"""
Incident Memory Provider - 事件記憶體提供者
============================================
Phase 6.4e: DualIncidentMemory 整合
Phase 16 R1.2: 絞殺者模式 (Strangler Fig Pattern) 2026-03-26
Phase R-R2 (2026-04-01 ogt): 移除內嵌 DualIncidentMemory 重複邏輯，
        全面切換至 lewooogo-brain。回滾方式: git revert + redeploy。

設計:
- IncidentDbAdapter: SQLAlchemy Bridge，注入 lewooogo-brain DualIncidentMemory
- 雙層記憶體: Working (Redis) + Episodic (PostgreSQL)
- 反向索引: namespace:target -> incident_id

統帥鐵律:
- Working Memory (Redis): 7 天 TTL
- Episodic Memory (PostgreSQL): 永久
- 反向索引: 30 分鐘 TTL (聚合窗口)
"""

from typing import Any

import structlog

from src.core.redis_client import get_redis
from src.db.base import get_db_context
from src.db.models import IncidentRecord
from src.models.incident import Incident

logger = structlog.get_logger(__name__)


def _signal_to_dict(signal: Any) -> dict[str, Any]:
    """Normalize brain/local Signal objects and raw dicts into one shape."""
    if isinstance(signal, dict):
        return signal
    if hasattr(signal, "model_dump"):
        return signal.model_dump(mode="json")
    return {
        "alert_name": getattr(signal, "alert_name", None),
        "severity": getattr(signal, "severity", None),
        "source": getattr(signal, "source", None),
        "labels": getattr(signal, "labels", None) or {},
        "annotations": getattr(signal, "annotations", None) or {},
        "fingerprint": getattr(signal, "fingerprint", None),
    }


def _derive_incident_alert_metadata(incident: Incident) -> dict[str, Any]:
    """Derive alert metadata for incidents saved through the lewooogo bridge."""
    first_signal = incident.signals[0] if incident.signals else None
    signal = _signal_to_dict(first_signal) if first_signal else {}
    labels = signal.get("labels") or {}
    annotations = signal.get("annotations") or {}

    alertname = (
        labels.get("alertname")
        or signal.get("alert_name")
        or signal.get("alertname")
        or ""
    )
    severity = (
        signal.get("severity")
        or getattr(incident.severity, "value", incident.severity)
        or labels.get("severity")
        or "warning"
    )
    severity = getattr(severity, "value", severity)

    alert_category = None
    notification_type = None
    if alertname:
        from src.services.incident_service import classify_alert_early

        alert_category, notification_type = classify_alert_early(
            str(alertname),
            str(severity),
            labels,
        )

    description = (
        annotations.get("message")
        or annotations.get("description")
        or annotations.get("summary")
        or ""
    )

    return {
        "alertname": str(alertname) if alertname else None,
        "severity": str(severity) if severity else None,
        "alert_category": alert_category,
        "notification_type": notification_type,
        "description": str(description) if description else None,
        "actor": signal.get("source") or labels.get("source") or "signal_worker",
    }


async def _add_signal_timeline_event(
    incident: Incident,
    metadata: dict[str, Any],
) -> None:
    """Best-effort timeline seed for incidents created outside Alertmanager."""
    alertname = metadata.get("alertname")
    if not alertname:
        return

    try:
        from src.services.approval_db import get_timeline_service

        await get_timeline_service().add_event(
            event_type="webhook",
            status="success",
            title=f"Signal received: {alertname}",
            description=metadata.get("description"),
            actor=metadata.get("actor"),
            actor_role="signal_worker",
            risk_level=getattr(incident.severity, "value", incident.severity),
            incident_id=incident.incident_id,
        )
    except Exception as exc:
        logger.warning(
            "incident_signal_timeline_seed_failed",
            incident_id=incident.incident_id,
            alertname=alertname,
            error=str(exc),
        )


# =============================================================================
# Phase 16: IncidentDbAdapter (DI 注入實現)
# =============================================================================

class IncidentDbAdapter:
    """
    Incident DB Adapter - 實現 lewooogo-brain 的 IIncidentDbAdapter

    Phase 16: 將 apps/api 的 SQLAlchemy Model 操作封裝為 adapter
              注入到 lewooogo-brain 的 DualIncidentMemory
    """

    async def load(self, incident_id: str) -> Incident | None:
        """從 PostgreSQL 載入 Incident"""
        try:
            async with get_db_context() as db:
                from sqlalchemy import select
                stmt = select(IncidentRecord).where(
                    IncidentRecord.incident_id == incident_id
                )
                result = await db.execute(stmt)
                record = result.scalar_one_or_none()

                if record:
                    return self._record_to_incident(record)
                return None

        except Exception as e:
            logger.error("db_adapter_load_failed", incident_id=incident_id, error=str(e))
            return None

    async def save(self, incident: Incident) -> bool:
        """儲存 Incident 到 PostgreSQL (upsert)"""
        metadata = _derive_incident_alert_metadata(incident)
        created = False
        try:
            async with get_db_context() as db:
                from sqlalchemy import select

                stmt = select(IncidentRecord).where(
                    IncidentRecord.incident_id == incident.incident_id
                )
                result = await db.execute(stmt)
                existing = result.scalar_one_or_none()

