#!/usr/bin/env python3 """ Cidadão.AI Models - HuggingFace Spaces Entry Point FastAPI server for ML model inference optimized for HuggingFace Spaces deployment. """ import os import sys import logging from contextlib import asynccontextmanager import uvicorn from fastapi import FastAPI, HTTPException from fastapi.middleware.cors import CORSMiddleware from fastapi.responses import JSONResponse, HTMLResponse # Configure logging for HuggingFace logging.basicConfig( level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s", handlers=[logging.StreamHandler(sys.stdout)] ) logger = logging.getLogger(__name__) # Import our API server try: from src.inference.api_server import app as models_app MODELS_AVAILABLE = True logger.info("✅ Models API successfully imported") except Exception as e: logger.error(f"❌ Failed to import models API: {e}") MODELS_AVAILABLE = False @asynccontextmanager async def lifespan(app: FastAPI): """Application lifespan manager for HuggingFace Spaces.""" logger.info("🚀 Starting Cidadão.AI Models on HuggingFace Spaces") logger.info(f"🔧 Environment: {os.getenv('SPACE_ID', 'local')}") logger.info(f"🌐 Port: {os.getenv('PORT', '8001')}") yield logger.info("🛑 Shutting down Cidadão.AI Models") if MODELS_AVAILABLE: # Use the imported models app app = models_app logger.info("Using full models API") else: # Fallback minimal app app = FastAPI( title="🤖 Cidadão.AI Models (Fallback)", description="Minimal fallback API when models are not available", version="1.0.0", lifespan=lifespan ) app.add_middleware( CORSMiddleware, allow_origins=["*"], allow_credentials=True, allow_methods=["*"], allow_headers=["*"], ) @app.get("/", response_class=HTMLResponse) async def fallback_root(): """Fallback root with information about the service.""" return """
Sistema de ML para Transparência Pública Brasileira
⚠️ Modo Fallback - Modelos ML não disponíveis
🔧 Para funcionalidade completa, verifique as dependências
Sistema multi-agente de IA para análise de transparência pública, especializado em detectar anomalias e padrões suspeitos em dados governamentais brasileiros.