from fastapi import APIRouter, Depends, HTTPException from sqlalchemy.orm import Session from typing import List from schemas.schemas import LaptopCreate, LaptopResponse, PredictPriceResponse from services.service import LaptopService import os router = APIRouter() # Инициализация сервиса MODEL_PATH = os.getenv("MODEL_PATH", "laptop_price_model.pkl") FEATURE_COLUMNS_PATH = os.getenv("FEATURE_COLUMNS_PATH", "feature_columns.pkl") laptop_service = LaptopService(model_path=MODEL_PATH, feature_columns_path=FEATURE_COLUMNS_PATH) @router.post("/predict_price/", response_model=PredictPriceResponse) def predict_price(data: LaptopCreate): try: return laptop_service.predict_price(data.dict()) except Exception as e: raise HTTPException(status_code=400, detail=str(e))