                if existing:
                    existing.status = incident.status.value
                    existing.severity = incident.severity.value
                    existing.signals = [
                        s.model_dump(mode="json") for s in incident.signals
                    ]
                    existing.affected_services = incident.affected_services
                    existing.updated_at = incident.updated_at
                    if incident.resolved_at:
                        existing.resolved_at = incident.resolved_at
                    if incident.closed_at:
                        existing.closed_at = incident.closed_at
                    if metadata.get("alertname") and not existing.alertname:
                        existing.alertname = metadata["alertname"]
                    if metadata.get("notification_type") and not existing.notification_type:
                        existing.notification_type = metadata["notification_type"]
                    if metadata.get("alert_category") and not existing.alert_category:
                        existing.alert_category = metadata["alert_category"]
                else:
                    record = IncidentRecord(
                        incident_id=incident.incident_id,
                        status=incident.status.value,
                        severity=incident.severity.value,
                        signals=[
                            s.model_dump(mode="json") for s in incident.signals
                        ],
                        affected_services=incident.affected_services,
                        decision_chain=(
                            incident.decision_chain.model_dump(mode="json")
                            if hasattr(incident, 'decision_chain') and incident.decision_chain
                            else None
                        ),
                        proposal_ids=[str(pid) for pid in incident.proposal_ids],
                        outcome=(
                            incident.outcome.model_dump(mode="json")
                            if hasattr(incident, 'outcome') and incident.outcome
                            else None
                        ),
                        created_at=incident.created_at,
                        updated_at=incident.updated_at,
                        resolved_at=incident.resolved_at,
                        closed_at=incident.closed_at,
                        ttl_days=getattr(incident, 'ttl_days', 30),
                        vectorized=getattr(incident, 'vectorized', False),
                        alertname=metadata.get("alertname"),
                        notification_type=metadata.get("notification_type"),
                        alert_category=metadata.get("alert_category"),
                    )
                    db.add(record)
                    created = True

            if created:
                await _add_signal_timeline_event(incident, metadata)
            logger.debug("db_adapter_save_success", incident_id=incident.incident_id)
            return True

        except Exception as e:
            logger.error("db_adapter_save_failed", incident_id=incident.incident_id, error=str(e))
            return False

    def _record_to_incident(self, record: IncidentRecord) -> Any:
        """
        將 DB Record 轉換為 BrainIncident (lewooogo-brain 版本)

        注意: 返回 BrainIncident 供 lewooogo-brain DualIncidentMemory 內部使用。
        本地服務消費時透過 IncidentConverter.brain_to_local() 轉換。
        (ADR-046 - 2026-04-01 ogt)
        """
        from lewooogo_brain.interfaces.incident_processor import (
            Incident as BrainIncident,
        )
        from lewooogo_brain.interfaces.incident_processor import (
            IncidentStatus as BrainIncidentStatus,
        )
        from lewooogo_brain.interfaces.incident_processor import (
            Severity as BrainSeverity,
        )
        from lewooogo_brain.interfaces.incident_processor import (
            Signal as BrainSignal,
        )

        signals = []
        for s in record.signals or []:
            signals.append(BrainSignal.model_validate(s))

        return BrainIncident(
            incident_id=record.incident_id,
            status=BrainIncidentStatus(record.status),
            severity=BrainSeverity(record.severity),
            signals=signals,
            affected_services=record.affected_services or [],
            proposal_ids=record.proposal_ids or [],
            created_at=record.created_at,
            updated_at=record.updated_at,
            resolved_at=record.resolved_at,
            closed_at=record.closed_at,
        )


# =============================================================================
# Singleton (Phase R-R2: 僅保留 lewooogo-brain 版本)
# =============================================================================

_new_engine_memory: Any | None = None
_db_adapter: IncidentDbAdapter | None = None


def get_incident_memory() -> Any:
    """
    取得 DualIncidentMemory 實例 (Singleton)

    Phase R-R2: 統一使用 lewooogo-brain 套件版本。
    回滾方式: git revert Phase R-R2 commit + redeploy。
    """
    return _get_new_engine_memory()


def _get_new_engine_memory() -> Any:
    """
    取得 lewooogo-brain 套件版本

    注意事項:
    - 需要 lewooogo-brain 已安裝 (Dockerfile 已配置)
    - PostgreSQL 透過 IncidentDbAdapter 注入 (Phase 16 DI 模式)
    """
    global _new_engine_memory, _db_adapter

    if _new_engine_memory is None:
        try:
            from lewooogo_brain.adapters.incident_memory import (
                DualIncidentMemory as NewDualIncidentMemory,
            )

            redis_client = get_redis()

            if _db_adapter is None:
                _db_adapter = IncidentDbAdapter()

            _new_engine_memory = NewDualIncidentMemory(
                redis_client=redis_client,
                db_adapter=_db_adapter,
                key_prefix="awoooi:incidents",
            )

            logger.info(
                "incident_memory_initialized",
                engine="lewooogo_brain_package",
                db_adapter="IncidentDbAdapter",
                redis_connected=True,
            )

        except ImportError as e:
            logger.error(
                "lewooogo_brain_not_available",
                error=str(e),
            )
            raise

        except Exception as e:
            logger.error(
                "new_engine_init_failed",
                error=str(e),
            )
            raise

    return _new_engine_memory