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) 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_module() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) 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) add_static_covariates_to_lagged_data() (in module darts.utils.data.tabularization) 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) Aggregator (class in darts.ad.aggregators.aggregators) AirPassengersDataset (class in darts.datasets) ALIGNED (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) all() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) all_gather() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) all_values() (darts.timeseries.TimeSeries method) allow_zero_length_dataloader_with_multiple_devices (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule attribute)

AndAggregator (class in darts.ad.aggregators.and_aggregator) AnomalyScorer (class in darts.ad.scorers.scorers) any() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) ape() (in module darts.metrics.metrics) append() (darts.timeseries.TimeSeries method) append_values() (darts.timeseries.TimeSeries method) apply() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) 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) argmax() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) argmin() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) argpartition() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) args (darts.datasets.dataset_loaders.DatasetLoadingException attribute) argsort() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) ARIMA (class in darts.models.forecasting.arima) arre() (in module darts.metrics.metrics) ase() (in module darts.metrics.metrics) astype() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) (darts.timeseries.TimeSeries method) AusBeerDataset (class in darts.datasets) AustralianTourismDataset (class in darts.datasets) AutoARIMA (class in darts.models.forecasting.auto_arima) automatic_optimization (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) autoregressive_timeseries() (in module darts.utils.timeseries_generation)

B

backtest() (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel method) (darts.models.forecasting.croston.Croston method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.regression_model.RegressionModel method) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA method) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES method) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS method) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta method) (darts.models.forecasting.tbats_model.BATS method) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel method) backward() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) BAR_FORMAT (darts.utils.callbacks.TFMProgressBar attribute) base (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) 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) BATS (class in darts.models.forecasting.tbats_model) BEHAVED (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) BernoulliLikelihood (class in darts.utils.likelihood_models) BetaLikelihood (class in darts.utils.likelihood_models) bfloat16() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) Bilinear (class in darts.models.components.glu_variants) 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) buffers() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) byteswap() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method)

C

C_CONTIGUOUS (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) call_super_init (darts.models.components.feed_forward.FeedForward attribute) (darts.models.components.glu_variants.Bilinear attribute) (darts.models.components.glu_variants.GEGLU attribute) (darts.models.components.glu_variants.GELU attribute) (darts.models.components.glu_variants.GLU attribute) (darts.models.components.glu_variants.ReGLU attribute) (darts.models.components.glu_variants.ReLU attribute) (darts.models.components.glu_variants.SwiGLU attribute) (darts.models.components.layer_norm_variants.LayerNorm attribute) (darts.models.components.layer_norm_variants.LayerNormNoBias attribute) (darts.models.components.layer_norm_variants.RINorm attribute) (darts.models.components.layer_norm_variants.RMSNorm attribute) (darts.models.components.transformer.CustomFeedForwardDecoderLayer attribute) (darts.models.components.transformer.CustomFeedForwardEncoderLayer attribute) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule attribute) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule attribute) (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d attribute) (darts.utils.losses.MAELoss attribute) (darts.utils.losses.MapeLoss attribute) (darts.utils.losses.SmapeLoss attribute) (darts.utils.torch.MonteCarloDropout attribute) CallableIndexEncoder (class in darts.dataprocessing.encoders.encoders) CARRAY (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) CatBoostModel (class in darts.models.forecasting.catboost_model) CauchyLikelihood (class in darts.utils.likelihood_models) CauchyNLLScorer (class in darts.ad.scorers.nll_cauchy_scorer) check_if_fit_called() (darts.ad.scorers.kmeans_scorer.KMeansScorer method) (darts.ad.scorers.pyod_scorer.PyODScorer method) (darts.ad.scorers.scorers.FittableAnomalyScorer method) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer method) check_seasonality() (in module darts.utils.statistics) CHECKPOINT_HYPER_PARAMS_KEY (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule attribute) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule attribute) CHECKPOINT_HYPER_PARAMS_NAME (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule attribute) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule attribute) CHECKPOINT_HYPER_PARAMS_TYPE (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule attribute) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule attribute) children() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) choose() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) clip() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) clip_gradients() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) 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) compile() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) 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) compress() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) compute_loss() (darts.utils.likelihood_models.BernoulliLikelihood method) (darts.utils.likelihood_models.BetaLikelihood method) (darts.utils.likelihood_models.CauchyLikelihood method) (darts.utils.likelihood_models.ContinuousBernoulliLikelihood method) (darts.utils.likelihood_models.DirichletLikelihood method) (darts.utils.likelihood_models.ExponentialLikelihood method) (darts.utils.likelihood_models.GammaLikelihood method) (darts.utils.likelihood_models.GaussianLikelihood method) (darts.utils.likelihood_models.GeometricLikelihood method) (darts.utils.likelihood_models.GumbelLikelihood method) (darts.utils.likelihood_models.HalfNormalLikelihood method) (darts.utils.likelihood_models.LaplaceLikelihood method) (darts.utils.likelihood_models.Likelihood method) (darts.utils.likelihood_models.LogNormalLikelihood method) (darts.utils.likelihood_models.NegativeBinomialLikelihood method) (darts.utils.likelihood_models.PoissonLikelihood method) (darts.utils.likelihood_models.QuantileRegression method) (darts.utils.likelihood_models.WeibullLikelihood method)

concatenate() (darts.timeseries.TimeSeries method) (in module darts.timeseries) configure_callbacks() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) configure_gradient_clipping() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) configure_model() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) configure_optimizers() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) configure_sharded_model() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) configure_torch_metrics() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule static method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule static method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule static method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule static method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule static method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule static method) conj() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) conjugate() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) considers_static_covariates (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property) constant_timeseries() (in module darts.utils.timeseries_generation) ContinuousBernoulliLikelihood (class in darts.utils.likelihood_models) copy() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) (darts.timeseries.TimeSeries method) cost (darts.dataprocessing.dtw.dtw.DTWAlignment attribute), [1] CostMatrix (class in darts.dataprocessing.dtw.cost_matrix) CovariatesIndexGenerator (class in darts.dataprocessing.encoders.encoder_base) CovariateType (class in darts.utils.data.utils) cpu() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) create_lagged_component_names() (in module darts.utils.data.tabularization) create_lagged_data() (in module darts.utils.data.tabularization) create_lagged_prediction_data() (in module darts.utils.data.tabularization) create_lagged_training_data() (in module darts.utils.data.tabularization) create_normal_samples() (in module darts.models.components.statsforecast_utils) Croston (class in darts.models.forecasting.croston) CRWindow (class in darts.dataprocessing.dtw.window) ctypes (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) cuda() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) cumprod() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) cumsum() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) (darts.timeseries.TimeSeries method) current_epoch (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) CustomBlockRNNModule (class in darts.models.forecasting.block_rnn_model) CustomFeedForwardDecoderLayer (class in darts.models.components.transformer) CustomFeedForwardEncoderLayer (class in darts.models.components.transformer) CustomRNNModule (class in darts.models.forecasting.rnn_model) CyclicTemporalEncoder (class in darts.dataprocessing.encoders.encoders)

