Index _ | A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | Q | R | S | T | U | V | W | X _ __init__() (twiga.core.backtester.TimeBasedSplit method) (twiga.core.data.diff.TimeSeriesDifferentiator method) (twiga.core.data.loader.TimeseriesDataModule method) (twiga.core.data.pipeline.DataPipeline method) (twiga.distributions.conformal.base.BaseConformal method) (twiga.distributions.conformal.crc.ConformalResidualFitting method) (twiga.distributions.nn.custom_loss.QuantileHuberLoss method) (twiga.distributions.nn.custom_loss.QuantileLoss method) (twiga.distributions.nn.custom_loss.QuantileProposalLoss method) (twiga.forecaster.base.BaseForecaster method) (twiga.forecaster.core.TwigaForecaster method) (twiga.models.foundational.chronos2_model.Chronos2Model method) (twiga.models.foundational.lag_llama_model.LagLlamaModel method) (twiga.models.foundational.moirai_model.MoiraiModel method) (twiga.models.foundational.tabicl_model.TabICLModel method) (twiga.models.foundational.timesfm_model.TimesFMModel method) (twiga.models.ml.core.base_regressor.BaseRegressor method) (twiga.models.ml.prob.base_quantile.BaseQuantileRegressor method) (twiga.models.nn.core.base.BaseNeuralForecast method) (twiga.models.nn.core.base_arch.BaseArchitecture method) (twiga.models.nn.core.base_model.BaseNeuralModel method) (twiga.models.nn.mlpf_model.MLPFModel method) (twiga.models.nn.mlpffpqr_model.MLPFFPQRModel method) (twiga.models.nn.mlpfqr_model.MLPFQRModel method) (twiga.models.nn.mlpgaf_model.MLPGAFModel method) (twiga.models.nn.mlpgam_model.MLPGAMModel method) (twiga.models.nn.nhits_model.NHITSModel method) (twiga.models.nn.rnn_model.RNNModel method) (twiga.models.nn.rnnbeta_model.RNNBetaModel method) (twiga.models.nn.rnngamma_model.RNNGammaModel method) (twiga.models.nn.rnnlaplace_model.RNNLaplaceModel method) (twiga.models.nn.rnnlognormal_model.RNNLogNormalModel method) (twiga.models.nn.rnnnormal_model.RNNNormalModel method) (twiga.models.nn.rnnqr_model.RNNFPQRModel method) (twiga.models.nn.rnnqr_model.RNNQRModel method) (twiga.models.nn.rnnstudentt_model.RNNStudentTModel method) (twiga.serve.monitor.ForecastMonitor method) (twiga.tracking.TwigaTracker method) A AbstractForecaster (class in twiga.forecaster.abstract) accepted (twiga.serve.schemas.ActualsResponse attribute) activation_function (twiga.models.nn.nhits_model.NHITSConfig attribute) actual_value (twiga.serve.schemas.ActualRecord attribute) ActualRecord (class in twiga.serve.schemas) ActualsRequest (class in twiga.serve.schemas) ActualsResponse (class in twiga.serve.schemas) add() (twiga.forecaster.result.ForecastCollection method) add_day_night_feature() (in module twiga.core.data.feature) add_fourier_features() (in module twiga.core.data.feature) AdditiveCRCDistribution (class in twiga.distributions.nn.residual_conformal) AdditiveLaplaceDistribution (class in twiga.distributions.nn.parametric) AdditiveLogNormalDistribution (class in twiga.distributions.nn.parametric) AdditiveNormalDistribution (class in twiga.distributions.nn.parametric) AdditiveStudentTDistribution (class in twiga.distributions.nn.parametric) adf_pvalue (twiga.core.data.characterisation.StationarityResult attribute) adf_statistic (twiga.core.data.characterisation.StationarityResult attribute) adf_test() (in module twiga.core.stats.stationarity) aggregate() (in module twiga.experiment) allow_writing_files (twiga.models.ml.catboost_model.CATBOOSTConfig attribute) alpha (twiga.core.config.ConformalConfig attribute) (twiga.models.nn.nhits_model.NHITSConfig attribute) (twiga.serve.schemas.IntervalRequest attribute) ami_h1 (twiga.core.data.characterisation.PredictabilityResult attribute) analyse() (twiga.core.data.characterisation.SignalCharacteriser method) ar_order (twiga.core.data.characterisation.TemporalStructureResult attribute) AssociationAnalyzer (class in twiga.core.data.relevance) auc (twiga.core.data.characterisation.PredictabilityResult attribute) augment_lags() (in module twiga.core.data.processing) augment_rolling() (in module twiga.core.data.processing) augment_timeseries_signature() (in module twiga.core.data.processing) AutoregressTransformer (class in twiga.core.data.autores) B backbone_cls (twiga.experiment.ExperimentSpec attribute) backtesting() (twiga.forecaster.abstract.AbstractForecaster method) bagging_freq (twiga.models.ml.lightgbm_model.LIGHTGBMConfig attribute) bagging_temperature (twiga.models.ml.catboost_model.CATBOOSTConfig attribute) BASE_TRAINING_SEARCH_SPACE (twiga.core.config.NeuralModelConfig attribute) BaseArchitecture (class in twiga.models.nn.core.base_arch) BaseConformal (class in twiga.distributions.conformal.base) BaseDistribution (class in twiga.distributions.nn.parametric) BaseForecaster (class in twiga.forecaster.base) BaseFoundationalModel (class in twiga.models.foundational.base) BaseModelConfig (class in twiga.core.config) BaseNeuralForecast (class in twiga.models.nn.core.base) BaseNeuralModel (class in twiga.models.nn.core.base_model) BaseQuantileRegressor (class in twiga.models.ml.prob.base_quantile) BaseRegressor (class in twiga.models.ml.core.base_regressor) BaseSearchSpace (class in twiga.core.config) batch_size (twiga.core.config.NeuralModelConfig attribute) (twiga.core.config.NeuralTrainingConfig attribute) BetaDistribution (class in twiga.distributions.nn.parametric) bidirectional (twiga.models.nn.rnn_model.RNNConfig attribute) boosting_type (twiga.models.ml.lightgbm_model.LIGHTGBMConfig attribute) brier_score() (in module twiga.core.metrics.parametric) C cal_temperature (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) calculate_conformal_quantile() (twiga.distributions.conformal.base.BaseConformal method) calculate_conformal_value() (in module twiga.distributions.conformal.base) calculate_model_size() (twiga.models.nn.core.base_model.BaseNeuralModel method) calculate_temporal_weights() (in module twiga.distributions.conformal.base) calculate_weighted_conformal_value() (in module twiga.distributions.conformal.base) calendar_features (twiga.core.config.DataPipelineConfig attribute) calib_delta (twiga.core.backtester.TimeBasedCV property) calib_method (twiga.core.config.ConformalConfig attribute) calib_size (twiga.core.config.ExperimentConfig attribute) calib_source (twiga.core.config.ExperimentConfig attribute) (twiga.experiment.Condition attribute) calibrate() (twiga.distributions.conformal.base.BaseConformal method) (twiga.distributions.conformal.crc.ConformalResidualFitting method) (twiga.forecaster.core.TwigaForecaster method) CATBOOSTConfig (class in twiga.models.ml.catboost_model) CATBOOSTModel (class in twiga.models.ml.catboost_model) cell_type (twiga.models.nn.rnn_model.RNNConfig attribute) CharacterisationResult (class in twiga.core.data.characterisation) checkpoints_path (twiga.core.config.ExperimentConfig attribute) Chronos2Config (class in twiga.models.foundational.chronos2_model) Chronos2Model (class in twiga.models.foundational.chronos2_model) ckpt_path (twiga.models.foundational.lag_llama_model.LagLlamaConfig attribute) cli_main() (twiga.experiment.ExperimentEngine method) col_sample (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALConfig attribute) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALConfig attribute) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALConfig attribute) combination_type (twiga.models.nn.mlpf_model.MLPFConfig attribute) complexity (twiga.core.data.characterisation.CharacterisationResult attribute) ComplexityProfile (class in twiga.core.data.characterisation) compute() (twiga.core.data.relevance.AssociationAnalyzer static method) compute_anova_f() (in module twiga.core.stats.association) compute_chi2() (in module twiga.core.stats.association) compute_crosslag_association() (in module twiga.core.stats.crosslag) compute_ensemble_predictions() (in module twiga.forecaster.ensemble) compute_mutual_information() (in module twiga.core.stats.mutual_information) (in module twiga.core.stats.selection) compute_netload_ghi() (in module twiga.core.data.feature) compute_ppscore() (in module twiga.core.stats.ppscore) compute_rf_importance() (in module twiga.core.data.selection) compute_xicorr() (in module twiga.core.stats.xicorr) Condition (class in twiga.experiment) condition_cls (twiga.experiment.ExperimentSpec attribute) conditions (twiga.experiment.ExperimentSpec attribute) conf_level (twiga.forecaster.result.ForecastResult attribute) (twiga.forecaster.result.RawPrediction attribute) (twiga.models.ml.qrcatboost_model.QRCATBOOSTConfig attribute) (twiga.models.ml.qrlightgbm_model.QRLIGHTGBMConfig attribute) (twiga.models.ml.qrrandomforest_model.QRRANDOMFORESTConfig attribute) (twiga.models.ml.qrxgboost_model.QRXGBOOSTConfig attribute) (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) ConfigurationError configure() (in module twiga.core.utils) configure_optimizers() (twiga.models.nn.core.base_model.BaseNeuralModel method) Conformal (class in twiga.distributions.conformal.core) conformal_config (twiga.experiment.Condition attribute) ConformalConfig (class in twiga.core.config) ConformalQuantileRegressor (class in twiga.distributions.conformal.cqr) ConformalResidualFitting (class in twiga.distributions.conformal.crc) context_length (twiga.models.foundational.lag_llama_model.LagLlamaConfig attribute) CONTEXTPARROTModel (class in twiga.models.baseline.context_parrot_model) controlled_fields (twiga.experiment.ExperimentSpec attribute) cooks_distance() (in module twiga.core.stats.residual) correlation_heatmap() (in module twiga.core.plot.exploration) CosinetauEmbedding (class in twiga.distributions.nn.fpquantile) coverage (twiga.serve.schemas.IntervalPrediction attribute) CRCDistribution (class in twiga.distributions.nn.residual_conformal) create_app() (in module twiga.serve.app) create_optuna_study() (twiga.forecaster.base.BaseForecaster method) create_results_df() (twiga.forecaster.base.BaseForecaster method) crossing_mode (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) (twiga.models.nn.mlpgamqr_model.MLPGAMQRConfig attribute) crossing_penalty (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) cv_calib_size (twiga.experiment.ExperimentSpec attribute) cv_folds (twiga.experiment.ExperimentSpec attribute) cv_stride (twiga.experiment.ExperimentSpec attribute) cv_test_size (twiga.experiment.ExperimentSpec attribute) cv_train_size (twiga.experiment.ExperimentSpec attribute) cv_val_size (twiga.experiment.ExperimentSpec attribute) D data_pipeline (twiga.models.ml.core.base_regressor.BaseRegressor attribute) DataPipeline (class in twiga.core.data.pipeline) DataPipelineConfig (class in twiga.core.config) datasets (twiga.experiment.ExperimentSpec attribute) date_column (twiga.core.config.DataPipelineConfig attribute) (twiga.serve.loader.ModelLoader property) dawid_sebastiani_score() (in module twiga.core.metrics.parametric) decompose_forecast (twiga.models.nn.nhits_model.NHITSConfig attribute) delta (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) description (twiga.experiment.Condition attribute) detect_missing_date() (in module