"""
Retrieval Strategy Integration for Dialogue Flow.
[AC-AISVC-RES-01~15] Integrates StrategyRouter and ModeRouter into dialogue pipeline.

Usage:
    from app.services.retrieval.strategy_integration import RetrievalStrategyIntegration
    
    integration = RetrievalStrategyIntegration()
    result = await integration.execute(ctx)
"""

from __future__ import annotations

import logging
import time
from dataclasses import dataclass, field
from typing import TYPE_CHECKING, Any

from app.services.retrieval.routing_config import (
    RagRuntimeMode,
    StrategyType,
    RoutingConfig,
    StrategyContext,
    StrategyResult,
)
from app.services.retrieval.strategy_router import (
    StrategyRouter,
    get_strategy_router,
)
from app.services.retrieval.mode_router import (
    ModeRouter,
    ModeRouteResult,
    get_mode_router,
)

if TYPE_CHECKING:
    from app.services.retrieval.base import RetrievalResult

logger = logging.getLogger(__name__)


@dataclass
class RetrievalStrategyResult:
    """Combined result from strategy and mode routing."""
    retrieval_result: "RetrievalResult | None"
    final_answer: str | None
    strategy: StrategyType
    mode: RagRuntimeMode
    should_fallback: bool = False
    fallback_reason: str | None = None
    mode_route_result: ModeRouteResult | None = None
    diagnostics: dict[str, Any] = field(default_factory=dict)
    duration_ms: int = 0


class RetrievalStrategyIntegration:
    """
    [AC-AISVC-RES-01~15] Integration layer for retrieval strategy.
    
    Combines StrategyRouter and ModeRouter to provide a unified interface
    for the dialogue pipeline.
    
    Flow:
    1. StrategyRouter selects default or enhanced strategy
    2. ModeRouter selects direct, react, or auto mode
    3. Execute retrieval with selected strategy and mode
    4. Handle fallback scenarios
    """
    
    def __init__(
        self,
        config: RoutingConfig | None = None,
        strategy_router: StrategyRouter | None = None,
        mode_router: ModeRouter | None = None,
    ):
        self._config = config or RoutingConfig()
        self._strategy_router = strategy_router or get_strategy_router()
        self._mode_router = mode_router or get_mode_router()
    
    @property
    def config(self) -> RoutingConfig:
        """Get current configuration."""
        return self._config
    
    def update_config(self, new_config: RoutingConfig) -> None:
        """
        [AC-AISVC-RES-15] Update all routing configurations.
        """
        self._config = new_config
        self._strategy_router.update_config(new_config)
        self._mode_router.update_config(new_config)
        
        logger.info(
            f"[AC-AISVC-RES-15] RetrievalStrategyIntegration config updated: "
            f"strategy={new_config.strategy.value}, mode={new_config.rag_runtime_mode.value}"
        )
    
    async def execute(
        self,
        ctx: StrategyContext,
    ) -> RetrievalStrategyResult:
        """
        Execute retrieval with strategy and mode routing.
        
        Args:
            ctx: Strategy context with tenant, query, metadata, etc.
        
        Returns:
            RetrievalStrategyResult with retrieval results and diagnostics
        """
        start_time = time.time()
        
        strategy_result = self._strategy_router.route(ctx)
        
        mode_result = self._mode_router.route(ctx)
        
        logger.info(
            f"[AC-AISVC-RES-01~15] Strategy routing: "
            f"strategy={strategy_result.strategy.value}, mode={mode_result.mode.value}, "
            f"tenant={ctx.tenant_id}, query_len={len(ctx.query)}"
        )
        
        retrieval_result = None
        final_answer = None
        should_fallback = False
        fallback_reason = None
        
        try:
            if mode_result.mode == RagRuntimeMode.DIRECT:
                retrieval_result, answer, mode_result = await self._mode_router.execute_with_fallback(ctx)
                
                if answer is not None:
                    final_answer = answer
                    should_fallback = mode_result.should_fallback_to_react
                    fallback_reason = mode_result.fallback_reason
                
            elif mode_result.mode == RagRuntimeMode.REACT:
                answer, retrieval_result, react_ctx = await self._mode_router.execute_react(ctx)
                final_answer = answer
                
            else:
                retrieval_result, answer, mode_result = await self._mode_router.execute_with_fallback(ctx)
                
                if answer is not None:
                    final_answer = answer
                    should_fallback = mode_result.should_fallback_to_react
                    fallback_reason = mode_result.fallback_reason
        
        except Exception as e:
            logger.error(
                f"[AC-AISVC-RES-07] Retrieval strategy execution failed: {e}"
            )
            
            if strategy_result.strategy == StrategyType.ENHANCED:
                self._strategy_router.rollback(
                    reason=str(e),
                    tenant_id=ctx.tenant_id,
                )
                
                from app.services.retrieval.optimized_retriever import get_optimized_retriever
                from app.services.retrieval.base import RetrievalContext
                
                retriever = await get_optimized_retriever()
                retrieval_ctx = RetrievalContext(
                    tenant_id=ctx.tenant_id,
                    query=ctx.query,
                    metadata_filter=ctx.metadata_filter,
                    kb_ids=ctx.kb_ids,
                )
                retrieval_result = await retriever.retrieve(retrieval_ctx)
                
                should_fallback = True
                fallback_reason = str(e)
            
            else:
                raise
        
        duration_ms = int((time.time() - start_time) * 1000)
        
        return RetrievalStrategyResult(
            retrieval_result=retrieval_result,
            final_answer=final_answer,
            strategy=strategy_result.strategy,
            mode=mode_result.mode,
            should_fallback=should_fallback,
            fallback_reason=fallback_reason,
            mode_route_result=mode_result,
            diagnostics={
                "strategy_diagnostics": strategy_result.diagnostics,
                "mode_diagnostics": mode_result.diagnostics,
                "duration_ms": duration_ms,
            },
            duration_ms=duration_ms,
        )
    
    def get_current_strategy(self) -> StrategyType:
        """Get current active strategy."""
        return self._strategy_router.current_strategy
    
    def get_rollback_records(self, limit: int = 10) -> list[dict[str, Any]]:
        """Get recent rollback records."""
        records = self._strategy_router.get_rollback_records(limit)
        return [
            {
                "timestamp": r.timestamp,
                "from_strategy": r.from_strategy.value,
                "to_strategy": r.to_strategy.value,
                "reason": r.reason,
                "tenant_id": r.tenant_id,
            }
            for r in records
        ]
    
    def validate_config(self) -> tuple[bool, list[str]]:
        """Validate current configuration."""
        return self._config.validate()


_integration: RetrievalStrategyIntegration | None = None


def get_retrieval_strategy_integration() -> RetrievalStrategyIntegration:
    """Get or create RetrievalStrategyIntegration singleton."""
    global _integration
    if _integration is None:
        _integration = RetrievalStrategyIntegration()
    return _integration


def reset_retrieval_strategy_integration() -> None:
    """Reset RetrievalStrategyIntegration singleton (for testing)."""
    global _integration
    _integration = None