Struct AdvancedAnalytics 

pub struct AdvancedAnalytics { /* private fields */ }

Advanced analytics engine for model behavior analysis.

Implementations

impl AdvancedAnalytics

pub fn new() -> Self

Create a new advanced analytics engine.

pub fn with_config(config: AnalyticsConfig) -> Self

Create analytics engine with custom configuration.

pub fn record_hidden_states(&mut self, hidden_states: HiddenStateData)

Record hidden state data for analysis.

pub fn record_performance_metrics(&mut self, metrics: &ModelPerformanceMetrics)

Record performance metrics for correlation analysis.

pub fn analyze_hidden_states( &self, layer_name: &str, ) -> Result<HiddenStateAnalysis>

Perform comprehensive hidden state analysis.

pub fn perform_clustering_analysis( &self, data: &[Vec<f64>], ) -> Result<ClusteringResults>

Perform clustering analysis on hidden states.

pub fn analyze_temporal_dynamics( &self, layer_data: &[&HiddenStateData], ) -> Result<TemporalDynamics>

Analyze temporal dynamics of hidden states.

pub fn assess_representation_stability( &self, hidden_states: &[Vec<f64>], ) -> Result<RepresentationStability>

Assess representation stability.

pub fn generate_activation_heatmap( &self, layer_stats: &[LayerActivationStats], ) -> Result<ActivationHeatmap>

Generate activation heatmap for visualization.

pub fn detect_performance_anomalies(&self) -> Result<AnomalyDetectionResults>

Perform anomaly detection on performance metrics.

pub fn calculate_correlation_matrix(&self) -> Result<Vec<Vec<f64>>>

Calculate correlation matrix for all metrics.

pub fn perform_statistical_analysis(&self) -> Result<StatisticalAnalysis>

Perform statistical analysis on collected data.

pub fn generate_analytics_report(&self) -> Result<AnalyticsReport>

Generate comprehensive analytics report.

Trait Implementations

impl Debug for AdvancedAnalytics

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

Formats the value using the given formatter.

impl Default for AdvancedAnalytics

fn default() -> Self

Returns the “default value” for a type.