Index

_

__eq__() (openstef_core.base_model.PydanticStringPrimitive method) __get_pydantic_core_schema__() (openstef_core.base_model.PydanticStringPrimitive class method) (openstef_core.types.Quantile class method) __get_pydantic_json_schema__() (openstef_core.base_model.PydanticStringPrimitive class method) __getstate__() (openstef_core.mixins.Stateful method) __hash__() (openstef_beam.analysis.AnalysisScope method) (openstef_core.base_model.PydanticStringPrimitive method) __init__() (openstef_beam.analysis.AnalysisPipeline method) (openstef_beam.analysis.VisualizationOutput method) (openstef_beam.backtesting.BacktestPipeline method) (openstef_beam.benchmarking.BenchmarkCallbackManager method) (openstef_beam.benchmarking.BenchmarkComparisonPipeline method) (openstef_beam.benchmarking.BenchmarkPipeline method) (openstef_beam.benchmarking.InMemoryBenchmarkStorage method) (openstef_beam.benchmarking.LocalBenchmarkStorage method) (openstef_beam.benchmarking.S3BenchmarkStorage method) (openstef_beam.evaluation.EvaluationPipeline method) (openstef_beam.evaluation.Window method) (openstef_core.datasets.EnergyComponentDataset method) (openstef_core.datasets.EnsembleForecastDataset method) (openstef_core.datasets.ForecastDataset method) (openstef_core.datasets.ForecastInputDataset method) (openstef_core.datasets.TimeSeriesDataset method) (openstef_core.datasets.VersionedTimeSeriesDataset method) (openstef_core.exceptions.ConfigurationError method) (openstef_core.exceptions.FlatlinerDetectedError method) (openstef_core.exceptions.InsufficientlyCompleteError method) (openstef_core.exceptions.InvalidColumnTypeError method) (openstef_core.exceptions.MissingColumnsError method) (openstef_core.exceptions.MissingExtraError method) (openstef_core.exceptions.ModelNotFoundError method) (openstef_core.exceptions.NotFittedError method) (openstef_core.exceptions.TimeSeriesValidationError method) (openstef_core.exceptions.UnreachableStateError method) (openstef_core.testing.IsSamePandas method) (openstef_core.types.AvailableAt method) (openstef_core.types.LeadTime method)

__lt__() (openstef_core.types.LeadTime method) __new__() (openstef_core.types.Quantile static method) __reduce__() (openstef_core.mixins.TransformPipeline method) __repr__() (openstef_core.types.LeadTime method) __setstate__() (openstef_core.mixins.Stateful method) __str__() (openstef_beam.evaluation.Window method) (openstef_core.base_model.PydanticStringPrimitive method) (openstef_core.types.AvailableAt method) (openstef_core.types.LeadTime method)

A

add_callback() (openstef_beam.benchmarking.BenchmarkCallbackManager method) add_callbacks() (openstef_beam.benchmarking.BenchmarkCallbackManager method) aggregation (openstef_beam.analysis.AnalysisScope attribute) align_datetime() (in module openstef_core.utils) (in module openstef_core.utils.datetime) align_datetime_to_time() (in module openstef_core.utils) (in module openstef_core.utils.datetime) align_time (openstef_beam.backtesting.BacktestConfig attribute) analysis_data (openstef_beam.benchmarking.InMemoryBenchmarkStorage property) AnalysisConfig (class in openstef_beam.analysis)

AnalysisOutput (class in openstef_beam.analysis) AnalysisPipeline (class in openstef_beam.analysis) AnalysisScope (class in openstef_beam.analysis) apply() (openstef_core.types.AvailableAt method) apply_index() (openstef_core.types.AvailableAt method) arctan_loss_multi_objective() (in module openstef_models.utils.loss_functions) assert_timeseries_equal() (in module openstef_core.testing) available_at_column (openstef_core.datasets.TimeSeriesDataset attribute) available_at_series (openstef_core.datasets.TimeSeriesDataset property) available_ats (openstef_beam.evaluation.EvaluationConfig attribute) AvailableAt (class in openstef_core.types)

B

BacktestConfig (class in openstef_beam.backtesting) BacktestPipeline (class in openstef_beam.backtesting) base_models (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) BaseConfig (class in openstef_core.base_model) BaseForecastingModel (class in openstef_models.models) BaseModel (class in openstef_core.base_model) BatchPredictor (class in openstef_core.mixins) benchmark_end (openstef_beam.benchmarking.BenchmarkTarget attribute)

benchmark_start (openstef_beam.benchmarking.BenchmarkTarget attribute) BenchmarkCallback (class in openstef_beam.benchmarking) BenchmarkCallbackManager (class in openstef_beam.benchmarking) BenchmarkComparisonPipeline (class in openstef_beam.benchmarking) BenchmarkContext (class in openstef_beam.benchmarking) BenchmarkPipeline (class in openstef_beam.benchmarking) BenchmarkStorage (class in openstef_beam.benchmarking) BenchmarkTarget (class in openstef_beam.benchmarking)