D

darts module darts.ad module darts.ad.aggregators module darts.ad.aggregators.aggregators module darts.ad.aggregators.and_aggregator module darts.ad.aggregators.ensemble_sklearn_aggregator module darts.ad.aggregators.or_aggregator module darts.ad.anomaly_model module darts.ad.anomaly_model.anomaly_model module darts.ad.anomaly_model.filtering_am module darts.ad.anomaly_model.forecasting_am module darts.ad.detectors module darts.ad.detectors.detectors module darts.ad.detectors.quantile_detector module darts.ad.detectors.threshold_detector module darts.ad.scorers 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.scorers module darts.ad.scorers.wasserstein_scorer module darts.ad.utils module darts.dataprocessing module darts.dataprocessing.dtw module darts.dataprocessing.dtw.cost_matrix module darts.dataprocessing.dtw.dtw module darts.dataprocessing.dtw.window module darts.dataprocessing.encoders module darts.dataprocessing.encoders.encoder_base module darts.dataprocessing.encoders.encoders module darts.dataprocessing.pipeline module darts.dataprocessing.transformers 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 module darts.datasets.dataset_loaders module darts.explainability module darts.explainability.explainability module darts.explainability.explainability_result module darts.explainability.shap_explainer module darts.explainability.tft_explainer module darts.explainability.utils module darts.metrics module darts.metrics.metrics module darts.models module darts.models.components module darts.models.components.feed_forward module darts.models.components.glu_variants module darts.models.components.layer_norm_variants module darts.models.components.statsforecast_utils module darts.models.components.transformer module darts.models.filtering module darts.models.filtering.filtering_model module darts.models.filtering.gaussian_process_filter module darts.models.filtering.kalman_filter module darts.models.filtering.moving_average_filter module darts.models.forecasting module darts.models.forecasting.arima module darts.models.forecasting.auto_arima module darts.models.forecasting.baselines module darts.models.forecasting.catboost_model module darts.models.forecasting.croston module darts.models.forecasting.dlinear module darts.models.forecasting.ensemble_model module darts.models.forecasting.exponential_smoothing module darts.models.forecasting.fft module darts.models.forecasting.forecasting_model 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.pl_forecasting_module module darts.models.forecasting.prophet_model module darts.models.forecasting.random_forest module

darts.models.forecasting.regression_ensemble_model module darts.models.forecasting.regression_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_theta module darts.models.forecasting.tbats_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.torch_forecasting_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.models.utils module darts.timeseries module darts.utils module darts.utils.callbacks module darts.utils.data module darts.utils.data.horizon_based_dataset module darts.utils.data.inference_dataset module darts.utils.data.sequential_dataset module darts.utils.data.shifted_dataset module darts.utils.data.tabularization module darts.utils.data.training_dataset module darts.utils.data.utils module darts.utils.historical_forecasts module darts.utils.historical_forecasts.optimized_historical_forecasts_regression module darts.utils.historical_forecasts.optimized_historical_forecasts_torch module darts.utils.historical_forecasts.utils module darts.utils.likelihood_models module darts.utils.losses module darts.utils.missing_values module darts.utils.model_selection module darts.utils.multioutput module darts.utils.statistics module darts.utils.timeseries_generation module darts.utils.torch module darts.utils.ts_utils module darts.utils.utils module data (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) data_array() (darts.timeseries.TimeSeries method) DatasetLoader (class in darts.datasets.dataset_loaders) DatasetLoaderCSV (class in darts.datasets.dataset_loaders) DatasetLoaderMetadata (class in darts.datasets.dataset_loaders) DatasetLoadingException 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.detectors.Detector method) (darts.ad.detectors.detectors.FittableDetector method) (darts.ad.detectors.quantile_detector.QuantileDetector method) (darts.ad.detectors.threshold_detector.ThresholdDetector method) Detector (class in darts.ad.detectors.detectors) device (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) diagonal() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix 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) disable() (darts.utils.callbacks.TFMProgressBar method) distance() (darts.dataprocessing.dtw.dtw.DTWAlignment method) DLinearModel (class in darts.models.forecasting.dlinear) dot() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) double() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) 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.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) (darts.timeseries.TimeSeries property) DualCovariatesInferenceDataset (class in darts.utils.data.inference_dataset) DualCovariatesSequentialDataset (class in darts.utils.data.sequential_dataset) DualCovariatesShiftedDataset (class in darts.utils.data.shifted_dataset) DualCovariatesTrainingDataset (class in darts.utils.data.training_dataset) dump() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) dump_patches (darts.models.components.feed_forward.FeedForward attribute) (darts.models.components.glu_variants.Bilinear attribute) (darts.models.components.glu_variants.GEGLU attribute) (darts.models.components.glu_variants.GELU attribute) (darts.models.components.glu_variants.GLU attribute) (darts.models.components.glu_variants.ReGLU attribute) (darts.models.components.glu_variants.ReLU attribute) (darts.models.components.glu_variants.SwiGLU attribute) (darts.models.components.layer_norm_variants.LayerNorm attribute) (darts.models.components.layer_norm_variants.LayerNormNoBias attribute) (darts.models.components.layer_norm_variants.RINorm attribute) (darts.models.components.layer_norm_variants.RMSNorm attribute) (darts.models.components.transformer.CustomFeedForwardDecoderLayer attribute) (darts.models.components.transformer.CustomFeedForwardEncoderLayer attribute) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule attribute) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule attribute) (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d attribute) (darts.utils.losses.MAELoss attribute) (darts.utils.losses.MapeLoss attribute) (darts.utils.losses.SmapeLoss attribute) (darts.utils.torch.MonteCarloDropout attribute) dumps() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) duration (darts.timeseries.TimeSeries property)

E

ElectricityConsumptionZurichDataset (class in darts.datasets) ElectricityDataset (class in darts.datasets) elementwise_affine (darts.models.components.layer_norm_variants.LayerNorm attribute) (darts.models.components.layer_norm_variants.LayerNormNoBias attribute) enable() (darts.utils.callbacks.TFMProgressBar method) 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) ensemble() (darts.models.forecasting.baselines.NaiveEnsembleModel method) (darts.models.forecasting.ensemble_model.EnsembleModel method) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel method) EnsembleModel (class in darts.models.forecasting.ensemble_model) EnsembleSklearnAggregator (class in darts.ad.aggregators.ensemble_sklearn_aggregator) epochs_trained (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.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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.components.layer_norm_variants.LayerNorm attribute) (darts.models.components.layer_norm_variants.LayerNormNoBias attribute) (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d attribute) err() (in module darts.metrics.metrics) ETTh1Dataset (class in darts.datasets) ETTh2Dataset (class in darts.datasets) ETTm1Dataset (class in darts.datasets) ETTm2Dataset (class in darts.datasets) eval() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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)

eval_accuracy() (darts.ad.aggregators.aggregators.Aggregator method) (darts.ad.aggregators.aggregators.FittableAggregator method) (darts.ad.aggregators.aggregators.NonFittableAggregator method) (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.detectors.Detector method) (darts.ad.detectors.detectors.FittableDetector 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.scorers.FittableAnomalyScorer method) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer method) eval_accuracy_from_binary_prediction() (in module darts.ad.utils) eval_accuracy_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.scorers.AnomalyScorer method) (darts.ad.scorers.scorers.FittableAnomalyScorer method) (darts.ad.scorers.scorers.NLLScorer method) (darts.ad.scorers.scorers.NonFittableAnomalyScorer method) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer method) eval_accuracy_from_scores() (in module darts.ad.utils) example_input_array (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) ExchangeRateDataset (class in darts.datasets) 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) ExponentialNLLScorer (class in darts.ad.scorers.nll_exponential_scorer) ExponentialSmoothing (class in darts.models.forecasting.exponential_smoothing) extra_repr() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) 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.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property)

