Index

A

accept_transformer (darts.dataprocessing.encoders.encoder_base.SingleEncoder property) (darts.dataprocessing.encoders.encoders.CallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.CyclicTemporalEncoder property) (darts.dataprocessing.encoders.encoders.DatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.FutureCallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.FutureCyclicEncoder property) (darts.dataprocessing.encoders.encoders.FutureDatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.FutureIntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.IntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.PastCallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.PastCyclicEncoder property) (darts.dataprocessing.encoders.encoders.PastDatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.PastIntegerIndexEncoder property) accuracy() (in module darts.metrics.metrics) add() (darts.dataprocessing.dtw.window.CRWindow method) (darts.dataprocessing.dtw.window.Itakura method) (darts.dataprocessing.dtw.window.SakoeChiba method) add_datetime_attribute() (darts.timeseries.TimeSeries method) add_holidays() (darts.timeseries.TimeSeries method) add_range() (darts.dataprocessing.dtw.window.CRWindow method) (darts.dataprocessing.dtw.window.Itakura method) (darts.dataprocessing.dtw.window.SakoeChiba method) add_seasonality() (darts.models.forecasting.prophet_model.Prophet method) ADDITIVE (darts.utils.utils.ModelMode attribute) (darts.utils.utils.SeasonalityMode attribute) ae() (in module darts.metrics.metrics) affine (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d attribute) AirPassengersDataset (class in darts.datasets.datasets) all_values() (darts.timeseries.TimeSeries method) AndAggregator (class in darts.ad.aggregators.and_aggregator)

ape() (in module darts.metrics.metrics) append() (darts.timeseries.TimeSeries method) append_values() (darts.timeseries.TimeSeries method) apply_component_mask() (darts.dataprocessing.transformers.base_data_transformer.BaseDataTransformer static method) (darts.dataprocessing.transformers.boxcox.BoxCox static method) (darts.dataprocessing.transformers.diff.Diff static method) (darts.dataprocessing.transformers.fittable_data_transformer.FittableDataTransformer static method) (darts.dataprocessing.transformers.invertible_data_transformer.InvertibleDataTransformer static method) (darts.dataprocessing.transformers.mappers.InvertibleMapper static method) (darts.dataprocessing.transformers.mappers.Mapper static method) (darts.dataprocessing.transformers.midas.MIDAS static method) (darts.dataprocessing.transformers.missing_values_filler.MissingValuesFiller static method) (darts.dataprocessing.transformers.reconciliation.BottomUpReconciliator static method) (darts.dataprocessing.transformers.reconciliation.MinTReconciliator static method) (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator static method) (darts.dataprocessing.transformers.scaler.Scaler static method) (darts.dataprocessing.transformers.static_covariates_transformer.StaticCovariatesTransformer static method) (darts.dataprocessing.transformers.window_transformer.WindowTransformer static method) ARIMA (class in darts.models.forecasting.arima) arre() (in module darts.metrics.metrics) ase() (in module darts.metrics.metrics) astype() (darts.timeseries.TimeSeries method) AusBeerDataset (class in darts.datasets.datasets) AustralianTourismDataset (class in darts.datasets.datasets) AutoARIMA (class in darts.models.forecasting.sf_auto_arima) AutoCES (class in darts.models.forecasting.sf_auto_ces) AutoETS (class in darts.models.forecasting.sf_auto_ets) AutoMFLES (class in darts.models.forecasting.sf_auto_mfles) autoregressive_timeseries() (in module darts.utils.timeseries_generation) AutoTBATS (class in darts.models.forecasting.sf_auto_tbats) AutoTheta (class in darts.models.forecasting.sf_auto_theta)

B

backtest() (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.baselines.NaiveDrift method) (darts.models.forecasting.baselines.NaiveEnsembleModel method) (darts.models.forecasting.baselines.NaiveMean method) (darts.models.forecasting.baselines.NaiveMovingAverage method) (darts.models.forecasting.baselines.NaiveSeasonal method) (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.catboost_model.CatBoostClassifierModel method) (darts.models.forecasting.catboost_model.CatBoostModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.conformal_models.ConformalModel method) (darts.models.forecasting.conformal_models.ConformalNaiveModel method) (darts.models.forecasting.conformal_models.ConformalQRModel method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing method) (darts.models.forecasting.fft.FFT method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.kalman_forecaster.KalmanForecaster method) (darts.models.forecasting.lgbm.LightGBMClassifierModel method) (darts.models.forecasting.lgbm.LightGBMModel method) (darts.models.forecasting.linear_regression_model.LinearRegressionModel method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.prophet_model.Prophet method) (darts.models.forecasting.random_forest.RandomForest method) (darts.models.forecasting.random_forest.RandomForestModel method) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.AutoARIMA method) (darts.models.forecasting.sf_auto_ces.AutoCES method) (darts.models.forecasting.sf_auto_ets.AutoETS method) (darts.models.forecasting.sf_auto_mfles.AutoMFLES method) (darts.models.forecasting.sf_auto_tbats.AutoTBATS method) (darts.models.forecasting.sf_auto_theta.AutoTheta method) (darts.models.forecasting.sf_croston.Croston method) (darts.models.forecasting.sf_model.StatsForecastModel method) (darts.models.forecasting.sf_tbats.TBATS method) (darts.models.forecasting.sklearn_model.RegressionModel method) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel method) (darts.models.forecasting.sklearn_model.SKLearnModel method) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.theta.FourTheta method) (darts.models.forecasting.theta.Theta method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) (darts.models.forecasting.varima.VARIMA method) (darts.models.forecasting.xgboost.XGBClassifierModel method) (darts.models.forecasting.xgboost.XGBModel method)

base_component_name (darts.dataprocessing.encoders.encoder_base.CovariatesIndexGenerator property) (darts.dataprocessing.encoders.encoder_base.FutureCovariatesIndexGenerator property) (darts.dataprocessing.encoders.encoder_base.PastCovariatesIndexGenerator property) (darts.dataprocessing.encoders.encoder_base.SingleEncoder property) (darts.dataprocessing.encoders.encoders.CallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.CyclicTemporalEncoder property) (darts.dataprocessing.encoders.encoders.DatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.FutureCallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.FutureCyclicEncoder property) (darts.dataprocessing.encoders.encoders.FutureDatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.FutureIntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.IntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.PastCallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.PastCyclicEncoder property) (darts.dataprocessing.encoders.encoders.PastDatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.PastIntegerIndexEncoder property) BaseDataTransformer (class in darts.dataprocessing.transformers.base_data_transformer) BernoulliLikelihood (class in darts.utils.likelihood_models.torch) BetaLikelihood (class in darts.utils.likelihood_models.torch) BlockRNNModel (class in darts.models.forecasting.block_rnn_model) bottom_level_components (darts.timeseries.TimeSeries property) bottom_level_series (darts.timeseries.TimeSeries property) BottomUpReconciliator (class in darts.dataprocessing.transformers.reconciliation) BoxCox (class in darts.dataprocessing.transformers.boxcox)

C

CallableIndexEncoder (class in darts.dataprocessing.encoders.encoders) CatBoostClassifierModel (class in darts.models.forecasting.catboost_model) CatBoostModel (class in darts.models.forecasting.catboost_model) CauchyLikelihood (class in darts.utils.likelihood_models.torch) CauchyNLLScorer (class in darts.ad.scorers.nll_cauchy_scorer) check_seasonality() (in module darts.utils.statistics) Chronos2Model (class in darts.models.forecasting.chronos2_model) class_labels (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.xgboost.XGBClassifierModel property) classification_support() (in module darts.metrics.utils) ClassProbabilityLikelihood (class in darts.utils.likelihood_models.sklearn) coefficient_of_variation() (in module darts.metrics.metrics) column_index() (darts.dataprocessing.dtw.window.CRWindow method) (darts.dataprocessing.dtw.window.Itakura method) (darts.dataprocessing.dtw.window.NoWindow method) (darts.dataprocessing.dtw.window.SakoeChiba method) (darts.dataprocessing.dtw.window.Window method) column_length() (darts.dataprocessing.dtw.window.CRWindow method) (darts.dataprocessing.dtw.window.Itakura method) (darts.dataprocessing.dtw.window.NoWindow method) (darts.dataprocessing.dtw.window.SakoeChiba method) (darts.dataprocessing.dtw.window.Window method) column_lengths() (darts.dataprocessing.dtw.window.CRWindow method) (darts.dataprocessing.dtw.window.Itakura method) (darts.dataprocessing.dtw.window.NoWindow method) (darts.dataprocessing.dtw.window.SakoeChiba method) (darts.dataprocessing.dtw.window.Window method) column_ranges (darts.dataprocessing.dtw.window.CRWindow attribute) (darts.dataprocessing.dtw.window.Itakura attribute) (darts.dataprocessing.dtw.window.SakoeChiba attribute) columns (darts.timeseries.TimeSeries property) component_masking() (in module darts.dataprocessing.transformers.base_data_transformer) component_names() (darts.utils.likelihood_models.sklearn.ClassProbabilityLikelihood method) (darts.utils.likelihood_models.sklearn.GaussianLikelihood method) (darts.utils.likelihood_models.sklearn.PoissonLikelihood method) (darts.utils.likelihood_models.sklearn.QuantileRegression method) (darts.utils.likelihood_models.sklearn.SKLearnLikelihood method) (darts.utils.likelihood_models.statsforecast.QuantilePrediction method) (darts.utils.likelihood_models.torch.BernoulliLikelihood method) (darts.utils.likelihood_models.torch.BetaLikelihood method) (darts.utils.likelihood_models.torch.CauchyLikelihood method) (darts.utils.likelihood_models.torch.ContinuousBernoulliLikelihood method) (darts.utils.likelihood_models.torch.DirichletLikelihood method) (darts.utils.likelihood_models.torch.ExponentialLikelihood method) (darts.utils.likelihood_models.torch.GammaLikelihood method) (darts.utils.likelihood_models.torch.GaussianLikelihood method) (darts.utils.likelihood_models.torch.GeometricLikelihood method) (darts.utils.likelihood_models.torch.GumbelLikelihood method) (darts.utils.likelihood_models.torch.HalfNormalLikelihood method) (darts.utils.likelihood_models.torch.LaplaceLikelihood method) (darts.utils.likelihood_models.torch.LogNormalLikelihood method) (darts.utils.likelihood_models.torch.NegativeBinomialLikelihood method) (darts.utils.likelihood_models.torch.PoissonLikelihood method) (darts.utils.likelihood_models.torch.QuantileRegression method) (darts.utils.likelihood_models.torch.TorchLikelihood method) (darts.utils.likelihood_models.torch.WeibullLikelihood method) ComponentBasedExplainabilityResult (class in darts.explainability.explainability_result) components (darts.dataprocessing.encoders.encoder_base.SingleEncoder property) (darts.dataprocessing.encoders.encoders.CallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.CyclicTemporalEncoder property) (darts.dataprocessing.encoders.encoders.DatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.FutureCallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.FutureCyclicEncoder property) (darts.dataprocessing.encoders.encoders.FutureDatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.FutureIntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.IntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.PastCallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.PastCyclicEncoder property) (darts.dataprocessing.encoders.encoders.PastDatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.PastIntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.SequentialEncoder property) (darts.timeseries.TimeSeries property) compute_loss() (darts.utils.likelihood_models.torch.BernoulliLikelihood method) (darts.utils.likelihood_models.torch.BetaLikelihood method) (darts.utils.likelihood_models.torch.CauchyLikelihood method) (darts.utils.likelihood_models.torch.ContinuousBernoulliLikelihood method) (darts.utils.likelihood_models.torch.DirichletLikelihood method) (darts.utils.likelihood_models.torch.ExponentialLikelihood method) (darts.utils.likelihood_models.torch.GammaLikelihood method) (darts.utils.likelihood_models.torch.GaussianLikelihood method) (darts.utils.likelihood_models.torch.GeometricLikelihood method) (darts.utils.likelihood_models.torch.GumbelLikelihood method) (darts.utils.likelihood_models.torch.HalfNormalLikelihood method) (darts.utils.likelihood_models.torch.LaplaceLikelihood method) (darts.utils.likelihood_models.torch.LogNormalLikelihood method) (darts.utils.likelihood_models.torch.NegativeBinomialLikelihood method) (darts.utils.likelihood_models.torch.PoissonLikelihood method) (darts.utils.likelihood_models.torch.QuantileRegression method) (darts.utils.likelihood_models.torch.TorchLikelihood method) (darts.utils.likelihood_models.torch.WeibullLikelihood method)

concatenate() (darts.timeseries.TimeSeries method) (in module darts.timeseries) ConformalModel (class in darts.models.forecasting.conformal_models) ConformalNaiveModel (class in darts.models.forecasting.conformal_models) ConformalQRModel (class in darts.models.forecasting.conformal_models) confusion_matrix() (in module darts.metrics.metrics) considers_static_covariates (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property) constant_timeseries() (in module darts.utils.timeseries_generation) ContinuousBernoulliLikelihood (class in darts.utils.likelihood_models.torch) copy() (darts.timeseries.TimeSeries method) cost (darts.dataprocessing.dtw.dtw.DTWAlignment attribute) CostMatrix (class in darts.dataprocessing.dtw.cost_matrix) CovariatesIndexGenerator (class in darts.dataprocessing.encoders.encoder_base) Croston (class in darts.models.forecasting.sf_croston) CRWindow (class in darts.dataprocessing.dtw.window) cumsum() (darts.timeseries.TimeSeries method) CustomBlockRNNModule (class in darts.models.forecasting.block_rnn_model) CustomRNNModule (class in darts.models.forecasting.rnn_model) CyclicTemporalEncoder (class in darts.dataprocessing.encoders.encoders)

