pratik-250620/MultiModal-Coherence-AI

1"""2MSCI Validation Module3 4Provides tools for validating the Multimodal Semantic Coherence Index:5- Sensitivity analysis (perturbation tests)6- Human correlation analysis7- Threshold calibration (ROC/AUC)8- Failure mode analysis9"""10 11from src.validation.msci_sensitivity import (12    MSCISensitivityAnalyzer,13    PerturbationGradient,14)15from src.validation.human_correlation import (16    HumanCorrelationAnalyzer,17    CorrelationResult,18)19from src.validation.threshold_calibration import (20    ThresholdCalibrator,21    CalibrationResult,22)23 24__all__ = [25    "MSCISensitivityAnalyzer",26    "PerturbationGradient",27    "HumanCorrelationAnalyzer",28    "CorrelationResult",29    "ThresholdCalibrator",30    "CalibrationResult",31]32