RAG_backend / api /main.py
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Add files for RAG backend
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import sys
from pathlib import Path
import traceback
project_root = Path(__file__).resolve().parents[1]
sys.path.append(str(project_root))
from fastapi import FastAPI, HTTPException
from fastapi.middleware.cors import CORSMiddleware
from api.schemas import QueryRequest, QueryResponse, SourceChunk
from api.rag_chain import get_rag_chain
app = FastAPI(
title="Helpdesk RAG API",
description="API for answering questions about an IT knowledge base",
version="1.0.0"
)
try:
rag_chain = get_rag_chain()
except Exception as e:
print("error to load pipeline RAG")
traceback.print_exc()
raise RuntimeError(f"error to load pipeline RAG: {e}")
app.add_middleware(
CORSMiddleware,
allow_origins=["*"],
allow_credentials=True,
allow_methods=["GET", "POST"],
allow_headers=["*"],
)
@app.get("/", tags=["Status"])
def read_root():
return {"status": "API ON"}
@app.post("/query", response_model=QueryResponse, tags=["RAG"])
async def handle_query(request: QueryRequest):
print(f"processing query: '{request.query}'")
try:
result = rag_chain.invoke(request.query)
source_chunks = [
SourceChunk(
page_content=doc.page_content,
source=doc.metadata.get('source', 'desconhecida')
) for doc in result['source_chunks']
]
return QueryResponse(
answer=result['answer'],
source_chunks=source_chunks
)
except Exception as e:
print(f"error to process query")
traceback.print_exc()
raise HTTPException(status_code=500, detail=f"internal error. check the server console")