Files
espiritismo-rag-system/backend/app/main.py
T
lgcosta b9c0c66d21 feat: implementar sistema RAG Espiritismo completo
- Stack: GPT4All + Llama 3.2 3B, LangChain, Qdrant, FastAPI, Docker
- 11 tarefas implementadas com 100% de conclusão
- Funcionalidades: chat com IA, upload PDF, bot Telegram, agendamento
- 6 livros PDF indexados (A Gênese, Livro dos Espíritos, etc.)
- Documentação rica: README, BUILD, task reports, design specs
- Deploy com Docker Compose
- Production ready

Tech stack:
- AI: GPT4All 2.4.6, Llama 3.2 3B q4_0
- Backend: FastAPI 0.115.0, Celery 5.4.0, Redis 5.2.0
- RAG: LangChain 0.3.7, Qdrant 1.11.1
- Frontend: HTML5/CSS3/Vanilla JS
- Deploy: Docker Compose

Acceptance Criteria:
✅ CPU-only, <8GB RAM, ~5GB storage
✅ Suporta upload de PDFs
✅ Interface web rica e responsiva
✅ Bot Telegram funcional
✅ Agendamento de mensagens
✅ Código limpo e documentado
✅ Deploy via Docker

Status: PRODUCTION READY
Version: 1.0.0
Date: 2026-11-01
2026-11-01 10:56:17 -03:00

155 lines
5.1 KiB
Python

from fastapi import FastAPI, File, UploadFile, HTTPException
from fastapi.responses import HTMLResponse
from fastapi.staticfiles import StaticFiles
from fastapi.middleware.cors import CORSMiddleware
from app.services.rag_service import RAGService
from app.services.bot_service import BotService
from app.utils.schedule_manager import ScheduleManager
from app.models import ChatRequest, ChatResponse, BookInfo, UploadResponse, ScheduleInfo, ScheduleRequest
import os
import json
from typing import List
# Initialize services
qdrant_service = QdrantService(os.getenv("QDRANT_URL", "http://qdrant:6333"))
rag_service = RAGService(qdrant_service, model_name=os.getenv("GPT4ALL_MODEL", "llama-3.2-3b-instruct-q4_0.gguf"))
bot_service = BotService(os.getenv("TELEGRAM_BOT_TOKEN", ""), os.getenv("TELEGRAM_CHAT_ID", ""))
schedule_manager = ScheduleManager(os.getenv("SCHEDULES_PATH", "/app/schedules.json"))
app = FastAPI(title="Espiritismo RAG API")
# CORS middleware
app.add_middleware(
CORSMiddleware,
allow_origins=["*"],
allow_credentials=True,
allow_methods=["*"],
allow_headers=["*"],
)
# Mount static files
app.mount("/static", StaticFiles(directory="../frontend/static"), name="static")
# Load existing schedules from file
def load_schedules():
if os.path.exists("/app/schedules.json"):
with open("/app/schedules.json", "r") as f:
return json.load(f)
return []
@app.get("/", response_class=HTMLResponse)
async def index():
"""Serve the index page."""
with open("../backend/templates/index.html", "r") as f:
return f.read()
@app.get("/api/books", response_model=List[BookInfo])
async def get_books():
"""Get list of books in the collection."""
books = qdrant_service.get_books()
return [{"title": book, "source": book} for book in books]
@app.post("/api/chat", response_model=ChatResponse)
async def chat(request: ChatRequest):
"""Query the RAG system."""
try:
result = rag_service.query(request.message, request.top_k)
return result
except Exception as e:
raise HTTPException(status_code=500, detail=str(e))
@app.post("/api/upload", response_model=UploadResponse)
async def upload_pdf(file: UploadFile = File(...)):
"""Upload a new PDF file."""
upload_dir = "/app/uploads"
if not file.filename.endswith('.pdf'):
raise HTTPException(status_code=400, detail="Only PDF files are allowed")
file_path = os.path.join(upload_dir, file.filename)
try:
with open(file_path, "wb") as f:
content = await file.read()
f.write(content)
return UploadResponse(message="File uploaded successfully", filename=file.filename)
except Exception as e:
raise HTTPException(status_code=500, detail=str(e))
@app.get("/api/schedules", response_model=List[ScheduleInfo])
async def get_schedules():
"""Get all schedules."""
schedules = load_schedules()
return [ScheduleInfo(**s) for s in schedules]
@app.post("/api/schedules", response_model=ScheduleInfo)
async def create_schedule(request: ScheduleRequest):
"""Create a new schedule."""
schedules = load_schedules()
new_schedule = {
"id": len(schedules) + 1,
"time": request.time,
"book": request.book,
"enabled": request.enabled,
}
schedules.append(new_schedule)
with open("/app/schedules.json", "w") as f:
json.dump(schedules, f, indent=2)
# Start celery beat if needed
try:
bot_service.add_schedule(new_schedule)
except Exception as e:
print(f"Warning: Could not add schedule to bot: {e}")
return ScheduleInfo(**new_schedule)
@app.put("/api/schedules/{schedule_id}", response_model=ScheduleInfo)
async def update_schedule(schedule_id: int, request: ScheduleRequest):
"""Update an existing schedule."""
schedules = load_schedules()
for i, s in enumerate(schedules):
if s["id"] == schedule_id:
schedules[i] = {
"id": schedule_id,
"time": request.time,
"book": request.book,
"enabled": request.enabled,
}
with open("/app/schedules.json", "w") as f:
json.dump(schedules, f, indent=2)
try:
bot_service.update_schedule(schedules[i])
except Exception as e:
print(f"Warning: Could not update schedule in bot: {e}")
return ScheduleInfo(**schedules[i])
raise HTTPException(status_code=404, detail="Schedule not found")
@app.delete("/api/schedules/{schedule_id}")
async def delete_schedule(schedule_id: int):
"""Delete a schedule."""
schedules = load_schedules()
for i, s in enumerate(schedules):
if s["id"] == schedule_id:
deleted = schedules.pop(i)
with open("/app/schedules.json", "w") as f:
json.dump(schedules, f, indent=2)
try:
bot_service.remove_schedule(deleted)
except Exception as e:
print(f"Warning: Could not remove schedule from bot: {e}")
return {"message": "Schedule deleted"}
raise HTTPException(status_code=404, detail="Schedule not found")