Module simulation_tools 

Simulation Tools for Model Testing and Analysis

This module provides comprehensive simulation tools for what-if analysis, perturbation testing, adversarial probing, robustness testing, and edge case discovery for TrustformeRS models.

Architecture

The simulation tools system is organized into several focused modules:

• types - Core types, enums, and configuration for simulation tools
• what_if_analysis - What-if analysis for model behavior exploration
• perturbation_testing - Perturbation testing and robustness assessment
• adversarial_analysis - Adversarial analysis and attack resistance testing
• edge_case_discovery - Edge case discovery and risk assessment
• analyzer - Main SimulationAnalyzer orchestrating all components
• reporting - Simulation reporting and summary generation

Re-exports

pub use analyzer::SimulationAnalyzer;

pub use what_if_analysis::BoundaryComplexity;

pub use what_if_analysis::BoundaryCrossingAnalysis;

pub use what_if_analysis::BoundaryPoint;

pub use what_if_analysis::CounterfactualInsight;

pub use what_if_analysis::CrossingDirection;

pub use what_if_analysis::DecisionBoundaryExploration;

pub use what_if_analysis::FeatureChange;

pub use what_if_analysis::FeatureImportanceRank;

pub use what_if_analysis::FeatureInteractionSensitivity;

pub use what_if_analysis::FeatureSensitivityAnalysis;

pub use what_if_analysis::LocalLinearityAnalysis;

pub use what_if_analysis::PredictionStabilityAnalysis;

pub use what_if_analysis::Scenario;

pub use what_if_analysis::ScenarioImpactAnalysis;

pub use what_if_analysis::WhatIfAnalysisResult;

pub use perturbation_testing::CascadingFailureAnalysis;

pub use perturbation_testing::FailureFrequencyAnalysis;

pub use perturbation_testing::FailureMode;

pub use perturbation_testing::FailureModesAnalysis;

pub use perturbation_testing::FailureSeverityAnalysis;

pub use perturbation_testing::MitigationStrategy;

pub use perturbation_testing::PerturbationDetail;

pub use perturbation_testing::PerturbationIntensityResult;

pub use perturbation_testing::PerturbationTestResult;

pub use perturbation_testing::RobustnessAssessment;

pub use perturbation_testing::SensitivityHotspot;

pub use perturbation_testing::TimeToFailureAnalysis;

pub use perturbation_testing::TriggeringCondition;

pub use adversarial_analysis::AdversarialExample;

pub use adversarial_analysis::AdversarialProbingResult;

pub use adversarial_analysis::AdversarialRobustnessAssessment;

pub use adversarial_analysis::AttackDifficultyAnalysis;

pub use adversarial_analysis::AttackSuccessAnalysis;

pub use adversarial_analysis::CertifiedRobustnessAnalysis;

pub use adversarial_analysis::ComplexityAssessment;

pub use adversarial_analysis::DefenseRecommendation;

pub use adversarial_analysis::RobustnessGuarantee;

pub use adversarial_analysis::VulnerabilityHotspot;

pub use edge_case_discovery::CoverageAnalysis;

pub use edge_case_discovery::CoverageGap;

pub use edge_case_discovery::EdgeCase;

pub use edge_case_discovery::EdgeCaseClassification;

pub use edge_case_discovery::EdgeCaseDiscoveryResult;

pub use edge_case_discovery::EdgeCasePattern;

pub use edge_case_discovery::EdgeCaseRiskAssessment;

pub use edge_case_discovery::RiskMitigationPriority;

pub use edge_case_discovery::SystematicIssue;

pub use edge_case_discovery::UncoveredRegion;

pub use reporting::SimulationReport;

pub use types::*;

Modules

adversarial_analysis

Adversarial Analysis and Attack Resistance Testing

analyzer

Main Simulation Analyzer Implementation

edge_case_discovery

Edge Case Discovery and Risk Assessment

perturbation_testing

Perturbation Testing and Robustness Assessment

reporting

Simulation Reporting and Summary Generation

types

Core Types and Configuration for Simulation Tools

what_if_analysis

What-If Analysis for Model Behavior Exploration