C

callbacks (openstef_models.workflows.CustomComponentSplitWorkflow attribute) (openstef_models.workflows.CustomForecastingWorkflow attribute) chronological_train_test_split() (in module openstef_models.utils.data_split) clear_tuning_ranges() (openstef_core.mixins.HyperParams method) clip_features (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) combine_forecast_input_datasets() (in module openstef_meta.utils) (in module openstef_meta.utils.datasets) combine_timeseries_indexes() (in module openstef_core.utils.pandas) combiner_lgbm_hyperparams (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) combiner_logistic_hyperparams (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) combiner_model (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) combiner_rf_hyperparams (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) combiner_sample_weight (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) combiner_stacking_gblinear_hyperparams (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) combiner_stacking_lgbm_hyperparams (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) combiner_xgboost_hyperparams (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) complementary() (openstef_core.types.Quantile method) completeness() (in module openstef_beam.metrics) (in module openstef_beam.metrics.metrics_deterministic) completeness_threshold (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) completeness_threshold_target_constant_quantile (openstef_models.presets.ForecastingWorkflowConfig attribute) component_hyperparams (openstef_models.models.BaseForecastingModel property) component_splitter (openstef_models.models.ComponentSplittingModel attribute) ComponentSplittingModel (class in openstef_models.models) concat() (openstef_core.datasets.VersionedTimeSeriesDataset class method)

config (openstef_beam.backtesting.BacktestPipeline attribute) (openstef_models.models.ComponentSplittingModel property) ConfigurationError (class in openstef_core.exceptions) configure_notebook_display() (in module openstef_core.testing) confusion_matrix() (in module openstef_beam.metrics) (in module openstef_beam.metrics.metrics_deterministic) ConfusionMatrix (class in openstef_beam.metrics) ContributionsMixin (class in openstef_models.explainability) ContributionsPlotter (class in openstef_models.explainability) copy_with() (openstef_core.datasets.TimeSeriesDataset method) create_ensemble_forecasting_workflow() (in module openstef_meta.presets) (in module openstef_meta.presets.forecasting_workflow) create_forecast_range() (openstef_core.datasets.ForecastInputDataset method) create_forecasting_workflow() (in module openstef_models.presets) (in module openstef_models.presets.forecasting_workflow) create_liander2024_benchmark_runner() (in module openstef_beam.benchmarking.benchmarks) (in module openstef_beam.benchmarking.benchmarks.liander2024) create_openstef4_preset_backtest_forecaster() (in module openstef_beam.benchmarking.baselines.openstef4) create_synthetic_forecasting_dataset() (in module openstef_core.testing) create_timeseries_dataset() (in module openstef_core.testing) crps() (in module openstef_beam.metrics) (in module openstef_beam.metrics.metrics_probabilistic) CustomComponentSplitWorkflow (class in openstef_models.workflows) CustomForecastingWorkflow (class in openstef_models.workflows) cutoff_history (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.models.BaseForecastingModel attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute)

D

data (openstef_core.datasets.TimeSeriesDataset attribute) data_dir (openstef_beam.benchmarking.SimpleTargetProvider attribute) data_parts (openstef_core.datasets.VersionedTimeSeriesDataset attribute) data_sample_interval (openstef_beam.benchmarking.SimpleTargetProvider attribute) data_splitter (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.models.BaseForecastingModel attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute)

description (openstef_beam.benchmarking.BenchmarkTarget attribute) deserialize() (openstef_models.mixins.ModelSerializer method) detect_non_zero_flatliner (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute)

E

effective_true_positives (openstef_beam.metrics.ConfusionMatrix attribute) end (openstef_beam.backtesting.BacktestPipeline attribute) energy_price_column (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) EnergyComponentDataset (class in openstef_core.datasets) EnergyComponentType (class in openstef_core.types) ensemble_type (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) EnsembleForecastDataset (class in openstef_core.datasets) EnsembleForecastingWorkflowConfig (class in openstef_meta.presets) evaluation_metrics (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.models.BaseForecastingModel attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute)

EvaluationConfig (class in openstef_beam.evaluation) EvaluationPipeline (class in openstef_beam.evaluation) EvaluationReport (class in openstef_beam.evaluation) EvaluationSubsetReport (class in openstef_beam.evaluation) Exclude() (in module openstef_models.utils.feature_selection) ExcludeRegex() (in module openstef_models.utils.feature_selection) experiment_tags (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) (openstef_models.workflows.CustomForecastingWorkflow attribute) ExplainableForecaster (class in openstef_models.explainability) exponential_sample_weight() (in module openstef_models.transforms.general.sample_weighter) extension (openstef_models.mixins.ModelSerializer attribute)

F

false_negatives (openstef_beam.metrics.ConfusionMatrix attribute) false_positives (openstef_beam.metrics.ConfusionMatrix attribute) fbeta() (in module openstef_beam.metrics) (in module openstef_beam.metrics.metrics_deterministic) feature_importances (openstef_models.explainability.ExplainableForecaster property) feature_names (openstef_core.datasets.TimeSeriesDataset property) (openstef_core.datasets.VersionedTimeSeriesDataset property) FeatureImportancePlotter (class in openstef_models.explainability) features_added() (openstef_core.transforms.TimeSeriesTransform method) filter_away_flatline_chunks() (in module openstef_beam.benchmarking.target_provider) filter_by_available_at() (openstef_core.datasets.TimeSeriesDataset method) (openstef_core.datasets.VersionedTimeSeriesDataset method) filter_by_available_before() (openstef_core.datasets.TimeSeriesDataset method) (openstef_core.datasets.VersionedTimeSeriesDataset method) filter_by_lead_time() (openstef_core.datasets.TimeSeriesDataset method) (openstef_core.datasets.VersionedTimeSeriesDataset method) filter_by_range() (openstef_core.datasets.TimeSeriesDataset method) (openstef_core.datasets.VersionedTimeSeriesDataset method) filter_index() (openstef_core.datasets.TimeSeriesDataset method) filter_quantiles() (openstef_core.datasets.ForecastDataset method) filtering (openstef_beam.evaluation.EvaluationSubsetReport attribute) filterings (openstef_beam.analysis.AnalysisConfig attribute) fit() (openstef_core.mixins.Predictor method) (openstef_core.mixins.Transform method) (openstef_core.mixins.TransformPipeline method) (openstef_core.transforms.TimeSeriesTransform method) (openstef_models.models.BaseForecastingModel method) (openstef_models.models.ComponentSplittingModel method) (openstef_models.models.ForecastingModel method) (openstef_models.workflows.CustomComponentSplitWorkflow method) (openstef_models.workflows.CustomForecastingWorkflow method)