D

darts.ad.aggregators.and_aggregator module darts.ad.aggregators.ensemble_sklearn_aggregator module darts.ad.aggregators.or_aggregator module darts.ad.anomaly_model.filtering_am module darts.ad.anomaly_model.forecasting_am module darts.ad.detectors.iqr_detector module darts.ad.detectors.quantile_detector module darts.ad.detectors.threshold_detector module darts.ad.scorers.difference_scorer module darts.ad.scorers.kmeans_scorer module darts.ad.scorers.nll_cauchy_scorer module darts.ad.scorers.nll_exponential_scorer module darts.ad.scorers.nll_gamma_scorer module darts.ad.scorers.nll_gaussian_scorer module darts.ad.scorers.nll_laplace_scorer module darts.ad.scorers.nll_poisson_scorer module darts.ad.scorers.norm_scorer module darts.ad.scorers.pyod_scorer module darts.ad.scorers.wasserstein_scorer module darts.ad.utils module darts.dataprocessing.dtw.cost_matrix module darts.dataprocessing.dtw.dtw module darts.dataprocessing.dtw.window module darts.dataprocessing.encoders.encoder_base module darts.dataprocessing.encoders.encoders module darts.dataprocessing.pipeline module darts.dataprocessing.transformers.base_data_transformer module darts.dataprocessing.transformers.boxcox module darts.dataprocessing.transformers.diff module darts.dataprocessing.transformers.fittable_data_transformer module darts.dataprocessing.transformers.invertible_data_transformer module darts.dataprocessing.transformers.mappers module darts.dataprocessing.transformers.midas module darts.dataprocessing.transformers.missing_values_filler module darts.dataprocessing.transformers.reconciliation module darts.dataprocessing.transformers.scaler module darts.dataprocessing.transformers.static_covariates_transformer module darts.dataprocessing.transformers.window_transformer module darts.datasets.datasets module darts.explainability.explainability_result module darts.explainability.shap_explainer module darts.explainability.tft_explainer module darts.metrics.metrics module darts.metrics.utils module darts.models.filtering.gaussian_process_filter module darts.models.filtering.kalman_filter module darts.models.filtering.moving_average_filter module darts.models.forecasting.arima module darts.models.forecasting.baselines module darts.models.forecasting.block_rnn_model module darts.models.forecasting.catboost_model module darts.models.forecasting.chronos2_model module darts.models.forecasting.conformal_models module darts.models.forecasting.dlinear module darts.models.forecasting.exponential_smoothing module darts.models.forecasting.fft module

darts.models.forecasting.global_baseline_models module darts.models.forecasting.kalman_forecaster module darts.models.forecasting.lgbm module darts.models.forecasting.linear_regression_model module darts.models.forecasting.nbeats module darts.models.forecasting.nhits module darts.models.forecasting.nlinear module darts.models.forecasting.prophet_model module darts.models.forecasting.random_forest module darts.models.forecasting.regression_ensemble_model module darts.models.forecasting.rnn_model module darts.models.forecasting.sf_auto_arima module darts.models.forecasting.sf_auto_ces module darts.models.forecasting.sf_auto_ets module darts.models.forecasting.sf_auto_mfles module darts.models.forecasting.sf_auto_tbats module darts.models.forecasting.sf_auto_theta module darts.models.forecasting.sf_croston module darts.models.forecasting.sf_model module darts.models.forecasting.sf_tbats module darts.models.forecasting.sklearn_model module darts.models.forecasting.tcn_model module darts.models.forecasting.tft_model module darts.models.forecasting.tft_submodels module darts.models.forecasting.theta module darts.models.forecasting.tide_model module darts.models.forecasting.transformer_model module darts.models.forecasting.tsmixer_model module darts.models.forecasting.varima module darts.models.forecasting.xgboost module darts.timeseries module darts.utils.callbacks module darts.utils.data.torch_datasets.inference_dataset module darts.utils.data.torch_datasets.training_dataset module darts.utils.likelihood_models.sklearn module darts.utils.likelihood_models.statsforecast module darts.utils.likelihood_models.torch module darts.utils.losses module darts.utils.missing_values module darts.utils.model_selection module darts.utils.statistics module darts.utils.timeseries_generation module darts.utils.torch module darts.utils.utils module data_array() (darts.timeseries.TimeSeries method) dataframe_col_to_time_index() (in module darts.utils.utils) datetime_attribute_timeseries() (in module darts.utils.timeseries_generation) DatetimeAttributeEncoder (class in darts.dataprocessing.encoders.encoders) DenseCostMatrix (class in darts.dataprocessing.dtw.cost_matrix) detect() (darts.ad.detectors.iqr_detector.IQRDetector method) (darts.ad.detectors.quantile_detector.QuantileDetector method) (darts.ad.detectors.threshold_detector.ThresholdDetector method) Diff (class in darts.dataprocessing.transformers.diff) diff() (darts.timeseries.TimeSeries method) DifferenceScorer (class in darts.ad.scorers.difference_scorer) DirichletLikelihood (class in darts.utils.likelihood_models.torch) distance() (darts.dataprocessing.dtw.dtw.DTWAlignment method) DLinearModel (class in darts.models.forecasting.dlinear) drop_after() (darts.timeseries.TimeSeries method) drop_after_index() (in module darts.utils.utils) drop_before() (darts.timeseries.TimeSeries method) drop_before_index() (in module darts.utils.utils) drop_columns() (darts.timeseries.TimeSeries method) dtw() (in module darts.dataprocessing.dtw.dtw) dtw_metric() (in module darts.metrics.metrics) DTWAlignment (class in darts.dataprocessing.dtw.dtw) dtype (darts.timeseries.TimeSeries property) duration (darts.timeseries.TimeSeries property)

E

ElectricityConsumptionZurichDataset (class in darts.datasets.datasets) ElectricityDataset (class in darts.datasets.datasets) encode_inference() (darts.dataprocessing.encoders.encoder_base.Encoder method) (darts.dataprocessing.encoders.encoder_base.SingleEncoder method) (darts.dataprocessing.encoders.encoders.CallableIndexEncoder method) (darts.dataprocessing.encoders.encoders.CyclicTemporalEncoder method) (darts.dataprocessing.encoders.encoders.DatetimeAttributeEncoder method) (darts.dataprocessing.encoders.encoders.FutureCallableIndexEncoder method) (darts.dataprocessing.encoders.encoders.FutureCyclicEncoder method) (darts.dataprocessing.encoders.encoders.FutureDatetimeAttributeEncoder method) (darts.dataprocessing.encoders.encoders.FutureIntegerIndexEncoder method) (darts.dataprocessing.encoders.encoders.IntegerIndexEncoder method) (darts.dataprocessing.encoders.encoders.PastCallableIndexEncoder method) (darts.dataprocessing.encoders.encoders.PastCyclicEncoder method) (darts.dataprocessing.encoders.encoders.PastDatetimeAttributeEncoder method) (darts.dataprocessing.encoders.encoders.PastIntegerIndexEncoder method) (darts.dataprocessing.encoders.encoders.SequentialEncoder method) encode_train() (darts.dataprocessing.encoders.encoder_base.Encoder method) (darts.dataprocessing.encoders.encoder_base.SingleEncoder method) (darts.dataprocessing.encoders.encoders.CallableIndexEncoder method) (darts.dataprocessing.encoders.encoders.CyclicTemporalEncoder method) (darts.dataprocessing.encoders.encoders.DatetimeAttributeEncoder method) (darts.dataprocessing.encoders.encoders.FutureCallableIndexEncoder method) (darts.dataprocessing.encoders.encoders.FutureCyclicEncoder method) (darts.dataprocessing.encoders.encoders.FutureDatetimeAttributeEncoder method) (darts.dataprocessing.encoders.encoders.FutureIntegerIndexEncoder method) (darts.dataprocessing.encoders.encoders.IntegerIndexEncoder method) (darts.dataprocessing.encoders.encoders.PastCallableIndexEncoder method) (darts.dataprocessing.encoders.encoders.PastCyclicEncoder method) (darts.dataprocessing.encoders.encoders.PastDatetimeAttributeEncoder method) (darts.dataprocessing.encoders.encoders.PastIntegerIndexEncoder method) (darts.dataprocessing.encoders.encoders.SequentialEncoder method) encode_train_inference() (darts.dataprocessing.encoders.encoder_base.Encoder method) (darts.dataprocessing.encoders.encoder_base.SingleEncoder method) (darts.dataprocessing.encoders.encoders.CallableIndexEncoder method) (darts.dataprocessing.encoders.encoders.CyclicTemporalEncoder method) (darts.dataprocessing.encoders.encoders.DatetimeAttributeEncoder method) (darts.dataprocessing.encoders.encoders.FutureCallableIndexEncoder method) (darts.dataprocessing.encoders.encoders.FutureCyclicEncoder method) (darts.dataprocessing.encoders.encoders.FutureDatetimeAttributeEncoder method) (darts.dataprocessing.encoders.encoders.FutureIntegerIndexEncoder method) (darts.dataprocessing.encoders.encoders.IntegerIndexEncoder method) (darts.dataprocessing.encoders.encoders.PastCallableIndexEncoder method) (darts.dataprocessing.encoders.encoders.PastCyclicEncoder method) (darts.dataprocessing.encoders.encoders.PastDatetimeAttributeEncoder method) (darts.dataprocessing.encoders.encoders.PastIntegerIndexEncoder method) (darts.dataprocessing.encoders.encoders.SequentialEncoder method) Encoder (class in darts.dataprocessing.encoders.encoder_base) encoder_map (darts.dataprocessing.encoders.encoders.SequentialEncoder property) encoders (darts.dataprocessing.encoders.encoders.SequentialEncoder property) encoding_n_components (darts.dataprocessing.encoders.encoder_base.SingleEncoder property) (darts.dataprocessing.encoders.encoders.CallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.CyclicTemporalEncoder property) (darts.dataprocessing.encoders.encoders.DatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.FutureCallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.FutureCyclicEncoder property) (darts.dataprocessing.encoders.encoders.FutureDatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.FutureIntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.IntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.PastCallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.PastCyclicEncoder property) (darts.dataprocessing.encoders.encoders.PastDatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.PastIntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.SequentialEncoder property) end_time() (darts.timeseries.TimeSeries method) EnergyDataset (class in darts.datasets.datasets) ensemble() (darts.models.forecasting.baselines.NaiveEnsembleModel method) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel method) EnsembleSklearnAggregator (class in darts.ad.aggregators.ensemble_sklearn_aggregator) epochs_trained (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) eps (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d attribute) err() (in module darts.metrics.metrics) ETTh1Dataset (class in darts.datasets.datasets) ETTh2Dataset (class in darts.datasets.datasets) ETTm1Dataset (class in darts.datasets.datasets) ETTm2Dataset (class in darts.datasets.datasets)

eval_metric() (darts.ad.aggregators.and_aggregator.AndAggregator method) (darts.ad.aggregators.ensemble_sklearn_aggregator.EnsembleSklearnAggregator method) (darts.ad.aggregators.or_aggregator.OrAggregator method) (darts.ad.anomaly_model.filtering_am.FilteringAnomalyModel method) (darts.ad.anomaly_model.forecasting_am.ForecastingAnomalyModel method) (darts.ad.detectors.iqr_detector.IQRDetector method) (darts.ad.detectors.quantile_detector.QuantileDetector method) (darts.ad.detectors.threshold_detector.ThresholdDetector method) (darts.ad.scorers.kmeans_scorer.KMeansScorer method) (darts.ad.scorers.pyod_scorer.PyODScorer method) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer method) eval_metric_from_binary_prediction() (in module darts.ad.utils) eval_metric_from_prediction() (darts.ad.scorers.difference_scorer.DifferenceScorer method) (darts.ad.scorers.kmeans_scorer.KMeansScorer method) (darts.ad.scorers.nll_cauchy_scorer.CauchyNLLScorer method) (darts.ad.scorers.nll_exponential_scorer.ExponentialNLLScorer method) (darts.ad.scorers.nll_gamma_scorer.GammaNLLScorer method) (darts.ad.scorers.nll_gaussian_scorer.GaussianNLLScorer method) (darts.ad.scorers.nll_laplace_scorer.LaplaceNLLScorer method) (darts.ad.scorers.nll_poisson_scorer.PoissonNLLScorer method) (darts.ad.scorers.norm_scorer.NormScorer method) (darts.ad.scorers.pyod_scorer.PyODScorer method) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer method) eval_metric_from_scores() (in module darts.ad.utils) ExchangeRateDataset (class in darts.datasets.datasets) expand_arr() (in module darts.utils.utils) explain() (darts.explainability.shap_explainer.ShapExplainer method) (darts.explainability.tft_explainer.TFTExplainer method) EXPONENTIAL (darts.utils.utils.TrendMode attribute) ExponentialLikelihood (class in darts.utils.likelihood_models.torch) ExponentialNLLScorer (class in darts.ad.scorers.nll_exponential_scorer) ExponentialSmoothing (class in darts.models.forecasting.exponential_smoothing) extra_repr() (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d method) (darts.utils.torch.MonteCarloDropout method) extract_subseries() (in module darts.utils.missing_values) extract_trend_and_seasonality() (in module darts.utils.statistics) extreme_lags (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property)

