self, instance: &HashMap<String, f64>, model_predictions: &[f64], background_data: &[HashMap<String, f64>], ) -> Result<ShapAnalysisResult>

Perform SHAP analysis on given instance

pub async fn analyze_lime( &mut self, instance: &HashMap<String, f64>, model_fn: Box<dyn Fn(&HashMap<String, f64>) -> f64>, ) -> Result<LimeAnalysisResult>

Perform LIME analysis on given instance

pub async fn analyze_attention( &mut self, attention_weights: &HashMap<String, Vec<Vec<f64>>>, tokens: &[String], ) -> Result<AttentionAnalysisResult>

Perform attention analysis (placeholder for transformer models)

pub async fn analyze_feature_attribution( &mut self, instance: &HashMap<String, f64>, model_gradients: &HashMap<String, f64>, ) -> Result<FeatureAttributionResult>

Perform feature attribution analysis

pub async fn generate_counterfactuals( &mut self, instance: &HashMap<String, f64>, model_fn: Box<dyn Fn(&HashMap<String, f64>) -> f64>, target_prediction: f64, ) -> Result<CounterfactualResult>

Generate counterfactuals

pub async fn generate_report(&self) -> Result<InterpretabilityReport>

Generate comprehensive interpretability report

Trait Implementations

impl Debug for InterpretabilityAnalyzer

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

Formats the value using the given formatter.