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38c1a14 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 | from fastapi import FastAPI
from fastapi.middleware.cors import CORSMiddleware
from contextlib import asynccontextmanager
from src.api.config import logger
from src.api.database import init_db
from src.api.ml_services import load_models_and_data
from src.api.routes import router
@asynccontextmanager
async def lifespan(app: FastAPI):
# Startup: Load databases and models
logger.info("Starting up Customer Churn Prediction API...")
init_db()
load_models_and_data()
yield
# Shutdown
logger.info("Shutting down Customer Churn Prediction API...")
app = FastAPI(
title="Customer Churn Prediction API",
description="Production-grade REST API serving real-time customer churn forecasts based on XGBoost & Random Forest features.",
version="2.0.0",
lifespan=lifespan
)
# Enable CORS for frontend dashboard access
app.add_middleware(
CORSMiddleware,
allow_origins=["*"], # Restrict origins in production environments
allow_credentials=True,
allow_methods=["*"],
allow_headers=["*"],
)
# Include routes APIRouter
app.include_router(router)
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