F

F_CONTIGUOUS (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) fabric (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) FARRAY (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) FeedForward (class in darts.models.components.feed_forward) FFT (class in darts.models.forecasting.fft) fill() (darts.dataprocessing.dtw.cost_matrix.CostMatrix method) (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) (darts.dataprocessing.dtw.cost_matrix.SparseCostMatrix method) fill_missing_values() (in module darts.utils.missing_values) filter() (darts.models.filtering.filtering_model.FilteringModel method) (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) FilteringModel (class in darts.models.filtering.filtering_model) find_list_index() (darts.utils.data.inference_dataset.GenericInferenceDataset static method) first_prediction_index (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.rnn_model.RNNModel property) first_value() (darts.timeseries.TimeSeries method) first_values() (darts.timeseries.TimeSeries method) fit() (darts.ad.aggregators.aggregators.FittableAggregator method) (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.detectors.FittableDetector 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.scorers.FittableAnomalyScorer 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.auto_arima.AutoARIMA 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.CatBoostModel method) (darts.models.forecasting.croston.Croston method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.regression_model.RegressionModel method) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA method) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES method) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS method) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta method) (darts.models.forecasting.tbats_model.BATS method) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel method) (darts.utils.multioutput.MultiOutputRegressor 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.detectors.FittableDetector method) (darts.ad.detectors.quantile_detector.QuantileDetector method) fit_from_dataset() (darts.models.forecasting.block_rnn_model.BlockRNNModel 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.scorers.FittableAnomalyScorer 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) FittableAggregator (class in darts.ad.aggregators.aggregators) FittableAnomalyScorer (class in darts.ad.scorers.scorers) FittableDataTransformer (class in darts.dataprocessing.transformers.fittable_data_transformer) FittableDetector (class in darts.ad.detectors.detectors) flags (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) flat (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) flatten() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) float() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) FNC (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) FORC (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) force_plot_from_ts() (darts.explainability.shap_explainer.ShapExplainer method) ForecastingAnomalyModel (class in darts.ad.anomaly_model.forecasting_am) format_time (darts.datasets.dataset_loaders.DatasetLoaderMetadata attribute) forward() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.block_rnn_model.CustomBlockRNNModule method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) freeze() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) freq (darts.datasets.dataset_loaders.DatasetLoaderMetadata attribute) (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 (darts.utils.data.utils.CovariateType attribute) future_components (darts.dataprocessing.encoders.encoders.SequentialEncoder property) future_encoders (darts.dataprocessing.encoders.encoders.SequentialEncoder property) FUTURE_PAST (darts.utils.data.utils.CovariateType attribute) future_transformer (darts.dataprocessing.encoders.encoders.SequentialEncoder property) FutureCallableIndexEncoder (class in darts.dataprocessing.encoders.encoders) FutureCovariatesIndexGenerator (class in darts.dataprocessing.encoders.encoder_base) FutureCovariatesInferenceDataset (class in darts.utils.data.inference_dataset) FutureCovariatesSequentialDataset (class in darts.utils.data.sequential_dataset) FutureCovariatesShiftedDataset (class in darts.utils.data.shifted_dataset) FutureCovariatesTrainingDataset (class in darts.utils.data.training_dataset) 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) GammaNLLScorer (class in darts.ad.scorers.nll_gamma_scorer) gaps() (darts.timeseries.TimeSeries method) GasRateCO2Dataset (class in darts.datasets) gaussian_timeseries() (in module darts.utils.timeseries_generation) GaussianLikelihood (class in darts.utils.likelihood_models) GaussianNLLScorer (class in darts.ad.scorers.nll_gaussian_scorer) GaussianProcessFilter (class in darts.models.filtering.gaussian_process_filter) GEGLU (class in darts.models.components.glu_variants) GELU (class in darts.models.components.glu_variants) generate_fit_encodings() (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel method) (darts.models.forecasting.croston.Croston method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.regression_model.RegressionModel method) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA method) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES method) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS method) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta method) (darts.models.forecasting.tbats_model.BATS method) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel method) generate_fit_predict_encodings() (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel method) (darts.models.forecasting.croston.Croston method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.regression_model.RegressionModel method) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA method) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES method) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS method) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta method) (darts.models.forecasting.tbats_model.BATS method) (darts.models.forecasting.tbats_model.TBATS 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.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.auto_arima.AutoARIMA 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.CatBoostModel method) (darts.models.forecasting.croston.Croston method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.regression_model.RegressionModel method) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA method) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES method) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS method) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta method) (darts.models.forecasting.tbats_model.BATS method) (darts.models.forecasting.tbats_model.TBATS 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.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) GenericInferenceDataset (class in darts.utils.data.inference_dataset) GenericShiftedDataset (class in darts.utils.data.shifted_dataset) GeometricLikelihood (class in darts.utils.likelihood_models) get_attention() (darts.explainability.explainability_result.TFTExplainabilityResult method) get_buffer() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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)

get_component_names() (in module darts.explainability.utils) 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.CatBoostModel 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.regression_model.RegressionModel method) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates 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_extra_state() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) 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_metadata_routing() (darts.utils.multioutput.MultiOutputRegressor method) get_metrics() (darts.utils.callbacks.TFMProgressBar method) get_multioutput_estimator() (darts.models.forecasting.catboost_model.CatBoostModel 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.regression_model.RegressionModel method) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates method) (darts.models.forecasting.xgboost.XGBModel method) get_parameter() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) get_params() (darts.utils.multioutput.MultiOutputRegressor method) get_projection_matrix() (darts.dataprocessing.transformers.reconciliation.BottomUpReconciliator static method) (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator static method) get_series_seq_type() (in module darts.utils.ts_utils) get_shap_explanation_object() (darts.explainability.explainability_result.ShapExplainabilityResult method) get_shared_times() (in module darts.utils.data.tabularization) get_shared_times_bounds() (in module darts.utils.data.tabularization) get_single_series() (in module darts.utils.ts_utils) get_static_covariates_importance() (darts.explainability.explainability_result.TFTExplainabilityResult method) get_submodule() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) get_timestamp_at_point() (darts.timeseries.TimeSeries method) getfield() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) global_rank (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) global_step (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) 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) GLU (class in darts.models.components.glu_variants) granger_causality_tests() (in module darts.utils.statistics) gridsearch() (darts.models.forecasting.arima.ARIMA class method) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel class method) (darts.models.forecasting.croston.Croston class method) (darts.models.forecasting.dlinear.DLinearModel class method) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel class method) (darts.models.forecasting.regression_model.RegressionModel class method) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates class method) (darts.models.forecasting.rnn_model.RNNModel class method) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA class method) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES class method) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS class method) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta class method) (darts.models.forecasting.tbats_model.BATS class method) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel class method) gtz() (in module darts.dataprocessing.dtw.window) GumbelLikelihood (class in darts.utils.likelihood_models)