F

f1() (in module darts.metrics.metrics) FFT (class in darts.models.forecasting.fft) fill() (darts.dataprocessing.dtw.cost_matrix.CostMatrix method) (darts.dataprocessing.dtw.cost_matrix.SparseCostMatrix method) fill_missing_values() (in module darts.utils.missing_values) filter() (darts.models.filtering.gaussian_process_filter.GaussianProcessFilter method) (darts.models.filtering.kalman_filter.KalmanFilter method) (darts.models.filtering.moving_average_filter.MovingAverageFilter method) FilteringAnomalyModel (class in darts.ad.anomaly_model.filtering_am) first_value() (darts.timeseries.TimeSeries method) first_values() (darts.timeseries.TimeSeries method) fit() (darts.ad.aggregators.ensemble_sklearn_aggregator.EnsembleSklearnAggregator method) (darts.ad.anomaly_model.filtering_am.FilteringAnomalyModel method) (darts.ad.anomaly_model.forecasting_am.ForecastingAnomalyModel method) (darts.ad.detectors.iqr_detector.IQRDetector method) (darts.ad.detectors.quantile_detector.QuantileDetector method) (darts.ad.scorers.kmeans_scorer.KMeansScorer method) (darts.ad.scorers.pyod_scorer.PyODScorer method) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer method) (darts.dataprocessing.pipeline.Pipeline method) (darts.dataprocessing.transformers.boxcox.BoxCox method) (darts.dataprocessing.transformers.diff.Diff method) (darts.dataprocessing.transformers.fittable_data_transformer.FittableDataTransformer method) (darts.dataprocessing.transformers.midas.MIDAS method) (darts.dataprocessing.transformers.reconciliation.MinTReconciliator method) (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator method) (darts.dataprocessing.transformers.scaler.Scaler method) (darts.dataprocessing.transformers.static_covariates_transformer.StaticCovariatesTransformer method) (darts.models.filtering.kalman_filter.KalmanFilter method) (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.baselines.NaiveDrift method) (darts.models.forecasting.baselines.NaiveEnsembleModel method) (darts.models.forecasting.baselines.NaiveMean method) (darts.models.forecasting.baselines.NaiveMovingAverage method) (darts.models.forecasting.baselines.NaiveSeasonal method) (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.catboost_model.CatBoostClassifierModel method) (darts.models.forecasting.catboost_model.CatBoostModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.conformal_models.ConformalModel method) (darts.models.forecasting.conformal_models.ConformalNaiveModel method) (darts.models.forecasting.conformal_models.ConformalQRModel method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing method) (darts.models.forecasting.fft.FFT method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.kalman_forecaster.KalmanForecaster method) (darts.models.forecasting.lgbm.LightGBMClassifierModel method) (darts.models.forecasting.lgbm.LightGBMModel method) (darts.models.forecasting.linear_regression_model.LinearRegressionModel method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.prophet_model.Prophet method) (darts.models.forecasting.random_forest.RandomForest method) (darts.models.forecasting.random_forest.RandomForestModel method) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.AutoARIMA method) (darts.models.forecasting.sf_auto_ces.AutoCES method) (darts.models.forecasting.sf_auto_ets.AutoETS method) (darts.models.forecasting.sf_auto_mfles.AutoMFLES method) (darts.models.forecasting.sf_auto_tbats.AutoTBATS method) (darts.models.forecasting.sf_auto_theta.AutoTheta method) (darts.models.forecasting.sf_croston.Croston method) (darts.models.forecasting.sf_model.StatsForecastModel method) (darts.models.forecasting.sf_tbats.TBATS method) (darts.models.forecasting.sklearn_model.RegressionModel method) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel method) (darts.models.forecasting.sklearn_model.SKLearnModel method) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.theta.FourTheta method) (darts.models.forecasting.theta.Theta method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) (darts.models.forecasting.varima.VARIMA method) (darts.models.forecasting.xgboost.XGBClassifierModel method) (darts.models.forecasting.xgboost.XGBModel method) (darts.utils.likelihood_models.sklearn.ClassProbabilityLikelihood method) (darts.utils.likelihood_models.sklearn.GaussianLikelihood method) (darts.utils.likelihood_models.sklearn.PoissonLikelihood method) (darts.utils.likelihood_models.sklearn.QuantileRegression method) (darts.utils.likelihood_models.sklearn.SKLearnLikelihood method) (darts.utils.likelihood_models.statsforecast.QuantilePrediction method) (darts.utils.likelihood_models.torch.BernoulliLikelihood method) (darts.utils.likelihood_models.torch.BetaLikelihood method) (darts.utils.likelihood_models.torch.CauchyLikelihood method) (darts.utils.likelihood_models.torch.ContinuousBernoulliLikelihood method) (darts.utils.likelihood_models.torch.DirichletLikelihood method) (darts.utils.likelihood_models.torch.ExponentialLikelihood method) (darts.utils.likelihood_models.torch.GammaLikelihood method) (darts.utils.likelihood_models.torch.GaussianLikelihood method) (darts.utils.likelihood_models.torch.GeometricLikelihood method) (darts.utils.likelihood_models.torch.GumbelLikelihood method) (darts.utils.likelihood_models.torch.HalfNormalLikelihood method) (darts.utils.likelihood_models.torch.LaplaceLikelihood method) (darts.utils.likelihood_models.torch.LogNormalLikelihood method) (darts.utils.likelihood_models.torch.NegativeBinomialLikelihood method) (darts.utils.likelihood_models.torch.PoissonLikelihood method) (darts.utils.likelihood_models.torch.QuantileRegression method) (darts.utils.likelihood_models.torch.TorchLikelihood method) (darts.utils.likelihood_models.torch.WeibullLikelihood method)

fit_called (darts.dataprocessing.encoders.encoder_base.Encoder property) (darts.dataprocessing.encoders.encoder_base.SequentialEncoderTransformer property) (darts.dataprocessing.encoders.encoder_base.SingleEncoder property) (darts.dataprocessing.encoders.encoders.CallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.CyclicTemporalEncoder property) (darts.dataprocessing.encoders.encoders.DatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.FutureCallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.FutureCyclicEncoder property) (darts.dataprocessing.encoders.encoders.FutureDatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.FutureIntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.IntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.PastCallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.PastCyclicEncoder property) (darts.dataprocessing.encoders.encoders.PastDatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.PastIntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.SequentialEncoder property) fit_detect() (darts.ad.detectors.iqr_detector.IQRDetector method) (darts.ad.detectors.quantile_detector.QuantileDetector method) fit_from_dataset() (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) fit_from_prediction() (darts.ad.scorers.kmeans_scorer.KMeansScorer method) (darts.ad.scorers.pyod_scorer.PyODScorer method) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer method) fit_transform() (darts.dataprocessing.pipeline.Pipeline method) (darts.dataprocessing.transformers.boxcox.BoxCox method) (darts.dataprocessing.transformers.diff.Diff method) (darts.dataprocessing.transformers.fittable_data_transformer.FittableDataTransformer method) (darts.dataprocessing.transformers.midas.MIDAS method) (darts.dataprocessing.transformers.reconciliation.MinTReconciliator method) (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator method) (darts.dataprocessing.transformers.scaler.Scaler method) (darts.dataprocessing.transformers.static_covariates_transformer.StaticCovariatesTransformer method) fittable (darts.dataprocessing.pipeline.Pipeline property) FittableDataTransformer (class in darts.dataprocessing.transformers.fittable_data_transformer) force_plot_from_ts() (darts.explainability.shap_explainer.ShapExplainer method) FORECASTING_CLASSIFIER (darts.utils.utils.ModelType attribute) FORECASTING_REGRESSOR (darts.utils.utils.ModelType attribute) ForecastingAnomalyModel (class in darts.ad.anomaly_model.forecasting_am) forward() (darts.models.forecasting.block_rnn_model.CustomBlockRNNModule method) (darts.models.forecasting.rnn_model.CustomRNNModule method) (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d method) (darts.utils.losses.MAELoss method) (darts.utils.losses.MapeLoss method) (darts.utils.losses.SmapeLoss method) (darts.utils.torch.MonteCarloDropout method) FourTheta (class in darts.models.forecasting.theta) freq (darts.timeseries.TimeSeries property) freq_str (darts.timeseries.TimeSeries property) from_csv() (darts.timeseries.TimeSeries class method) from_dataframe() (darts.timeseries.TimeSeries class method) from_group_dataframe() (darts.timeseries.TimeSeries class method) from_json() (darts.timeseries.TimeSeries class method) from_pickle() (darts.timeseries.TimeSeries class method) from_series() (darts.timeseries.TimeSeries class method) from_times_and_values() (darts.timeseries.TimeSeries class method) from_values() (darts.timeseries.TimeSeries class method) from_xarray() (darts.timeseries.TimeSeries class method) future_components (darts.dataprocessing.encoders.encoders.SequentialEncoder property) future_encoders (darts.dataprocessing.encoders.encoders.SequentialEncoder property) future_transformer (darts.dataprocessing.encoders.encoders.SequentialEncoder property) FutureCallableIndexEncoder (class in darts.dataprocessing.encoders.encoders) FutureCovariatesIndexGenerator (class in darts.dataprocessing.encoders.encoder_base) FutureCyclicEncoder (class in darts.dataprocessing.encoders.encoders) FutureDatetimeAttributeEncoder (class in darts.dataprocessing.encoders.encoders) FutureIntegerIndexEncoder (class in darts.dataprocessing.encoders.encoders)

G

GammaLikelihood (class in darts.utils.likelihood_models.torch) GammaNLLScorer (class in darts.ad.scorers.nll_gamma_scorer) gaps() (darts.timeseries.TimeSeries method) GasRateCO2Dataset (class in darts.datasets.datasets) gaussian_timeseries() (in module darts.utils.timeseries_generation) GaussianLikelihood (class in darts.utils.likelihood_models.sklearn) (class in darts.utils.likelihood_models.torch) GaussianNLLScorer (class in darts.ad.scorers.nll_gaussian_scorer) GaussianProcessFilter (class in darts.models.filtering.gaussian_process_filter) generate_fit_encodings() (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.baselines.NaiveDrift method) (darts.models.forecasting.baselines.NaiveEnsembleModel method) (darts.models.forecasting.baselines.NaiveMean method) (darts.models.forecasting.baselines.NaiveMovingAverage method) (darts.models.forecasting.baselines.NaiveSeasonal method) (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.catboost_model.CatBoostClassifierModel method) (darts.models.forecasting.catboost_model.CatBoostModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.conformal_models.ConformalModel method) (darts.models.forecasting.conformal_models.ConformalNaiveModel method) (darts.models.forecasting.conformal_models.ConformalQRModel method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing method) (darts.models.forecasting.fft.FFT method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.kalman_forecaster.KalmanForecaster method) (darts.models.forecasting.lgbm.LightGBMClassifierModel method) (darts.models.forecasting.lgbm.LightGBMModel method) (darts.models.forecasting.linear_regression_model.LinearRegressionModel method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.prophet_model.Prophet method) (darts.models.forecasting.random_forest.RandomForest method) (darts.models.forecasting.random_forest.RandomForestModel method) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.AutoARIMA method) (darts.models.forecasting.sf_auto_ces.AutoCES method) (darts.models.forecasting.sf_auto_ets.AutoETS method) (darts.models.forecasting.sf_auto_mfles.AutoMFLES method) (darts.models.forecasting.sf_auto_tbats.AutoTBATS method) (darts.models.forecasting.sf_auto_theta.AutoTheta method) (darts.models.forecasting.sf_croston.Croston method) (darts.models.forecasting.sf_model.StatsForecastModel method) (darts.models.forecasting.sf_tbats.TBATS method) (darts.models.forecasting.sklearn_model.RegressionModel method) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel method) (darts.models.forecasting.sklearn_model.SKLearnModel method) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.theta.FourTheta method) (darts.models.forecasting.theta.Theta method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) (darts.models.forecasting.varima.VARIMA method) (darts.models.forecasting.xgboost.XGBClassifierModel method) (darts.models.forecasting.xgboost.XGBModel method) generate_fit_predict_encodings() (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.baselines.NaiveDrift method) (darts.models.forecasting.baselines.NaiveEnsembleModel method) (darts.models.forecasting.baselines.NaiveMean method) (darts.models.forecasting.baselines.NaiveMovingAverage method) (darts.models.forecasting.baselines.NaiveSeasonal method) (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.catboost_model.CatBoostClassifierModel method) (darts.models.forecasting.catboost_model.CatBoostModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.conformal_models.ConformalModel method) (darts.models.forecasting.conformal_models.ConformalNaiveModel method) (darts.models.forecasting.conformal_models.ConformalQRModel method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing method) (darts.models.forecasting.fft.FFT method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.kalman_forecaster.KalmanForecaster method) (darts.models.forecasting.lgbm.LightGBMClassifierModel method) (darts.models.forecasting.lgbm.LightGBMModel method) (darts.models.forecasting.linear_regression_model.LinearRegressionModel method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.prophet_model.Prophet method) (darts.models.forecasting.random_forest.RandomForest method) (darts.models.forecasting.random_forest.RandomForestModel method) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.AutoARIMA method) (darts.models.forecasting.sf_auto_ces.AutoCES method) (darts.models.forecasting.sf_auto_ets.AutoETS method) (darts.models.forecasting.sf_auto_mfles.AutoMFLES method) (darts.models.forecasting.sf_auto_tbats.AutoTBATS method) (darts.models.forecasting.sf_auto_theta.AutoTheta method) (darts.models.forecasting.sf_croston.Croston method) (darts.models.forecasting.sf_model.StatsForecastModel method) (darts.models.forecasting.sf_tbats.TBATS method) (darts.models.forecasting.sklearn_model.RegressionModel method) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel method) (darts.models.forecasting.sklearn_model.SKLearnModel method) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.theta.FourTheta method) (darts.models.forecasting.theta.Theta method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) (darts.models.forecasting.varima.VARIMA method) (darts.models.forecasting.xgboost.XGBClassifierModel method) (darts.models.forecasting.xgboost.XGBModel method) generate_index() (in module darts.utils.utils) generate_inference_idx() (darts.dataprocessing.encoders.encoder_base.CovariatesIndexGenerator method) (darts.dataprocessing.encoders.encoder_base.FutureCovariatesIndexGenerator method) (darts.dataprocessing.encoders.encoder_base.PastCovariatesIndexGenerator method) generate_predict_encodings() (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.baselines.NaiveDrift method) (darts.models.forecasting.baselines.NaiveEnsembleModel method) (darts.models.forecasting.baselines.NaiveMean method) (darts.models.forecasting.baselines.NaiveMovingAverage method) (darts.models.forecasting.baselines.NaiveSeasonal method) (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.catboost_model.CatBoostClassifierModel method) (darts.models.forecasting.catboost_model.CatBoostModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.conformal_models.ConformalModel method) (darts.models.forecasting.conformal_models.ConformalNaiveModel method) (darts.models.forecasting.conformal_models.ConformalQRModel method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing method) (darts.models.forecasting.fft.FFT method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.kalman_forecaster.KalmanForecaster method) (darts.models.forecasting.lgbm.LightGBMClassifierModel method) (darts.models.forecasting.lgbm.LightGBMModel method) (darts.models.forecasting.linear_regression_model.LinearRegressionModel method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.prophet_model.Prophet method) (darts.models.forecasting.random_forest.RandomForest method) (darts.models.forecasting.random_forest.RandomForestModel method) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.AutoARIMA method) (darts.models.forecasting.sf_auto_ces.AutoCES method) (darts.models.forecasting.sf_auto_ets.AutoETS method) (darts.models.forecasting.sf_auto_mfles.AutoMFLES method) (darts.models.forecasting.sf_auto_tbats.AutoTBATS method) (darts.models.forecasting.sf_auto_theta.AutoTheta method) (darts.models.forecasting.sf_croston.Croston method) (darts.models.forecasting.sf_model.StatsForecastModel method) (darts.models.forecasting.sf_tbats.TBATS method) (darts.models.forecasting.sklearn_model.RegressionModel method) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel method) (darts.models.forecasting.sklearn_model.SKLearnModel method) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.theta.FourTheta method) (darts.models.forecasting.theta.Theta method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) (darts.models.forecasting.varima.VARIMA method) (darts.models.forecasting.xgboost.XGBClassifierModel method) (darts.models.forecasting.xgboost.XGBModel method)

