backend/scoring/__init__.py

"""
Advanced Scoring System for AegisLM.

Provides confidence calibration, reliability analysis, consistency checking,
and advanced metrics for comprehensive model evaluation.
"""

from .calibration import (
    ConfidenceCalibrator,
    CalibrationPoint,
    CalibrationResult,
    get_confidence_calibrator,
    calibrate_confidence_score
)

from .reliability_analyzer import (
    ReliabilityAnalyzer,
    ReliabilityIssue,
    ReliabilityMetric,
    ReliabilityReport,
    get_reliability_analyzer
)

from .advanced_metrics import (
    AdvancedMetricsCalculator,
    AdvancedMetrics,
    ConsistencyResult,
    get_advanced_metrics_calculator
)

from .consistency_checker import (
    ConsistencyChecker,
    ConsistencyTestResult,
    ConsistencyReport,
    get_consistency_checker
)

__all__ = [
    # Confidence Calibration
    "ConfidenceCalibrator",
    "CalibrationPoint", 
    "CalibrationResult",
    "get_confidence_calibrator",
    "calibrate_confidence_score",
    
    # Reliability Analysis
    "ReliabilityAnalyzer",
    "ReliabilityIssue",
    "ReliabilityMetric",
    "ReliabilityReport",
    "get_reliability_analyzer",
    
    # Advanced Metrics
    "AdvancedMetricsCalculator",
    "AdvancedMetrics",
    "ConsistencyResult",
    "get_advanced_metrics_calculator",
    
    # Consistency Checking
    "ConsistencyChecker",
    "ConsistencyTestResult",
    "ConsistencyReport",
    "get_consistency_checker"
]