H

half() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) HalfNormalLikelihood (class in darts.utils.likelihood_models) has_dataloader_changed() (darts.utils.callbacks.TFMProgressBar method) has_datetime_index (darts.timeseries.TimeSeries property) has_hierarchy (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) hash (darts.datasets.dataset_loaders.DatasetLoaderMetadata attribute) head() (darts.timeseries.TimeSeries method) header_time (darts.datasets.dataset_loaders.DatasetLoaderMetadata attribute) HeartRateDataset (class in darts.datasets) hierarchy (darts.dataprocessing.transformers.base_data_transformer.BaseDataTransformer attribute), [1] (darts.dataprocessing.transformers.fittable_data_transformer.FittableDataTransformer attribute), [1] (darts.dataprocessing.transformers.invertible_data_transformer.InvertibleDataTransformer attribute), [1], [2] (darts.dataprocessing.transformers.reconciliation.BottomUpReconciliator attribute), [1] (darts.dataprocessing.transformers.reconciliation.TopDownReconciliator attribute), [1] (darts.timeseries.TimeSeries property) high_threshold (darts.ad.detectors.quantile_detector.QuantileDetector attribute) HISTORIC_FUTURE (darts.utils.data.utils.CovariateType attribute) historical_forecasts() (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel method) (darts.models.forecasting.croston.Croston method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.regression_model.RegressionModel method) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA method) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES method) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS method) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta method) (darts.models.forecasting.tbats_model.BATS method) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel method)

holidays_timeseries() (in module darts.utils.timeseries_generation) HorizonBasedDataset (class in darts.utils.data.horizon_based_dataset) HorizonBasedExplainabilityResult (class in darts.explainability.explainability_result) hparams (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) hparams_initial (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property)

I

IceCreamHeaterDataset (class in darts.datasets) ILINetDataset (class in darts.datasets) imag (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) InferenceDataset (class in darts.utils.data.inference_dataset) 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_test_tqdm() (darts.utils.callbacks.TFMProgressBar method) init_train_tqdm() (darts.utils.callbacks.TFMProgressBar method) init_validation_tqdm() (darts.utils.callbacks.TFMProgressBar method) initialize_encoders() (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.rnn_model.RNNModel method) inplace (darts.utils.torch.MonteCarloDropout attribute) input_chunk_length (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.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) inverse() (darts.models.components.layer_norm_variants.RINorm method) 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 method) InvertibleDataTransformer (class in darts.dataprocessing.transformers.invertible_data_transformer) InvertibleMapper (class in darts.dataprocessing.transformers.mappers) io_processor() (in module darts.models.forecasting.pl_forecasting_module) ipu() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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)

is_deterministic (darts.timeseries.TimeSeries property) is_disabled (darts.utils.callbacks.TFMProgressBar property) is_enabled (darts.utils.callbacks.TFMProgressBar 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.scorers.AnomalyScorer property) (darts.ad.scorers.scorers.FittableAnomalyScorer property) (darts.ad.scorers.scorers.NLLScorer property) (darts.ad.scorers.scorers.NonFittableAnomalyScorer property) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer property) (darts.timeseries.TimeSeries property) is_stochastic (darts.timeseries.TimeSeries property) is_univariate (darts.timeseries.TimeSeries property) is_within_range() (darts.timeseries.TimeSeries method) Itakura (class in darts.dataprocessing.dtw.window) item() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) itemset() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) itemsize (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute)

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.CatBoostModel 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.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.xgboost.XGBModel property) lagged_label_names (darts.models.forecasting.catboost_model.CatBoostModel 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.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.xgboost.XGBModel property) LaplaceLikelihood (class in darts.utils.likelihood_models) LaplaceNLLScorer (class in darts.ad.scorers.nll_laplace_scorer) last_value() (darts.timeseries.TimeSeries method) last_values() (darts.timeseries.TimeSeries method) LayerNorm (class in darts.models.components.layer_norm_variants) LayerNormNoBias (class in darts.models.components.layer_norm_variants) length (darts.dataprocessing.dtw.window.CRWindow attribute) (darts.dataprocessing.dtw.window.Itakura attribute) (darts.dataprocessing.dtw.window.SakoeChiba attribute) LightGBMModel (class in darts.models.forecasting.lgbm) Likelihood (class in darts.utils.likelihood_models) likelihood (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.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) likelihood_components_names() (darts.utils.likelihood_models.BernoulliLikelihood method) (darts.utils.likelihood_models.BetaLikelihood method) (darts.utils.likelihood_models.CauchyLikelihood method) (darts.utils.likelihood_models.ContinuousBernoulliLikelihood method) (darts.utils.likelihood_models.DirichletLikelihood method) (darts.utils.likelihood_models.ExponentialLikelihood method) (darts.utils.likelihood_models.GammaLikelihood method) (darts.utils.likelihood_models.GaussianLikelihood method) (darts.utils.likelihood_models.GeometricLikelihood method) (darts.utils.likelihood_models.GumbelLikelihood method) (darts.utils.likelihood_models.HalfNormalLikelihood method) (darts.utils.likelihood_models.LaplaceLikelihood method) (darts.utils.likelihood_models.Likelihood method) (darts.utils.likelihood_models.LogNormalLikelihood method) (darts.utils.likelihood_models.NegativeBinomialLikelihood method) (darts.utils.likelihood_models.PoissonLikelihood method) (darts.utils.likelihood_models.QuantileRegression method) (darts.utils.likelihood_models.WeibullLikelihood method) 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.AirPassengersDataset method) (darts.datasets.AusBeerDataset method) (darts.datasets.AustralianTourismDataset method) (darts.datasets.dataset_loaders.DatasetLoader method) (darts.datasets.dataset_loaders.DatasetLoaderCSV method) (darts.datasets.ElectricityConsumptionZurichDataset method) (darts.datasets.ElectricityDataset method) (darts.datasets.EnergyDataset method) (darts.datasets.ETTh1Dataset method) (darts.datasets.ETTh2Dataset method) (darts.datasets.ETTm1Dataset method) (darts.datasets.ETTm2Dataset method) (darts.datasets.ExchangeRateDataset method) (darts.datasets.GasRateCO2Dataset method) (darts.datasets.HeartRateDataset method) (darts.datasets.IceCreamHeaterDataset method) (darts.datasets.ILINetDataset method) (darts.datasets.MonthlyMilkDataset method) (darts.datasets.MonthlyMilkIncompleteDataset method) (darts.datasets.SunspotsDataset method) (darts.datasets.TaylorDataset method) (darts.datasets.TemperatureDataset method) (darts.datasets.TrafficDataset method) (darts.datasets.UberTLCDataset method) (darts.datasets.USGasolineDataset method) (darts.datasets.WeatherDataset method) (darts.datasets.WineDataset method) (darts.datasets.WoolyDataset method) (darts.models.forecasting.arima.ARIMA static method) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel static method) (darts.models.forecasting.croston.Croston static method) (darts.models.forecasting.dlinear.DLinearModel static method) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel static method) (darts.models.forecasting.regression_model.RegressionModel static method) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates static method) (darts.models.forecasting.rnn_model.RNNModel static method) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA static method) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES static method) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS static method) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta static method) (darts.models.forecasting.tbats_model.BATS static method) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel static method) load_from_checkpoint() (darts.models.forecasting.block_rnn_model.BlockRNNModel 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.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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_state_dict() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d method) (darts.utils.callbacks.TFMProgressBar method) (darts.utils.losses.MAELoss method) (darts.utils.losses.MapeLoss method) (darts.utils.losses.SmapeLoss method) (darts.utils.torch.MonteCarloDropout method) load_weights() (darts.models.forecasting.block_rnn_model.BlockRNNModel 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.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) local_rank (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) log() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) log_dict() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) logger (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) loggers (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) LogNormalLikelihood (class in darts.utils.likelihood_models) longest_contiguous_slice() (darts.timeseries.TimeSeries method) low_threshold (darts.ad.detectors.quantile_detector.QuantileDetector attribute) lr_find() (darts.models.forecasting.block_rnn_model.BlockRNNModel 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) lr_scheduler_step() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) lr_schedulers() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method)