twiga.core.data.processing) device (twiga.models.foundational.chronos2_model.Chronos2Config attribute) (twiga.models.foundational.lag_llama_model.LagLlamaConfig attribute) (twiga.models.foundational.moirai_model.MoiraiConfig attribute) (twiga.models.foundational.tabicl_model.TabICLConfig attribute) (twiga.models.foundational.timesfm_model.TimesFMConfig attribute) (twiga.models.ml.xgboost_model.XGBOOSTConfig attribute) diebold_mariano_test() (in module twiga.core.metrics.stats) disabled_groups (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) distribution (twiga.models.nn.mlpf_model.MLPFConfig attribute) (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) (twiga.models.nn.mlpgam_model.MLPGAMConfig attribute) (twiga.models.nn.nhits_model.NHITSConfig attribute) diversity_weights() (in module twiga.core.data.selection) domain (twiga.core.config.BaseModelConfig attribute) (twiga.core.config.ExperimentConfig attribute) (twiga.core.config.NeuralModelConfig attribute) (twiga.models.foundational.chronos2_model.Chronos2Config attribute) (twiga.models.foundational.lag_llama_model.LagLlamaConfig attribute) (twiga.models.foundational.moirai_model.MoiraiConfig attribute) (twiga.models.foundational.tabicl_model.TabICLConfig attribute) (twiga.models.foundational.timesfm_model.TimesFMConfig attribute) (twiga.models.ml.catboost_model.CATBOOSTConfig attribute) (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTConfig attribute) (twiga.models.ml.lightgbm_model.LIGHTGBMConfig attribute) (twiga.models.ml.lineareg_model.LINEAREGConfig attribute) (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALConfig attribute) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALConfig attribute) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALConfig attribute) (twiga.models.ml.randomforest_model.RANDOMFORESTConfig attribute) (twiga.models.ml.xgboost_model.XGBOOSTConfig attribute) dominant_period (twiga.core.data.characterisation.TemporalStructureResult attribute) drift_detected (twiga.serve.schemas.MonitorResponse attribute) DRIFTModel (class in twiga.models.baseline.drift_model) drop_last (twiga.core.config.NeuralModelConfig attribute) (twiga.core.config.NeuralTrainingConfig attribute) dropout (twiga.models.nn.nhits_model.NHITSConfig attribute) dual_line_plot() (in module twiga.core.plot.timeseries) duration_in_units() (twiga.core.backtester.TimeBasedCV method) E early_stop_patience (twiga.core.config.NeuralModelConfig attribute) (twiga.core.config.NeuralTrainingConfig attribute) early_stopping_rounds (twiga.models.ml.lightgbm_model.LIGHTGBMConfig attribute) (twiga.models.ml.xgboost_model.XGBOOSTConfig attribute) effective_horizon (twiga.core.data.characterisation.PredictabilityResult attribute) encode() (twiga.models.nn.core.base_arch.BaseArchitecture method) encode_size (twiga.models.nn.core.base_arch.BaseArchitecture property) (twiga.models.nn.nhits_model.NHITSConfig attribute) energy_score() (in module twiga.core.metrics.parametric) enforce_monotonic (twiga.models.foundational.chronos2_model.Chronos2Config attribute) (twiga.models.foundational.lag_llama_model.LagLlamaConfig attribute) (twiga.models.foundational.moirai_model.MoiraiConfig attribute) (twiga.models.foundational.tabicl_model.TabICLConfig attribute) (twiga.models.foundational.timesfm_model.TimesFMConfig attribute) ensemble_strategy (twiga.serve.schemas.ForecastRequest attribute) estimate_ar_order() (in module twiga.core.stats.autocorr) evaluate() (twiga.forecaster.abstract.AbstractForecaster method) (twiga.forecaster.result.ForecastCollection method) (twiga.forecaster.result.ForecastResult method) evaluate_forecast() (in module twiga.core.metrics) evaluate_interval_forecast() (in module twiga.core.metrics.interval) (twiga.forecaster.abstract.AbstractForecaster method) evaluate_model() (in module twiga.pipeline.tasks) evaluate_parametric_forecast() (in module twiga.core.metrics.parametric) (twiga.forecaster.abstract.AbstractForecaster method) evaluate_point_forecast() (in module twiga.core.metrics.point) (twiga.forecaster.abstract.AbstractForecaster method) evaluate_quantile_forecast() (in module twiga.core.metrics.quantile) (twiga.forecaster.abstract.AbstractForecaster method) ExperimentConfig (class in twiga.core.config) ExperimentEngine (class in twiga.experiment) ExperimentSpec (class in twiga.experiment) explain() (twiga.core.explain.ShapExplainer method) (twiga.forecaster.core.TwigaForecaster method) F feature_drift (twiga.serve.schemas.MonitorResponse attribute) feature_importance() (twiga.core.explain.ShapExplainer method) feature_names_ (twiga.models.ml.core.base_regressor.BaseRegressor attribute) file (twiga.serve.schemas.ActualsResponse attribute) file_name (twiga.core.config.ExperimentConfig attribute) fit() (twiga.core.data.autores.AutoregressTransformer method) (twiga.core.data.diff.TimeSeriesDifferentiator method) (twiga.core.data.pipeline.DataPipeline method) (twiga.core.data.temporal.TemporalFeatureTransformer method) (twiga.forecaster.abstract.AbstractForecaster method) (twiga.models.baseline.context_parrot_model.CONTEXTPARROTModel method) (twiga.models.baseline.drift_model.DRIFTModel method) (twiga.models.baseline.naive_model.NAIVEModel method) (twiga.models.baseline.seasonal_naive_model.SEASONALNAIVEModel method) (twiga.models.baseline.window_average_model.WINDOWAVERAGEModel method) (twiga.models.foundational.chronos2_model.Chronos2Model method) (twiga.models.foundational.lag_llama_model.LagLlamaModel method) (twiga.models.foundational.moirai_model.MoiraiModel method) (twiga.models.foundational.tabicl_model.TabICLModel method) (twiga.models.foundational.timesfm_model.TimesFMModel method) (twiga.models.ml.catboost_model.CATBOOSTModel method) (twiga.models.ml.core.base_regressor.BaseRegressor method) (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTModel method) (twiga.models.ml.lightgbm_model.LIGHTGBMModel method) (twiga.models.ml.prob.base_quantile.BaseQuantileRegressor method) (twiga.models.ml.randomforest_model.RANDOMFORESTModel method) (twiga.models.ml.xgboost_model.XGBOOSTModel method) (twiga.models.nn.core.base.BaseNeuralForecast method) fit_forecaster() (in module twiga.pipeline.tasks) fit_intercept (twiga.models.ml.lineareg_model.LINEAREGConfig attribute) fit_transform() (twiga.core.data.autores.AutoregressTransformer method) (twiga.core.data.pipeline.DataPipeline method) (twiga.core.data.temporal.TemporalFeatureTransformer method) fixed_overrides (twiga.experiment.ExperimentSpec attribute) forecast (twiga.serve.schemas.IntervalPrediction attribute) forecast() (twiga.distributions.nn.fpquantile.FPQRDistribution method) (twiga.distributions.nn.parametric.AdditiveStudentTDistribution method) (twiga.distributions.nn.parametric.BaseDistribution method) (twiga.distributions.nn.parametric.StudentTDistribution method) (twiga.distributions.nn.quantile.QRDistribution method) (twiga.distributions.nn.residual_conformal.CRCDistribution method) (twiga.forecaster.abstract.AbstractForecaster method) (twiga.models.baseline.context_parrot_model.CONTEXTPARROTModel method) (twiga.models.baseline.drift_model.DRIFTModel method) (twiga.models.baseline.naive_model.NAIVEModel method) (twiga.models.baseline.seasonal_naive_model.SEASONALNAIVEModel method) (twiga.models.baseline.window_average_model.WINDOWAVERAGEModel method) (twiga.models.ml.core.base_regressor.BaseRegressor method) (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALModel method) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALModel method) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALModel method) (twiga.models.ml.prob.base_quantile.BaseQuantileRegressor method) (twiga.models.nn.core.base.BaseNeuralForecast method) (twiga.models.nn.core.base_arch.BaseArchitecture method) (twiga.models.nn.core.base_model.BaseNeuralModel method) (twiga.models.nn.prob.core.ProbabilisticNetwork method) forecast_delta (twiga.core.backtester.TimeBasedSplit property) forecast_horizon (twiga.core.config.DataPipelineConfig attribute) (twiga.serve.loader.ModelLoader property) (twiga.serve.schemas.ForecastResponse attribute) (twiga.serve.schemas.HealthResponse attribute) (twiga.serve.schemas.IntervalResponse attribute) forecast_inverse() (twiga.core.data.diff.TimeSeriesDifferentiator method) forecast_period_features (twiga.core.config.DataPipelineConfig attribute) ForecastCollection (class in twiga.forecaster.result) ForecastKind (class in twiga.forecaster.result) ForecastMonitor (class in twiga.serve.monitor) ForecastRequest (class in twiga.serve.schemas) ForecastResponse (class in twiga.serve.schemas) ForecastResult (class in twiga.forecaster.result) forecasts (twiga.serve.schemas.ForecastResponse attribute) (twiga.serve.schemas.IntervalResponse attribute) format_features() (twiga.models.ml.core.base_regressor.BaseRegressor method) forward() (twiga.distributions.nn.custom_loss.QuantileHuberLoss method) (twiga.distributions.nn.custom_loss.QuantileLoss method) (twiga.distributions.nn.custom_loss.QuantileProposalLoss method) (twiga.distributions.nn.custom_loss.SQDAProposalLoss method) (twiga.distributions.nn.fpquantile.CosinetauEmbedding method) (twiga.distributions.nn.fpquantile.FPQRDistribution method) (twiga.distributions.nn.fpquantile.QuantileProposal method) (twiga.distributions.nn.parametric.AdditiveLaplaceDistribution method) (twiga.distributions.nn.parametric.AdditiveLogNormalDistribution method) (twiga.distributions.nn.parametric.AdditiveNormalDistribution method) (twiga.distributions.nn.parametric.AdditiveStudentTDistribution method) (twiga.distributions.nn.parametric.BaseDistribution method) (twiga.distributions.nn.parametric.BetaDistribution method) (twiga.distributions.nn.parametric.GammaDistribution method) (twiga.distributions.nn.parametric.LaplaceDistribution method) (twiga.distributions.nn.parametric.LogNormalDistribution method) (twiga.distributions.nn.parametric.NormalDistribution method) (twiga.distributions.nn.parametric.StudentTDistribution method) (twiga.distributions.nn.quantile.QRDistribution method) (twiga.distributions.nn.residual_conformal.AdditiveCRCDistribution method) (twiga.distributions.nn.residual_conformal.CRCDistribution method) (twiga.models.nn.core.base_arch.BaseArchitecture method) (twiga.models.nn.core.base_model.BaseNeuralModel method) (twiga.models.nn.prob.core.ProbabilisticModel method) (twiga.models.nn.prob.core.ProbabilisticNetwork method) FPQRDistribution (class in twiga.distributions.nn.fpquantile) frequency (twiga.models.foundational.moirai_model.MoiraiConfig attribute) from_arrays() (twiga.serve.schemas.ForecastResponse class method) (twiga.serve.schemas.IntervalResponse class method) from_coverage() (twiga.core.config.ConformalConfig class method) from_data_config() (twiga.core.config.NeuralModelConfig class method) from_model_output() (twiga.forecaster.result.RawPrediction class method) fusion_type (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) G GammaDistribution (class in twiga.distributions.nn.parametric) gap (twiga.core.config.ExperimentConfig attribute) gap_delta (twiga.core.backtester.TimeBasedSplit property) gate_position (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) gate_scale (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) gate_type (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) GAUSSCATBOOSTConfig (class in twiga.models.ml.gausscatboost_model) GAUSSCATBOOSTModel (class in twiga.models.ml.gausscatboost_model) generate_intervals() (twiga.distributions.conformal.base.BaseConformal method) (twiga.distributions.conformal.base.SplitConformal method) (twiga.distributions.conformal.cqr.ConformalQuantileRegressor method) (twiga.distributions.conformal.crc.ConformalResidualFitting method) get_acf_values() (in module twiga.core.stats.seasonality) get_ami_profile() (in module twiga.core.stats.ami) get_distribution() (twiga.distributions.nn.parametric.AdditiveLaplaceDistribution method) (twiga.distributions.nn.parametric.AdditiveLogNormalDistribution method) (twiga.distributions.nn.parametric.AdditiveNormalDistribution method) (twiga.distributions.nn.parametric.AdditiveStudentTDistribution method) (twiga.distributions.nn.parametric.BaseDistribution method) (twiga.distributions.nn.parametric.BetaDistribution method) (twiga.distributions.nn.parametric.GammaDistribution method) (twiga.distributions.nn.parametric.LaplaceDistribution method) (twiga.distributions.nn.parametric.LogNormalDistribution method) (twiga.distributions.nn.parametric.NormalDistribution method) (twiga.distributions.nn.parametric.StudentTDistribution method) (twiga.distributions.nn.residual_conformal.CRCDistribution method) get_entropy_parameters() (in module twiga.core.stats.utils) get_fourier_series() (in module twiga.core.data.feature) get_generated_column_names() (twiga.core.data.autores.AutoregressTransformer method) get_ground_truth() (twiga.forecaster.abstract.AbstractForecaster method) (twiga.forecaster.base.BaseForecaster method) get_ground_truth_sequences() (twiga.core.data.pipeline.DataPipeline method) get_hurst_exponent() (in module twiga.core.stats.entropy) get_log_likelihood() (twiga.distributions.nn.parametric.AdditiveLaplaceDistribution method) (twiga.distributions.nn.parametric.AdditiveLogNormalDistribution method) (twiga.distributions.nn.parametric.AdditiveNormalDistribution method) (twiga.distributions.nn.parametric.AdditiveStudentTDistribution method) (twiga.distributions.nn.parametric.BaseDistribution method) (twiga.distributions.nn.parametric.BetaDistribution method) (twiga.distributions.nn.parametric.GammaDistribution method) (twiga.distributions.nn.parametric.LaplaceDistribution method) (twiga.distributions.nn.parametric.LogNormalDistribution method) (twiga.distributions.nn.parametric.NormalDistribution method) (twiga.distributions.nn.parametric.StudentTDistribution method) (twiga.distributions.nn.residual_conformal.CRCDistribution method) get_logger() (in module twiga.core.utils) get_median_prediction() (in module twiga.distributions.ml.utils) get_median_quantile() (in module twiga.distributions.nn.quantile) (twiga.models.ml.prob.base_quantile.BaseQuantileRegressor method) get_model() (in module twiga.forecaster.registry) get_model_from_registry() (twiga.forecaster.abstract.AbstractForecaster method) get_n_sample_per_day() (in module twiga.core.data.processing) get_optimal_embedding() (in module twiga.core.stats.utils) get_optimal_lags() (in module twiga.core.stats.utils) get_optuna_params() (twiga.core.config.BaseModelConfig method) (twiga.core.config.BaseSearchSpace method) (twiga.core.config.NeuralModelConfig method) (twiga.models.nn.mlpfbeta_model.MLPFBetaConfig method) (twiga.models.nn.mlpfcrc_model.MLPFCRCConfig method) (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig method) (twiga.models.nn.mlpfgamma_model.MLPFGammaConfig method) (twiga.models.nn.mlpflaplace_model.MLPFLaplaceConfig method) (twiga.models.nn.mlpflognormal_model.MLPFLogNormalConfig method) (twiga.models.nn.mlpfnormal_model.MLPFNormalConfig method) (twiga.models.nn.mlpfqr_model.MLPFQRConfig method) (twiga.models.nn.mlpfstudentt_model.MLPFStudentTConfig method) (twiga.models.nn.mlpgamqr_model.MLPGAMQRConfig method) get_pacf_values() (in module twiga.core.stats.autocorr) get_params() (twiga.models.ml.core.base_regressor.BaseRegressor method) get_permutation_entropy() (in module twiga.core.stats.entropy) get_probabilistic_metrics() (in module twiga.core.metrics.parametric) get_sample_per_day() (in module twiga.core.stats.utils) get_scheme() (twiga.core.backtester.TimeBasedCV method) get_scores() (twiga.distributions.conformal.base.BaseConformal method) (twiga.distributions.conformal.base.SplitConformal method) (twiga.distributions.conformal.cqr.ConformalQuantileRegressor method) (twiga.distributions.conformal.crc.ConformalResidualFitting method) get_sigma_prediction() (in module twiga.distributions.ml.utils) get_sigma_quantile() (twiga.models.ml.prob.base_quantile.BaseQuantileRegressor method) get_sunrise_sunset() (in module twiga.core.data.feature) get_trend_seasonality() (in module twiga.core.stats.seasonality) giacomini_white_test() (in module twiga.core.metrics.stats) gradient_clip_val (twiga.core.config.NeuralModelConfig attribute) (twiga.core.config.NeuralTrainingConfig attribute) (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) ground_truth (twiga.forecaster.result.ForecastResult attribute) group (twiga.experiment.Condition attribute) group_scheme (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) H HealthRequest (class in twiga.serve.schemas) HealthResponse (class in twiga.serve.schemas) hemisphere (twiga.experiment.ExperimentSpec attribute) hf_repo (twiga.models.foundational.timesfm_model.TimesFMConfig attribute) hidden_size (twiga.models.nn.rnn_model.RNNConfig attribute) horizon (twiga.models.foundational.chronos2_model.Chronos2Config attribute) (twiga.models.ml.prob.base_quantile.BaseQuantileRegressor attribute) hpo_variant (twiga.experiment.Condition attribute) hurst_exponent (twiga.core.data.characterisation.ComplexityProfile attribute) I inference_time (twiga.forecaster.result.ForecastResult attribute) (twiga.serve.schemas.IntervalPrediction attribute) (twiga.serve.schemas.ModelPrediction attribute) input_scaler (twiga.core.config.DataPipelineConfig attribute) integration_order (twiga.core.data.characterisation.StationarityResult attribute) interpolate_quantile() (in module twiga.distributions.ml.utils) interpolation_mode (twiga.models.nn.nhits_model.NHITSConfig attribute) interpreted_summary() (twiga.core.data.characterisation.SignalCharacteriser static method) INTERVAL (twiga.forecaster.result.ForecastKind attribute) IntervalPrediction (class in twiga.serve.schemas) IntervalRequest (class in twiga.serve.schemas) IntervalResponse (class in twiga.serve.schemas) inverse_transform() (twiga.core.data.diff.TimeSeriesDifferentiator method) is_loaded (twiga.serve.loader.ModelLoader property) K kappa (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) kind (twiga.forecaster.result.ForecastResult attribute) (twiga.forecaster.result.RawPrediction attribute) known_future_features (twiga.core.config.DataPipelineConfig attribute) kpss_pvalue (twiga.core.data.characterisation.StationarityResult attribute) kpss_statistic (twiga.core.data.characterisation.StationarityResult attribute) kpss_test() (in module twiga.core.stats.stationarity) L l2_leaf_reg (twiga.models.ml.catboost_model.CATBOOSTConfig attribute) label (twiga.core.data.characterisation.PredictabilityResult attribute) LagLlamaConfig (class in twiga.models.foundational.lag_llama_model) LagLlamaModel (class in twiga.models.foundational.lag_llama_model) lags (twiga.core.config.DataPipelineConfig attribute) lambda_ (twiga.core.config.ConformalConfig attribute) lambda_cal (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) lambda_gate (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) lambda_lasso (twiga.models.nn.mlpgam_model.MLPGAMConfig attribute) lambda_weight (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) laplace_nll() (in module twiga.core.metrics.parametric) LaplaceDistribution (class in twiga.distributions.nn.parametric) latent_size (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) latitude (twiga.core.config.DataPipelineConfig attribute) learning_rate (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALConfig attribute) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALConfig attribute) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALConfig attribute) LIGHTGBMConfig (class in twiga.models.ml.lightgbm_model) LIGHTGBMModel (class in twiga.models.ml.lightgbm_model) line_plot() (in module twiga.core.plot.exploration) LINEAREGConfig (class in twiga.models.ml.lineareg_model) LINEAREGModel (class in twiga.models.ml.lineareg_model) load() (twiga.serve.loader.ModelLoader method) load_backbone_params() (in module twiga.experiment) load_checkpoint() (twiga.models.nn.core.base.BaseNeuralForecast method) (twiga.models.nn.mlpf_model.MLPFModel method) (twiga.models.nn.mlpfbeta_model.MLPFBetaModel method) (twiga.models.nn.mlpfcrc_model.MLPFCRCModel method) (twiga.models.nn.mlpffpqr_model.MLPFFPQRModel method) (twiga.models.nn.mlpfgamma_model.MLPFGammaModel method) (twiga.models.nn.mlpflaplace_model.MLPFLaplaceModel method) (twiga.models.nn.mlpflognormal_model.MLPFLogNormalModel method) (twiga.models.nn.mlpfnormal_model.MLPFNormalModel method) (twiga.models.nn.mlpfqr_model.MLPFQRModel method) (twiga.models.nn.mlpfstudentt_model.MLPFStudentTModel method) (twiga.models.nn.mlpgaf_model.MLPGAFModel method) (twiga.models.nn.mlpgafbeta_model.MLPGAFBetaModel method) (twiga.models.nn.mlpgafcrc_model.MLPGAFCRCModel method) (twiga.models.nn.mlpgaffpqr_model.MLPGAFFPQRModel method) (twiga.models.nn.mlpgafgamma_model.MLPGAFGammaModel method) (twiga.models.nn.mlpgaflaplace_model.MLPGAFLaplaceModel method) (twiga.models.nn.mlpgaflognormal_model.MLPGAFLogNormalModel method) (twiga.models.nn.mlpgafnormal_model.MLPGAFNormalModel method) (twiga.models.nn.mlpgafqr_model.MLPGAFQRModel method) (twiga.models.nn.mlpgafstudentt_model.MLPGAFStudentTModel method) (twiga.models.nn.mlpgam_model.MLPGAMModel method) (twiga.models.nn.mlpgambeta_model.MLPGAMBetaModel method) (twiga.models.nn.mlpgamcrc_model.MLPGAMCRCModel method) (twiga.models.nn.mlpgamfpqr_model.MLPGAMFPQRModel method) (twiga.models.nn.mlpgamgamma_model.MLPGAMGammaModel method) (twiga.models.nn.mlpgamlaplace_model.MLPGAMLaplaceModel method) (twiga.models.nn.mlpgamlognormal_model.MLPGAMLogNormalModel method) (twiga.models.nn.mlpgamnormal_model.MLPGAMNormalModel method) (twiga.models.nn.mlpgamqr_model.MLPGAMQRModel method) (twiga.models.nn.mlpgamstudentt_model.MLPGAMStudentTModel method) (twiga.models.nn.nhits_model.NHITSModel method) (twiga.models.nn.nhitsbeta_model.NHITSBetaModel method) (twiga.models.nn.nhitscrc_model.NHITSCRCModel method) (twiga.models.nn.nhitsgamma_model.NHITSGammaModel method) (twiga.models.nn.nhitslaplace_model.NHITSLaplaceModel method) (twiga.models.nn.nhitslognormal_model.NHITSLogNormalModel method) (twiga.models.nn.nhitsnormal_model.NHITSNormalModel method) (twiga.models.nn.nhitsqr_model.NHITSFPQRModel