generate_train_idx() (darts.dataprocessing.encoders.encoder_base.CovariatesIndexGenerator method) (darts.dataprocessing.encoders.encoder_base.FutureCovariatesIndexGenerator method) (darts.dataprocessing.encoders.encoder_base.PastCovariatesIndexGenerator method) generate_train_inference_idx() (darts.dataprocessing.encoders.encoder_base.CovariatesIndexGenerator method) (darts.dataprocessing.encoders.encoder_base.FutureCovariatesIndexGenerator method) (darts.dataprocessing.encoders.encoder_base.PastCovariatesIndexGenerator method) GeometricLikelihood (class in darts.utils.likelihood_models.torch) get_attention() (darts.explainability.explainability_result.TFTExplainabilityResult method) get_decoder_importance() (darts.explainability.explainability_result.TFTExplainabilityResult method) get_embedding_size() (in module darts.models.forecasting.tft_submodels) get_encoder_importance() (darts.explainability.explainability_result.TFTExplainabilityResult method) get_estimator() (darts.models.forecasting.catboost_model.CatBoostClassifierModel method) (darts.models.forecasting.catboost_model.CatBoostModel method) (darts.models.forecasting.lgbm.LightGBMClassifierModel method) (darts.models.forecasting.lgbm.LightGBMModel method) (darts.models.forecasting.linear_regression_model.LinearRegressionModel method) (darts.models.forecasting.random_forest.RandomForest method) (darts.models.forecasting.random_forest.RandomForestModel method) (darts.models.forecasting.sklearn_model.RegressionModel method) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel method) (darts.models.forecasting.sklearn_model.SKLearnModel method) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures method) (darts.models.forecasting.xgboost.XGBClassifierModel method) (darts.models.forecasting.xgboost.XGBModel method) get_explanation() (darts.explainability.explainability_result.ComponentBasedExplainabilityResult method) (darts.explainability.explainability_result.HorizonBasedExplainabilityResult method) (darts.explainability.explainability_result.ShapExplainabilityResult method) (darts.explainability.explainability_result.TFTExplainabilityResult method) get_feature_importances() (darts.explainability.explainability_result.TFTExplainabilityResult method) get_feature_values() (darts.explainability.explainability_result.ShapExplainabilityResult method) get_index_at_point() (darts.timeseries.TimeSeries method) get_matrices() (darts.dataprocessing.transformers.reconciliation.MinTReconciliator static method) get_projection_matrix() (darts.dataprocessing.transformers.reconciliation.BottomUpReconciliator static method) (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator static method) get_shap_explanation_object() (darts.explainability.explainability_result.ShapExplainabilityResult method) get_static_covariates_importance() (darts.explainability.explainability_result.TFTExplainabilityResult method) get_timestamp_at_point() (darts.timeseries.TimeSeries method) GlobalNaiveAggregate (class in darts.models.forecasting.global_baseline_models) GlobalNaiveDrift (class in darts.models.forecasting.global_baseline_models) GlobalNaiveSeasonal (class in darts.models.forecasting.global_baseline_models) granger_causality_tests() (in module darts.utils.statistics) gridsearch() (darts.models.forecasting.arima.ARIMA class method) (darts.models.forecasting.baselines.NaiveDrift class method) (darts.models.forecasting.baselines.NaiveEnsembleModel class method) (darts.models.forecasting.baselines.NaiveMean class method) (darts.models.forecasting.baselines.NaiveMovingAverage class method) (darts.models.forecasting.baselines.NaiveSeasonal class method) (darts.models.forecasting.block_rnn_model.BlockRNNModel class method) (darts.models.forecasting.catboost_model.CatBoostClassifierModel class method) (darts.models.forecasting.catboost_model.CatBoostModel class method) (darts.models.forecasting.chronos2_model.Chronos2Model class method) (darts.models.forecasting.conformal_models.ConformalModel class method) (darts.models.forecasting.conformal_models.ConformalNaiveModel class method) (darts.models.forecasting.conformal_models.ConformalQRModel class method) (darts.models.forecasting.dlinear.DLinearModel class method) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing class method) (darts.models.forecasting.fft.FFT class method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate class method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift class method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal class method) (darts.models.forecasting.kalman_forecaster.KalmanForecaster class method) (darts.models.forecasting.lgbm.LightGBMClassifierModel class method) (darts.models.forecasting.lgbm.LightGBMModel class method) (darts.models.forecasting.linear_regression_model.LinearRegressionModel class method) (darts.models.forecasting.nbeats.NBEATSModel class method) (darts.models.forecasting.nhits.NHiTSModel class method) (darts.models.forecasting.nlinear.NLinearModel class method) (darts.models.forecasting.prophet_model.Prophet class method) (darts.models.forecasting.random_forest.RandomForest class method) (darts.models.forecasting.random_forest.RandomForestModel class method) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel class method) (darts.models.forecasting.rnn_model.RNNModel class method) (darts.models.forecasting.sf_auto_arima.AutoARIMA class method) (darts.models.forecasting.sf_auto_ces.AutoCES class method) (darts.models.forecasting.sf_auto_ets.AutoETS class method) (darts.models.forecasting.sf_auto_mfles.AutoMFLES class method) (darts.models.forecasting.sf_auto_tbats.AutoTBATS class method) (darts.models.forecasting.sf_auto_theta.AutoTheta class method) (darts.models.forecasting.sf_croston.Croston class method) (darts.models.forecasting.sf_model.StatsForecastModel class method) (darts.models.forecasting.sf_tbats.TBATS class method) (darts.models.forecasting.sklearn_model.RegressionModel class method) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel class method) (darts.models.forecasting.sklearn_model.SKLearnModel class method) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures class method) (darts.models.forecasting.tcn_model.TCNModel class method) (darts.models.forecasting.tft_model.TFTModel class method) (darts.models.forecasting.theta.FourTheta class method) (darts.models.forecasting.theta.Theta class method) (darts.models.forecasting.tide_model.TiDEModel class method) (darts.models.forecasting.transformer_model.TransformerModel class method) (darts.models.forecasting.tsmixer_model.TSMixerModel class method) (darts.models.forecasting.varima.VARIMA class method) (darts.models.forecasting.xgboost.XGBClassifierModel class method) (darts.models.forecasting.xgboost.XGBModel class method) gtz() (in module darts.dataprocessing.dtw.window) GumbelLikelihood (class in darts.utils.likelihood_models.torch)

H

HalfNormalLikelihood (class in darts.utils.likelihood_models.torch) has_datetime_index (darts.timeseries.TimeSeries property) has_hierarchy (darts.timeseries.TimeSeries property) has_metadata (darts.timeseries.TimeSeries property) has_range_index (darts.timeseries.TimeSeries property) has_same_time_as() (darts.timeseries.TimeSeries method) has_static_covariates (darts.timeseries.TimeSeries property) head() (darts.timeseries.TimeSeries method) HeartRateDataset (class in darts.datasets.datasets) hierarchy (darts.timeseries.TimeSeries property) high_threshold (darts.ad.detectors.iqr_detector.IQRDetector property) (darts.ad.detectors.quantile_detector.QuantileDetector property) (darts.ad.detectors.threshold_detector.ThresholdDetector property) historical_forecasts() (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.baselines.NaiveDrift method) (darts.models.forecasting.baselines.NaiveEnsembleModel method) (darts.models.forecasting.baselines.NaiveMean method) (darts.models.forecasting.baselines.NaiveMovingAverage method) (darts.models.forecasting.baselines.NaiveSeasonal method) (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.catboost_model.CatBoostClassifierModel method) (darts.models.forecasting.catboost_model.CatBoostModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.conformal_models.ConformalModel method) (darts.models.forecasting.conformal_models.ConformalNaiveModel method) (darts.models.forecasting.conformal_models.ConformalQRModel method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing method) (darts.models.forecasting.fft.FFT method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.kalman_forecaster.KalmanForecaster method) (darts.models.forecasting.lgbm.LightGBMClassifierModel method) (darts.models.forecasting.lgbm.LightGBMModel method) (darts.models.forecasting.linear_regression_model.LinearRegressionModel method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.prophet_model.Prophet method) (darts.models.forecasting.random_forest.RandomForest method) (darts.models.forecasting.random_forest.RandomForestModel method) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.AutoARIMA method) (darts.models.forecasting.sf_auto_ces.AutoCES method) (darts.models.forecasting.sf_auto_ets.AutoETS method) (darts.models.forecasting.sf_auto_mfles.AutoMFLES method) (darts.models.forecasting.sf_auto_tbats.AutoTBATS method) (darts.models.forecasting.sf_auto_theta.AutoTheta method) (darts.models.forecasting.sf_croston.Croston method) (darts.models.forecasting.sf_model.StatsForecastModel method) (darts.models.forecasting.sf_tbats.TBATS method) (darts.models.forecasting.sklearn_model.RegressionModel method) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel method) (darts.models.forecasting.sklearn_model.SKLearnModel method) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.theta.FourTheta method) (darts.models.forecasting.theta.Theta method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) (darts.models.forecasting.varima.VARIMA method) (darts.models.forecasting.xgboost.XGBClassifierModel method) (darts.models.forecasting.xgboost.XGBModel method)

holidays_timeseries() (in module darts.utils.timeseries_generation) HorizonBasedExplainabilityResult (class in darts.explainability.explainability_result) HorizonBasedTorchTrainingDataset (class in darts.utils.data.torch_datasets.training_dataset)

I

ic() (in module darts.metrics.metrics) IceCreamHeaterDataset (class in darts.datasets.datasets) ILINetDataset (class in darts.datasets.datasets) incs_qr() (in module darts.metrics.metrics) init_predict_tqdm() (darts.utils.callbacks.TFMProgressBar method) init_sanity_tqdm() (darts.utils.callbacks.TFMProgressBar method) init_size() (darts.dataprocessing.dtw.window.CRWindow method) (darts.dataprocessing.dtw.window.Itakura method) (darts.dataprocessing.dtw.window.NoWindow method) (darts.dataprocessing.dtw.window.SakoeChiba method) (darts.dataprocessing.dtw.window.Window method) init_train_tqdm() (darts.utils.callbacks.TFMProgressBar method) init_validation_tqdm() (darts.utils.callbacks.TFMProgressBar method) inplace (darts.utils.torch.MonteCarloDropout attribute) input_chunk_length (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) IntegerIndexEncoder (class in darts.dataprocessing.encoders.encoders) interval_support() (in module darts.metrics.utils) inverse_transform() (darts.dataprocessing.pipeline.Pipeline method) (darts.dataprocessing.transformers.boxcox.BoxCox method) (darts.dataprocessing.transformers.diff.Diff method) (darts.dataprocessing.transformers.invertible_data_transformer.InvertibleDataTransformer method) (darts.dataprocessing.transformers.mappers.InvertibleMapper method) (darts.dataprocessing.transformers.midas.MIDAS method) (darts.dataprocessing.transformers.scaler.Scaler method) (darts.dataprocessing.transformers.static_covariates_transformer.StaticCovariatesTransformer method) invertible (darts.dataprocessing.pipeline.Pipeline property) InvertibleDataTransformer (class in darts.dataprocessing.transformers.invertible_data_transformer) InvertibleMapper (class in darts.dataprocessing.transformers.mappers)

IQRDetector (class in darts.ad.detectors.iqr_detector) is_deterministic (darts.timeseries.TimeSeries property) is_probabilistic (darts.ad.scorers.difference_scorer.DifferenceScorer property) (darts.ad.scorers.kmeans_scorer.KMeansScorer property) (darts.ad.scorers.nll_cauchy_scorer.CauchyNLLScorer property) (darts.ad.scorers.nll_exponential_scorer.ExponentialNLLScorer property) (darts.ad.scorers.nll_gamma_scorer.GammaNLLScorer property) (darts.ad.scorers.nll_gaussian_scorer.GaussianNLLScorer property) (darts.ad.scorers.nll_laplace_scorer.LaplaceNLLScorer property) (darts.ad.scorers.nll_poisson_scorer.PoissonNLLScorer property) (darts.ad.scorers.norm_scorer.NormScorer property) (darts.ad.scorers.pyod_scorer.PyODScorer property) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer property) (darts.timeseries.TimeSeries property) is_stochastic (darts.timeseries.TimeSeries property) is_trainable (darts.ad.scorers.difference_scorer.DifferenceScorer property) (darts.ad.scorers.kmeans_scorer.KMeansScorer property) (darts.ad.scorers.nll_cauchy_scorer.CauchyNLLScorer property) (darts.ad.scorers.nll_exponential_scorer.ExponentialNLLScorer property) (darts.ad.scorers.nll_gamma_scorer.GammaNLLScorer property) (darts.ad.scorers.nll_gaussian_scorer.GaussianNLLScorer property) (darts.ad.scorers.nll_laplace_scorer.LaplaceNLLScorer property) (darts.ad.scorers.nll_poisson_scorer.PoissonNLLScorer property) (darts.ad.scorers.norm_scorer.NormScorer property) (darts.ad.scorers.pyod_scorer.PyODScorer property) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer property) is_univariate (darts.ad.scorers.difference_scorer.DifferenceScorer property) (darts.ad.scorers.kmeans_scorer.KMeansScorer property) (darts.ad.scorers.nll_cauchy_scorer.CauchyNLLScorer property) (darts.ad.scorers.nll_exponential_scorer.ExponentialNLLScorer property) (darts.ad.scorers.nll_gamma_scorer.GammaNLLScorer property) (darts.ad.scorers.nll_gaussian_scorer.GaussianNLLScorer property) (darts.ad.scorers.nll_laplace_scorer.LaplaceNLLScorer property) (darts.ad.scorers.nll_poisson_scorer.PoissonNLLScorer property) (darts.ad.scorers.norm_scorer.NormScorer property) (darts.ad.scorers.pyod_scorer.PyODScorer property) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer property) (darts.timeseries.TimeSeries property) is_within_range() (darts.timeseries.TimeSeries method) Itakura (class in darts.dataprocessing.dtw.window) iw() (in module darts.metrics.metrics) iws() (in module darts.metrics.metrics)

K

KalmanFilter (class in darts.models.filtering.kalman_filter) KalmanForecaster (class in darts.models.forecasting.kalman_forecaster)

KMeansScorer (class in darts.ad.scorers.kmeans_scorer) kurtosis() (darts.timeseries.TimeSeries method)