M

m (darts.dataprocessing.dtw.cost_matrix.CostMatrix attribute) (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) (darts.dataprocessing.dtw.cost_matrix.SparseCostMatrix attribute) (darts.dataprocessing.dtw.dtw.DTWAlignment attribute), [1] (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) manual_backward() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) 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.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) (darts.timeseries.TimeSeries method) mc_dropout_enabled (darts.utils.torch.MonteCarloDropout property) mean() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) (darts.timeseries.TimeSeries method) mean_distance() (darts.dataprocessing.dtw.dtw.DTWAlignment method) median() (darts.timeseries.TimeSeries method) merr() (in module darts.metrics.metrics) MIDAS (class in darts.dataprocessing.transformers.midas) min() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) (darts.timeseries.TimeSeries method) min_train_samples (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property) min_train_series_length (darts.models.forecasting.block_rnn_model.BlockRNNModel property) (darts.models.forecasting.rnn_model.RNNModel property) 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) MixedCovariatesInferenceDataset (class in darts.utils.data.inference_dataset) MixedCovariatesSequentialDataset (class in darts.utils.data.sequential_dataset) MixedCovariatesShiftedDataset (class in darts.utils.data.shifted_dataset) MixedCovariatesTrainingDataset (class in darts.utils.data.training_dataset) model (darts.explainability.shap_explainer.ShapExplainer attribute) (darts.explainability.tft_explainer.TFTExplainer attribute) model_created (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.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.auto_arima.AutoARIMA 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.catboost_model.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property) ModelMeta (class in darts.models.forecasting.forecasting_model) ModelMode (class in darts.utils.utils) module darts darts.ad darts.ad.aggregators darts.ad.aggregators.aggregators darts.ad.aggregators.and_aggregator darts.ad.aggregators.ensemble_sklearn_aggregator darts.ad.aggregators.or_aggregator darts.ad.anomaly_model darts.ad.anomaly_model.anomaly_model darts.ad.anomaly_model.filtering_am darts.ad.anomaly_model.forecasting_am darts.ad.detectors darts.ad.detectors.detectors darts.ad.detectors.quantile_detector darts.ad.detectors.threshold_detector darts.ad.scorers 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.scorers darts.ad.scorers.wasserstein_scorer darts.ad.utils darts.dataprocessing darts.dataprocessing.dtw darts.dataprocessing.dtw.cost_matrix darts.dataprocessing.dtw.dtw darts.dataprocessing.dtw.window darts.dataprocessing.encoders darts.dataprocessing.encoders.encoder_base darts.dataprocessing.encoders.encoders darts.dataprocessing.pipeline darts.dataprocessing.transformers 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 darts.datasets.dataset_loaders darts.explainability darts.explainability.explainability darts.explainability.explainability_result darts.explainability.shap_explainer darts.explainability.tft_explainer darts.explainability.utils darts.metrics darts.metrics.metrics darts.models darts.models.components darts.models.components.feed_forward darts.models.components.glu_variants darts.models.components.layer_norm_variants darts.models.components.statsforecast_utils darts.models.components.transformer darts.models.filtering darts.models.filtering.filtering_model darts.models.filtering.gaussian_process_filter darts.models.filtering.kalman_filter darts.models.filtering.moving_average_filter darts.models.forecasting darts.models.forecasting.arima darts.models.forecasting.auto_arima darts.models.forecasting.baselines darts.models.forecasting.catboost_model darts.models.forecasting.croston darts.models.forecasting.dlinear darts.models.forecasting.ensemble_model darts.models.forecasting.exponential_smoothing darts.models.forecasting.fft darts.models.forecasting.forecasting_model 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.pl_forecasting_module darts.models.forecasting.prophet_model darts.models.forecasting.random_forest darts.models.forecasting.regression_ensemble_model darts.models.forecasting.regression_model darts.models.forecasting.sf_auto_arima darts.models.forecasting.sf_auto_ces darts.models.forecasting.sf_auto_ets darts.models.forecasting.sf_auto_theta darts.models.forecasting.tbats_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.torch_forecasting_model darts.models.forecasting.transformer_model darts.models.forecasting.tsmixer_model darts.models.forecasting.varima darts.models.forecasting.xgboost darts.models.utils darts.timeseries darts.utils darts.utils.callbacks darts.utils.data darts.utils.data.horizon_based_dataset darts.utils.data.inference_dataset darts.utils.data.sequential_dataset darts.utils.data.shifted_dataset darts.utils.data.tabularization darts.utils.data.training_dataset darts.utils.data.utils darts.utils.historical_forecasts darts.utils.historical_forecasts.optimized_historical_forecasts_regression darts.utils.historical_forecasts.optimized_historical_forecasts_torch darts.utils.historical_forecasts.utils darts.utils.likelihood_models darts.utils.losses darts.utils.missing_values darts.utils.model_selection darts.utils.multioutput darts.utils.statistics darts.utils.timeseries_generation darts.utils.torch darts.utils.ts_utils darts.utils.utils

modules() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) momentum (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d attribute) MonteCarloDropout (class in darts.utils.torch) MonthlyMilkDataset (class in darts.datasets) MonthlyMilkIncompleteDataset (class in darts.datasets) MovingAverageFilter (class in darts.models.filtering.moving_average_filter) mql() (in module darts.metrics.metrics) mro() (darts.models.forecasting.forecasting_model.ModelMeta method) mse() (in module darts.metrics.metrics) msse() (in module darts.metrics.metrics) multi_ts_support() (in module darts.metrics.metrics) MultiOutputRegressor (class in darts.utils.multioutput) MULTIPLICATIVE (darts.utils.utils.ModelMode attribute) (darts.utils.utils.SeasonalityMode attribute) multivariate (darts.datasets.dataset_loaders.DatasetLoaderMetadata attribute) multivariate_support() (in module darts.metrics.metrics)

N

n (darts.dataprocessing.dtw.cost_matrix.CostMatrix attribute) (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) (darts.dataprocessing.dtw.cost_matrix.SparseCostMatrix attribute) (darts.dataprocessing.dtw.dtw.DTWAlignment attribute), [1] (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) (darts.datasets.dataset_loaders.DatasetLoaderMetadata attribute) named_buffers() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) named_children() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) named_modules() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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)

named_parameters() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) NBEATSModel (class in darts.models.forecasting.nbeats) nbytes (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) ndim (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) NegativeBinomialLikelihood (class in darts.utils.likelihood_models) newbyteorder() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) NHiTSModel (class in darts.models.forecasting.nhits) NLinearModel (class in darts.models.forecasting.nlinear) NLLScorer (class in darts.ad.scorers.scorers) NONE (darts.utils.data.utils.CovariateType attribute) (darts.utils.ts_utils.SeriesType attribute) (darts.utils.utils.ModelMode attribute) (darts.utils.utils.SeasonalityMode attribute) NonFittableAggregator (class in darts.ad.aggregators.aggregators) NonFittableAnomalyScorer (class in darts.ad.scorers.scorers) nonzero() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) normalized_shape (darts.models.components.layer_norm_variants.LayerNorm attribute) (darts.models.components.layer_norm_variants.LayerNormNoBias attribute) NormScorer (class in darts.ad.scorers.norm_scorer) NotImportedModule (class in darts.models.utils) NoWindow (class in darts.dataprocessing.dtw.window) num_features (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d attribute) num_parameters (darts.models.forecasting.catboost_model.CatBoostModel property) (darts.models.forecasting.lgbm.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.xgboost.XGBModel property) (darts.utils.likelihood_models.BernoulliLikelihood property) (darts.utils.likelihood_models.BetaLikelihood property) (darts.utils.likelihood_models.CauchyLikelihood property) (darts.utils.likelihood_models.ContinuousBernoulliLikelihood property) (darts.utils.likelihood_models.DirichletLikelihood property) (darts.utils.likelihood_models.ExponentialLikelihood property) (darts.utils.likelihood_models.GammaLikelihood property) (darts.utils.likelihood_models.GaussianLikelihood property) (darts.utils.likelihood_models.GeometricLikelihood property) (darts.utils.likelihood_models.GumbelLikelihood property) (darts.utils.likelihood_models.HalfNormalLikelihood property) (darts.utils.likelihood_models.LaplaceLikelihood property) (darts.utils.likelihood_models.Likelihood property) (darts.utils.likelihood_models.LogNormalLikelihood property) (darts.utils.likelihood_models.NegativeBinomialLikelihood property) (darts.utils.likelihood_models.PoissonLikelihood property) (darts.utils.likelihood_models.QuantileRegression property) (darts.utils.likelihood_models.WeibullLikelihood property)

