from fastapi import APIRouter, HTTPException from pydantic import BaseModel from typing import List, Literal router = APIRouter() from rag import get_smart_rag_response # Pydantic models for request/response validation class Message(BaseModel): role: Literal["user", "assistant"] content: str class QueryRequest(BaseModel): query: str conversation_history: List[Message] = [] class QueryResponse(BaseModel): query: str response: str source: str @router.post("/query/") async def query_rag_system(request: QueryRequest): try: # Convert Pydantic models to dicts for processing history = [msg.dict() for msg in request.conversation_history] response, source = await get_smart_rag_response(request.query, history) return QueryResponse( query=request.query, response=response, source=source ) except Exception as e: raise HTTPException(status_code=500, detail=str(e))