L

lagged_feature_names (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property) lagged_label_names (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property) LaplaceLikelihood (class in darts.utils.likelihood_models.torch) LaplaceNLLScorer (class in darts.ad.scorers.nll_laplace_scorer) last_value() (darts.timeseries.TimeSeries method) last_values() (darts.timeseries.TimeSeries method) length (darts.dataprocessing.dtw.window.CRWindow attribute) (darts.dataprocessing.dtw.window.Itakura attribute) (darts.dataprocessing.dtw.window.SakoeChiba attribute) LightGBMClassifierModel (class in darts.models.forecasting.lgbm) LightGBMModel (class in darts.models.forecasting.lgbm) likelihood (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property) LINEAR (darts.utils.utils.TrendMode attribute) linear_timeseries() (in module darts.utils.timeseries_generation) LinearRegressionModel (class in darts.models.forecasting.linear_regression_model) load() (darts.datasets.datasets.AirPassengersDataset method) (darts.datasets.datasets.AusBeerDataset method) (darts.datasets.datasets.AustralianTourismDataset method) (darts.datasets.datasets.ElectricityConsumptionZurichDataset method) (darts.datasets.datasets.ElectricityDataset method) (darts.datasets.datasets.EnergyDataset method) (darts.datasets.datasets.ETTh1Dataset method) (darts.datasets.datasets.ETTh2Dataset method) (darts.datasets.datasets.ETTm1Dataset method) (darts.datasets.datasets.ETTm2Dataset method) (darts.datasets.datasets.ExchangeRateDataset method) (darts.datasets.datasets.GasRateCO2Dataset method) (darts.datasets.datasets.HeartRateDataset method) (darts.datasets.datasets.IceCreamHeaterDataset method) (darts.datasets.datasets.ILINetDataset method) (darts.datasets.datasets.MonthlyMilkDataset method) (darts.datasets.datasets.MonthlyMilkIncompleteDataset method) (darts.datasets.datasets.SunspotsDataset method) (darts.datasets.datasets.TaxiNewYorkDataset method) (darts.datasets.datasets.TaylorDataset method) (darts.datasets.datasets.TemperatureDataset method) (darts.datasets.datasets.TrafficDataset method) (darts.datasets.datasets.UberTLCDataset method) (darts.datasets.datasets.USGasolineDataset method) (darts.datasets.datasets.WeatherDataset method) (darts.datasets.datasets.WineDataset method) (darts.datasets.datasets.WoolyDataset method) (darts.models.forecasting.arima.ARIMA static method) (darts.models.forecasting.baselines.NaiveDrift static method) (darts.models.forecasting.baselines.NaiveEnsembleModel static method) (darts.models.forecasting.baselines.NaiveMean static method) (darts.models.forecasting.baselines.NaiveMovingAverage static method) (darts.models.forecasting.baselines.NaiveSeasonal static method) (darts.models.forecasting.block_rnn_model.BlockRNNModel static method) (darts.models.forecasting.catboost_model.CatBoostClassifierModel static method) (darts.models.forecasting.catboost_model.CatBoostModel static method) (darts.models.forecasting.chronos2_model.Chronos2Model static method) (darts.models.forecasting.conformal_models.ConformalModel static method) (darts.models.forecasting.conformal_models.ConformalNaiveModel static method) (darts.models.forecasting.conformal_models.ConformalQRModel static method) (darts.models.forecasting.dlinear.DLinearModel static method) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing static method) (darts.models.forecasting.fft.FFT static method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate static method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift static method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal static method) (darts.models.forecasting.kalman_forecaster.KalmanForecaster static method) (darts.models.forecasting.lgbm.LightGBMClassifierModel static method) (darts.models.forecasting.lgbm.LightGBMModel static method) (darts.models.forecasting.linear_regression_model.LinearRegressionModel static method) (darts.models.forecasting.nbeats.NBEATSModel static method) (darts.models.forecasting.nhits.NHiTSModel static method) (darts.models.forecasting.nlinear.NLinearModel static method) (darts.models.forecasting.prophet_model.Prophet static method) (darts.models.forecasting.random_forest.RandomForest static method) (darts.models.forecasting.random_forest.RandomForestModel static method) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel static method) (darts.models.forecasting.rnn_model.RNNModel static method) (darts.models.forecasting.sf_auto_arima.AutoARIMA static method) (darts.models.forecasting.sf_auto_ces.AutoCES static method) (darts.models.forecasting.sf_auto_ets.AutoETS static method) (darts.models.forecasting.sf_auto_mfles.AutoMFLES static method) (darts.models.forecasting.sf_auto_tbats.AutoTBATS static method) (darts.models.forecasting.sf_auto_theta.AutoTheta static method) (darts.models.forecasting.sf_croston.Croston static method) (darts.models.forecasting.sf_model.StatsForecastModel static method) (darts.models.forecasting.sf_tbats.TBATS static method) (darts.models.forecasting.sklearn_model.RegressionModel static method) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel static method) (darts.models.forecasting.sklearn_model.SKLearnModel static method) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures static method) (darts.models.forecasting.tcn_model.TCNModel static method) (darts.models.forecasting.tft_model.TFTModel static method) (darts.models.forecasting.theta.FourTheta static method) (darts.models.forecasting.theta.Theta static method) (darts.models.forecasting.tide_model.TiDEModel static method) (darts.models.forecasting.transformer_model.TransformerModel static method) (darts.models.forecasting.tsmixer_model.TSMixerModel static method) (darts.models.forecasting.varima.VARIMA static method) (darts.models.forecasting.xgboost.XGBClassifierModel static method) (darts.models.forecasting.xgboost.XGBModel static method)

load_from_checkpoint() (darts.models.forecasting.block_rnn_model.BlockRNNModel static method) (darts.models.forecasting.chronos2_model.Chronos2Model static method) (darts.models.forecasting.dlinear.DLinearModel static method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate static method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift static method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal static method) (darts.models.forecasting.nbeats.NBEATSModel static method) (darts.models.forecasting.nhits.NHiTSModel static method) (darts.models.forecasting.nlinear.NLinearModel static method) (darts.models.forecasting.rnn_model.RNNModel static method) (darts.models.forecasting.tcn_model.TCNModel static method) (darts.models.forecasting.tft_model.TFTModel static method) (darts.models.forecasting.tide_model.TiDEModel static method) (darts.models.forecasting.transformer_model.TransformerModel static method) (darts.models.forecasting.tsmixer_model.TSMixerModel static method) load_weights() (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) load_weights_from_checkpoint() (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) LogNormalLikelihood (class in darts.utils.likelihood_models.torch) longest_contiguous_slice() (darts.timeseries.TimeSeries method) low_threshold (darts.ad.detectors.iqr_detector.IQRDetector property) (darts.ad.detectors.quantile_detector.QuantileDetector property) (darts.ad.detectors.threshold_detector.ThresholdDetector property) lr_find() (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method)

M

m (darts.dataprocessing.dtw.cost_matrix.CostMatrix attribute) (darts.dataprocessing.dtw.cost_matrix.SparseCostMatrix attribute) (darts.dataprocessing.dtw.dtw.DTWAlignment attribute) (darts.dataprocessing.dtw.window.CRWindow attribute) (darts.dataprocessing.dtw.window.Itakura attribute) (darts.dataprocessing.dtw.window.NoWindow attribute) (darts.dataprocessing.dtw.window.SakoeChiba attribute) (darts.dataprocessing.dtw.window.Window attribute) mae() (in module darts.metrics.metrics) MAELoss (class in darts.utils.losses) map() (darts.timeseries.TimeSeries method) mape() (in module darts.metrics.metrics) MapeLoss (class in darts.utils.losses) Mapper (class in darts.dataprocessing.transformers.mappers) marre() (in module darts.metrics.metrics) mase() (in module darts.metrics.metrics) max() (darts.timeseries.TimeSeries method) mc_dropout_enabled (darts.utils.torch.MonteCarloDropout property) mean() (darts.timeseries.TimeSeries method) mean_distance() (darts.dataprocessing.dtw.dtw.DTWAlignment method) median() (darts.timeseries.TimeSeries method) merr() (in module darts.metrics.metrics) metadata (darts.timeseries.TimeSeries property) mic() (in module darts.metrics.metrics) MIDAS (class in darts.dataprocessing.transformers.midas) min() (darts.timeseries.TimeSeries method) min_train_samples (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property) mincs_qr() (in module darts.metrics.metrics) MinTReconciliator (class in darts.dataprocessing.transformers.reconciliation) missing_values_ratio() (in module darts.utils.missing_values) MissingValuesFiller (class in darts.dataprocessing.transformers.missing_values_filler) miw() (in module darts.metrics.metrics) miws() (in module darts.metrics.metrics) model (darts.explainability.shap_explainer.ShapExplainer attribute) (darts.explainability.tft_explainer.TFTExplainer attribute) (darts.models.forecasting.catboost_model.CatBoostClassifierModel attribute) (darts.models.forecasting.lgbm.LightGBMClassifierModel attribute) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel attribute) (darts.models.forecasting.xgboost.XGBClassifierModel attribute) model_created (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) model_params (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property)

ModelMode (class in darts.utils.utils) ModelType (class in darts.utils.utils) module darts.ad.aggregators.and_aggregator darts.ad.aggregators.ensemble_sklearn_aggregator darts.ad.aggregators.or_aggregator darts.ad.anomaly_model.filtering_am darts.ad.anomaly_model.forecasting_am darts.ad.detectors.iqr_detector darts.ad.detectors.quantile_detector darts.ad.detectors.threshold_detector darts.ad.scorers.difference_scorer darts.ad.scorers.kmeans_scorer darts.ad.scorers.nll_cauchy_scorer darts.ad.scorers.nll_exponential_scorer darts.ad.scorers.nll_gamma_scorer darts.ad.scorers.nll_gaussian_scorer darts.ad.scorers.nll_laplace_scorer darts.ad.scorers.nll_poisson_scorer darts.ad.scorers.norm_scorer darts.ad.scorers.pyod_scorer darts.ad.scorers.wasserstein_scorer darts.ad.utils darts.dataprocessing.dtw.cost_matrix darts.dataprocessing.dtw.dtw darts.dataprocessing.dtw.window darts.dataprocessing.encoders.encoder_base darts.dataprocessing.encoders.encoders darts.dataprocessing.pipeline darts.dataprocessing.transformers.base_data_transformer darts.dataprocessing.transformers.boxcox darts.dataprocessing.transformers.diff darts.dataprocessing.transformers.fittable_data_transformer darts.dataprocessing.transformers.invertible_data_transformer darts.dataprocessing.transformers.mappers darts.dataprocessing.transformers.midas darts.dataprocessing.transformers.missing_values_filler darts.dataprocessing.transformers.reconciliation darts.dataprocessing.transformers.scaler darts.dataprocessing.transformers.static_covariates_transformer darts.dataprocessing.transformers.window_transformer darts.datasets.datasets darts.explainability.explainability_result darts.explainability.shap_explainer darts.explainability.tft_explainer darts.metrics.metrics darts.metrics.utils darts.models.filtering.gaussian_process_filter darts.models.filtering.kalman_filter darts.models.filtering.moving_average_filter darts.models.forecasting.arima darts.models.forecasting.baselines darts.models.forecasting.block_rnn_model darts.models.forecasting.catboost_model darts.models.forecasting.chronos2_model darts.models.forecasting.conformal_models darts.models.forecasting.dlinear darts.models.forecasting.exponential_smoothing darts.models.forecasting.fft darts.models.forecasting.global_baseline_models darts.models.forecasting.kalman_forecaster darts.models.forecasting.lgbm darts.models.forecasting.linear_regression_model darts.models.forecasting.nbeats darts.models.forecasting.nhits darts.models.forecasting.nlinear darts.models.forecasting.prophet_model darts.models.forecasting.random_forest darts.models.forecasting.regression_ensemble_model darts.models.forecasting.rnn_model darts.models.forecasting.sf_auto_arima darts.models.forecasting.sf_auto_ces darts.models.forecasting.sf_auto_ets darts.models.forecasting.sf_auto_mfles darts.models.forecasting.sf_auto_tbats darts.models.forecasting.sf_auto_theta darts.models.forecasting.sf_croston darts.models.forecasting.sf_model darts.models.forecasting.sf_tbats darts.models.forecasting.sklearn_model darts.models.forecasting.tcn_model darts.models.forecasting.tft_model darts.models.forecasting.tft_submodels darts.models.forecasting.theta darts.models.forecasting.tide_model darts.models.forecasting.transformer_model darts.models.forecasting.tsmixer_model darts.models.forecasting.varima darts.models.forecasting.xgboost darts.timeseries darts.utils.callbacks darts.utils.data.torch_datasets.inference_dataset darts.utils.data.torch_datasets.training_dataset darts.utils.likelihood_models.sklearn darts.utils.likelihood_models.statsforecast darts.utils.likelihood_models.torch darts.utils.losses darts.utils.missing_values darts.utils.model_selection darts.utils.statistics darts.utils.timeseries_generation darts.utils.torch darts.utils.utils momentum (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d attribute) MonteCarloDropout (class in darts.utils.torch) MonthlyMilkDataset (class in darts.datasets.datasets) MonthlyMilkIncompleteDataset (class in darts.datasets.datasets) MovingAverageFilter (class in darts.models.filtering.moving_average_filter) mql() (in module darts.metrics.metrics) mse() (in module darts.metrics.metrics) msse() (in module darts.metrics.metrics) multi_models (darts.models.forecasting.catboost_model.CatBoostClassifierModel attribute) (darts.models.forecasting.lgbm.LightGBMClassifierModel attribute) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel attribute) (darts.models.forecasting.xgboost.XGBClassifierModel attribute) multi_ts_support() (in module darts.metrics.utils) MULTIPLICATIVE (darts.utils.utils.ModelMode attribute) (darts.utils.utils.SeasonalityMode attribute) multivariate_support() (in module darts.metrics.utils)

N

n (darts.dataprocessing.dtw.cost_matrix.CostMatrix attribute) (darts.dataprocessing.dtw.cost_matrix.SparseCostMatrix attribute) (darts.dataprocessing.dtw.dtw.DTWAlignment attribute) (darts.dataprocessing.dtw.window.CRWindow attribute) (darts.dataprocessing.dtw.window.Itakura attribute) (darts.dataprocessing.dtw.window.NoWindow attribute) (darts.dataprocessing.dtw.window.SakoeChiba attribute) (darts.dataprocessing.dtw.window.Window attribute) n_components (darts.timeseries.TimeSeries property) n_samples (darts.timeseries.TimeSeries property) n_steps_between() (in module darts.utils.utils) n_timesteps (darts.timeseries.TimeSeries property) NaiveDrift (class in darts.models.forecasting.baselines) NaiveEnsembleModel (class in darts.models.forecasting.baselines) NaiveMean (class in darts.models.forecasting.baselines) NaiveMovingAverage (class in darts.models.forecasting.baselines) NaiveSeasonal (class in darts.models.forecasting.baselines) name (darts.dataprocessing.transformers.base_data_transformer.BaseDataTransformer property) (darts.dataprocessing.transformers.boxcox.BoxCox property) (darts.dataprocessing.transformers.diff.Diff property) (darts.dataprocessing.transformers.fittable_data_transformer.FittableDataTransformer property) (darts.dataprocessing.transformers.invertible_data_transformer.InvertibleDataTransformer property) (darts.dataprocessing.transformers.mappers.InvertibleMapper property) (darts.dataprocessing.transformers.mappers.Mapper property) (darts.dataprocessing.transformers.midas.MIDAS property) (darts.dataprocessing.transformers.missing_values_filler.MissingValuesFiller property) (darts.dataprocessing.transformers.reconciliation.BottomUpReconciliator property) (darts.dataprocessing.transformers.reconciliation.MinTReconciliator property) (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator property) (darts.dataprocessing.transformers.scaler.Scaler property) (darts.dataprocessing.transformers.static_covariates_transformer.StaticCovariatesTransformer property) (darts.dataprocessing.transformers.window_transformer.WindowTransformer property) NBEATSModel (class in darts.models.forecasting.nbeats)