O

on_after_backward() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_after_batch_transfer() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) on_before_backward() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_before_batch_transfer() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) on_before_optimizer_step() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_before_zero_grad() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_exception() (darts.utils.callbacks.TFMProgressBar method) on_fit_end() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_fit_start() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_gpu (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) on_load_checkpoint() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_predict_batch_end() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_predict_batch_start() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_predict_end() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_predict_epoch_end() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_predict_epoch_start() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_predict_model_eval() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) on_predict_start() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_sanity_check_end() (darts.utils.callbacks.TFMProgressBar method) on_sanity_check_start() (darts.utils.callbacks.TFMProgressBar method) on_save_checkpoint() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_test_batch_end() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_test_batch_start() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_test_end() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_test_epoch_end() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_test_epoch_start() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_test_model_eval() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) on_test_model_train() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) on_test_start() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_train_batch_end() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_train_batch_start() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_train_end() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method)

on_train_epoch_end() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_train_epoch_start() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_train_start() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_validation_batch_end() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_validation_batch_start() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_validation_end() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_validation_epoch_end() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_validation_epoch_start() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) on_validation_model_eval() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) on_validation_model_train() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) on_validation_model_zero_grad() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) on_validation_start() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) ope() (in module darts.metrics.metrics) optimizer_step() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) optimizer_zero_grad() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) optimizers() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) OrAggregator (class in darts.ad.aggregators.or_aggregator) output_chunk_length (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property) output_chunk_shift (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property) OWNDATA (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute)

P

p (darts.utils.torch.MonteCarloDropout attribute) parameters() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) partial_fit() (darts.utils.multioutput.MultiOutputRegressor method) partition() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) PAST (darts.utils.data.utils.CovariateType attribute) 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) PastCovariatesInferenceDataset (class in darts.utils.data.inference_dataset) PastCovariatesSequentialDataset (class in darts.utils.data.sequential_dataset) PastCovariatesShiftedDataset (class in darts.utils.data.shifted_dataset) PastCovariatesTrainingDataset (class in darts.utils.data.training_dataset) 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) pd_dataframe() (darts.timeseries.TimeSeries method) pd_series() (darts.timeseries.TimeSeries method) Pipeline (class in darts.dataprocessing.pipeline) PLDualCovariatesModule (class in darts.models.forecasting.pl_forecasting_module) PLForecastingModule (class in darts.models.forecasting.pl_forecasting_module) PLFutureCovariatesModule (class in darts.models.forecasting.pl_forecasting_module) PLMixedCovariatesModule (class in darts.models.forecasting.pl_forecasting_module) 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) PLPastCovariatesModule (class in darts.models.forecasting.pl_forecasting_module) PLSplitCovariatesModule (class in darts.models.forecasting.pl_forecasting_module) PoissonLikelihood (class in darts.utils.likelihood_models) PoissonNLLScorer (class in darts.ad.scorers.nll_poisson_scorer) pre_process_csv_fn (darts.datasets.dataset_loaders.DatasetLoaderMetadata attribute) pre_process_zipped_csv_fn (darts.datasets.dataset_loaders.DatasetLoaderMetadata attribute) pred_batch_size (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule attribute) pred_mc_dropout (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule attribute) pred_n (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule attribute) pred_n_jobs (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule attribute) pred_num_samples (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule attribute) pred_roll_size (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule attribute) predict() (darts.ad.aggregators.aggregators.Aggregator method) (darts.ad.aggregators.aggregators.FittableAggregator method) (darts.ad.aggregators.aggregators.NonFittableAggregator method) (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.auto_arima.AutoARIMA 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.CatBoostModel method) (darts.models.forecasting.croston.Croston method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.regression_model.RegressionModel method) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA method) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES method) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS method) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta method) (darts.models.forecasting.tbats_model.BATS method) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel method) (darts.utils.multioutput.MultiOutputRegressor method)

predict_dataloader() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) predict_description (darts.utils.callbacks.TFMProgressBar property) predict_from_dataset() (darts.models.forecasting.block_rnn_model.BlockRNNModel 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.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule attribute) predict_likelihood_parameters() (darts.utils.likelihood_models.BernoulliLikelihood method) (darts.utils.likelihood_models.BetaLikelihood method) (darts.utils.likelihood_models.CauchyLikelihood method) (darts.utils.likelihood_models.ContinuousBernoulliLikelihood method) (darts.utils.likelihood_models.DirichletLikelihood method) (darts.utils.likelihood_models.ExponentialLikelihood method) (darts.utils.likelihood_models.GammaLikelihood method) (darts.utils.likelihood_models.GaussianLikelihood method) (darts.utils.likelihood_models.GeometricLikelihood method) (darts.utils.likelihood_models.GumbelLikelihood method) (darts.utils.likelihood_models.HalfNormalLikelihood method) (darts.utils.likelihood_models.LaplaceLikelihood method) (darts.utils.likelihood_models.Likelihood method) (darts.utils.likelihood_models.LogNormalLikelihood method) (darts.utils.likelihood_models.NegativeBinomialLikelihood method) (darts.utils.likelihood_models.PoissonLikelihood method) (darts.utils.likelihood_models.QuantileRegression method) (darts.utils.likelihood_models.WeibullLikelihood method) predict_progress_bar (darts.utils.callbacks.TFMProgressBar property) predict_raw() (darts.models.forecasting.prophet_model.Prophet method) predict_step() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) prepare_data() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) prepare_data_per_node (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule attribute) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule attribute) prepend() (darts.timeseries.TimeSeries method) prepend_values() (darts.timeseries.TimeSeries method) print() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) process_horizons_and_targets() (in module darts.explainability.utils) process_input() (in module darts.explainability.utils) process_position (darts.utils.callbacks.TFMProgressBar property) prod() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) Prophet (class in darts.models.forecasting.prophet_model) ptp() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) put() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) 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) quantile_df() (darts.timeseries.TimeSeries method)

quantile_timeseries() (darts.timeseries.TimeSeries method) QuantileDetector (class in darts.ad.detectors.quantile_detector) QuantileRegression (class in darts.utils.likelihood_models) quantiles_df() (darts.timeseries.TimeSeries method)

