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| """ | |
| main.py | |
| FastAPI application entry point. | |
| Run with: | |
| uvicorn backend.main:app --reload --host 0.0.0.0 --port 8000 | |
| """ | |
| import logging | |
| import os | |
| from contextlib import asynccontextmanager | |
| from fastapi import FastAPI | |
| from fastapi.middleware.cors import CORSMiddleware | |
| from fastapi.responses import JSONResponse | |
| from dotenv import load_dotenv | |
| load_dotenv() | |
| # βββ Logging ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| logging.basicConfig( | |
| level=logging.INFO, | |
| format="%(asctime)s %(levelname)-8s %(name)s β %(message)s", | |
| datefmt="%Y-%m-%d %H:%M:%S", | |
| ) | |
| logger = logging.getLogger(__name__) | |
| # βββ ML Engine ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| from backend.ml_engine import ml_engine | |
| # βββ Routes βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| from backend.routes.scan import router as scan_router | |
| from backend.routes.analyze import router as analyze_router | |
| from backend.routes.history import router as history_router | |
| from backend.routes.report import router as report_router | |
| # βββ Lifespan (startup / shutdown) βββββββββββββββββββββββββββββββββββββββββββ | |
| async def lifespan(app: FastAPI): | |
| """Load ML models on startup; release resources on shutdown.""" | |
| logger.info("π Starting Phishing & Malware Detection API β¦") | |
| try: | |
| ml_engine.load_models() | |
| status = ml_engine.status() | |
| logger.info( | |
| f"β Models loaded β URL: {status['url_model']} | " | |
| f"SMS: {status['sms_model']} | " | |
| f"Features: {status['url_features']}" | |
| ) | |
| except RuntimeError as e: | |
| logger.error(f"β Model loading failed: {e}") | |
| # App still starts so /docs is accessible; scan endpoints return 503 | |
| yield | |
| logger.info("π Shutting down β¦") | |
| # βββ App factory ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| app = FastAPI( | |
| title ="Phishing & Malware Detection API", | |
| description =( | |
| "Full-stack AI-powered phishing and malware detection backend.\n\n" | |
| "**Models:** Random Forest (97.11%), XGBoost (96.79%), TF-IDF + LR SMS (97.58%)\n\n" | |
| "**Integrations:** VirusTotal v3, Google Safe Browsing v4" | |
| ), | |
| version ="1.0.0", | |
| docs_url ="/docs", | |
| redoc_url ="/redoc", | |
| lifespan =lifespan, | |
| ) | |
| # βββ CORS βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| # Restrict origins in production β wildcard is fine for local dev / Flutter mobile | |
| ALLOWED_ORIGINS = os.getenv( | |
| "ALLOWED_ORIGINS", | |
| "*", # dev default; set comma-separated list in .env for production | |
| ).split(",") | |
| app.add_middleware( | |
| CORSMiddleware, | |
| allow_origins =ALLOWED_ORIGINS, | |
| allow_credentials=True, | |
| allow_methods =["*"], | |
| allow_headers =["*"], | |
| ) | |
| # βββ Routers ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| app.include_router(scan_router, prefix="/api/v1") | |
| app.include_router(analyze_router, prefix="/api/v1") | |
| app.include_router(history_router, prefix="/api/v1") | |
| app.include_router(report_router, prefix="/api/v1") | |
| # βββ Root & Health ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| async def root(): | |
| return { | |
| "message": "Phishing & Malware Detection API is running", | |
| "docs": "http://127.0.0.1:8000/docs", | |
| "version": "1.0.0", | |
| } | |
| async def health(): | |
| status = ml_engine.status() | |
| return JSONResponse( | |
| status_code=200, | |
| content={ | |
| "status": "ok" if status["loaded"] else "degraded", | |
| "ml_models_loaded": status["loaded"], | |
| "url_model": status["url_model"], | |
| "sms_model": status["sms_model"], | |
| "url_feature_count": status["url_features"], | |
| "version": "1.0.0", | |
| }, | |
| ) |