fit_predict() (openstef_core.mixins.Predictor method) fit_transform() (openstef_core.mixins.Transform method) flatliner_threshold (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) FlatlinerDetectedError (class in openstef_core.exceptions) forecast_start (openstef_core.datasets.EnsembleForecastDataset attribute) (openstef_core.datasets.ForecastDataset attribute) (openstef_core.datasets.ForecastInputDataset property) ForecastDataset (class in openstef_core.datasets) forecaster (openstef_beam.backtesting.BacktestPipeline attribute) (openstef_models.models.ForecastingModel attribute) forecaster_names (openstef_core.datasets.EnsembleForecastDataset attribute) forecaster_sample_weights (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) ForecastingModel (class in openstef_models.models) ForecastingWorkflowConfig (class in openstef_models.presets) ForecastInputDataset (class in openstef_core.datasets) format() (openstef_core.types.Quantile method) frequency_matches() (openstef_core.datasets.TimeSeriesDataset method) from_dataframe() (openstef_core.datasets.VersionedTimeSeriesDataset class method) from_forecast_datasets() (openstef_core.datasets.EnsembleForecastDataset class method) from_pandas() (openstef_core.datasets.TimeSeriesDataset class method) from_percentile() (openstef_core.types.Quantile class method) from_quantile_predictions() (openstef_core.datasets.ForecastDataset class method) from_string() (openstef_beam.evaluation.Window class method) (openstef_core.base_model.PydanticStringPrimitive class method) (openstef_core.types.AvailableAt class method) (openstef_core.types.LeadTime class method) from_timeseries() (openstef_core.datasets.ForecastDataset class method) (openstef_core.datasets.ForecastInputDataset class method)

G

gblinear_hyperparams (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) generate_autocorr_lags() (in module openstef_models.transforms.time_domain.lags_adder) generate_day_lags() (in module openstef_models.transforms.time_domain.lags_adder) generate_minute_lags() (in module openstef_models.transforms.time_domain.lags_adder) get_analysis_path() (openstef_beam.benchmarking.LocalBenchmarkStorage method) get_base_predictions_for_quantile() (openstef_core.datasets.EnsembleForecastDataset method) get_evaluation_mask_for_target() (openstef_beam.benchmarking.SimpleTargetProvider method) (openstef_beam.benchmarking.TargetProvider method) get_evaluations_path_for_target() (openstef_beam.benchmarking.LocalBenchmarkStorage method) get_explainable_components() (openstef_models.models.BaseForecastingModel method) (openstef_models.models.ForecastingModel method) get_file_name() (openstef_beam.analysis.VisualizationOutput method) get_global_metric() (openstef_beam.evaluation.EvaluationSubsetReport method) get_holiday_names() (in module openstef_models.transforms.time_domain.holiday_features_adder) get_holidays() (in module openstef_models.transforms.time_domain.holiday_features_adder) get_learner_and_quantile() (openstef_core.datasets.EnsembleForecastDataset static method) get_measurements() (openstef_beam.evaluation.EvaluationSubsetReport method) get_measurements_for_target() (openstef_beam.benchmarking.SimpleTargetProvider method) (openstef_beam.benchmarking.TargetProvider method) get_median_shap_contribs() (in module openstef_models.utils.xgboost) get_metric() (openstef_beam.evaluation.SubsetMetric method)

get_metrics_for_target() (openstef_beam.benchmarking.SimpleTargetProvider method) (openstef_beam.benchmarking.TargetProvider method) get_predictions_path_for_target() (openstef_beam.benchmarking.LocalBenchmarkStorage method) get_predictors_for_target() (openstef_beam.benchmarking.SimpleTargetProvider method) (openstef_beam.benchmarking.TargetProvider method) get_prices() (openstef_beam.benchmarking.SimpleTargetProvider method) get_profiles() (openstef_beam.benchmarking.SimpleTargetProvider method) get_quantile_predictions() (openstef_beam.evaluation.EvaluationSubsetReport method) get_quantiles() (openstef_beam.evaluation.SubsetMetric method) get_search_space() (openstef_core.mixins.HyperParams method) get_subset() (openstef_beam.evaluation.EvaluationReport method) get_target_class (openstef_beam.benchmarking.SimpleTargetProvider property) get_targets() (openstef_beam.benchmarking.SimpleTargetProvider method) (openstef_beam.benchmarking.TargetProvider method) get_timerange() (openstef_beam.evaluation.Window method) get_tuning_overrides() (openstef_core.mixins.HyperParams method) get_tuning_range() (in module openstef_core.mixins.param_ranges) get_weather_for_target() (openstef_beam.benchmarking.SimpleTargetProvider method) get_windowed_metrics() (openstef_beam.evaluation.EvaluationSubsetReport method) group_name (openstef_beam.analysis.AnalysisScope attribute) (openstef_beam.benchmarking.BenchmarkTarget attribute) groupby() (in module openstef_core.utils.itertools)