R

r2_score() (in module darts.metrics.metrics) random_component_values() (darts.timeseries.TimeSeries method) random_method() (in module darts.utils.torch) random_walk_timeseries() (in module darts.utils.timeseries_generation) RandomForest (class in darts.models.forecasting.random_forest) ravel() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) real (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) refresh_rate (darts.utils.callbacks.TFMProgressBar property) register() (darts.models.forecasting.forecasting_model.ModelMeta method) register_backward_hook() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) register_buffer() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) register_forward_hook() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) register_forward_pre_hook() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) register_full_backward_hook() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) register_full_backward_pre_hook() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) register_load_state_dict_post_hook() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) register_module() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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)

register_parameter() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) register_state_dict_pre_hook() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) ReGLU (class in darts.models.components.glu_variants) RegressionEnsembleModel (class in darts.models.forecasting.regression_ensemble_model) RegressionModel (class in darts.models.forecasting.regression_model) RegressionModelWithCategoricalCovariates (class in darts.models.forecasting.regression_model) ReLU (class in darts.models.components.glu_variants) remove_from_series() (in module darts.utils.statistics) remove_seasonality() (in module darts.utils.statistics) remove_trend() (in module darts.utils.statistics) repeat() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) 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) requires_grad_() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) resample() (darts.timeseries.TimeSeries method) rescale_with_value() (darts.timeseries.TimeSeries method) reset_dataloader_idx_tracker() (darts.utils.callbacks.TFMProgressBar method) reset_model() (darts.models.forecasting.block_rnn_model.BlockRNNModel 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.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d method) reset_running_stats() (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d method) reshape() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) residuals() (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel method) (darts.models.forecasting.croston.Croston method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.regression_model.RegressionModel method) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA method) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES method) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS method) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta method) (darts.models.forecasting.tbats_model.BATS method) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel method) resize() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) retain_period_common_to_all() (in module darts.utils.ts_utils) RINorm (class in darts.models.components.layer_norm_variants) rmse() (in module darts.metrics.metrics) rmsle() (in module darts.metrics.metrics) RMSNorm (class in darts.models.components.layer_norm_variants) rmsse() (in module darts.metrics.metrics) RNNModel (class in darts.models.forecasting.rnn_model) round() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method)

S

SakoeChiba (class in darts.dataprocessing.dtw.window) sample() (darts.utils.likelihood_models.BernoulliLikelihood method) (darts.utils.likelihood_models.BetaLikelihood method) (darts.utils.likelihood_models.CauchyLikelihood method) (darts.utils.likelihood_models.ContinuousBernoulliLikelihood method) (darts.utils.likelihood_models.DirichletLikelihood method) (darts.utils.likelihood_models.ExponentialLikelihood method) (darts.utils.likelihood_models.GammaLikelihood method) (darts.utils.likelihood_models.GaussianLikelihood method) (darts.utils.likelihood_models.GeometricLikelihood method) (darts.utils.likelihood_models.GumbelLikelihood method) (darts.utils.likelihood_models.HalfNormalLikelihood method) (darts.utils.likelihood_models.LaplaceLikelihood method) (darts.utils.likelihood_models.Likelihood method) (darts.utils.likelihood_models.LogNormalLikelihood method) (darts.utils.likelihood_models.NegativeBinomialLikelihood method) (darts.utils.likelihood_models.PoissonLikelihood method) (darts.utils.likelihood_models.QuantileRegression method) (darts.utils.likelihood_models.WeibullLikelihood method) sanity_check_description (darts.utils.callbacks.TFMProgressBar property) sape() (in module darts.metrics.metrics) save() (darts.models.forecasting.arima.ARIMA method) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel method) (darts.models.forecasting.croston.Croston method) (darts.models.forecasting.dlinear.DLinearModel method) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel method) (darts.models.forecasting.regression_model.RegressionModel method) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates method) (darts.models.forecasting.rnn_model.RNNModel method) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA method) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES method) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS method) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta method) (darts.models.forecasting.tbats_model.BATS method) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel method) save_hyperparameters() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) Scaler (class in darts.dataprocessing.transformers.scaler) 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.scorers.FittableAnomalyScorer method) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer method) (darts.utils.multioutput.MultiOutputRegressor 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.scorers.AnomalyScorer method) (darts.ad.scorers.scorers.FittableAnomalyScorer method) (darts.ad.scorers.scorers.NLLScorer method) (darts.ad.scorers.scorers.NonFittableAnomalyScorer method) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer method) se() (in module darts.metrics.metrics) searchsorted() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) SeasonalityMode (class in darts.utils.utils) select_best_model() (darts.models.forecasting.theta.FourTheta static method) SEQ (darts.utils.ts_utils.SeriesType attribute) seq2series() (in module darts.utils.ts_utils) SEQ_SEQ (darts.utils.ts_utils.SeriesType attribute) SequentialEncoder (class in darts.dataprocessing.encoders.encoders) SequentialEncoderTransformer (class in darts.dataprocessing.encoders.encoder_base) series1 (darts.dataprocessing.dtw.dtw.DTWAlignment attribute), [1] series2 (darts.dataprocessing.dtw.dtw.DTWAlignment attribute), [1] series2seq() (in module darts.utils.ts_utils) SeriesType (class in darts.utils.ts_utils) set_extra_state() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) set_fit_request() (darts.utils.multioutput.MultiOutputRegressor method) set_mc_dropout() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) 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_params() (darts.utils.multioutput.MultiOutputRegressor method) set_partial_fit_request() (darts.utils.multioutput.MultiOutputRegressor method) set_predict_parameters() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) set_score_request() (darts.utils.multioutput.MultiOutputRegressor 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) setfield() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) setflags() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) setup() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.utils.callbacks.TFMProgressBar method) shape (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) ShapExplainabilityResult (class in darts.explainability.explainability_result) ShapExplainer (class in darts.explainability.shap_explainer) share_memory() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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) shift() (darts.timeseries.TimeSeries method) 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.scorers.FittableAnomalyScorer 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.scorers.AnomalyScorer method) (darts.ad.scorers.scorers.FittableAnomalyScorer method) (darts.ad.scorers.scorers.NLLScorer method) (darts.ad.scorers.scorers.NonFittableAnomalyScorer method) (darts.ad.scorers.wasserstein_scorer.WassersteinScorer method) show_anomalies_from_scores() (in module darts.ad.utils) simplified_name() (darts.utils.likelihood_models.BernoulliLikelihood method) (darts.utils.likelihood_models.BetaLikelihood method) (darts.utils.likelihood_models.CauchyLikelihood method) (darts.utils.likelihood_models.ContinuousBernoulliLikelihood method) (darts.utils.likelihood_models.DirichletLikelihood method) (darts.utils.likelihood_models.ExponentialLikelihood method) (darts.utils.likelihood_models.GammaLikelihood method) (darts.utils.likelihood_models.GaussianLikelihood method) (darts.utils.likelihood_models.GeometricLikelihood method) (darts.utils.likelihood_models.GumbelLikelihood method) (darts.utils.likelihood_models.HalfNormalLikelihood method) (darts.utils.likelihood_models.LaplaceLikelihood method) (darts.utils.likelihood_models.Likelihood method) (darts.utils.likelihood_models.LogNormalLikelihood method) (darts.utils.likelihood_models.NegativeBinomialLikelihood method) (darts.utils.likelihood_models.PoissonLikelihood method) (darts.utils.likelihood_models.QuantileRegression method) (darts.utils.likelihood_models.WeibullLikelihood method) sine_timeseries() (in module darts.utils.timeseries_generation) SINGLE (darts.utils.ts_utils.SeriesType attribute) SingleEncoder (class in darts.dataprocessing.encoders.encoder_base) size (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) skew() (darts.timeseries.TimeSeries method) sle() (in module darts.metrics.metrics) slice() (darts.timeseries.TimeSeries method) slice_index() (in module darts.utils.utils) slice_intersect() (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) sort() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) SparseCostMatrix (class in darts.dataprocessing.dtw.cost_matrix) split_after() (darts.timeseries.TimeSeries method) split_before() (darts.timeseries.TimeSeries method) SplitCovariatesInferenceDataset (class in darts.utils.data.inference_dataset) SplitCovariatesSequentialDataset (class in darts.utils.data.sequential_dataset) SplitCovariatesShiftedDataset (class in darts.utils.data.shifted_dataset) SplitCovariatesTrainingDataset (class in darts.utils.data.training_dataset) squeeze() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix 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) state_dict() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) (darts.models.forecasting.tsmixer_model.TimeBatchNorm2d method) (darts.utils.callbacks.TFMProgressBar method) (darts.utils.losses.MAELoss method) (darts.utils.losses.MapeLoss method) (darts.utils.losses.SmapeLoss method) (darts.utils.torch.MonteCarloDropout method) state_key (darts.utils.callbacks.TFMProgressBar property) 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) StatsForecastAutoARIMA (class in darts.models.forecasting.sf_auto_arima) StatsForecastAutoCES (class in darts.models.forecasting.sf_auto_ces) StatsForecastAutoETS (class in darts.models.forecasting.sf_auto_ets) StatsForecastAutoTheta (class in darts.models.forecasting.sf_auto_theta) std() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) (darts.timeseries.TimeSeries method) strict_loading (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) strided_moving_window() (in module darts.utils.data.tabularization) strides (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) strip() (darts.timeseries.TimeSeries method) sum() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) (darts.timeseries.TimeSeries method) summary_plot() (darts.explainability.shap_explainer.ShapExplainer method) SunspotsDataset (class in darts.datasets) supports_future_covariates (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.catboost_model.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.LightGBMModel property) (darts.models.forecasting.linear_regression_model.LinearRegressionModel property) (darts.models.forecasting.nbeats.NBEATSModel attribute) (darts.models.forecasting.nhits.NHiTSModel attribute) (darts.models.forecasting.nlinear.NLinearModel property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS property) (darts.models.forecasting.tcn_model.TCNModel attribute) (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 attribute) (darts.models.forecasting.tsmixer_model.TSMixerModel property) (darts.models.forecasting.varima.VARIMA property) (darts.models.forecasting.xgboost.XGBModel property)