method) (twiga.models.nn.nhitsqr_model.NHITSQRModel method) (twiga.models.nn.nhitsstudentt_model.NHITSStudentTModel method) (twiga.models.nn.rnn_model.RNNModel method) (twiga.models.nn.rnnbeta_model.RNNBetaModel method) (twiga.models.nn.rnngamma_model.RNNGammaModel method) (twiga.models.nn.rnnlaplace_model.RNNLaplaceModel method) (twiga.models.nn.rnnlognormal_model.RNNLogNormalModel method) (twiga.models.nn.rnnnormal_model.RNNNormalModel method) (twiga.models.nn.rnnqr_model.RNNFPQRModel method) (twiga.models.nn.rnnqr_model.RNNQRModel method) (twiga.models.nn.rnnstudentt_model.RNNStudentTModel method) load_checkpoint_and_datapipe() (twiga.forecaster.base.BaseForecaster method) load_data() (in module twiga.pipeline.tasks) loc (twiga.forecaster.result.ForecastResult attribute) (twiga.forecaster.result.RawPrediction attribute) log_dataset() (twiga.tracking.TwigaTracker method) log_evaluation() (twiga.tracking.TwigaTracker method) log_forecaster_metadata() (twiga.tracking.TwigaTracker method) log_model() (twiga.tracking.TwigaTracker method) log_to_mlflow() (in module twiga.pipeline.tasks) LogNormalDistribution (class in twiga.distributions.nn.parametric) longitude (twiga.core.config.DataPipelineConfig attribute) lookback_window_size (twiga.core.config.DataPipelineConfig attribute) (twiga.serve.loader.ModelLoader property) (twiga.serve.schemas.HealthResponse attribute) loss_fn (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) loss_function (twiga.models.ml.catboost_model.CATBOOSTConfig attribute) lower (twiga.forecaster.result.ForecastResult attribute) (twiga.forecaster.result.RawPrediction attribute) (twiga.serve.schemas.IntervalPrediction attribute) lr_scheduler_type (twiga.core.config.NeuralModelConfig attribute) (twiga.core.config.NeuralTrainingConfig attribute) M mae (twiga.serve.schemas.PerformanceResponse attribute) mape (twiga.serve.schemas.PerformanceResponse attribute) max_context (twiga.models.foundational.timesfm_model.TimesFMConfig attribute) max_context_length (twiga.models.foundational.tabicl_model.TabICLConfig attribute) max_epochs (twiga.core.config.NeuralModelConfig attribute) (twiga.core.config.NeuralTrainingConfig attribute) max_horizon (twiga.models.foundational.timesfm_model.TimesFMConfig attribute) medae() (in module twiga.core.metrics.point) method (twiga.core.config.ConformalConfig attribute) metric (twiga.core.config.NeuralModelConfig attribute) (twiga.models.ml.lightgbm_model.LIGHTGBMConfig attribute) metric_types (twiga.experiment.Condition attribute) metrics (twiga.core.config.ExperimentConfig attribute) min_df (twiga.models.nn.mlpfstudentt_model.MLPFStudentTConfig attribute) (twiga.models.nn.mlpgafstudentt_model.MLPGAFStudentTConfig attribute) (twiga.models.nn.mlpgamstudentt_model.MLPGAMStudentTConfig attribute) (twiga.models.nn.nhitsstudentt_model.NHITSStudentTConfig attribute) min_seq_len (twiga.models.baseline.context_parrot_model.CONTEXTPARROTModel property) (twiga.models.baseline.drift_model.DRIFTModel property) (twiga.models.baseline.naive_model.NAIVEModel property) (twiga.models.baseline.seasonal_naive_model.SEASONALNAIVEModel property) (twiga.models.baseline.window_average_model.WINDOWAVERAGEModel property) minibatch_frac (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALConfig attribute) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALConfig attribute) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALConfig attribute) MissingExtraError mlp_units (twiga.models.nn.nhits_model.NHITSConfig attribute) MLPFBetaConfig (class in twiga.models.nn.mlpfbeta_model) MLPFBetaModel (class in twiga.models.nn.mlpfbeta_model) MLPFConfig (class in twiga.models.nn.mlpf_model) MLPFCRCConfig (class in twiga.models.nn.mlpfcrc_model) MLPFCRCModel (class in twiga.models.nn.mlpfcrc_model) MLPFFPQRConfig (class in twiga.models.nn.mlpffpqr_model) MLPFFPQRModel (class in twiga.models.nn.mlpffpqr_model) MLPFGammaConfig (class in twiga.models.nn.mlpfgamma_model) MLPFGammaModel (class in twiga.models.nn.mlpfgamma_model) MLPFLaplaceConfig (class in twiga.models.nn.mlpflaplace_model) MLPFLaplaceModel (class in twiga.models.nn.mlpflaplace_model) MLPFLogNormalConfig (class in twiga.models.nn.mlpflognormal_model) MLPFLogNormalModel (class in twiga.models.nn.mlpflognormal_model) MLPFModel (class in twiga.models.nn.mlpf_model) MLPFNormalConfig (class in twiga.models.nn.mlpfnormal_model) MLPFNormalModel (class in twiga.models.nn.mlpfnormal_model) MLPFQRConfig (class in twiga.models.nn.mlpfqr_model) MLPFQRModel (class in twiga.models.nn.mlpfqr_model) MLPFStudentTConfig (class in twiga.models.nn.mlpfstudentt_model) MLPFStudentTModel (class in twiga.models.nn.mlpfstudentt_model) MLPGAFBetaConfig (class in twiga.models.nn.mlpgafbeta_model) MLPGAFBetaModel (class in twiga.models.nn.mlpgafbeta_model) MLPGAFConfig (class in twiga.models.nn.mlpgaf_model) MLPGAFCRCConfig (class in twiga.models.nn.mlpgafcrc_model) MLPGAFCRCModel (class in twiga.models.nn.mlpgafcrc_model) MLPGAFFPQRConfig (class in twiga.models.nn.mlpgaffpqr_model) MLPGAFFPQRModel (class in twiga.models.nn.mlpgaffpqr_model) MLPGAFGammaConfig (class in twiga.models.nn.mlpgafgamma_model) MLPGAFGammaModel (class in twiga.models.nn.mlpgafgamma_model) MLPGAFLaplaceConfig (class in twiga.models.nn.mlpgaflaplace_model) MLPGAFLaplaceModel (class in twiga.models.nn.mlpgaflaplace_model) MLPGAFLogNormalConfig (class in twiga.models.nn.mlpgaflognormal_model) MLPGAFLogNormalModel (class in twiga.models.nn.mlpgaflognormal_model) MLPGAFModel (class in twiga.models.nn.mlpgaf_model) MLPGAFNormalConfig (class in twiga.models.nn.mlpgafnormal_model) MLPGAFNormalModel (class in twiga.models.nn.mlpgafnormal_model) MLPGAFQRConfig (class in twiga.models.nn.mlpgafqr_model) MLPGAFQRModel (class in twiga.models.nn.mlpgafqr_model) MLPGAFStudentTConfig (class in twiga.models.nn.mlpgafstudentt_model) MLPGAFStudentTModel (class in twiga.models.nn.mlpgafstudentt_model) MLPGAMBetaConfig (class in twiga.models.nn.mlpgambeta_model) MLPGAMBetaModel (class in twiga.models.nn.mlpgambeta_model) MLPGAMConfig (class in twiga.models.nn.mlpgam_model) MLPGAMCRCConfig (class in twiga.models.nn.mlpgamcrc_model) MLPGAMCRCModel (class in twiga.models.nn.mlpgamcrc_model) MLPGAMFPQRConfig (class in twiga.models.nn.mlpgamfpqr_model) MLPGAMFPQRModel (class in twiga.models.nn.mlpgamfpqr_model) MLPGAMGammaConfig (class in twiga.models.nn.mlpgamgamma_model) MLPGAMGammaModel (class in twiga.models.nn.mlpgamgamma_model) MLPGAMLaplaceConfig (class in twiga.models.nn.mlpgamlaplace_model) MLPGAMLaplaceModel (class in twiga.models.nn.mlpgamlaplace_model) MLPGAMLogNormalConfig (class in twiga.models.nn.mlpgamlognormal_model) MLPGAMLogNormalModel (class in twiga.models.nn.mlpgamlognormal_model) MLPGAMModel (class in twiga.models.nn.mlpgam_model) MLPGAMNormalConfig (class in twiga.models.nn.mlpgamnormal_model) MLPGAMNormalModel (class in twiga.models.nn.mlpgamnormal_model) MLPGAMQRConfig (class in twiga.models.nn.mlpgamqr_model) MLPGAMQRModel (class in twiga.models.nn.mlpgamqr_model) MLPGAMStudentTConfig (class in twiga.models.nn.mlpgamstudentt_model) MLPGAMStudentTModel (class in twiga.models.nn.mlpgamstudentt_model) model (twiga.models.ml.core.base_regressor.BaseRegressor attribute) (twiga.serve.schemas.IntervalPrediction attribute) (twiga.serve.schemas.ModelPrediction attribute) model_cls (twiga.experiment.Condition attribute) model_config (twiga.core.config.BaseModelConfig attribute) (twiga.core.config.BaseSearchSpace attribute) (twiga.core.config.ConformalConfig attribute) (twiga.core.config.DataPipelineConfig attribute) (twiga.core.config.ExperimentConfig attribute) (twiga.core.config.NeuralModelConfig attribute) (twiga.core.config.NeuralTrainingConfig attribute) (twiga.core.data.characterisation.CharacterisationResult attribute) (twiga.core.data.characterisation.ComplexityProfile attribute) (twiga.core.data.characterisation.PredictabilityResult attribute) (twiga.core.data.characterisation.StationarityResult attribute) (twiga.core.data.characterisation.TemporalStructureResult attribute) (twiga.models.foundational.chronos2_model.Chronos2Config attribute) (twiga.models.foundational.lag_llama_model.LagLlamaConfig attribute) (twiga.models.foundational.moirai_model.MoiraiConfig attribute) (twiga.models.foundational.tabicl_model.TabICLConfig attribute) (twiga.models.foundational.timesfm_model.TimesFMConfig attribute) (twiga.models.ml.catboost_model.CATBOOSTConfig attribute) (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTConfig attribute) (twiga.models.ml.lightgbm_model.LIGHTGBMConfig attribute) (twiga.models.ml.lineareg_model.LINEAREGConfig attribute) (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALConfig attribute) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALConfig attribute) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALConfig attribute) (twiga.models.ml.qrcatboost_model.QRCATBOOSTConfig attribute) (twiga.models.ml.qrlightgbm_model.QRLIGHTGBMConfig attribute) (twiga.models.ml.qrrandomforest_model.QRRANDOMFORESTConfig attribute) (twiga.models.ml.qrxgboost_model.QRXGBOOSTConfig attribute) (twiga.models.ml.randomforest_model.RANDOMFORESTConfig attribute) (twiga.models.ml.xgboost_model.XGBOOSTConfig attribute) (twiga.models.nn.mlpf_model.MLPFConfig attribute) (twiga.models.nn.mlpfbeta_model.MLPFBetaConfig attribute) (twiga.models.nn.mlpfcrc_model.MLPFCRCConfig attribute) (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) (twiga.models.nn.mlpfgamma_model.MLPFGammaConfig attribute) (twiga.models.nn.mlpflaplace_model.MLPFLaplaceConfig attribute) (twiga.models.nn.mlpflognormal_model.MLPFLogNormalConfig attribute) (twiga.models.nn.mlpfnormal_model.MLPFNormalConfig attribute) (twiga.models.nn.mlpfqr_model.MLPFQRConfig attribute) (twiga.models.nn.mlpfstudentt_model.MLPFStudentTConfig attribute) (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) (twiga.models.nn.mlpgafbeta_model.MLPGAFBetaConfig attribute) (twiga.models.nn.mlpgafcrc_model.MLPGAFCRCConfig attribute) (twiga.models.nn.mlpgaffpqr_model.MLPGAFFPQRConfig attribute) (twiga.models.nn.mlpgafgamma_model.MLPGAFGammaConfig attribute) (twiga.models.nn.mlpgaflaplace_model.MLPGAFLaplaceConfig attribute) (twiga.models.nn.mlpgaflognormal_model.MLPGAFLogNormalConfig attribute) (twiga.models.nn.mlpgafnormal_model.MLPGAFNormalConfig attribute) (twiga.models.nn.mlpgafqr_model.MLPGAFQRConfig attribute) (twiga.models.nn.mlpgafstudentt_model.MLPGAFStudentTConfig attribute) (twiga.models.nn.mlpgam_model.MLPGAMConfig attribute) (twiga.models.nn.mlpgambeta_model.MLPGAMBetaConfig attribute) (twiga.models.nn.mlpgamcrc_model.MLPGAMCRCConfig attribute) (twiga.models.nn.mlpgamfpqr_model.MLPGAMFPQRConfig attribute) (twiga.models.nn.mlpgamgamma_model.MLPGAMGammaConfig attribute) (twiga.models.nn.mlpgamlaplace_model.MLPGAMLaplaceConfig attribute) (twiga.models.nn.mlpgamlognormal_model.MLPGAMLogNormalConfig attribute) (twiga.models.nn.mlpgamnormal_model.MLPGAMNormalConfig attribute) (twiga.models.nn.mlpgamqr_model.MLPGAMQRConfig