H

has_analysis_output() (openstef_beam.benchmarking.BenchmarkStorage method) (openstef_beam.benchmarking.InMemoryBenchmarkStorage method) (openstef_beam.benchmarking.LocalBenchmarkStorage method) (openstef_beam.benchmarking.S3BenchmarkStorage method) has_backtest_output() (openstef_beam.benchmarking.BenchmarkStorage method) (openstef_beam.benchmarking.InMemoryBenchmarkStorage method) (openstef_beam.benchmarking.LocalBenchmarkStorage method) (openstef_beam.benchmarking.S3BenchmarkStorage method) has_evaluation_output() (openstef_beam.benchmarking.BenchmarkStorage method) (openstef_beam.benchmarking.InMemoryBenchmarkStorage method) (openstef_beam.benchmarking.LocalBenchmarkStorage method) (openstef_beam.benchmarking.S3BenchmarkStorage method)

horizon_column (openstef_core.datasets.TimeSeriesDataset attribute) horizons (openstef_core.datasets.TimeSeriesDataset property) (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) HyperParams (class in openstef_core.mixins) hyperparams (openstef_models.models.BaseForecastingModel property) (openstef_models.models.ForecastingModel property)

I

Include() (in module openstef_models.utils.feature_selection) IncludeRegex() (in module openstef_models.utils.feature_selection) index (openstef_core.datasets.TimeSeriesDataset property) (openstef_core.datasets.VersionedTimeSeriesDataset property) index_name (openstef_core.datasets.TimeSeriesDataset attribute) ineffective_true_positives (openstef_beam.metrics.ConfusionMatrix attribute) InMemoryBenchmarkStorage (class in openstef_beam.benchmarking) input_data() (openstef_core.datasets.ForecastInputDataset method) InsufficientlyCompleteError (class in openstef_core.exceptions) InvalidColumnTypeError (class in openstef_core.exceptions) inverse_frequency_sample_weight() (in module openstef_models.transforms.general.sample_weighter) is_all_same() (in module openstef_core.utils.itertools)

is_fitted (openstef_core.mixins.Predictor property) (openstef_core.mixins.Transform property) (openstef_core.mixins.TransformPipeline property) (openstef_core.transforms.TimeSeriesTransform property) (openstef_models.models.ComponentSplittingModel property) (openstef_models.models.ForecastingModel property) is_future() (openstef_beam.evaluation.Window method) is_valid_quantile_string() (openstef_core.types.Quantile static method) is_versioned (openstef_core.datasets.TimeSeriesDataset property) (openstef_core.datasets.VersionedTimeSeriesDataset property) IsSamePandas (class in openstef_core.testing) iterate_by_window() (in module openstef_beam.evaluation.window_iterators) iterate_subsets_by_window() (in module openstef_beam.evaluation.window_iterators)

K

kind (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute)

L

latitude (openstef_beam.benchmarking.BenchmarkTarget attribute) lead_time_series (openstef_core.datasets.TimeSeriesDataset property) lead_times (openstef_beam.evaluation.EvaluationConfig attribute) LeadTime (class in openstef_core.types) lgbm_hyperparams (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) lgbmlinear_hyperparams (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) limit (openstef_beam.benchmarking.BenchmarkTarget attribute) load_backtest_output() (openstef_beam.benchmarking.BenchmarkStorage method) (openstef_beam.benchmarking.InMemoryBenchmarkStorage method) (openstef_beam.benchmarking.LocalBenchmarkStorage method) (openstef_beam.benchmarking.S3BenchmarkStorage method)

load_evaluation_output() (openstef_beam.benchmarking.BenchmarkStorage method) (openstef_beam.benchmarking.InMemoryBenchmarkStorage method) (openstef_beam.benchmarking.LocalBenchmarkStorage method) (openstef_beam.benchmarking.S3BenchmarkStorage method) load_liander_dataset() (in module openstef_core.testing) LocalBenchmarkStorage (class in openstef_beam.benchmarking) location (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) longitude (openstef_beam.benchmarking.BenchmarkTarget attribute) lower_limit (openstef_beam.benchmarking.BenchmarkTarget attribute)