supports_likelihood_parameter_prediction (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster 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.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property) supports_likelihood_parameter_prediction() (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) supports_multivariate (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property) supports_optimized_historical_forecasts (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property) supports_past_covariates (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property) supports_probabilistic_prediction (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel property) (darts.models.forecasting.exponential_smoothing.ExponentialSmoothing property) (darts.models.forecasting.fft.FFT property) (darts.models.forecasting.kalman_forecaster.KalmanForecaster 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.pl_forecasting_module.PLDualCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule property) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule property) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule property) (darts.models.forecasting.prophet_model.Prophet property) (darts.models.forecasting.random_forest.RandomForest property) (darts.models.forecasting.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property) supports_probabilistic_prediction() (darts.models.forecasting.global_baseline_models.GlobalNaiveAggregate method) (darts.models.forecasting.global_baseline_models.GlobalNaiveDrift method) (darts.models.forecasting.global_baseline_models.GlobalNaiveSeasonal method) supports_static_covariates (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property) supports_transferrable_series_prediction (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS property) (darts.models.forecasting.tcn_model.TCNModel property) 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T

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TopDownReconciliator (class in darts.dataprocessing.transformers.reconciliation)

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method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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)

U

UberTLCDataset (class in darts.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) unfreeze() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) univariate_component() (darts.timeseries.TimeSeries method) univariate_values() (darts.timeseries.TimeSeries method) unpack_sf_dict() (in module darts.models.components.statsforecast_utils) 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) untoggle_optimizer() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) untrained_model() (darts.models.forecasting.block_rnn_model.BlockRNNModel method) (darts.models.forecasting.rnn_model.RNNModel method) uri (darts.datasets.dataset_loaders.DatasetLoaderMetadata attribute) usable (darts.models.utils.NotImportedModule attribute) uses_future_covariates (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property)

uses_past_covariates (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property) uses_static_covariates (darts.models.forecasting.arima.ARIMA property) (darts.models.forecasting.auto_arima.AutoARIMA 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.CatBoostModel property) (darts.models.forecasting.croston.Croston property) (darts.models.forecasting.dlinear.DLinearModel property) (darts.models.forecasting.ensemble_model.EnsembleModel 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.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.regression_ensemble_model.RegressionEnsembleModel property) (darts.models.forecasting.regression_model.RegressionModel property) (darts.models.forecasting.regression_model.RegressionModelWithCategoricalCovariates property) (darts.models.forecasting.rnn_model.RNNModel property) (darts.models.forecasting.sf_auto_arima.StatsForecastAutoARIMA property) (darts.models.forecasting.sf_auto_ces.StatsForecastAutoCES property) (darts.models.forecasting.sf_auto_ets.StatsForecastAutoETS property) (darts.models.forecasting.sf_auto_theta.StatsForecastAutoTheta property) (darts.models.forecasting.tbats_model.BATS property) (darts.models.forecasting.tbats_model.TBATS 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.XGBModel property) USGasolineDataset (class in darts.datasets)

V

val_dataloader() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method) val_progress_bar (darts.utils.callbacks.TFMProgressBar property) validation_description (darts.utils.callbacks.TFMProgressBar property) validation_step() (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule method)

values() (darts.timeseries.TimeSeries method) var() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method) (darts.timeseries.TimeSeries method) VARIMA (class in darts.models.forecasting.varima) view() (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix method)

W

warped() (darts.dataprocessing.dtw.dtw.DTWAlignment method) WassersteinScorer (class in darts.ad.scorers.wasserstein_scorer) WeatherDataset (class in darts.datasets) WeibullLikelihood (class in darts.utils.likelihood_models) 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) with_columns_renamed() (darts.timeseries.TimeSeries method) with_hierarchy() (darts.timeseries.TimeSeries method) with_static_covariates() (darts.timeseries.TimeSeries method) with_traceback() (darts.datasets.dataset_loaders.DatasetLoadingException method) with_values() (darts.timeseries.TimeSeries method) WoolyDataset (class in darts.datasets) WRITEABLE (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute) WRITEBACKIFCOPY (darts.dataprocessing.dtw.cost_matrix.DenseCostMatrix attribute)

X

xgb_quantile_loss() (in module darts.models.forecasting.xgboost) XGBModel (class in darts.models.forecasting.xgboost) xpu() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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)

Z

zero_grad() (darts.models.components.feed_forward.FeedForward method) (darts.models.components.glu_variants.Bilinear method) (darts.models.components.glu_variants.GEGLU method) (darts.models.components.glu_variants.GELU method) (darts.models.components.glu_variants.GLU method) (darts.models.components.glu_variants.ReGLU method) (darts.models.components.glu_variants.ReLU method) (darts.models.components.glu_variants.SwiGLU method) (darts.models.components.layer_norm_variants.LayerNorm method) (darts.models.components.layer_norm_variants.LayerNormNoBias method) (darts.models.components.layer_norm_variants.RINorm method) (darts.models.components.layer_norm_variants.RMSNorm method) (darts.models.components.transformer.CustomFeedForwardDecoderLayer method) (darts.models.components.transformer.CustomFeedForwardEncoderLayer method) (darts.models.forecasting.pl_forecasting_module.PLDualCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLForecastingModule method) (darts.models.forecasting.pl_forecasting_module.PLFutureCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLMixedCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLPastCovariatesModule method) (darts.models.forecasting.pl_forecasting_module.PLSplitCovariatesModule 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)