NegativeBinomialLikelihood (class in darts.utils.likelihood_models.torch) NHiTSModel (class in darts.models.forecasting.nhits) NLinearModel (class in darts.models.forecasting.nlinear) NONE (darts.utils.utils.ModelMode attribute) (darts.utils.utils.SeasonalityMode attribute) NormScorer (class in darts.ad.scorers.norm_scorer) NotImportedModule (class in darts.utils.utils) NoWindow (class in darts.dataprocessing.dtw.window) num_features (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d attribute) num_parameters (darts.utils.likelihood_models.sklearn.ClassProbabilityLikelihood property) (darts.utils.likelihood_models.sklearn.GaussianLikelihood property) (darts.utils.likelihood_models.sklearn.PoissonLikelihood property) (darts.utils.likelihood_models.sklearn.QuantileRegression property) (darts.utils.likelihood_models.sklearn.SKLearnLikelihood property) (darts.utils.likelihood_models.statsforecast.QuantilePrediction property) (darts.utils.likelihood_models.torch.BernoulliLikelihood property) (darts.utils.likelihood_models.torch.BetaLikelihood property) (darts.utils.likelihood_models.torch.CauchyLikelihood property) (darts.utils.likelihood_models.torch.ContinuousBernoulliLikelihood property) (darts.utils.likelihood_models.torch.DirichletLikelihood property) (darts.utils.likelihood_models.torch.ExponentialLikelihood property) (darts.utils.likelihood_models.torch.GammaLikelihood property) (darts.utils.likelihood_models.torch.GaussianLikelihood property) (darts.utils.likelihood_models.torch.GeometricLikelihood property) (darts.utils.likelihood_models.torch.GumbelLikelihood property) (darts.utils.likelihood_models.torch.HalfNormalLikelihood property) (darts.utils.likelihood_models.torch.LaplaceLikelihood property) (darts.utils.likelihood_models.torch.LogNormalLikelihood property) (darts.utils.likelihood_models.torch.NegativeBinomialLikelihood property) (darts.utils.likelihood_models.torch.PoissonLikelihood property) (darts.utils.likelihood_models.torch.QuantileRegression property) (darts.utils.likelihood_models.torch.TorchLikelihood property) (darts.utils.likelihood_models.torch.WeibullLikelihood property)

O

ope() (in module darts.metrics.metrics) OrAggregator (class in darts.ad.aggregators.or_aggregator) output_chunk_length (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property)

output_chunk_shift (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property)

P

p (darts.utils.torch.MonteCarloDropout attribute) parameter_names (darts.utils.likelihood_models.sklearn.ClassProbabilityLikelihood property) (darts.utils.likelihood_models.sklearn.GaussianLikelihood property) (darts.utils.likelihood_models.sklearn.PoissonLikelihood property) (darts.utils.likelihood_models.sklearn.QuantileRegression property) (darts.utils.likelihood_models.sklearn.SKLearnLikelihood property) (darts.utils.likelihood_models.statsforecast.QuantilePrediction property) (darts.utils.likelihood_models.torch.BernoulliLikelihood property) (darts.utils.likelihood_models.torch.BetaLikelihood property) (darts.utils.likelihood_models.torch.CauchyLikelihood property) (darts.utils.likelihood_models.torch.ContinuousBernoulliLikelihood property) (darts.utils.likelihood_models.torch.DirichletLikelihood property) (darts.utils.likelihood_models.torch.ExponentialLikelihood property) (darts.utils.likelihood_models.torch.GammaLikelihood property) (darts.utils.likelihood_models.torch.GaussianLikelihood property) (darts.utils.likelihood_models.torch.GeometricLikelihood property) (darts.utils.likelihood_models.torch.GumbelLikelihood property) (darts.utils.likelihood_models.torch.HalfNormalLikelihood property) (darts.utils.likelihood_models.torch.LaplaceLikelihood property) (darts.utils.likelihood_models.torch.LogNormalLikelihood property) (darts.utils.likelihood_models.torch.NegativeBinomialLikelihood property) (darts.utils.likelihood_models.torch.PoissonLikelihood property) (darts.utils.likelihood_models.torch.QuantileRegression property) (darts.utils.likelihood_models.torch.TorchLikelihood property) (darts.utils.likelihood_models.torch.WeibullLikelihood property) past_components (darts.dataprocessing.encoders.encoders.SequentialEncoder property) past_encoders (darts.dataprocessing.encoders.encoders.SequentialEncoder property) past_transformer (darts.dataprocessing.encoders.encoders.SequentialEncoder property) PastCallableIndexEncoder (class in darts.dataprocessing.encoders.encoders) PastCovariatesIndexGenerator (class in darts.dataprocessing.encoders.encoder_base) PastCyclicEncoder (class in darts.dataprocessing.encoders.encoders) PastDatetimeAttributeEncoder (class in darts.dataprocessing.encoders.encoders) PastIntegerIndexEncoder (class in darts.dataprocessing.encoders.encoders) path() (darts.dataprocessing.dtw.dtw.DTWAlignment method) Pipeline (class in darts.dataprocessing.pipeline) plot() (darts.dataprocessing.dtw.dtw.DTWAlignment method) (darts.timeseries.TimeSeries method) plot_acf() (in module darts.utils.statistics) plot_alignment() (darts.dataprocessing.dtw.dtw.DTWAlignment method) plot_attention() (darts.explainability.tft_explainer.TFTExplainer method) plot_ccf() (in module darts.utils.statistics) plot_hist() (in module darts.utils.statistics) plot_pacf() (in module darts.utils.statistics) plot_residuals_analysis() (in module darts.utils.statistics) plot_variable_selection() (darts.explainability.tft_explainer.TFTExplainer method) PoissonLikelihood (class in darts.utils.likelihood_models.sklearn) (class in darts.utils.likelihood_models.torch) PoissonNLLScorer (class in darts.ad.scorers.nll_poisson_scorer) precision() (in module darts.metrics.metrics) predict() (darts.ad.aggregators.and_aggregator.AndAggregator method) (darts.ad.aggregators.ensemble_sklearn_aggregator.EnsembleSklearnAggregator method) (darts.ad.aggregators.or_aggregator.OrAggregator method) (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.baselines.NaiveDrift method) (darts.models.forecasting.baselines.NaiveEnsembleModel method) (darts.models.forecasting.baselines.NaiveMean method) (darts.models.forecasting.baselines.NaiveMovingAverage method) (darts.models.forecasting.baselines.NaiveSeasonal method) (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.catboost_model.CatBoostClassifierModel method) (darts.models.forecasting.catboost_model.CatBoostModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.conformal_models.ConformalModel method) (darts.models.forecasting.conformal_models.ConformalNaiveModel method) (darts.models.forecasting.conformal_models.ConformalQRModel method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing method) (darts.models.forecasting.fft.FFT method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.kalman_forecaster.KalmanForecaster method) (darts.models.forecasting.lgbm.LightGBMClassifierModel method) (darts.models.forecasting.lgbm.LightGBMModel method) (darts.models.forecasting.linear_regression_model.LinearRegressionModel method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.prophet_model.Prophet method) (darts.models.forecasting.random_forest.RandomForest method) (darts.models.forecasting.random_forest.RandomForestModel method) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.AutoARIMA method) (darts.models.forecasting.sf_auto_ces.AutoCES method) (darts.models.forecasting.sf_auto_ets.AutoETS method) (darts.models.forecasting.sf_auto_mfles.AutoMFLES method) (darts.models.forecasting.sf_auto_tbats.AutoTBATS method) (darts.models.forecasting.sf_auto_theta.AutoTheta method) (darts.models.forecasting.sf_croston.Croston method) (darts.models.forecasting.sf_model.StatsForecastModel method) (darts.models.forecasting.sf_tbats.TBATS method) (darts.models.forecasting.sklearn_model.RegressionModel method) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel method) (darts.models.forecasting.sklearn_model.SKLearnModel method) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.theta.FourTheta method) (darts.models.forecasting.theta.Theta method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) (darts.models.forecasting.varima.VARIMA method) (darts.models.forecasting.xgboost.XGBClassifierModel method) (darts.models.forecasting.xgboost.XGBModel method) (darts.utils.likelihood_models.sklearn.ClassProbabilityLikelihood method) (darts.utils.likelihood_models.sklearn.GaussianLikelihood method) (darts.utils.likelihood_models.sklearn.PoissonLikelihood method) (darts.utils.likelihood_models.sklearn.QuantileRegression method) (darts.utils.likelihood_models.sklearn.SKLearnLikelihood method) (darts.utils.likelihood_models.statsforecast.QuantilePrediction method)

predict_from_dataset() (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) predict_likelihood_parameters() (darts.utils.likelihood_models.sklearn.ClassProbabilityLikelihood method) (darts.utils.likelihood_models.sklearn.GaussianLikelihood method) (darts.utils.likelihood_models.sklearn.PoissonLikelihood method) (darts.utils.likelihood_models.sklearn.QuantileRegression method) (darts.utils.likelihood_models.sklearn.SKLearnLikelihood method) (darts.utils.likelihood_models.torch.BernoulliLikelihood method) (darts.utils.likelihood_models.torch.BetaLikelihood method) (darts.utils.likelihood_models.torch.CauchyLikelihood method) (darts.utils.likelihood_models.torch.ContinuousBernoulliLikelihood method) (darts.utils.likelihood_models.torch.DirichletLikelihood method) (darts.utils.likelihood_models.torch.ExponentialLikelihood method) (darts.utils.likelihood_models.torch.GammaLikelihood method) (darts.utils.likelihood_models.torch.GaussianLikelihood method) (darts.utils.likelihood_models.torch.GeometricLikelihood method) (darts.utils.likelihood_models.torch.GumbelLikelihood method) (darts.utils.likelihood_models.torch.HalfNormalLikelihood method) (darts.utils.likelihood_models.torch.LaplaceLikelihood method) (darts.utils.likelihood_models.torch.LogNormalLikelihood method) (darts.utils.likelihood_models.torch.NegativeBinomialLikelihood method) (darts.utils.likelihood_models.torch.PoissonLikelihood method) (darts.utils.likelihood_models.torch.QuantileRegression method) (darts.utils.likelihood_models.torch.TorchLikelihood method) (darts.utils.likelihood_models.torch.WeibullLikelihood method) predict_raw() (darts.models.forecasting.prophet_model.Prophet method) predict_series() (darts.ad.anomaly_model.filtering_am.FilteringAnomalyModel method) (darts.ad.anomaly_model.forecasting_am.ForecastingAnomalyModel method) prepend() (darts.timeseries.TimeSeries method) prepend_values() (darts.timeseries.TimeSeries method) Prophet (class in darts.models.forecasting.prophet_model) PyODScorer (class in darts.ad.scorers.pyod_scorer)

Q

ql() (in module darts.metrics.metrics) qr() (in module darts.metrics.metrics) quantile() (darts.timeseries.TimeSeries method)

QuantileDetector (class in darts.ad.detectors.quantile_detector) QuantilePrediction (class in darts.utils.likelihood_models.statsforecast) QuantileRegression (class in darts.utils.likelihood_models.sklearn) (class in darts.utils.likelihood_models.torch)

R

r2_score() (in module darts.metrics.metrics) random_component_values() (darts.timeseries.TimeSeries method) random_method() (in module darts.utils.torch) (in module darts.utils.utils) random_walk_timeseries() (in module darts.utils.timeseries_generation) RandomForest (class in darts.models.forecasting.random_forest) RandomForestModel (class in darts.models.forecasting.random_forest) recall() (in module darts.metrics.metrics) RegressionEnsembleModel (class in darts.models.forecasting.regression_ensemble_model) RegressionModel (class in darts.models.forecasting.sklearn_model) remove_from_series() (in module darts.utils.statistics) remove_seasonality() (in module darts.utils.statistics) remove_trend() (in module darts.utils.statistics) requires_fit (darts.dataprocessing.encoders.encoder_base.Encoder property) (darts.dataprocessing.encoders.encoder_base.SingleEncoder property) (darts.dataprocessing.encoders.encoders.CallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.CyclicTemporalEncoder property) (darts.dataprocessing.encoders.encoders.DatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.FutureCallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.FutureCyclicEncoder property) (darts.dataprocessing.encoders.encoders.FutureDatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.FutureIntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.IntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.PastCallableIndexEncoder property) (darts.dataprocessing.encoders.encoders.PastCyclicEncoder property) (darts.dataprocessing.encoders.encoders.PastDatetimeAttributeEncoder property) (darts.dataprocessing.encoders.encoders.PastIntegerIndexEncoder property) (darts.dataprocessing.encoders.encoders.SequentialEncoder property) resample() (darts.timeseries.TimeSeries method) rescale_with_value() (darts.timeseries.TimeSeries method) reset_model() (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) reset_parameters() (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d method) reset_running_stats() (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d method) residuals() (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.baselines.NaiveDrift method) (darts.models.forecasting.baselines.NaiveEnsembleModel method) (darts.models.forecasting.baselines.NaiveMean method) (darts.models.forecasting.baselines.NaiveMovingAverage method) (darts.models.forecasting.baselines.NaiveSeasonal method) (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.catboost_model.CatBoostClassifierModel method) (darts.models.forecasting.catboost_model.CatBoostModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.conformal_models.ConformalModel method) (darts.models.forecasting.conformal_models.ConformalNaiveModel method) (darts.models.forecasting.conformal_models.ConformalQRModel method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing method) (darts.models.forecasting.fft.FFT method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.kalman_forecaster.KalmanForecaster method) (darts.models.forecasting.lgbm.LightGBMClassifierModel method) (darts.models.forecasting.lgbm.LightGBMModel method) (darts.models.forecasting.linear_regression_model.LinearRegressionModel method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.prophet_model.Prophet method) (darts.models.forecasting.random_forest.RandomForest method) (darts.models.forecasting.random_forest.RandomForestModel method) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.AutoARIMA method) (darts.models.forecasting.sf_auto_ces.AutoCES method) (darts.models.forecasting.sf_auto_ets.AutoETS method) (darts.models.forecasting.sf_auto_mfles.AutoMFLES method) (darts.models.forecasting.sf_auto_tbats.AutoTBATS method) (darts.models.forecasting.sf_auto_theta.AutoTheta method) (darts.models.forecasting.sf_croston.Croston method) (darts.models.forecasting.sf_model.StatsForecastModel method) (darts.models.forecasting.sf_tbats.TBATS method) (darts.models.forecasting.sklearn_model.RegressionModel method) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel method) (darts.models.forecasting.sklearn_model.SKLearnModel method) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.theta.FourTheta method) (darts.models.forecasting.theta.Theta method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) (darts.models.forecasting.varima.VARIMA method) (darts.models.forecasting.xgboost.XGBClassifierModel method) (darts.models.forecasting.xgboost.XGBModel method)

rmse() (in module darts.metrics.metrics) rmsle() (in module darts.metrics.metrics) rmsse() (in module darts.metrics.metrics) RNNModel (class in darts.models.forecasting.rnn_model)