M

mae() (in module openstef_beam.metrics) (in module openstef_beam.metrics.metrics_deterministic) mape() (in module openstef_beam.metrics) (in module openstef_beam.metrics.metrics_deterministic) materialize() (openstef_core.mixins.HyperParams method) max_day_lags (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) max_horizon (openstef_models.models.BaseForecastingModel property) (openstef_models.models.ForecastingModel property) mean_absolute_calibration_error() (in module openstef_beam.metrics) (in module openstef_beam.metrics.metrics_probabilistic) mean_pinball_loss() (in module openstef_beam.metrics.metrics_probabilistic) measurements_path_template (openstef_beam.benchmarking.SimpleTargetProvider attribute) median_series (openstef_core.datasets.ForecastDataset property) merge_iterators() (in module openstef_core.utils.itertools) merge_quantile_metrics() (in module openstef_beam.evaluation.models.subset) metrics (openstef_beam.benchmarking.SimpleTargetProvider attribute) (openstef_beam.evaluation.EvaluationSubsetReport attribute) (openstef_beam.evaluation.SubsetMetric attribute) MissingColumnsError (class in openstef_core.exceptions) MissingExtraError (class in openstef_core.exceptions) mlflow_storage (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) model (openstef_models.presets.ForecastingWorkflowConfig attribute) (openstef_models.workflows.CustomComponentSplitWorkflow attribute) (openstef_models.workflows.CustomForecastingWorkflow attribute) model_config (openstef_beam.analysis.AnalysisConfig attribute) (openstef_beam.analysis.AnalysisOutput attribute) (openstef_beam.analysis.AnalysisScope attribute) (openstef_beam.backtesting.BacktestConfig attribute) (openstef_beam.benchmarking.BenchmarkContext attribute) (openstef_beam.benchmarking.BenchmarkTarget attribute) (openstef_beam.benchmarking.SimpleTargetProvider attribute) (openstef_beam.benchmarking.TargetProvider attribute) (openstef_beam.benchmarking.TargetProviderConfig attribute) (openstef_beam.evaluation.EvaluationConfig attribute) (openstef_beam.evaluation.EvaluationReport attribute) (openstef_beam.evaluation.EvaluationSubsetReport attribute) (openstef_beam.evaluation.SubsetMetric attribute) (openstef_core.base_model.BaseConfig attribute) (openstef_core.base_model.BaseModel attribute) (openstef_core.mixins.HyperParams attribute) (openstef_core.mixins.TransformPipeline attribute) (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.explainability.FeatureImportancePlotter attribute) (openstef_models.mixins.ModelSerializer attribute) (openstef_models.models.BaseForecastingModel attribute) (openstef_models.models.ComponentSplittingModel attribute) (openstef_models.models.ForecastingModel attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) (openstef_models.workflows.CustomComponentSplitWorkflow attribute) (openstef_models.workflows.CustomForecastingWorkflow attribute) model_id (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) (openstef_models.workflows.CustomComponentSplitWorkflow attribute) (openstef_models.workflows.CustomForecastingWorkflow attribute) model_performance_callback_enabled (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) model_performance_callback_metric_threshold (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) model_post_init() (openstef_core.mixins.HyperParams method) (openstef_models.models.BaseForecastingModel method) (openstef_models.models.ForecastingModel method) (openstef_models.workflows.CustomForecastingWorkflow method) model_reuse_enable (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) model_reuse_max_age (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) model_selection_enable (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) model_selection_metric (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) model_selection_old_model_penalty (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) ModelLoadingError (class in openstef_core.exceptions) ModelNotFoundError (class in openstef_core.exceptions) ModelSerializer (class in openstef_models.mixins) module openstef openstef_beam.analysis openstef_beam.analysis.analysis_pipeline openstef_beam.analysis.models openstef_beam.analysis.models.target_metadata openstef_beam.analysis.models.visualization_aggregation openstef_beam.analysis.models.visualization_output openstef_beam.analysis.plots openstef_beam.analysis.plots.forecast_time_series_plotter openstef_beam.analysis.plots.grouped_target_metric_plotter openstef_beam.analysis.plots.precision_recall_curve_plotter openstef_beam.analysis.plots.quantile_calibration_box_plotter openstef_beam.analysis.plots.quantile_probability_plotter openstef_beam.analysis.plots.summary_table_plotter openstef_beam.analysis.plots.windowed_metric_plotter openstef_beam.analysis.visualizations openstef_beam.analysis.visualizations.base openstef_beam.analysis.visualizations.grouped_target_metric_visualization openstef_beam.analysis.visualizations.precision_recall_curve_visualization openstef_beam.analysis.visualizations.quantile_calibration_box_visualization openstef_beam.analysis.visualizations.quantile_probability_visualization openstef_beam.analysis.visualizations.summary_table_visualization openstef_beam.analysis.visualizations.timeseries_visualization openstef_beam.analysis.visualizations.windowed_metric_visualization openstef_beam.backtesting openstef_beam.backtesting.backtest_callback openstef_beam.backtesting.backtest_event openstef_beam.backtesting.backtest_event_generator openstef_beam.backtesting.backtest_forecaster openstef_beam.backtesting.backtest_forecaster.dummy_forecaster openstef_beam.backtesting.backtest_forecaster.mixins openstef_beam.backtesting.backtest_pipeline openstef_beam.backtesting.restricted_horizon_timeseries openstef_beam.benchmarking openstef_beam.benchmarking.baselines openstef_beam.benchmarking.baselines.openstef4 openstef_beam.benchmarking.benchmark_comparison_pipeline openstef_beam.benchmarking.benchmark_pipeline openstef_beam.benchmarking.benchmarks