# api.py import os, tempfile from fastapi import FastAPI, UploadFile, File from fastapi.responses import JSONResponse from inference import predict from fastapi.responses import JSONResponse, PlainTextResponse app = FastAPI() @app.get("/", response_class=PlainTextResponse) def root(): return "Meat Freshness API is running. Try /health or POST /predict" @app.get("/health") def health(): return {"ok": True} @app.post("/predict") async def predict_endpoint(file: UploadFile = File(...)): tmp_path = None try: # Lưu tạm file ảnh with tempfile.NamedTemporaryFile(delete=False, suffix=".jpg") as tmp: tmp.write(await file.read()) tmp_path = tmp.name label_en, conf = predict(tmp_path) # Mapping theo UI hiện tại của bạn map_vi = {"FRESH": "Tươi", "HALF-FRESH": "Vừa", "SPOILED": "Hỏng"} map_pct = {"FRESH": 100, "HALF-FRESH": 50, "SPOILED": 0} result = { "meat_type": "pork", # sửa nếu bạn phân loại nhiều loại thịt "freshness_percent": map_pct.get(label_en, 50), "label_vi": map_vi.get(label_en, label_en), "label_en": label_en, "confidence": conf } return JSONResponse(result) except Exception as e: return JSONResponse({"error": str(e)}, status_code=500) finally: if tmp_path: try: os.remove(tmp_path) except Exception: pass