S

SakoeChiba (class in darts.dataprocessing.dtw.window) sample() (darts.utils.likelihood_models.sklearn.ClassProbabilityLikelihood method) (darts.utils.likelihood_models.sklearn.GaussianLikelihood method) (darts.utils.likelihood_models.sklearn.PoissonLikelihood method) (darts.utils.likelihood_models.sklearn.QuantileRegression method) (darts.utils.likelihood_models.sklearn.SKLearnLikelihood method) (darts.utils.likelihood_models.statsforecast.QuantilePrediction method) (darts.utils.likelihood_models.torch.BernoulliLikelihood method) (darts.utils.likelihood_models.torch.BetaLikelihood method) (darts.utils.likelihood_models.torch.CauchyLikelihood method) (darts.utils.likelihood_models.torch.ContinuousBernoulliLikelihood method) (darts.utils.likelihood_models.torch.DirichletLikelihood method) (darts.utils.likelihood_models.torch.ExponentialLikelihood method) (darts.utils.likelihood_models.torch.GammaLikelihood method) (darts.utils.likelihood_models.torch.GaussianLikelihood method) (darts.utils.likelihood_models.torch.GeometricLikelihood method) (darts.utils.likelihood_models.torch.GumbelLikelihood method) (darts.utils.likelihood_models.torch.HalfNormalLikelihood method) (darts.utils.likelihood_models.torch.LaplaceLikelihood method) (darts.utils.likelihood_models.torch.LogNormalLikelihood method) (darts.utils.likelihood_models.torch.NegativeBinomialLikelihood method) (darts.utils.likelihood_models.torch.PoissonLikelihood method) (darts.utils.likelihood_models.torch.QuantileRegression method) (darts.utils.likelihood_models.torch.TorchLikelihood method) (darts.utils.likelihood_models.torch.WeibullLikelihood method) sample_from_quantiles() (in module darts.utils.utils) sape() (in module darts.metrics.metrics) save() (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.baselines.NaiveDrift method) (darts.models.forecasting.baselines.NaiveEnsembleModel method) (darts.models.forecasting.baselines.NaiveMean method) (darts.models.forecasting.baselines.NaiveMovingAverage method) (darts.models.forecasting.baselines.NaiveSeasonal method) (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.catboost_model.CatBoostClassifierModel method) (darts.models.forecasting.catboost_model.CatBoostModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.conformal_models.ConformalModel method) (darts.models.forecasting.conformal_models.ConformalNaiveModel method) (darts.models.forecasting.conformal_models.ConformalQRModel method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing method) (darts.models.forecasting.fft.FFT method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.kalman_forecaster.KalmanForecaster method) (darts.models.forecasting.lgbm.LightGBMClassifierModel method) (darts.models.forecasting.lgbm.LightGBMModel method) (darts.models.forecasting.linear_regression_model.LinearRegressionModel method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.prophet_model.Prophet method) (darts.models.forecasting.random_forest.RandomForest method) (darts.models.forecasting.random_forest.RandomForestModel method) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.AutoARIMA method) (darts.models.forecasting.sf_auto_ces.AutoCES method) (darts.models.forecasting.sf_auto_ets.AutoETS method) (darts.models.forecasting.sf_auto_mfles.AutoMFLES method) (darts.models.forecasting.sf_auto_tbats.AutoTBATS method) (darts.models.forecasting.sf_auto_theta.AutoTheta method) (darts.models.forecasting.sf_croston.Croston method) (darts.models.forecasting.sf_model.StatsForecastModel method) (darts.models.forecasting.sf_tbats.TBATS method) (darts.models.forecasting.sklearn_model.RegressionModel method) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel method) (darts.models.forecasting.sklearn_model.SKLearnModel method) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.theta.FourTheta method) (darts.models.forecasting.theta.Theta method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) (darts.models.forecasting.varima.VARIMA method) (darts.models.forecasting.xgboost.XGBClassifierModel method) (darts.models.forecasting.xgboost.XGBModel method) Scaler (class in darts.dataprocessing.transformers.scaler) schema() (darts.timeseries.TimeSeries method) score() (darts.ad.anomaly_model.filtering_am.FilteringAnomalyModel method) (darts.ad.anomaly_model.forecasting_am.ForecastingAnomalyModel method) (darts.ad.scorers.kmeans_scorer.KMeansScorer method) (darts.ad.scorers.pyod_scorer.PyODScorer method) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer method) score_from_prediction() (darts.ad.scorers.difference_scorer.DifferenceScorer method) (darts.ad.scorers.kmeans_scorer.KMeansScorer method) (darts.ad.scorers.nll_cauchy_scorer.CauchyNLLScorer method) (darts.ad.scorers.nll_exponential_scorer.ExponentialNLLScorer method) (darts.ad.scorers.nll_gamma_scorer.GammaNLLScorer method) (darts.ad.scorers.nll_gaussian_scorer.GaussianNLLScorer method) (darts.ad.scorers.nll_laplace_scorer.LaplaceNLLScorer method) (darts.ad.scorers.nll_poisson_scorer.PoissonNLLScorer method) (darts.ad.scorers.norm_scorer.NormScorer method) (darts.ad.scorers.pyod_scorer.PyODScorer method) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer method) scorers_are_trainable (darts.ad.anomaly_model.filtering_am.FilteringAnomalyModel property) (darts.ad.anomaly_model.forecasting_am.ForecastingAnomalyModel property) scorers_are_univariate (darts.ad.anomaly_model.filtering_am.FilteringAnomalyModel property) (darts.ad.anomaly_model.forecasting_am.ForecastingAnomalyModel property) se() (in module darts.metrics.metrics) SeasonalityMode (class in darts.utils.utils) select_best_model() (darts.models.forecasting.theta.FourTheta static method) SequentialEncoder (class in darts.dataprocessing.encoders.encoders) SequentialEncoderTransformer (class in darts.dataprocessing.encoders.encoder_base) SequentialTorchInferenceDataset (class in darts.utils.data.torch_datasets.inference_dataset) SequentialTorchTrainingDataset (class in darts.utils.data.torch_datasets.training_dataset) series1 (darts.dataprocessing.dtw.dtw.DTWAlignment attribute) series2 (darts.dataprocessing.dtw.dtw.DTWAlignment attribute) set_n_jobs() (darts.dataprocessing.transformers.base_data_transformer.BaseDataTransformer method) (darts.dataprocessing.transformers.boxcox.BoxCox method) (darts.dataprocessing.transformers.diff.Diff method) (darts.dataprocessing.transformers.fittable_data_transformer.FittableDataTransformer method) (darts.dataprocessing.transformers.invertible_data_transformer.InvertibleDataTransformer method) (darts.dataprocessing.transformers.mappers.InvertibleMapper method) (darts.dataprocessing.transformers.mappers.Mapper method) (darts.dataprocessing.transformers.midas.MIDAS method) (darts.dataprocessing.transformers.missing_values_filler.MissingValuesFiller method) (darts.dataprocessing.transformers.reconciliation.BottomUpReconciliator method) (darts.dataprocessing.transformers.reconciliation.MinTReconciliator method) (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator method) (darts.dataprocessing.transformers.scaler.Scaler method) (darts.dataprocessing.transformers.static_covariates_transformer.StaticCovariatesTransformer method) (darts.dataprocessing.transformers.window_transformer.WindowTransformer method) set_verbose() (darts.dataprocessing.transformers.base_data_transformer.BaseDataTransformer method) (darts.dataprocessing.transformers.boxcox.BoxCox method) (darts.dataprocessing.transformers.diff.Diff method) (darts.dataprocessing.transformers.fittable_data_transformer.FittableDataTransformer method) (darts.dataprocessing.transformers.invertible_data_transformer.InvertibleDataTransformer method) (darts.dataprocessing.transformers.mappers.InvertibleMapper method) (darts.dataprocessing.transformers.mappers.Mapper method) (darts.dataprocessing.transformers.midas.MIDAS method) (darts.dataprocessing.transformers.missing_values_filler.MissingValuesFiller method) (darts.dataprocessing.transformers.reconciliation.BottomUpReconciliator method) (darts.dataprocessing.transformers.reconciliation.MinTReconciliator method) (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator method) (darts.dataprocessing.transformers.scaler.Scaler method) (darts.dataprocessing.transformers.static_covariates_transformer.StaticCovariatesTransformer method) (darts.dataprocessing.transformers.window_transformer.WindowTransformer method) shape (darts.timeseries.TimeSeries property) ShapExplainabilityResult (class in darts.explainability.explainability_result) ShapExplainer (class in darts.explainability.shap_explainer) shift() (darts.timeseries.TimeSeries method) ShiftedTorchTrainingDataset (class in darts.utils.data.torch_datasets.training_dataset) show_anomalies() (darts.ad.anomaly_model.filtering_am.FilteringAnomalyModel method) (darts.ad.anomaly_model.forecasting_am.ForecastingAnomalyModel method) (darts.ad.scorers.kmeans_scorer.KMeansScorer method) (darts.ad.scorers.pyod_scorer.PyODScorer method) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer method) show_anomalies_from_prediction() (darts.ad.scorers.difference_scorer.DifferenceScorer method) (darts.ad.scorers.kmeans_scorer.KMeansScorer method) (darts.ad.scorers.nll_cauchy_scorer.CauchyNLLScorer method) (darts.ad.scorers.nll_exponential_scorer.ExponentialNLLScorer method) (darts.ad.scorers.nll_gamma_scorer.GammaNLLScorer method) (darts.ad.scorers.nll_gaussian_scorer.GaussianNLLScorer method) (darts.ad.scorers.nll_laplace_scorer.LaplaceNLLScorer method) (darts.ad.scorers.nll_poisson_scorer.PoissonNLLScorer method) (darts.ad.scorers.norm_scorer.NormScorer method) (darts.ad.scorers.pyod_scorer.PyODScorer method) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer method) show_anomalies_from_scores() (in module darts.ad.utils) sine_timeseries() (in module darts.utils.timeseries_generation) SingleEncoder (class in darts.dataprocessing.encoders.encoder_base) skew() (darts.timeseries.TimeSeries method) SKLearnClassifierModel (class in darts.models.forecasting.sklearn_model) SKLearnLikelihood (class in darts.utils.likelihood_models.sklearn) SKLearnModel (class in darts.models.forecasting.sklearn_model) SKLearnModelWithCategoricalFeatures (class in darts.models.forecasting.sklearn_model) sle() (in module darts.metrics.metrics) slice() (darts.timeseries.TimeSeries method) slice_index() (in module darts.utils.utils) slice_intersect() (darts.timeseries.TimeSeries method) (in module darts.timeseries) slice_intersect_times() (darts.timeseries.TimeSeries method) slice_intersect_values() (darts.timeseries.TimeSeries method) slice_n_points_after() (darts.timeseries.TimeSeries method) slice_n_points_before() (darts.timeseries.TimeSeries method) smape() (in module darts.metrics.metrics) SmapeLoss (class in darts.utils.losses) SparseCostMatrix (class in darts.dataprocessing.dtw.cost_matrix) split_after() (darts.timeseries.TimeSeries method) split_before() (darts.timeseries.TimeSeries method) sse() (in module darts.metrics.metrics) stack() (darts.timeseries.TimeSeries method) stack_samples() (darts.dataprocessing.transformers.base_data_transformer.BaseDataTransformer static method) (darts.dataprocessing.transformers.boxcox.BoxCox static method) (darts.dataprocessing.transformers.diff.Diff static method) (darts.dataprocessing.transformers.fittable_data_transformer.FittableDataTransformer static method) (darts.dataprocessing.transformers.invertible_data_transformer.InvertibleDataTransformer static method) (darts.dataprocessing.transformers.mappers.InvertibleMapper static method) (darts.dataprocessing.transformers.mappers.Mapper static method) (darts.dataprocessing.transformers.midas.MIDAS static method) (darts.dataprocessing.transformers.missing_values_filler.MissingValuesFiller static method) (darts.dataprocessing.transformers.reconciliation.BottomUpReconciliator static method) (darts.dataprocessing.transformers.reconciliation.MinTReconciliator static method) (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator static method) (darts.dataprocessing.transformers.scaler.Scaler static method) (darts.dataprocessing.transformers.static_covariates_transformer.StaticCovariatesTransformer static method) (darts.dataprocessing.transformers.window_transformer.WindowTransformer static method) start_time() (darts.timeseries.TimeSeries method) static_covariates (darts.timeseries.TimeSeries property) static_covariates_values() (darts.timeseries.TimeSeries method) StaticCovariatesTransformer (class in darts.dataprocessing.transformers.static_covariates_transformer) stationarity_test_adf() (in module darts.utils.statistics) stationarity_test_kpss() (in module darts.utils.statistics) stationarity_tests() (in module darts.utils.statistics) StatsForecastModel (class in darts.models.forecasting.sf_model) std() (darts.timeseries.TimeSeries method) strip() (darts.timeseries.TimeSeries method) sum() (darts.timeseries.TimeSeries method) summary_plot() (darts.explainability.shap_explainer.ShapExplainer method) SunspotsDataset (class in darts.datasets.datasets) supports_future_covariates (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property) supports_likelihood_parameter_prediction (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property) supports_multivariate (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property)

supports_optimized_historical_forecasts (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property) supports_past_covariates (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property) supports_probabilistic_prediction (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property) supports_sample_weight (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property) supports_static_covariates (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property) supports_transferable_series_prediction (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property)