attribute) (twiga.models.nn.mlpgamstudentt_model.MLPGAMStudentTConfig attribute) (twiga.models.nn.nhits_model.NHITSConfig attribute) (twiga.models.nn.nhitsbeta_model.NHITSBetaConfig attribute) (twiga.models.nn.nhitscrc_model.NHITSCRCConfig attribute) (twiga.models.nn.nhitsgamma_model.NHITSGammaConfig attribute) (twiga.models.nn.nhitslaplace_model.NHITSLaplaceConfig attribute) (twiga.models.nn.nhitslognormal_model.NHITSLogNormalConfig attribute) (twiga.models.nn.nhitsnormal_model.NHITSNormalConfig attribute) (twiga.models.nn.nhitsqr_model.NHITSFPQRConfig attribute) (twiga.models.nn.nhitsqr_model.NHITSQRConfig attribute) (twiga.models.nn.nhitsstudentt_model.NHITSStudentTConfig attribute) (twiga.models.nn.rnn_model.RNNConfig attribute) (twiga.models.nn.rnnbeta_model.RNNBetaConfig attribute) (twiga.models.nn.rnngamma_model.RNNGammaConfig attribute) (twiga.models.nn.rnnlaplace_model.RNNLaplaceConfig attribute) (twiga.models.nn.rnnlognormal_model.RNNLogNormalConfig attribute) (twiga.models.nn.rnnnormal_model.RNNNormalConfig attribute) (twiga.models.nn.rnnqr_model.RNNFPQRConfig attribute) (twiga.models.nn.rnnqr_model.RNNQRConfig attribute) (twiga.models.nn.rnnstudentt_model.RNNStudentTConfig attribute) (twiga.serve.schemas.ActualRecord attribute) (twiga.serve.schemas.ActualsRequest attribute) (twiga.serve.schemas.ActualsResponse attribute) (twiga.serve.schemas.ForecastRequest attribute) (twiga.serve.schemas.ForecastResponse attribute) (twiga.serve.schemas.HealthRequest attribute) (twiga.serve.schemas.HealthResponse attribute) (twiga.serve.schemas.IntervalPrediction attribute) (twiga.serve.schemas.IntervalRequest attribute) (twiga.serve.schemas.IntervalResponse attribute) (twiga.serve.schemas.ModelPrediction attribute) (twiga.serve.schemas.MonitorResponse attribute) (twiga.serve.schemas.PerformanceResponse attribute) (twiga.serve.schemas.ReloadResponse attribute) model_name (twiga.forecaster.result.ForecastResult attribute) model_names (twiga.forecaster.result.ForecastCollection property) (twiga.serve.loader.ModelLoader property) model_type (twiga.models.foundational.moirai_model.MoiraiConfig attribute) ModelLoader (class in twiga.serve.loader) ModelPrediction (class in twiga.serve.schemas) models (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTModel attribute) (twiga.models.ml.lightgbm_model.LIGHTGBMModel attribute) (twiga.serve.schemas.HealthResponse attribute) (twiga.serve.schemas.ReloadResponse attribute) module twiga.serve.schemas MoiraiConfig (class in twiga.models.foundational.moirai_model) MoiraiModel (class in twiga.models.foundational.moirai_model) monitor (twiga.core.config.NeuralModelConfig attribute) MonitorResponse (class in twiga.serve.schemas) monotone_output (twiga.models.nn.mlpgamqr_model.MLPGAMQRConfig attribute) msis() (in module twiga.core.metrics.interval) N n_blocks (twiga.models.nn.nhits_model.NHITSConfig attribute) n_drifted_features (twiga.serve.schemas.MonitorResponse attribute) n_estimators (twiga.models.foundational.tabicl_model.TabICLConfig attribute) (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALConfig attribute) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALConfig attribute) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALConfig attribute) n_freq_downsample (twiga.models.nn.nhits_model.NHITSConfig attribute) n_horizons (twiga.core.data.characterisation.PredictabilityResult attribute) n_jobs (twiga.core.config.DataPipelineConfig attribute) (twiga.models.ml.randomforest_model.RANDOMFORESTConfig attribute) n_layers (twiga.models.nn.rnn_model.RNNConfig attribute) n_observations (twiga.core.data.characterisation.CharacterisationResult attribute) (twiga.core.data.characterisation.ComplexityProfile attribute) n_pool_kernel_size (twiga.models.nn.nhits_model.NHITSConfig attribute) n_quantiles (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) NAIVEModel (class in twiga.models.baseline.naive_model) name (twiga.core.config.BaseModelConfig attribute) (twiga.core.config.NeuralModelConfig attribute) (twiga.experiment.Condition attribute) (twiga.experiment.ExperimentSpec attribute) (twiga.models.foundational.chronos2_model.Chronos2Config attribute) (twiga.models.foundational.lag_llama_model.LagLlamaConfig attribute) (twiga.models.foundational.moirai_model.MoiraiConfig attribute) (twiga.models.foundational.tabicl_model.TabICLConfig attribute) (twiga.models.foundational.timesfm_model.TimesFMConfig attribute) (twiga.models.ml.catboost_model.CATBOOSTConfig attribute) (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTConfig attribute) (twiga.models.ml.lightgbm_model.LIGHTGBMConfig attribute) (twiga.models.ml.lineareg_model.LINEAREGConfig attribute) (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALConfig attribute) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALConfig attribute) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALConfig attribute) (twiga.models.ml.qrcatboost_model.QRCATBOOSTConfig attribute) (twiga.models.ml.qrlightgbm_model.QRLIGHTGBMConfig attribute) (twiga.models.ml.qrrandomforest_model.QRRANDOMFORESTConfig attribute) (twiga.models.ml.qrxgboost_model.QRXGBOOSTConfig attribute) (twiga.models.ml.randomforest_model.RANDOMFORESTConfig attribute) (twiga.models.ml.xgboost_model.XGBOOSTConfig attribute) (twiga.models.nn.mlpf_model.MLPFConfig attribute) (twiga.models.nn.mlpfbeta_model.MLPFBetaConfig attribute) (twiga.models.nn.mlpfcrc_model.MLPFCRCConfig attribute) (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) (twiga.models.nn.mlpfgamma_model.MLPFGammaConfig attribute) (twiga.models.nn.mlpflaplace_model.MLPFLaplaceConfig attribute) (twiga.models.nn.mlpflognormal_model.MLPFLogNormalConfig attribute) (twiga.models.nn.mlpfnormal_model.MLPFNormalConfig attribute) (twiga.models.nn.mlpfqr_model.MLPFQRConfig attribute) (twiga.models.nn.mlpfstudentt_model.MLPFStudentTConfig attribute) (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) (twiga.models.nn.mlpgafbeta_model.MLPGAFBetaConfig attribute) (twiga.models.nn.mlpgafcrc_model.MLPGAFCRCConfig attribute) (twiga.models.nn.mlpgaffpqr_model.MLPGAFFPQRConfig attribute) (twiga.models.nn.mlpgafgamma_model.MLPGAFGammaConfig attribute) (twiga.models.nn.mlpgaflaplace_model.MLPGAFLaplaceConfig attribute) (twiga.models.nn.mlpgaflognormal_model.MLPGAFLogNormalConfig attribute) (twiga.models.nn.mlpgafnormal_model.MLPGAFNormalConfig attribute) (twiga.models.nn.mlpgafqr_model.MLPGAFQRConfig attribute) (twiga.models.nn.mlpgafstudentt_model.MLPGAFStudentTConfig attribute) (twiga.models.nn.mlpgam_model.MLPGAMConfig attribute) (twiga.models.nn.mlpgambeta_model.MLPGAMBetaConfig attribute) (twiga.models.nn.mlpgamcrc_model.MLPGAMCRCConfig attribute) (twiga.models.nn.mlpgamfpqr_model.MLPGAMFPQRConfig attribute) (twiga.models.nn.mlpgamgamma_model.MLPGAMGammaConfig attribute) (twiga.models.nn.mlpgamlaplace_model.MLPGAMLaplaceConfig attribute) (twiga.models.nn.mlpgamlognormal_model.MLPGAMLogNormalConfig attribute) (twiga.models.nn.mlpgamnormal_model.MLPGAMNormalConfig attribute) (twiga.models.nn.mlpgamqr_model.MLPGAMQRConfig attribute) (twiga.models.nn.mlpgamstudentt_model.MLPGAMStudentTConfig attribute) (twiga.models.nn.nhits_model.NHITSConfig attribute) (twiga.models.nn.nhitsbeta_model.NHITSBetaConfig attribute) (twiga.models.nn.nhitscrc_model.NHITSCRCConfig attribute) (twiga.models.nn.nhitsgamma_model.NHITSGammaConfig attribute) (twiga.models.nn.nhitslaplace_model.NHITSLaplaceConfig attribute) (twiga.models.nn.nhitslognormal_model.NHITSLogNormalConfig attribute) (twiga.models.nn.nhitsnormal_model.NHITSNormalConfig attribute) (twiga.models.nn.nhitsqr_model.NHITSFPQRConfig attribute) (twiga.models.nn.nhitsqr_model.NHITSQRConfig attribute) (twiga.models.nn.nhitsstudentt_model.NHITSStudentTConfig attribute) (twiga.models.nn.rnn_model.RNNConfig attribute) (twiga.models.nn.rnnbeta_model.RNNBetaConfig attribute) (twiga.models.nn.rnngamma_model.RNNGammaConfig attribute) (twiga.models.nn.rnnlaplace_model.RNNLaplaceConfig attribute) (twiga.models.nn.rnnlognormal_model.RNNLogNormalConfig attribute) (twiga.models.nn.rnnnormal_model.RNNNormalConfig attribute) (twiga.models.nn.rnnqr_model.RNNFPQRConfig attribute) (twiga.models.nn.rnnqr_model.RNNQRConfig attribute) (twiga.models.nn.rnnstudentt_model.RNNStudentTConfig attribute) NeuralModelConfig (class in twiga.core.config) NeuralTrainingConfig (class in twiga.core.config) NGBOOSTEXPONENTIALConfig (class in twiga.models.ml.ngboostexponential_model) NGBOOSTEXPONENTIALModel (class in twiga.models.ml.ngboostexponential_model) NGBOOSTLOGNORMALConfig (class in twiga.models.ml.ngboostlognormal_model) NGBOOSTLOGNORMALModel (class in twiga.models.ml.ngboostlognormal_model) NGBOOSTNORMALConfig (class in twiga.models.ml.ngboostnormal_model) NGBOOSTNORMALModel (class in twiga.models.ml.ngboostnormal_model) NHITSBetaConfig (class in twiga.models.nn.nhitsbeta_model) NHITSBetaModel (class in twiga.models.nn.nhitsbeta_model) NHITSConfig (class in twiga.models.nn.nhits_model) NHITSCRCConfig (class in twiga.models.nn.nhitscrc_model) NHITSCRCModel (class in twiga.models.nn.nhitscrc_model) NHITSFPQRConfig (class in twiga.models.nn.nhitsqr_model) NHITSFPQRModel (class in twiga.models.nn.nhitsqr_model) NHITSGammaConfig (class in twiga.models.nn.nhitsgamma_model) NHITSGammaModel (class in twiga.models.nn.nhitsgamma_model) NHITSLaplaceConfig (class in twiga.models.nn.nhitslaplace_model) NHITSLaplaceModel (class in twiga.models.nn.nhitslaplace_model) NHITSLogNormalConfig (class in twiga.models.nn.nhitslognormal_model) NHITSLogNormalModel (class in twiga.models.nn.nhitslognormal_model) NHITSModel (class in twiga.models.nn.nhits_model) NHITSNormalConfig (class in twiga.models.nn.nhitsnormal_model) NHITSNormalModel (class in twiga.models.nn.nhitsnormal_model) NHITSQRConfig (class in twiga.models.nn.nhitsqr_model) NHITSQRModel (class in twiga.models.nn.nhitsqr_model) NHITSStudentTConfig (class in twiga.models.nn.nhitsstudentt_model) NHITSStudentTModel (class in twiga.models.nn.nhitsstudentt_model) normal_crps() (in module twiga.core.metrics.parametric) normal_nll() (in module twiga.core.metrics.parametric) normal_q_qplot() (in module twiga.core.plot.residuals) NormalDistribution (class in twiga.distributions.nn.parametric) normalise_series() (in module twiga.core.stats.utils) normalise_timestamp_column() (in module twiga.core.data.processing) NotFittedError num_attention_heads (twiga.models.nn.mlpf_model.MLPFConfig attribute) num_cosines (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) num_samples (twiga.models.foundational.lag_llama_model.LagLlamaConfig attribute) (twiga.models.foundational.moirai_model.MoiraiConfig attribute) num_splits (twiga.core.config.ExperimentConfig attribute) num_targets (twiga.models.ml.core.base_regressor.BaseRegressor attribute) (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTModel attribute) (twiga.models.ml.lightgbm_model.LIGHTGBMModel attribute) (twiga.models.ml.prob.base_quantile.BaseQuantileRegressor attribute) num_workers (twiga.core.config.NeuralModelConfig attribute) (twiga.core.config.NeuralTrainingConfig attribute) O