env_regulation_api/app/controllers/equipment/vrf/early_start.py

from sqlalchemy.orm import Session

from app.controllers.equipment.fcu.early_start import EarlyStartTimeDTRBuilder
from app.crud.model_path.early_start import model_path_early_start_dtr
from app.models.domain.devices import ACATVIEarlyStartPredictionRequest


async def build_acatvi_early_start_prediction(params: ACATVIEarlyStartPredictionRequest, db: Session) -> float:
    model_path = model_path_early_start_dtr.get_path_by_device(db, params.device_id)

    builder = EarlyStartTimeDTRBuilder(model_path, params.season)
    hour = await builder.get_prediction(params.space_realtime_temperature, params.outdoor_realtime_temperature)

    return hour * 60