Module patterns 

Pattern Validation and Effectiveness Tracking

This module provides tools for validating pattern extraction quality and tracking pattern effectiveness over time.

Components

• changepoint: Changepoint detection for pattern metric monitoring
• clustering: Pattern clustering and deduplication
• dbscan: DBSCAN-based anomaly detection for episodes
• effectiveness: Pattern usage and success tracking
• extractors: Hybrid pattern extraction system with specialized extractors
• optimized_validator: Enhanced pattern validation
• validation: Pattern accuracy metrics (precision, recall, F1)

Re-exports

pub use changepoint::ChangeDirection;

pub use changepoint::ChangeType;

pub use changepoint::Changepoint;

pub use changepoint::ChangepointConfig;

pub use changepoint::ChangepointDetector;

pub use changepoint::SegmentComparison;

pub use changepoint::SegmentComparisonConfig;

pub use changepoint::SegmentStats;

pub use clustering::ClusterCentroid;

pub use clustering::ClusteringConfig;

pub use clustering::EpisodeCluster;

pub use clustering::PatternClusterer;

pub use dbscan::Anomaly;

pub use dbscan::AnomalyReason;

pub use dbscan::DBSCANAnomalyDetector;

pub use dbscan::DBSCANClusterResult;

pub use dbscan::DBSCANConfig;

pub use dbscan::DBSCANStats;

pub use dbscan::FeatureWeights;

pub use effectiveness::EffectivenessTracker;

pub use effectiveness::OverallStats;

pub use effectiveness::PatternUsage;

pub use effectiveness::UsageStats;

pub use extractors::ContextPatternExtractor;

pub use extractors::DecisionPointExtractor;

pub use extractors::ErrorRecoveryExtractor;

pub use extractors::HybridPatternExtractor;

pub use extractors::PatternExtractor;

pub use extractors::ToolSequenceExtractor;

pub use optimized_validator::EnhancedPatternApplicator;

pub use optimized_validator::OptimizedPatternValidator;

pub use optimized_validator::RiskAssessment;

pub use validation::PatternMetrics;

pub use validation::PatternValidator;

pub use validation::ValidationConfig;

Modules

changepoint

Changepoint Detection for Pattern Monitoring

clustering

Pattern clustering and deduplication

dbscan

DBSCAN Anomaly Detection for Episodes

effectiveness

Pattern Effectiveness Tracking

extractors

Pattern Extractors

optimized_validator

Optimized Pattern Validator with Enhanced Confidence Thresholds

validation

Pattern Validation and Accuracy Metrics