objective (twiga.models.ml.lightgbm_model.LIGHTGBMConfig attribute) (twiga.models.ml.qrlightgbm_model.QRLIGHTGBMConfig attribute) (twiga.models.ml.qrxgboost_model.QRXGBOOSTConfig attribute) (twiga.models.ml.xgboost_model.XGBOOSTConfig attribute) od_type (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTConfig attribute) od_wait (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTConfig attribute) on_load_checkpoint() (twiga.forecaster.base.BaseForecaster method) (twiga.models.nn.core.base_model.BaseNeuralModel method) on_save_checkpoint() (twiga.forecaster.base.BaseForecaster method) (twiga.models.nn.core.base_model.BaseNeuralModel method) on_train_epoch_start() (twiga.models.nn.core.base_model.BaseNeuralModel method) OPTIMIZER_PARAM_SEARCH (twiga.core.config.NeuralModelConfig attribute) optimizer_params (twiga.core.config.NeuralModelConfig attribute) (twiga.core.config.NeuralTrainingConfig attribute) optimizer_type (twiga.core.config.NeuralModelConfig attribute) (twiga.core.config.NeuralTrainingConfig attribute) out_activation_function (twiga.models.nn.mlpfbeta_model.MLPFBetaConfig attribute) (twiga.models.nn.mlpfgamma_model.MLPFGammaConfig attribute) (twiga.models.nn.mlpgafbeta_model.MLPGAFBetaConfig attribute) (twiga.models.nn.mlpgafgamma_model.MLPGAFGammaConfig attribute) (twiga.models.nn.mlpgambeta_model.MLPGAMBetaConfig attribute) (twiga.models.nn.mlpgamgamma_model.MLPGAMGammaConfig attribute) (twiga.models.nn.nhits_model.NHITSConfig attribute) output_prefix (twiga.experiment.ExperimentSpec attribute) overrides (twiga.experiment.Condition attribute) P PARAMETRIC (twiga.forecaster.result.ForecastKind attribute) past_features (twiga.core.config.DataPipelineConfig attribute) patch_len (twiga.models.nn.mlpf_model.MLPFConfig attribute) patch_size (twiga.models.foundational.moirai_model.MoiraiConfig attribute) peak_ami (twiga.core.data.characterisation.PredictabilityResult attribute) peak_horizon (twiga.core.data.characterisation.PredictabilityResult attribute) penalty_dict() (twiga.models.nn.core.base_arch.BaseArchitecture method) PerformanceResponse (class in twiga.serve.schemas) period (twiga.core.config.DataPipelineConfig attribute) (twiga.serve.loader.ModelLoader property) permutation_entropy (twiga.core.data.characterisation.ComplexityProfile attribute) pin_memory (twiga.core.config.NeuralModelConfig attribute) (twiga.core.config.NeuralTrainingConfig attribute) PipelineError plot_acf() (in module twiga.core.plot.stats) plot_cdf() (in module twiga.core.plot.distribution) plot_density() (in module twiga.core.plot.distribution) plot_distribution() (in module twiga.core.plot.distribution) plot_figures (twiga.experiment.ExperimentSpec attribute) plot_forecast() (in module twiga.core.plot.timeseries) plot_forecast_grid() (in module twiga.core.plot.timeseries) plot_forecast_intervals() (in module twiga.core.plot.timeseries) plot_heatmap() (twiga.core.data.relevance.AssociationAnalyzer static method) plot_kde() (in module twiga.core.plot.distribution) plot_metrics_bar() (in module twiga.core.plot.stats) plot_pit_histogram() (in module twiga.core.plot.stats) plot_quantile_fan() (in module twiga.core.plot.timeseries) plot_reliability_diagram() (in module twiga.core.plot.stats) plot_split_scheme() (twiga.core.backtester.TimeBasedCV method) plot_timeseries() (in module twiga.core.plot.timeseries) POINT (twiga.forecaster.result.ForecastKind attribute) point_estimate (twiga.models.foundational.tabicl_model.TabICLConfig attribute) pooling_mode (twiga.models.nn.nhits_model.NHITSConfig attribute) predict() (twiga.forecaster.abstract.AbstractForecaster method) (twiga.models.baseline.context_parrot_model.CONTEXTPARROTModel method) (twiga.models.baseline.drift_model.DRIFTModel method) (twiga.models.baseline.naive_model.NAIVEModel method) (twiga.models.baseline.seasonal_naive_model.SEASONALNAIVEModel method) (twiga.models.baseline.window_average_model.WINDOWAVERAGEModel method) (twiga.models.ml.core.base_regressor.BaseRegressor method) (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTModel method) (twiga.models.ml.lightgbm_model.LIGHTGBMModel method) (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALModel method) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALModel method) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALModel method) (twiga.models.ml.prob.base_quantile.BaseQuantileRegressor method) predict_interval() (twiga.forecaster.abstract.AbstractForecaster method) predict_with_uncertainty() (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTModel method) predictability (twiga.core.data.characterisation.CharacterisationResult attribute) PredictabilityResult (class in twiga.core.data.characterisation) predictions (twiga.serve.schemas.ModelPrediction attribute) prepare_data() (twiga.core.data.pipeline.DataPipeline method) prepare_test_data (twiga.serve.schemas.ForecastRequest attribute) prepare_test_data() (twiga.forecaster.abstract.AbstractForecaster method) (twiga.forecaster.base.BaseForecaster method) ProbabilisticModel (class in twiga.models.nn.prob.core) ProbabilisticNetwork (class in twiga.models.nn.prob.core) project_name (twiga.core.config.ExperimentConfig attribute) proposal_type (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) Q QRCATBOOSTConfig (class in twiga.models.ml.qrcatboost_model) QRCATBOOSTModel (class in twiga.models.ml.qrcatboost_model) QRDistribution (class in twiga.distributions.nn.quantile) QRLIGHTGBMConfig (class in twiga.models.ml.qrlightgbm_model) QRLIGHTGBMModel (class in twiga.models.ml.qrlightgbm_model) QRRANDOMFORESTConfig (class in twiga.models.ml.qrrandomforest_model) QRRANDOMFORESTModel (class in twiga.models.ml.qrrandomforest_model) QRXGBOOSTConfig (class in twiga.models.ml.qrxgboost_model) QRXGBOOSTModel (class in twiga.models.ml.qrxgboost_model) QUANTILE (twiga.forecaster.result.ForecastKind attribute) quantile_levels (twiga.forecaster.result.ForecastResult attribute) (twiga.forecaster.result.RawPrediction attribute) (twiga.models.foundational.base.BaseFoundationalModel attribute) (twiga.models.foundational.chronos2_model.Chronos2Model attribute) (twiga.models.foundational.lag_llama_model.LagLlamaModel attribute) (twiga.models.foundational.moirai_model.MoiraiModel attribute) (twiga.models.foundational.tabicl_model.TabICLModel attribute) (twiga.models.foundational.timesfm_model.TimesFMModel attribute) QuantileHuberLoss (class in twiga.distributions.nn.custom_loss) QuantileLoss (class in twiga.distributions.nn.custom_loss) QuantileProposal (class in twiga.distributions.nn.fpquantile) QuantileProposalLoss (class in twiga.distributions.nn.custom_loss) quantiles (twiga.forecaster.result.ForecastResult attribute) (twiga.forecaster.result.RawPrediction attribute) (twiga.models.ml.qrcatboost_model.QRCATBOOSTConfig attribute) (twiga.models.ml.qrlightgbm_model.QRLIGHTGBMConfig attribute) (twiga.models.ml.qrrandomforest_model.QRRANDOMFORESTConfig attribute) (twiga.models.ml.qrxgboost_model.QRXGBOOSTConfig attribute) quick() (twiga.forecaster.core.TwigaForecaster class method) qvn_type (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) R r_squared() (in module twiga.core.metrics.point) RANDOMFORESTConfig (class in twiga.models.ml.randomforest_model) RANDOMFORESTModel (class in twiga.models.ml.randomforest_model) rank_correlation() (in module twiga.core.stats.association) RawPrediction (class in twiga.forecaster.result) recommend_predictive_lags() (in module twiga.core.stats.crosslag) recommendation (twiga.core.data.characterisation.StationarityResult attribute) recommended_lookback_search_space() (twiga.core.config.DataPipelineConfig method) records (twiga.serve.schemas.ActualsRequest attribute) (twiga.serve.schemas.ForecastRequest attribute) records_not_empty() (twiga.serve.schemas.ForecastRequest class method) reference_conditions (twiga.experiment.ExperimentSpec attribute) regime (twiga.core.data.characterisation.ComplexityProfile attribute) rejected (twiga.serve.schemas.ActualsResponse attribute) rel_auc (twiga.core.data.characterisation.PredictabilityResult attribute) reload() (twiga.serve.loader.ModelLoader method) ReloadResponse (class in twiga.serve.schemas) report_path (twiga.serve.schemas.MonitorResponse attribute) (twiga.serve.schemas.PerformanceResponse attribute) require_extra() (in module twiga.core.exceptions) residual_leverage_plot() (in module twiga.core.plot.residuals) residual_plot() (in module twiga.core.plot.residuals) results (twiga.forecaster.result.ForecastCollection attribute) resume_training (twiga.core.config.NeuralModelConfig attribute) retraining_flow() (in module twiga.pipeline.flows) rich_progress_bar (twiga.core.config.NeuralModelConfig attribute) (twiga.core.config.NeuralTrainingConfig attribute) rmse (twiga.serve.schemas.PerformanceResponse attribute) rmsle() (in module twiga.core.metrics.point) RNNBetaConfig (class in twiga.models.nn.rnnbeta_model) RNNBetaModel (class in twiga.models.nn.rnnbeta_model) RNNConfig (class in twiga.models.nn.rnn_model) RNNFPQRConfig (class in twiga.models.nn.rnnqr_model) RNNFPQRModel (class in twiga.models.nn.rnnqr_model) RNNGammaConfig (class in twiga.models.nn.rnngamma_model) RNNGammaModel (class in twiga.models.nn.rnngamma_model) RNNLaplaceConfig (class in twiga.models.nn.rnnlaplace_model) RNNLaplaceModel (class in twiga.models.nn.rnnlaplace_model) RNNLogNormalConfig (class in twiga.models.nn.rnnlognormal_model) RNNLogNormalModel (class in twiga.models.nn.rnnlognormal_model) RNNModel (class in twiga.models.nn.rnn_model) RNNNormalConfig (class in twiga.models.nn.rnnnormal_model) RNNNormalModel (class in twiga.models.nn.rnnnormal_model) RNNQRConfig (class in twiga.models.nn.rnnqr_model) RNNQRModel (class in twiga.models.nn.rnnqr_model) RNNStudentTConfig (class in twiga.models.nn.rnnstudentt_model) RNNStudentTModel (class in twiga.models.nn.rnnstudentt_model) root_dir (twiga.core.config.ExperimentConfig attribute) rope_type (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) run() (twiga.experiment.ExperimentEngine method) run_backbone_hpo() (in module twiga.experiment) run_batch_monitoring() (twiga.serve.monitor.ForecastMonitor method) run_data_drift() (twiga.serve.monitor.ForecastMonitor method) run_drift_check() (in module twiga.pipeline.tasks) run_forecast_performance() (twiga.serve.monitor.ForecastMonitor method) run_full_monitoring() (twiga.serve.monitor.ForecastMonitor method) run_id (twiga.tracking.TwigaTracker property) run_performance() (twiga.serve.monitor.ForecastMonitor method) run_prediction_drift() (twiga.serve.monitor.ForecastMonitor method) run_target_drift() (twiga.serve.monitor.ForecastMonitor method) S sample_entropy (twiga.core.data.characterisation.ComplexityProfile attribute) sample_plot_steps (twiga.experiment.ExperimentSpec attribute) sample_training_params() (twiga.core.config.NeuralModelConfig class method) SAMPLES (twiga.forecaster.result.ForecastKind attribute) samples (twiga.forecaster.result.ForecastResult attribute) (twiga.forecaster.result.RawPrediction attribute) save_checkpoint() (in module