2024-10-13 16:53:07 +04:00
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from fastapi import APIRouter, Depends, HTTPException
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from sqlalchemy.orm import Session
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from typing import List
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from schemas.schemas import LaptopCreate, LaptopResponse, PredictPriceResponse
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from services.service import LaptopService
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import os
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router = APIRouter()
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# Инициализация сервиса
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MODEL_PATH = os.getenv("MODEL_PATH", "laptop_price_model.pkl")
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FEATURE_COLUMNS_PATH = os.getenv("FEATURE_COLUMNS_PATH", "feature_columns.pkl")
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laptop_service = LaptopService(model_path=MODEL_PATH, feature_columns_path=FEATURE_COLUMNS_PATH)
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@router.post("/predict_price/", response_model=PredictPriceResponse)
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def predict_price(data: LaptopCreate):
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try:
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return laptop_service.predict_price(data.dict())
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except Exception as e:
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raise HTTPException(status_code=400, detail=str(e))
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