"""Chat endpoint with streaming support."""

import uuid
import json
from typing import List, Dict, Any, Optional

from fastapi import APIRouter, Depends, HTTPException
from langchain_core.messages import HumanMessage, AIMessage
from pydantic import BaseModel
from sqlalchemy import select
from sqlalchemy.ext.asyncio import AsyncSession
from sse_starlette.sse import EventSourceResponse

from src.agents.chat_handler import ChatHandler
from src.config.settings import settings
from src.db.postgres.connection import get_db
from src.db.postgres.models import ChatMessage, MessageSource
from src.db.redis.connection import get_redis
from src.middlewares.logging import get_logger, log_execution

logger = get_logger("chat_api")

router = APIRouter(prefix="/api/v1", tags=["Chat"])

_GREETINGS = frozenset(["hi", "hello", "hey", "halo", "hai", "hei"])
_GOODBYES = frozenset(["bye", "goodbye", "thanks", "thank you", "terima kasih", "sampai jumpa"])


def _fast_intent(message: str) -> Optional[str]:
    """Return a direct response for obvious greetings/farewells, else None."""
    lower = message.lower().strip().rstrip("!.,?")
    if lower in _GREETINGS:
        return "Hello! How can I assist you today?"
    if lower in _GOODBYES:
        return "Goodbye! Have a great day!"
    return None


class ChatRequest(BaseModel):
    user_id: str
    room_id: str
    message: str


async def get_cached_response(redis, cache_key: str) -> Optional[str]:
    cached = await redis.get(cache_key)
    if cached:
        return json.loads(cached)
    return None


async def cache_response(redis, cache_key: str, response: str):
    await redis.setex(cache_key, 86400, json.dumps(response))


async def load_history(db: AsyncSession, room_id: str, limit: int = 10) -> list:
    """Load recent chat messages for a room as LangChain message objects (oldest-first)."""
    result = await db.execute(
        select(ChatMessage)
        .where(ChatMessage.room_id == room_id)
        .order_by(ChatMessage.created_at.asc())
        .limit(limit)
    )
    rows = result.scalars().all()
    return [
        HumanMessage(content=row.content) if row.role == "user" else AIMessage(content=row.content)
        for row in rows
    ]


async def save_messages(
    db: AsyncSession,
    room_id: str,
    user_content: str,
    assistant_content: str,
    sources: Optional[List[Dict[str, Any]]] = None,
):
    """Persist user and assistant messages, and attach sources to the assistant message."""
    db.add(ChatMessage(id=str(uuid.uuid4()), room_id=room_id, role="user", content=user_content))
    assistant_id = str(uuid.uuid4())
    db.add(ChatMessage(id=assistant_id, room_id=room_id, role="assistant", content=assistant_content))
    for src in (sources or []):
        page = src.get("page_label")
        db.add(MessageSource(
            id=str(uuid.uuid4()),
            message_id=assistant_id,
            document_id=src.get("document_id"),
            filename=src.get("filename"),
            page_label=str(page) if page is not None else None,
        ))
    await db.commit()


@router.post("/chat/stream")
@log_execution(logger)
async def chat_stream(request: ChatRequest, db: AsyncSession = Depends(get_db)):
    """Chat endpoint with streaming response.

    SSE event sequence:
      1. sources  — JSON array of source refs from ChatHandler (table for
                    structured; deduped document_id/page_label for unstructured)
      2. chunk    — text fragments of the answer
      3. done     — signals end of stream
    """
    redis = await get_redis()
    cache_key = f"{settings.redis_prefix}chat:{request.room_id}:{request.message}"

    # Redis cache hit
    cached = await get_cached_response(redis, cache_key)
    if cached:
        logger.info("Returning cached response")

        async def stream_cached():
            yield {"event": "sources", "data": json.dumps([])}
            for i in range(0, len(cached), 50):
                yield {"event": "chunk", "data": cached[i:i + 50]}
            yield {"event": "done", "data": ""}

        return EventSourceResponse(stream_cached())

    try:
        # Fast intent: greetings/farewells bypass LLM entirely
        direct = _fast_intent(request.message)
        if direct:
            await cache_response(redis, cache_key, direct)
            await save_messages(db, request.room_id, request.message, direct, sources=[])

            async def stream_direct():
                yield {"event": "sources", "data": json.dumps([])}
                yield {"event": "chunk", "data": direct}
                yield {"event": "done", "data": ""}

            return EventSourceResponse(stream_direct())

        history = await load_history(db, request.room_id, limit=10)
        handler = ChatHandler()

        async def stream_response():
            full_response = ""
            sources: List[Dict[str, Any]] = []
            async for event in handler.handle(request.message, request.user_id, history):
                if event["event"] == "sources":
                    try:
                        sources = json.loads(event["data"]) or []
                    except (TypeError, ValueError):
                        sources = []
                    yield event
                elif event["event"] == "chunk":
                    full_response += event["data"]
                    yield event
                elif event["event"] == "done":
                    await cache_response(redis, cache_key, full_response)
                    await save_messages(db, request.room_id, request.message, full_response, sources=sources)
                    yield event
                elif event["event"] == "error":
                    yield event
                    return
                # "intent" event: consumed internally, not forwarded to frontend

        return EventSourceResponse(stream_response())

    except Exception as e:
        logger.error("Chat failed", error=str(e))
        raise HTTPException(status_code=500, detail=f"Chat failed: {str(e)}")