twiga.pipeline.tasks) save_condition_plots (twiga.experiment.ExperimentSpec attribute) scale (twiga.forecaster.result.ForecastResult attribute) (twiga.forecaster.result.RawPrediction attribute) scatter_matrix() (in module twiga.core.plot.exploration) scatter_plot() (in module twiga.core.plot.exploration) SCHEDULER_PARAM_SEARCH (twiga.core.config.NeuralModelConfig attribute) scheduler_params (twiga.core.config.NeuralModelConfig attribute) (twiga.core.config.NeuralTrainingConfig attribute) score (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALConfig attribute) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALConfig attribute) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALConfig attribute) score_type (twiga.core.config.ConformalConfig attribute) search_space (twiga.core.config.BaseModelConfig attribute) (twiga.core.config.DataPipelineConfig attribute) (twiga.models.ml.catboost_model.CATBOOSTConfig attribute) (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTConfig attribute) (twiga.models.ml.lightgbm_model.LIGHTGBMConfig attribute) (twiga.models.ml.lineareg_model.LINEAREGConfig attribute) (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALConfig attribute) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALConfig attribute) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALConfig attribute) (twiga.models.ml.randomforest_model.RANDOMFORESTConfig attribute) (twiga.models.ml.xgboost_model.XGBOOSTConfig attribute) (twiga.models.nn.mlpf_model.MLPFConfig attribute) (twiga.models.nn.mlpfbeta_model.MLPFBetaConfig attribute) (twiga.models.nn.mlpfcrc_model.MLPFCRCConfig attribute) (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) (twiga.models.nn.mlpfgamma_model.MLPFGammaConfig attribute) (twiga.models.nn.mlpflaplace_model.MLPFLaplaceConfig attribute) (twiga.models.nn.mlpflognormal_model.MLPFLogNormalConfig attribute) (twiga.models.nn.mlpfnormal_model.MLPFNormalConfig attribute) (twiga.models.nn.mlpfqr_model.MLPFQRConfig attribute) (twiga.models.nn.mlpfstudentt_model.MLPFStudentTConfig attribute) (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) (twiga.models.nn.mlpgafbeta_model.MLPGAFBetaConfig attribute) (twiga.models.nn.mlpgafcrc_model.MLPGAFCRCConfig attribute) (twiga.models.nn.mlpgaffpqr_model.MLPGAFFPQRConfig attribute) (twiga.models.nn.mlpgafgamma_model.MLPGAFGammaConfig attribute) (twiga.models.nn.mlpgaflaplace_model.MLPGAFLaplaceConfig attribute) (twiga.models.nn.mlpgaflognormal_model.MLPGAFLogNormalConfig attribute) (twiga.models.nn.mlpgafnormal_model.MLPGAFNormalConfig attribute) (twiga.models.nn.mlpgafqr_model.MLPGAFQRConfig attribute) (twiga.models.nn.mlpgafstudentt_model.MLPGAFStudentTConfig attribute) (twiga.models.nn.mlpgam_model.MLPGAMConfig attribute) (twiga.models.nn.mlpgambeta_model.MLPGAMBetaConfig attribute) (twiga.models.nn.mlpgamcrc_model.MLPGAMCRCConfig attribute) (twiga.models.nn.mlpgamfpqr_model.MLPGAMFPQRConfig attribute) (twiga.models.nn.mlpgamgamma_model.MLPGAMGammaConfig attribute) (twiga.models.nn.mlpgamlaplace_model.MLPGAMLaplaceConfig attribute) (twiga.models.nn.mlpgamlognormal_model.MLPGAMLogNormalConfig attribute) (twiga.models.nn.mlpgamnormal_model.MLPGAMNormalConfig attribute) (twiga.models.nn.mlpgamqr_model.MLPGAMQRConfig attribute) (twiga.models.nn.mlpgamstudentt_model.MLPGAMStudentTConfig attribute) (twiga.models.nn.nhits_model.NHITSConfig attribute) (twiga.models.nn.nhitsbeta_model.NHITSBetaConfig attribute) (twiga.models.nn.nhitscrc_model.NHITSCRCConfig attribute) (twiga.models.nn.nhitsgamma_model.NHITSGammaConfig attribute) (twiga.models.nn.nhitslaplace_model.NHITSLaplaceConfig attribute) (twiga.models.nn.nhitslognormal_model.NHITSLogNormalConfig attribute) (twiga.models.nn.nhitsnormal_model.NHITSNormalConfig attribute) (twiga.models.nn.nhitsqr_model.NHITSFPQRConfig attribute) (twiga.models.nn.nhitsqr_model.NHITSQRConfig attribute) (twiga.models.nn.nhitsstudentt_model.NHITSStudentTConfig attribute) (twiga.models.nn.rnn_model.RNNConfig attribute) (twiga.models.nn.rnnbeta_model.RNNBetaConfig attribute) (twiga.models.nn.rnngamma_model.RNNGammaConfig attribute) (twiga.models.nn.rnnlaplace_model.RNNLaplaceConfig attribute) (twiga.models.nn.rnnlognormal_model.RNNLogNormalConfig attribute) (twiga.models.nn.rnnnormal_model.RNNNormalConfig attribute) (twiga.models.nn.rnnqr_model.RNNFPQRConfig attribute) (twiga.models.nn.rnnqr_model.RNNQRConfig attribute) (twiga.models.nn.rnnstudentt_model.RNNStudentTConfig attribute) seasonal_periods (twiga.core.data.characterisation.TemporalStructureResult attribute) SEASONALNAIVEModel (class in twiga.models.baseline.seasonal_naive_model) seed (twiga.core.config.ExperimentConfig attribute) (twiga.core.config.NeuralModelConfig attribute) (twiga.core.config.NeuralTrainingConfig attribute) (twiga.models.ml.catboost_model.CATBOOSTConfig attribute) (twiga.models.ml.lightgbm_model.LIGHTGBMConfig attribute) (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALConfig attribute) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALConfig attribute) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALConfig attribute) (twiga.models.ml.randomforest_model.RANDOMFORESTConfig attribute) (twiga.models.ml.xgboost_model.XGBOOSTConfig attribute) select_top_features() (in module twiga.core.data.selection) set_feature_covariate_column() (twiga.core.data.pipeline.DataPipeline method) set_fit_request() (twiga.core.data.pipeline.DataPipeline method) (twiga.models.baseline.context_parrot_model.CONTEXTPARROTModel method) (twiga.models.baseline.drift_model.DRIFTModel method) (twiga.models.baseline.naive_model.NAIVEModel method) (twiga.models.baseline.seasonal_naive_model.SEASONALNAIVEModel method) (twiga.models.baseline.window_average_model.WINDOWAVERAGEModel method) (twiga.models.foundational.base.BaseFoundationalModel method) (twiga.models.foundational.chronos2_model.Chronos2Model method) (twiga.models.foundational.lag_llama_model.LagLlamaModel method) (twiga.models.foundational.moirai_model.MoiraiModel method) (twiga.models.foundational.tabicl_model.TabICLModel method) (twiga.models.foundational.timesfm_model.TimesFMModel method) (twiga.models.ml.catboost_model.CATBOOSTModel method) (twiga.models.ml.core.base_regressor.BaseRegressor method) (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTModel method) (twiga.models.ml.lightgbm_model.LIGHTGBMModel method) (twiga.models.ml.lineareg_model.LINEAREGModel method) (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALModel method) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALModel method) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALModel method) (twiga.models.ml.prob.base_quantile.BaseQuantileRegressor method) (twiga.models.ml.qrcatboost_model.QRCATBOOSTModel method) (twiga.models.ml.qrlightgbm_model.QRLIGHTGBMModel method) (twiga.models.ml.qrrandomforest_model.QRRANDOMFORESTModel method) (twiga.models.ml.qrxgboost_model.QRXGBOOSTModel method) (twiga.models.ml.randomforest_model.RANDOMFORESTModel method) (twiga.models.ml.xgboost_model.XGBOOSTModel method) set_num_feature_covariate_column() (twiga.models.nn.core.base_arch.BaseArchitecture method) set_params() (twiga.models.ml.core.base_regressor.BaseRegressor method) set_predict_request() (twiga.models.baseline.context_parrot_model.CONTEXTPARROTModel method) (twiga.models.baseline.drift_model.DRIFTModel method) (twiga.models.baseline.naive_model.NAIVEModel method) (twiga.models.baseline.seasonal_naive_model.SEASONALNAIVEModel method) (twiga.models.baseline.window_average_model.WINDOWAVERAGEModel method) (twiga.models.foundational.base.BaseFoundationalModel method) (twiga.models.foundational.chronos2_model.Chronos2Model method) (twiga.models.foundational.lag_llama_model.LagLlamaModel method) (twiga.models.foundational.moirai_model.MoiraiModel method) (twiga.models.foundational.tabicl_model.TabICLModel method) (twiga.models.foundational.timesfm_model.TimesFMModel method) (twiga.models.ml.catboost_model.CATBOOSTModel method) (twiga.models.ml.core.base_regressor.BaseRegressor method) (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTModel method) (twiga.models.ml.lightgbm_model.LIGHTGBMModel method) (twiga.models.ml.lineareg_model.LINEAREGModel method) (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALModel method) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALModel method) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALModel method) (twiga.models.ml.prob.base_quantile.BaseQuantileRegressor method) (twiga.models.ml.qrcatboost_model.QRCATBOOSTModel method) (twiga.models.ml.qrlightgbm_model.QRLIGHTGBMModel method) (twiga.models.ml.qrrandomforest_model.QRRANDOMFORESTModel method) (twiga.models.ml.qrxgboost_model.QRXGBOOSTModel method) (twiga.models.ml.randomforest_model.RANDOMFORESTModel method) (twiga.models.ml.xgboost_model.XGBOOSTModel method) set_reference() (twiga.serve.monitor.ForecastMonitor method) set_score_request() (twiga.models.baseline.context_parrot_model.CONTEXTPARROTModel method) (twiga.models.baseline.drift_model.DRIFTModel method) (twiga.models.baseline.naive_model.NAIVEModel method) (twiga.models.baseline.seasonal_naive_model.SEASONALNAIVEModel method) (twiga.models.baseline.window_average_model.WINDOWAVERAGEModel method) (twiga.models.foundational.base.BaseFoundationalModel method) (twiga.models.foundational.chronos2_model.Chronos2Model method) (twiga.models.foundational.lag_llama_model.LagLlamaModel method) (twiga.models.foundational.moirai_model.MoiraiModel method) (twiga.models.foundational.tabicl_model.TabICLModel method) (twiga.models.foundational.timesfm_model.TimesFMModel method) (twiga.models.ml.catboost_model.CATBOOSTModel method) (twiga.models.ml.core.base_regressor.BaseRegressor method) (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTModel method) (twiga.models.ml.lightgbm_model.LIGHTGBMModel method) (twiga.models.ml.lineareg_model.LINEAREGModel method) (twiga.models.ml.ngboostexponential_model.NGBOOSTEXPONENTIALModel method) (twiga.models.ml.ngboostlognormal_model.NGBOOSTLOGNORMALModel method) (twiga.models.ml.ngboostnormal_model.NGBOOSTNORMALModel method) (twiga.models.ml.prob.base_quantile.BaseQuantileRegressor method) (twiga.models.ml.qrcatboost_model.QRCATBOOSTModel method) (twiga.models.ml.qrlightgbm_model.QRLIGHTGBMModel method) (twiga.models.ml.qrrandomforest_model.QRRANDOMFORESTModel method) (twiga.models.ml.qrxgboost_model.QRXGBOOSTModel method) (twiga.models.ml.randomforest_model.RANDOMFORESTModel method) (twiga.models.ml.xgboost_model.XGBOOSTModel method) set_split_scheme() (twiga.core.backtester.TimeBasedCV method) set_transform_request() (twiga.core.data.pipeline.DataPipeline method) setup() (twiga.core.data.loader.TimeseriesDataModule method) ShapExplainer (class in twiga.core.explain) sigma_loss_fn (twiga.models.nn.mlpfcrc_model.MLPFCRCConfig attribute) (twiga.models.nn.mlpgafcrc_model.MLPGAFCRCConfig attribute) (twiga.models.nn.mlpgamcrc_model.MLPGAMCRCConfig attribute) (twiga.models.nn.nhitscrc_model.NHITSCRCConfig attribute) SignalCharacteriser (class in