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# --- Model download logic (Hugging Face Hub) --- | |
import os | |
import requests | |
def download_if_missing(url, dest): | |
if not os.path.exists(dest): | |
print(f"Downloading model from {url} to {dest}...") | |
os.makedirs(os.path.dirname(dest), exist_ok=True) | |
with requests.get(url, stream=True) as r: | |
r.raise_for_status() | |
with open(dest, "wb") as f: | |
for chunk in r.iter_content(chunk_size=8192): | |
f.write(chunk) | |
print("Download complete.") | |
# Hugging Face direct download links | |
DAMAGE_MODEL_URL = "https://huggingface.co/AItoolstack/car_damage_detection/resolve/main/yolov8_models/damage/weights/weights/best.pt" | |
PARTS_MODEL_URL = "https://huggingface.co/AItoolstack/car_damage_detection/resolve/main/yolov8_models/parts/weights/weights/best.pt" | |
DAMAGE_MODEL_PATH = os.path.join("/tmp", "models", "damage", "weights", "weights", "best.pt") | |
PARTS_MODEL_PATH = os.path.join("/tmp", "models", "parts", "weights", "weights", "best.pt") | |
download_if_missing(DAMAGE_MODEL_URL, DAMAGE_MODEL_PATH) | |
download_if_missing(PARTS_MODEL_URL, PARTS_MODEL_PATH) | |
from fastapi import FastAPI, File, UploadFile, BackgroundTasks | |
from fastapi.staticfiles import StaticFiles | |
from fastapi.templating import Jinja2Templates | |
from fastapi.responses import JSONResponse, HTMLResponse | |
from fastapi.middleware.cors import CORSMiddleware | |
import uvicorn | |
from datetime import datetime | |
import aiofiles | |
from pathlib import Path | |
import uuid | |
from app.routers import inference | |
app = FastAPI(title="Car Damage Detection API") | |
# CORS middleware | |
app.add_middleware( | |
CORSMiddleware, | |
allow_origins=["*"], | |
allow_credentials=True, | |
allow_methods=["*"], | |
allow_headers=["*"], | |
) | |
# Mount static files | |
app.mount("/static", StaticFiles(directory="app/static"), name="static") | |
templates = Jinja2Templates(directory="app/templates") | |
# Include routers | |
app.include_router(inference.router) | |
if __name__ == "__main__": | |
uvicorn.run("main:app", host="0.0.0.0", port=8000, reload=True) | |