openstef_beam.benchmarking.benchmarks.liander2024 openstef_beam.benchmarking.callbacks openstef_beam.benchmarking.callbacks.base openstef_beam.benchmarking.callbacks.strict_execution_callback openstef_beam.benchmarking.models openstef_beam.benchmarking.models.benchmark_target openstef_beam.benchmarking.storage openstef_beam.benchmarking.storage.base openstef_beam.benchmarking.storage.local_storage openstef_beam.benchmarking.storage.s3_storage openstef_beam.benchmarking.target_provider openstef_beam.evaluation openstef_beam.evaluation.evaluation_pipeline openstef_beam.evaluation.metric_providers openstef_beam.evaluation.models openstef_beam.evaluation.models.report openstef_beam.evaluation.models.subset openstef_beam.evaluation.models.window openstef_beam.evaluation.window_iterators openstef_beam.metrics openstef_beam.metrics.metrics_deterministic openstef_beam.metrics.metrics_probabilistic openstef_core.base_model openstef_core.datasets openstef_core.datasets.mixins openstef_core.datasets.timeseries_dataset openstef_core.datasets.validated_datasets openstef_core.datasets.validation openstef_core.datasets.versioned_timeseries_dataset openstef_core.exceptions openstef_core.mixins openstef_core.mixins.param_ranges openstef_core.mixins.predictor openstef_core.mixins.stateful openstef_core.mixins.transform openstef_core.testing openstef_core.transforms openstef_core.transforms.dataset_transforms openstef_core.types openstef_core.utils openstef_core.utils.datetime openstef_core.utils.invariants openstef_core.utils.itertools openstef_core.utils.multiprocessing openstef_core.utils.pandas openstef_core.utils.pydantic openstef_meta.models openstef_meta.models.ensemble_forecasting_model openstef_meta.models.forecast_combiners openstef_meta.models.forecast_combiners.forecast_combiner openstef_meta.models.forecast_combiners.learned_weights_combiner openstef_meta.models.forecast_combiners.stacking_combiner openstef_meta.presets openstef_meta.presets.forecasting_workflow openstef_meta.utils openstef_meta.utils.datasets openstef_models.explainability openstef_models.explainability.mixins openstef_models.explainability.plotters openstef_models.explainability.plotters.contributions_plotter openstef_models.explainability.plotters.feature_importance_plotter openstef_models.integrations openstef_models.integrations.joblib openstef_models.integrations.joblib.joblib_model_serializer openstef_models.integrations.mlflow openstef_models.integrations.mlflow.mlflow_storage openstef_models.integrations.mlflow.mlflow_storage_callback openstef_models.integrations.optuna openstef_models.integrations.optuna.tuner openstef_models.mixins openstef_models.mixins.callbacks openstef_models.mixins.model_serializer openstef_models.models openstef_models.models.component_splitting openstef_models.models.component_splitting.component_splitter openstef_models.models.component_splitting.constant_component_splitter openstef_models.models.component_splitting.linear_component_splitter openstef_models.models.component_splitting_model openstef_models.models.forecasting openstef_models.models.forecasting.base_case_forecaster openstef_models.models.forecasting.constant_quantile_forecaster openstef_models.models.forecasting.flatliner_forecaster openstef_models.models.forecasting.forecaster openstef_models.models.forecasting.gblinear_forecaster openstef_models.models.forecasting.lgbm_forecaster openstef_models.models.forecasting.lgbmlinear_forecaster openstef_models.models.forecasting.median_forecaster openstef_models.models.forecasting.xgboost_forecaster openstef_models.models.forecasting_model openstef_models.presets openstef_models.presets.forecasting_workflow openstef_models.transforms openstef_models.transforms.energy_domain openstef_models.transforms.energy_domain.wind_power_feature_adder openstef_models.transforms.general openstef_models.transforms.general.dimensionality_reducer openstef_models.transforms.general.empty_feature_remover openstef_models.transforms.general.flagger openstef_models.transforms.general.imputer openstef_models.transforms.general.nan_dropper openstef_models.transforms.general.outlier_handler openstef_models.transforms.general.sample_weighter openstef_models.transforms.general.scaler openstef_models.transforms.general.selector openstef_models.transforms.general.shifter openstef_models.transforms.postprocessing openstef_models.transforms.postprocessing.confidence_interval_applicator openstef_models.transforms.postprocessing.isotonic_quantile_calibrator openstef_models.transforms.postprocessing.quantile_sorter openstef_models.transforms.time_domain openstef_models.transforms.time_domain.cyclic_features_adder openstef_models.transforms.time_domain.datetime_features_adder openstef_models.transforms.time_domain.holiday_features_adder openstef_models.transforms.time_domain.lags_adder openstef_models.transforms.time_domain.rolling_aggregates_adder openstef_models.transforms.time_domain.versioned_lags_adder openstef_models.transforms.validation openstef_models.transforms.validation.completeness_checker openstef_models.transforms.validation.flatline_checker openstef_models.transforms.validation.input_consistency_checker openstef_models.transforms.weather_domain openstef_models.transforms.weather_domain.atmosphere_derived_features_adder openstef_models.transforms.weather_domain.daylight_feature_adder openstef_models.transforms.weather_domain.radiation_derived_features_adder openstef_models.utils openstef_models.utils.data_split openstef_models.utils.evaluation_functions openstef_models.utils.feature_selection openstef_models.utils.loss_functions openstef_models.utils.multi_quantile_regressor openstef_models.utils.xgboost openstef_models.workflows openstef_models.workflows.callbacks openstef_models.workflows.callbacks.data_save openstef_models.workflows.callbacks.model_performance_callback openstef_models.workflows.custom_component_split_workflow openstef_models.workflows.custom_forecasting_workflow