twiga.core.data.characterisation) significant_lags (twiga.core.data.characterisation.TemporalStructureResult attribute) size (twiga.models.foundational.moirai_model.MoiraiConfig attribute) skill_score() (in module twiga.core.metrics.point) softplus_beta (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) (twiga.models.nn.mlpgamqr_model.MLPGAMQRConfig attribute) sort_output (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) (twiga.models.nn.mlpgamqr_model.MLPGAMQRConfig attribute) split() (twiga.core.backtester.TimeBasedCV method) (twiga.core.backtester.TimeBasedSplit method) split_freq (twiga.core.config.ExperimentConfig attribute) SplitConformal (class in twiga.distributions.conformal.base) SQDAProposalLoss (class in twiga.distributions.nn.custom_loss) squared_residual_plot() (in module twiga.core.plot.residuals) stack_features() (in module twiga.core.data.processing) stack_types (twiga.models.nn.nhits_model.NHITSConfig attribute) stage1_epochs (twiga.models.nn.mlpfcrc_model.MLPFCRCConfig attribute) (twiga.models.nn.mlpgafcrc_model.MLPGAFCRCConfig attribute) (twiga.models.nn.mlpgamcrc_model.MLPGAMCRCConfig attribute) (twiga.models.nn.nhitscrc_model.NHITSCRCConfig attribute) stage1_epochs_frac (twiga.experiment.Condition attribute) stationarity (twiga.core.data.characterisation.CharacterisationResult attribute) StationarityResult (class in twiga.core.data.characterisation) status (twiga.serve.schemas.HealthResponse attribute) (twiga.serve.schemas.ReloadResponse attribute) step() (twiga.distributions.nn.fpquantile.FPQRDistribution method) (twiga.distributions.nn.parametric.BaseDistribution method) (twiga.distributions.nn.quantile.QRDistribution method) (twiga.distributions.nn.residual_conformal.CRCDistribution method) (twiga.models.nn.core.base_arch.BaseArchitecture method) (twiga.models.nn.prob.core.ProbabilisticNetwork method) step_sigma() (twiga.distributions.nn.residual_conformal.CRCDistribution method) (twiga.models.nn.prob.core.ProbabilisticNetwork method) stride (twiga.core.config.ExperimentConfig attribute) (twiga.models.nn.mlpf_model.MLPFConfig attribute) stride_delta (twiga.core.backtester.TimeBasedSplit property) StudentTDistribution (class in twiga.distributions.nn.parametric) suggested_lags (twiga.core.data.characterisation.TemporalStructureResult attribute) summary() (twiga.core.data.characterisation.SignalCharacteriser static method) sync_data_config() (twiga.models.nn.core.base.BaseNeuralForecast method) T TabICLConfig (class in twiga.models.foundational.tabicl_model) TabICLModel (class in twiga.models.foundational.tabicl_model) target_column (twiga.core.data.characterisation.CharacterisationResult attribute) target_feature (twiga.core.config.DataPipelineConfig attribute) target_scaler (twiga.core.config.DataPipelineConfig attribute) targets (twiga.forecaster.result.ForecastResult attribute) (twiga.serve.loader.ModelLoader property) (twiga.serve.schemas.ForecastResponse attribute) (twiga.serve.schemas.HealthResponse attribute) (twiga.serve.schemas.IntervalResponse attribute) task_type (twiga.models.ml.catboost_model.CATBOOSTConfig attribute) tau_embed_type (twiga.models.nn.mlpffpqr_model.MLPFFPQRConfig attribute) temporal (twiga.core.data.characterisation.CharacterisationResult attribute) TemporalFeatureTransformer (class in twiga.core.data.temporal) TemporalStructureResult (class in twiga.core.data.characterisation) test_size (twiga.core.config.ExperimentConfig attribute) TimeBasedCV (class in twiga.core.backtester) TimeBasedSplit (class in twiga.core.backtester) TimeseriesDataModule (class in twiga.core.data.loader) TimeSeriesDifferentiator (class in twiga.core.data.diff) TimesFMConfig (class in twiga.models.foundational.timesfm_model) TimesFMModel (class in twiga.models.foundational.timesfm_model) timestamp (twiga.serve.schemas.ActualRecord attribute) timestamps (twiga.forecaster.result.ForecastResult attribute) to_dataframe() (twiga.forecaster.result.ForecastCollection method) (twiga.forecaster.result.ForecastResult method) to_estimator_params() (twiga.core.config.BaseModelConfig method) (twiga.models.ml.xgboost_model.XGBOOSTConfig method) to_pipeline_hints() (twiga.core.data.characterisation.CharacterisationResult method) train_dataloader() (twiga.core.data.loader.TimeseriesDataModule method) train_delta (twiga.core.backtester.TimeBasedSplit property) train_size (twiga.core.config.ExperimentConfig attribute) training_flow() (in module twiga.pipeline.flows) training_step() (twiga.models.nn.core.base_model.BaseNeuralModel method) transform() (twiga.core.data.autores.AutoregressTransformer method) (twiga.core.data.diff.TimeSeriesDifferentiator method) (twiga.core.data.pipeline.DataPipeline method) (twiga.core.data.temporal.TemporalFeatureTransformer method) transform_features() (twiga.core.data.pipeline.DataPipeline method) transform_targets() (twiga.core.data.pipeline.DataPipeline method) tree_method (twiga.models.ml.xgboost_model.XGBOOSTConfig attribute) tune() (twiga.forecaster.abstract.AbstractForecaster method) twiga.serve.schemas module TWIGA_PALETTE (in module twiga.core.plot.theme) twiga_theme() (in module twiga.core.plot.theme) TwigaError TwigaForecaster (class in twiga.forecaster.core) TwigaTracker (class in twiga.tracking) two_stage (twiga.models.nn.mlpfcrc_model.MLPFCRCConfig attribute) (twiga.models.nn.mlpgafcrc_model.MLPGAFCRCConfig attribute) (twiga.models.nn.mlpgamcrc_model.MLPGAMCRCConfig attribute) (twiga.models.nn.nhitscrc_model.NHITSCRCConfig attribute) U unstack_features() (in module twiga.core.data.processing) update() (twiga.models.baseline.context_parrot_model.CONTEXTPARROTModel method) (twiga.models.baseline.drift_model.DRIFTModel method) (twiga.models.baseline.naive_model.NAIVEModel method) (twiga.models.baseline.seasonal_naive_model.SEASONALNAIVEModel method) (twiga.models.baseline.window_average_model.WINDOWAVERAGEModel method) (twiga.models.ml.catboost_model.CATBOOSTModel method) (twiga.models.ml.core.base_regressor.BaseRegressor method) (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTModel method) (twiga.models.ml.lightgbm_model.LIGHTGBMModel method) (twiga.models.ml.lineareg_model.LINEAREGModel method) (twiga.models.ml.prob.base_quantile.BaseQuantileRegressor method) (twiga.models.ml.randomforest_model.RANDOMFORESTModel method) (twiga.models.ml.xgboost_model.XGBOOSTModel method) (twiga.models.nn.core.base.BaseNeuralForecast method) (twiga.models.nn.mlpf_model.MLPFModel method) (twiga.models.nn.mlpfbeta_model.MLPFBetaModel method) (twiga.models.nn.mlpfcrc_model.MLPFCRCModel method) (twiga.models.nn.mlpffpqr_model.MLPFFPQRModel method) (twiga.models.nn.mlpfgamma_model.MLPFGammaModel method) (twiga.models.nn.mlpflaplace_model.MLPFLaplaceModel method) (twiga.models.nn.mlpflognormal_model.MLPFLogNormalModel method) (twiga.models.nn.mlpfnormal_model.MLPFNormalModel method) (twiga.models.nn.mlpfqr_model.MLPFQRModel method) (twiga.models.nn.mlpfstudentt_model.MLPFStudentTModel method) (twiga.models.nn.mlpgaf_model.MLPGAFModel method) (twiga.models.nn.mlpgafbeta_model.MLPGAFBetaModel method) (twiga.models.nn.mlpgafcrc_model.MLPGAFCRCModel method) (twiga.models.nn.mlpgaffpqr_model.MLPGAFFPQRModel method) (twiga.models.nn.mlpgafgamma_model.MLPGAFGammaModel method) (twiga.models.nn.mlpgaflaplace_model.MLPGAFLaplaceModel method) (twiga.models.nn.mlpgaflognormal_model.MLPGAFLogNormalModel method) (twiga.models.nn.mlpgafnormal_model.MLPGAFNormalModel method) (twiga.models.nn.mlpgafqr_model.MLPGAFQRModel method) (twiga.models.nn.mlpgafstudentt_model.MLPGAFStudentTModel method) (twiga.models.nn.mlpgam_model.MLPGAMModel method) (twiga.models.nn.mlpgambeta_model.MLPGAMBetaModel method) (twiga.models.nn.mlpgamcrc_model.MLPGAMCRCModel method) (twiga.models.nn.mlpgamfpqr_model.MLPGAMFPQRModel method) (twiga.models.nn.mlpgamgamma_model.MLPGAMGammaModel method) (twiga.models.nn.mlpgamlaplace_model.MLPGAMLaplaceModel method) (twiga.models.nn.mlpgamlognormal_model.MLPGAMLogNormalModel method) (twiga.models.nn.mlpgamnormal_model.MLPGAMNormalModel method) (twiga.models.nn.mlpgamqr_model.MLPGAMQRModel method) (twiga.models.nn.mlpgamstudentt_model.MLPGAMStudentTModel method) (twiga.models.nn.nhits_model.NHITSModel method) (twiga.models.nn.nhitsbeta_model.NHITSBetaModel method) (twiga.models.nn.nhitscrc_model.NHITSCRCModel method) (twiga.models.nn.nhitsgamma_model.NHITSGammaModel method) (twiga.models.nn.nhitslaplace_model.NHITSLaplaceModel method) (twiga.models.nn.nhitslognormal_model.NHITSLogNormalModel method) (twiga.models.nn.nhitsnormal_model.NHITSNormalModel method) (twiga.models.nn.nhitsqr_model.NHITSFPQRModel method) (twiga.models.nn.nhitsqr_model.NHITSQRModel method) (twiga.models.nn.nhitsstudentt_model.NHITSStudentTModel method) (twiga.models.nn.rnn_model.RNNModel method) (twiga.models.nn.rnnbeta_model.RNNBetaModel method) (twiga.models.nn.rnngamma_model.RNNGammaModel method) (twiga.models.nn.rnnlaplace_model.RNNLaplaceModel method) (twiga.models.nn.rnnlognormal_model.RNNLogNormalModel method) (twiga.models.nn.rnnnormal_model.RNNNormalModel method) (twiga.models.nn.rnnqr_model.RNNFPQRModel method) (twiga.models.nn.rnnqr_model.RNNQRModel method) (twiga.models.nn.rnnstudentt_model.RNNStudentTModel method) upper (twiga.forecaster.result.ForecastResult attribute) (twiga.forecaster.result.RawPrediction attribute) (twiga.serve.schemas.IntervalPrediction attribute) use_gate (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) use_revin (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) V val_dataloader() (twiga.core.data.loader.TimeseriesDataModule method) val_delta (twiga.core.backtester.TimeBasedCV property) val_size (twiga.core.config.ExperimentConfig attribute) validate_against() (twiga.core.config.BaseSearchSpace method) validate_method_score_compatibility() (twiga.core.config.ConformalConfig method) validate_params() (twiga.models.nn.core.base_model.BaseNeuralModel static method) validate_search_space() (twiga.core.config.BaseSearchSpace method) validation_step() (twiga.models.nn.core.base_model.BaseNeuralModel method) verbose (twiga.models.ml.catboost_model.CATBOOSTConfig attribute) (twiga.models.ml.lightgbm_model.LIGHTGBMConfig attribute) (twiga.models.ml.xgboost_model.XGBOOSTConfig attribute) verdict (twiga.core.data.characterisation.StationarityResult attribute) virtual_ensembles_count (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTConfig attribute) (twiga.models.ml.gausscatboost_model.GAUSSCATBOOSTModel attribute) W warmup_epochs (twiga.models.nn.mlpgaf_model.MLPGAFConfig attribute) warn_extreme_alpha() (twiga.core.config.ConformalConfig class method) window (twiga.core.config.ExperimentConfig attribute) window_funcs (twiga.core.config.DataPipelineConfig attribute) window_stride (twiga.core.config.DataPipelineConfig attribute) WINDOWAVERAGEModel (class in twiga.models.baseline.window_average_model) windows (twiga.core.config.DataPipelineConfig attribute) wql() (in module twiga.core.metrics.quantile) X XGBOOSTConfig (class in twiga.models.ml.xgboost_model) XGBOOSTModel (class in twiga.models.ml.xgboost_model)
