backend/monitoring/__init__.py

"""
Monitoring Module

Continuous AI Governance Infrastructure for AegisLM.

Provides:
- Streaming evaluation pipeline for real-time monitoring
- Drift detection with statistical analysis
- Alert generation and management
- Dashboard data API

Architecture:
    Live Prompt Stream
           ↓
    Streaming Evaluator
           ↓
    Defender + Judge
           ↓
    Rolling Metrics Store
           ↓
    Drift Detection
           ↓
    Alerting Engine
           ↓
    Dashboard (Monitoring Tab)
"""

from .alerting import (
    AlertManager,
    AlertSeverity,
    AlertSummary,
    AlertType,
    get_alert_manager,
)
from .drift_detection import (
    DriftDetector,
    DriftDetectionResult,
    MetricWindow,
    get_drift_detector,
)
from .pipeline import (
    MonitoringPipeline,
    MonitoringConfig,
    MonitoringDashboardData,
    get_monitoring_pipeline,
)
from .schemas import (
    Alert,
    AlertSeverity,
    AlertSummary,
    AlertType,
    DriftDetectionResult,
    MonitoringConfig,
    MonitoringDashboardData,
    MonitoringRequest,
    MonitoringResponse,
    RollingMetrics,
)
from .streaming_evaluator import (
    StreamingEvaluator,
    get_streaming_evaluator,
)

__all__ = [
    # Pipeline
    "MonitoringPipeline",
    "MonitoringConfig",
    "MonitoringDashboardData",
    "get_monitoring_pipeline",
    
    # Streaming Evaluator
    "StreamingEvaluator",
    "get_streaming_evaluator",
    
    # Drift Detection
    "DriftDetector",
    "DriftDetectionResult",
    "MetricWindow",
    "get_drift_detector",
    
    # Alerting
    "AlertManager",
    "Alert",
    "AlertType",
    "AlertSeverity",
    "AlertSummary",
    "get_alert_manager",
    
    # Schemas
    "MonitoringRequest",
    "MonitoringResponse",
    "RollingMetrics",
]

# Version
__version__ = "0.1.0"