N

name (openstef_beam.benchmarking.BenchmarkTarget attribute) nan_aware_weighted_mean() (in module openstef_core.utils.pandas) nan_on_outlier_features (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute)

normalize_to_unit_sum() (in module openstef_core.utils.pandas) normalize_tracking_uri() (in module openstef_models.integrations.mlflow.mlflow_storage) not_none() (in module openstef_core.utils) (in module openstef_core.utils.invariants) NotFittedError (class in openstef_core.exceptions)

O

observed_probability() (in module openstef_beam.metrics) (in module openstef_beam.metrics.metrics_probabilistic) on_analysis_complete() (openstef_beam.benchmarking.BenchmarkCallback method) (openstef_beam.benchmarking.BenchmarkCallbackManager method) on_backtest_complete() (openstef_beam.benchmarking.BenchmarkCallback method) (openstef_beam.benchmarking.BenchmarkCallbackManager method) on_backtest_start() (openstef_beam.benchmarking.BenchmarkCallback method) (openstef_beam.benchmarking.BenchmarkCallbackManager method) on_benchmark_complete() (openstef_beam.benchmarking.BenchmarkCallback method) (openstef_beam.benchmarking.BenchmarkCallbackManager method) on_benchmark_start() (openstef_beam.benchmarking.BenchmarkCallback method) (openstef_beam.benchmarking.BenchmarkCallbackManager method) on_error() (openstef_beam.benchmarking.BenchmarkCallback method) (openstef_beam.benchmarking.BenchmarkCallbackManager method) (openstef_beam.benchmarking.StrictExecutionCallback method) on_evaluation_complete() (openstef_beam.benchmarking.BenchmarkCallback method) (openstef_beam.benchmarking.BenchmarkCallbackManager method) on_evaluation_start() (openstef_beam.benchmarking.BenchmarkCallback method) (openstef_beam.benchmarking.BenchmarkCallbackManager method) on_fit_end() (openstef_models.mixins.PredictorCallback method) on_fit_start() (openstef_models.mixins.PredictorCallback method) on_predict_end() (openstef_models.mixins.PredictorCallback method) on_predict_start() (openstef_models.mixins.PredictorCallback method) on_target_complete() (openstef_beam.benchmarking.BenchmarkCallback method) (openstef_beam.benchmarking.BenchmarkCallbackManager method) on_target_start() (openstef_beam.benchmarking.BenchmarkCallback method) (openstef_beam.benchmarking.BenchmarkCallbackManager method) openstef module openstef_beam.analysis module openstef_beam.analysis.analysis_pipeline module openstef_beam.analysis.models module openstef_beam.analysis.models.target_metadata module openstef_beam.analysis.models.visualization_aggregation module openstef_beam.analysis.models.visualization_output module openstef_beam.analysis.plots module openstef_beam.analysis.plots.forecast_time_series_plotter module openstef_beam.analysis.plots.grouped_target_metric_plotter module openstef_beam.analysis.plots.precision_recall_curve_plotter module openstef_beam.analysis.plots.quantile_calibration_box_plotter module openstef_beam.analysis.plots.quantile_probability_plotter module openstef_beam.analysis.plots.summary_table_plotter module openstef_beam.analysis.plots.windowed_metric_plotter module openstef_beam.analysis.visualizations module openstef_beam.analysis.visualizations.base module openstef_beam.analysis.visualizations.grouped_target_metric_visualization module openstef_beam.analysis.visualizations.precision_recall_curve_visualization module openstef_beam.analysis.visualizations.quantile_calibration_box_visualization module openstef_beam.analysis.visualizations.quantile_probability_visualization module openstef_beam.analysis.visualizations.summary_table_visualization module openstef_beam.analysis.visualizations.timeseries_visualization module openstef_beam.analysis.visualizations.windowed_metric_visualization module openstef_beam.backtesting module openstef_beam.backtesting.backtest_callback module openstef_beam.backtesting.backtest_event module openstef_beam.backtesting.backtest_event_generator module openstef_beam.backtesting.backtest_forecaster module openstef_beam.backtesting.backtest_forecaster.dummy_forecaster module openstef_beam.backtesting.backtest_forecaster.mixins module openstef_beam.backtesting.backtest_pipeline module openstef_beam.backtesting.restricted_horizon_timeseries module openstef_beam.benchmarking module openstef_beam.benchmarking.baselines module openstef_beam.benchmarking.baselines.openstef4 module openstef_beam.benchmarking.benchmark_comparison_pipeline module openstef_beam.benchmarking.benchmark_pipeline module openstef_beam.benchmarking.benchmarks module openstef_beam.benchmarking.benchmarks.liander2024 module openstef_beam.benchmarking.callbacks module openstef_beam.benchmarking.callbacks.base module openstef_beam.benchmarking.callbacks.strict_execution_callback module openstef_beam.benchmarking.models module openstef_beam.benchmarking.models.benchmark_target module openstef_beam.benchmarking.storage module openstef_beam.benchmarking.storage.base module openstef_beam.benchmarking.storage.local_storage module openstef_beam.benchmarking.storage.s3_storage module openstef_beam.benchmarking.target_provider module openstef_beam.evaluation module openstef_beam.evaluation.evaluation_pipeline module openstef_beam.evaluation.metric_providers module openstef_beam.evaluation.models module openstef_beam.evaluation.models.report module openstef_beam.evaluation.models.subset module openstef_beam.evaluation.models.window module openstef_beam.evaluation.window_iterators module openstef_beam.metrics module openstef_beam.metrics.metrics_deterministic module openstef_beam.metrics.metrics_probabilistic module openstef_core.base_model module openstef_core.datasets module openstef_core.datasets.mixins module openstef_core.datasets.timeseries_dataset module openstef_core.datasets.validated_datasets module openstef_core.datasets.validation module openstef_core.datasets.versioned_timeseries_dataset module openstef_core.exceptions module openstef_core.mixins module openstef_core.mixins.param_ranges module openstef_core.mixins.predictor module openstef_core.mixins.stateful module openstef_core.mixins.transform module openstef_core.testing module openstef_core.transforms module openstef_core.transforms.dataset_transforms module openstef_core.types module openstef_core.utils module openstef_core.utils.datetime module openstef_core.utils.invariants module openstef_core.utils.itertools module

