TorchForecastingModel

This file contains several abstract classes:

  • TorchForecastingModel is the super-class of all torch (deep learning) darts forecasting models.

  • PastCovariatesTorchModel(TorchForecastingModel) for torch models consuming only past-observed covariates.

  • FutureCovariatesTorchModel(TorchForecastingModel) for torch models consuming only future values of future covariates.

  • DualCovariatesTorchModel(TorchForecastingModel) for torch models consuming past and future values of some single future covariates.

  • MixedCovariatesTorchModel(TorchForecastingModel) for torch models consuming both past-observed as well as past and future values of some future covariates.

  • SplitCovariatesTorchModel(TorchForecastingModel) for torch models consuming past-observed as well as future values of some future covariates.

  • TorchParametricProbabilisticForecastingModel(TorchForecastingModel) is the super-class of all probabilistic torch forecasting models.