T

tail() (darts.timeseries.TimeSeries method) TaxiNewYorkDataset (class in darts.datasets.datasets) TaylorDataset (class in darts.datasets.datasets) TBATS (class in darts.models.forecasting.sf_tbats) TCNModel (class in darts.models.forecasting.tcn_model) TemperatureDataset (class in darts.datasets.datasets) TFMProgressBar (class in darts.utils.callbacks) TFTExplainabilityResult (class in darts.explainability.explainability_result) TFTExplainer (class in darts.explainability.tft_explainer) TFTModel (class in darts.models.forecasting.tft_model) Theta (class in darts.models.forecasting.theta) ThresholdDetector (class in darts.ad.detectors.threshold_detector) TiDEModel (class in darts.models.forecasting.tide_model) time_dim (darts.timeseries.TimeSeries property) time_index (darts.timeseries.TimeSeries property) TimeBatchNorm2d (class in darts.models.forecasting.tsmixer_model) TimeSeries (class in darts.timeseries) to_cpu() (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) to_csv() (darts.timeseries.TimeSeries method) to_dataframe() (darts.timeseries.TimeSeries method) to_dense() (darts.dataprocessing.dtw.cost_matrix.CostMatrix method) (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) (darts.dataprocessing.dtw.cost_matrix.SparseCostMatrix method) to_json() (darts.timeseries.TimeSeries method) to_onnx() (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) to_pickle() (darts.timeseries.TimeSeries method) to_series() (darts.timeseries.TimeSeries method) top_level_component (darts.timeseries.TimeSeries property) top_level_series (darts.timeseries.TimeSeries property) TopDownReconciliator (class in darts.dataprocessing.transformers.reconciliation) TorchInferenceDataset (class in darts.utils.data.torch_datasets.inference_dataset) TorchLikelihood (class in darts.utils.likelihood_models.torch) TorchTrainingDataset (class in darts.utils.data.torch_datasets.training_dataset) track_running_stats (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d attribute) TrafficDataset (class in darts.datasets.datasets) train_test_split() (in module darts.utils.model_selection) transform() (darts.dataprocessing.encoders.encoder_base.SequentialEncoderTransformer method) (darts.dataprocessing.pipeline.Pipeline method) (darts.dataprocessing.transformers.base_data_transformer.BaseDataTransformer method) (darts.dataprocessing.transformers.boxcox.BoxCox method) (darts.dataprocessing.transformers.diff.Diff method) (darts.dataprocessing.transformers.fittable_data_transformer.FittableDataTransformer method) (darts.dataprocessing.transformers.invertible_data_transformer.InvertibleDataTransformer method) (darts.dataprocessing.transformers.mappers.InvertibleMapper method) (darts.dataprocessing.transformers.mappers.Mapper method) (darts.dataprocessing.transformers.midas.MIDAS method) (darts.dataprocessing.transformers.missing_values_filler.MissingValuesFiller method) (darts.dataprocessing.transformers.reconciliation.BottomUpReconciliator method) (darts.dataprocessing.transformers.reconciliation.MinTReconciliator method) (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator method) (darts.dataprocessing.transformers.scaler.Scaler method) (darts.dataprocessing.transformers.static_covariates_transformer.StaticCovariatesTransformer method) (darts.dataprocessing.transformers.window_transformer.WindowTransformer method)

TransformerModel (class in darts.models.forecasting.transformer_model) transformers() (darts.dataprocessing.encoders.encoders.SequentialEncoder method) TrendMode (class in darts.utils.utils) ts_fit() (darts.dataprocessing.transformers.boxcox.BoxCox static method) (darts.dataprocessing.transformers.diff.Diff static method) (darts.dataprocessing.transformers.fittable_data_transformer.FittableDataTransformer static method) (darts.dataprocessing.transformers.midas.MIDAS static method) (darts.dataprocessing.transformers.reconciliation.MinTReconciliator static method) (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator static method) (darts.dataprocessing.transformers.scaler.Scaler static method) (darts.dataprocessing.transformers.static_covariates_transformer.StaticCovariatesTransformer static method) ts_inverse_transform() (darts.dataprocessing.transformers.boxcox.BoxCox static method) (darts.dataprocessing.transformers.diff.Diff static method) (darts.dataprocessing.transformers.invertible_data_transformer.InvertibleDataTransformer static method) (darts.dataprocessing.transformers.mappers.InvertibleMapper static method) (darts.dataprocessing.transformers.midas.MIDAS static method) (darts.dataprocessing.transformers.scaler.Scaler static method) (darts.dataprocessing.transformers.static_covariates_transformer.StaticCovariatesTransformer static method) ts_transform() (darts.dataprocessing.transformers.base_data_transformer.BaseDataTransformer static method) (darts.dataprocessing.transformers.boxcox.BoxCox static method) (darts.dataprocessing.transformers.diff.Diff static method) (darts.dataprocessing.transformers.fittable_data_transformer.FittableDataTransformer static method) (darts.dataprocessing.transformers.invertible_data_transformer.InvertibleDataTransformer static method) (darts.dataprocessing.transformers.mappers.InvertibleMapper static method) (darts.dataprocessing.transformers.mappers.Mapper static method) (darts.dataprocessing.transformers.midas.MIDAS static method) (darts.dataprocessing.transformers.missing_values_filler.MissingValuesFiller static method) (darts.dataprocessing.transformers.reconciliation.BottomUpReconciliator static method) (darts.dataprocessing.transformers.reconciliation.MinTReconciliator static method) (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator static method) (darts.dataprocessing.transformers.scaler.Scaler static method) (darts.dataprocessing.transformers.static_covariates_transformer.StaticCovariatesTransformer static method) (darts.dataprocessing.transformers.window_transformer.WindowTransformer static method) TSMixerModel (class in darts.models.forecasting.tsmixer_model) type (darts.utils.likelihood_models.sklearn.ClassProbabilityLikelihood property) (darts.utils.likelihood_models.sklearn.GaussianLikelihood property) (darts.utils.likelihood_models.sklearn.PoissonLikelihood property) (darts.utils.likelihood_models.sklearn.QuantileRegression property) (darts.utils.likelihood_models.sklearn.SKLearnLikelihood property) (darts.utils.likelihood_models.statsforecast.QuantilePrediction property) (darts.utils.likelihood_models.torch.BernoulliLikelihood property) (darts.utils.likelihood_models.torch.BetaLikelihood property) (darts.utils.likelihood_models.torch.CauchyLikelihood property) (darts.utils.likelihood_models.torch.ContinuousBernoulliLikelihood property) (darts.utils.likelihood_models.torch.DirichletLikelihood property) (darts.utils.likelihood_models.torch.ExponentialLikelihood property) (darts.utils.likelihood_models.torch.GammaLikelihood property) (darts.utils.likelihood_models.torch.GaussianLikelihood property) (darts.utils.likelihood_models.torch.GeometricLikelihood property) (darts.utils.likelihood_models.torch.GumbelLikelihood property) (darts.utils.likelihood_models.torch.HalfNormalLikelihood property) (darts.utils.likelihood_models.torch.LaplaceLikelihood property) (darts.utils.likelihood_models.torch.LogNormalLikelihood property) (darts.utils.likelihood_models.torch.NegativeBinomialLikelihood property) (darts.utils.likelihood_models.torch.PoissonLikelihood property) (darts.utils.likelihood_models.torch.QuantileRegression property) (darts.utils.likelihood_models.torch.TorchLikelihood property) (darts.utils.likelihood_models.torch.WeibullLikelihood property)

U

UberTLCDataset (class in darts.datasets.datasets) unapply_component_mask() (darts.dataprocessing.transformers.base_data_transformer.BaseDataTransformer static method) (darts.dataprocessing.transformers.boxcox.BoxCox static method) (darts.dataprocessing.transformers.diff.Diff static method) (darts.dataprocessing.transformers.fittable_data_transformer.FittableDataTransformer static method) (darts.dataprocessing.transformers.invertible_data_transformer.InvertibleDataTransformer static method) (darts.dataprocessing.transformers.mappers.InvertibleMapper static method) (darts.dataprocessing.transformers.mappers.Mapper static method) (darts.dataprocessing.transformers.midas.MIDAS static method) (darts.dataprocessing.transformers.missing_values_filler.MissingValuesFiller static method) (darts.dataprocessing.transformers.reconciliation.BottomUpReconciliator static method) (darts.dataprocessing.transformers.reconciliation.MinTReconciliator static method) (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator static method) (darts.dataprocessing.transformers.scaler.Scaler static method) (darts.dataprocessing.transformers.static_covariates_transformer.StaticCovariatesTransformer static method) (darts.dataprocessing.transformers.window_transformer.WindowTransformer static method) univariate_component() (darts.timeseries.TimeSeries method) univariate_values() (darts.timeseries.TimeSeries method) unstack_samples() (darts.dataprocessing.transformers.base_data_transformer.BaseDataTransformer static method) (darts.dataprocessing.transformers.boxcox.BoxCox static method) (darts.dataprocessing.transformers.diff.Diff static method) (darts.dataprocessing.transformers.fittable_data_transformer.FittableDataTransformer static method) (darts.dataprocessing.transformers.invertible_data_transformer.InvertibleDataTransformer static method) (darts.dataprocessing.transformers.mappers.InvertibleMapper static method) (darts.dataprocessing.transformers.mappers.Mapper static method) (darts.dataprocessing.transformers.midas.MIDAS static method) (darts.dataprocessing.transformers.missing_values_filler.MissingValuesFiller static method) (darts.dataprocessing.transformers.reconciliation.BottomUpReconciliator static method) (darts.dataprocessing.transformers.reconciliation.MinTReconciliator static method) (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator static method) (darts.dataprocessing.transformers.scaler.Scaler static method) (darts.dataprocessing.transformers.static_covariates_transformer.StaticCovariatesTransformer static method) (darts.dataprocessing.transformers.window_transformer.WindowTransformer static method) untrained_model() (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.baselines.NaiveDrift method) (darts.models.forecasting.baselines.NaiveEnsembleModel method) (darts.models.forecasting.baselines.NaiveMean method) (darts.models.forecasting.baselines.NaiveMovingAverage method) (darts.models.forecasting.baselines.NaiveSeasonal method) (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.catboost_model.CatBoostClassifierModel method) (darts.models.forecasting.catboost_model.CatBoostModel method) (darts.models.forecasting.chronos2_model.Chronos2Model method) (darts.models.forecasting.conformal_models.ConformalModel method) (darts.models.forecasting.conformal_models.ConformalNaiveModel method) (darts.models.forecasting.conformal_models.ConformalQRModel method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing method) (darts.models.forecasting.fft.FFT method) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) (darts.models.forecasting.kalman_forecaster.KalmanForecaster method) (darts.models.forecasting.lgbm.LightGBMClassifierModel method) (darts.models.forecasting.lgbm.LightGBMModel method) (darts.models.forecasting.linear_regression_model.LinearRegressionModel method) (darts.models.forecasting.nbeats.NBEATSModel method) (darts.models.forecasting.nhits.NHiTSModel method) (darts.models.forecasting.nlinear.NLinearModel method) (darts.models.forecasting.prophet_model.Prophet method) (darts.models.forecasting.random_forest.RandomForest method) (darts.models.forecasting.random_forest.RandomForestModel method) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.AutoARIMA method) (darts.models.forecasting.sf_auto_ces.AutoCES method) (darts.models.forecasting.sf_auto_ets.AutoETS method) (darts.models.forecasting.sf_auto_mfles.AutoMFLES method) (darts.models.forecasting.sf_auto_tbats.AutoTBATS method) (darts.models.forecasting.sf_auto_theta.AutoTheta method) (darts.models.forecasting.sf_croston.Croston method) (darts.models.forecasting.sf_model.StatsForecastModel method) (darts.models.forecasting.sf_tbats.TBATS method) (darts.models.forecasting.sklearn_model.RegressionModel method) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel method) (darts.models.forecasting.sklearn_model.SKLearnModel method) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures method) (darts.models.forecasting.tcn_model.TCNModel method) (darts.models.forecasting.tft_model.TFTModel method) (darts.models.forecasting.theta.FourTheta method) (darts.models.forecasting.theta.Theta method) (darts.models.forecasting.tide_model.TiDEModel method) (darts.models.forecasting.transformer_model.TransformerModel method) (darts.models.forecasting.tsmixer_model.TSMixerModel method) (darts.models.forecasting.varima.VARIMA method) (darts.models.forecasting.xgboost.XGBClassifierModel method) (darts.models.forecasting.xgboost.XGBModel method) usable (darts.utils.utils.NotImportedModule attribute) uses_future_covariates (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property)

uses_past_covariates (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property) uses_static_covariates (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.baselines.NaiveDrift property) (darts.models.forecasting.baselines.NaiveEnsembleModel property) (darts.models.forecasting.baselines.NaiveMean property) (darts.models.forecasting.baselines.NaiveMovingAverage property) (darts.models.forecasting.baselines.NaiveSeasonal property) (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.chronos2_model.Chronos2Model property) (darts.models.forecasting.conformal_models.ConformalModel property) (darts.models.forecasting.conformal_models.ConformalNaiveModel property) (darts.models.forecasting.conformal_models.ConformalQRModel property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate property) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift property) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel property) (darts.models.forecasting.nhits.NHiTSModel property) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.AutoARIMA property) (darts.models.forecasting.sf_auto_ces.AutoCES property) (darts.models.forecasting.sf_auto_ets.AutoETS property) (darts.models.forecasting.sf_auto_mfles.AutoMFLES property) (darts.models.forecasting.sf_auto_tbats.AutoTBATS property) (darts.models.forecasting.sf_auto_theta.AutoTheta property) (darts.models.forecasting.sf_croston.Croston property) (darts.models.forecasting.sf_model.StatsForecastModel property) (darts.models.forecasting.sf_tbats.TBATS property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.tcn_model.TCNModel property) (darts.models.forecasting.tft_model.TFTModel property) (darts.models.forecasting.theta.FourTheta property) (darts.models.forecasting.theta.Theta property) (darts.models.forecasting.tide_model.TiDEModel property) (darts.models.forecasting.transformer_model.TransformerModel property) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property) USGasolineDataset (class in darts.datasets.datasets)

V

val_set_params (darts.models.forecasting.catboost_model.CatBoostClassifierModel property) (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.lgbm.LightGBMClassifierModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.random_forest.RandomForestModel property) (darts.models.forecasting.sklearn_model.RegressionModel property) (darts.models.forecasting.sklearn_model.SKLearnClassifierModel property) (darts.models.forecasting.sklearn_model.SKLearnModel property) (darts.models.forecasting.sklearn_model.SKLearnModelWithCategoricalFeatures property) (darts.models.forecasting.xgboost.XGBClassifierModel property) (darts.models.forecasting.xgboost.XGBModel property)

values() (darts.timeseries.TimeSeries method) var() (darts.timeseries.TimeSeries method) VARIMA (class in darts.models.forecasting.varima)

W

warped() (darts.dataprocessing.dtw.dtw.DTWAlignment method) WassersteinScorer (class in darts.ad.scorers.wasserstein_scorer) WeatherDataset (class in darts.datasets.datasets) WeibullLikelihood (class in darts.utils.likelihood_models.torch) width (darts.timeseries.TimeSeries property) Window (class in darts.dataprocessing.dtw.window) window_transform() (darts.timeseries.TimeSeries method) WindowTransformer (class in darts.dataprocessing.transformers.window_transformer)

WineDataset (class in darts.datasets.datasets) with_columns_renamed() (darts.timeseries.TimeSeries method) with_hierarchy() (darts.timeseries.TimeSeries method) with_metadata() (darts.timeseries.TimeSeries method) with_static_covariates() (darts.timeseries.TimeSeries method) with_times_and_values() (darts.timeseries.TimeSeries method) with_values() (darts.timeseries.TimeSeries method) wmape() (in module darts.metrics.metrics) WoolyDataset (class in darts.datasets.datasets)

X

xgb_quantile_loss() (in module darts.models.forecasting.xgboost)

XGBClassifierModel (class in darts.models.forecasting.xgboost) XGBModel (class in darts.models.forecasting.xgboost)