openstef_core.utils.multiprocessing module openstef_core.utils.pandas module openstef_core.utils.pydantic module openstef_meta.models module openstef_meta.models.ensemble_forecasting_model module openstef_meta.models.forecast_combiners module openstef_meta.models.forecast_combiners.forecast_combiner module openstef_meta.models.forecast_combiners.learned_weights_combiner module openstef_meta.models.forecast_combiners.stacking_combiner module openstef_meta.presets module openstef_meta.presets.forecasting_workflow module openstef_meta.utils module openstef_meta.utils.datasets module openstef_models.explainability module openstef_models.explainability.mixins module openstef_models.explainability.plotters module openstef_models.explainability.plotters.contributions_plotter module openstef_models.explainability.plotters.feature_importance_plotter module openstef_models.integrations module openstef_models.integrations.joblib module openstef_models.integrations.joblib.joblib_model_serializer module openstef_models.integrations.mlflow module openstef_models.integrations.mlflow.mlflow_storage module openstef_models.integrations.mlflow.mlflow_storage_callback module openstef_models.integrations.optuna module openstef_models.integrations.optuna.tuner module openstef_models.mixins module openstef_models.mixins.callbacks module openstef_models.mixins.model_serializer module openstef_models.models module openstef_models.models.component_splitting module openstef_models.models.component_splitting.component_splitter module openstef_models.models.component_splitting.constant_component_splitter module openstef_models.models.component_splitting.linear_component_splitter module openstef_models.models.component_splitting_model module openstef_models.models.forecasting module openstef_models.models.forecasting.base_case_forecaster module openstef_models.models.forecasting.constant_quantile_forecaster module openstef_models.models.forecasting.flatliner_forecaster module openstef_models.models.forecasting.forecaster module openstef_models.models.forecasting.gblinear_forecaster module openstef_models.models.forecasting.lgbm_forecaster module openstef_models.models.forecasting.lgbmlinear_forecaster module openstef_models.models.forecasting.median_forecaster module openstef_models.models.forecasting.xgboost_forecaster module openstef_models.models.forecasting_model module openstef_models.presets module openstef_models.presets.forecasting_workflow module openstef_models.transforms module openstef_models.transforms.energy_domain module openstef_models.transforms.energy_domain.wind_power_feature_adder module openstef_models.transforms.general module openstef_models.transforms.general.dimensionality_reducer module openstef_models.transforms.general.empty_feature_remover module openstef_models.transforms.general.flagger module openstef_models.transforms.general.imputer module openstef_models.transforms.general.nan_dropper module openstef_models.transforms.general.outlier_handler module openstef_models.transforms.general.sample_weighter module openstef_models.transforms.general.scaler module openstef_models.transforms.general.selector module openstef_models.transforms.general.shifter module openstef_models.transforms.postprocessing module openstef_models.transforms.postprocessing.confidence_interval_applicator module openstef_models.transforms.postprocessing.isotonic_quantile_calibrator module openstef_models.transforms.postprocessing.quantile_sorter module openstef_models.transforms.time_domain module openstef_models.transforms.time_domain.cyclic_features_adder module openstef_models.transforms.time_domain.datetime_features_adder module openstef_models.transforms.time_domain.holiday_features_adder module openstef_models.transforms.time_domain.lags_adder module openstef_models.transforms.time_domain.rolling_aggregates_adder module openstef_models.transforms.time_domain.versioned_lags_adder module openstef_models.transforms.validation module openstef_models.transforms.validation.completeness_checker module openstef_models.transforms.validation.flatline_checker module openstef_models.transforms.validation.input_consistency_checker module openstef_models.transforms.weather_domain module openstef_models.transforms.weather_domain.atmosphere_derived_features_adder module openstef_models.transforms.weather_domain.daylight_feature_adder module openstef_models.transforms.weather_domain.radiation_derived_features_adder module openstef_models.utils module openstef_models.utils.data_split module openstef_models.utils.evaluation_functions module openstef_models.utils.feature_selection module openstef_models.utils.loss_functions module openstef_models.utils.multi_quantile_regressor module openstef_models.utils.xgboost module openstef_models.workflows module openstef_models.workflows.callbacks module openstef_models.workflows.callbacks.data_save module openstef_models.workflows.callbacks.model_performance_callback module openstef_models.workflows.custom_component_split_workflow module openstef_models.workflows.custom_forecasting_workflow module OTHER (openstef_core.types.EnergyComponentType attribute)

P

parse() (openstef_core.types.Quantile class method) pinball_loss_multi_objective() (in module openstef_models.utils.loss_functions) pipe_pandas() (openstef_core.datasets.TimeSeriesDataset method) plot() (openstef_models.explainability.FeatureImportancePlotter static method) plot_bar() (openstef_models.explainability.ContributionsPlotter static method) plot_contributions() (openstef_models.explainability.ContributionsMixin method) plot_feature_importances() (openstef_models.explainability.ExplainableForecaster method) plot_heatmap() (openstef_models.explainability.ContributionsPlotter static method) plot_waterfall() (openstef_models.explainability.ContributionsPlotter static method) postprocessing (openstef_models.models.BaseForecastingModel attribute) (openstef_models.models.ComponentSplittingModel attribute) precision (openstef_beam.metrics.PrecisionRecall attribute) precision_recall() (in module openstef_beam.metrics) (in module openstef_beam.metrics.metrics_deterministic) PrecisionRecall (class in openstef_beam.metrics) predict() (openstef_core.mixins.Predictor method) (openstef_models.models.BaseForecastingModel method) (openstef_models.models.ComponentSplittingModel method) (openstef_models.workflows.CustomComponentSplitWorkflow method) (openstef_models.workflows.CustomForecastingWorkflow method) predict_batch() (openstef_core.mixins.BatchPredictor method)

predict_contributions() (openstef_models.explainability.ContributionsMixin method) (openstef_models.models.BaseForecastingModel method) (openstef_models.models.ForecastingModel method) predict_history (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) predict_interval (openstef_beam.backtesting.BacktestConfig attribute) predict_nonzero_flatliner (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) PredictError (class in openstef_core.exceptions) prediction_sample_interval (openstef_beam.backtesting.BacktestConfig attribute) Predictor (class in openstef_core.mixins) PredictorCallback (class in openstef_models.mixins) prepare_input() (openstef_models.models.BaseForecastingModel method) prepare_tutorial_datasets() (in module openstef_core.testing) preprocessing (openstef_models.models.BaseForecastingModel attribute) (openstef_models.models.ComponentSplittingModel attribute) pressure_column (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) prices_path (openstef_beam.benchmarking.SimpleTargetProvider attribute) profiles_path (openstef_beam.benchmarking.SimpleTargetProvider attribute) PydanticStringPrimitive (class in openstef_core.base_model)

Q

Q (in module openstef_core.types) Quantile (class in openstef_core.types) quantiles (openstef_core.datasets.EnsembleForecastDataset attribute) (openstef_core.datasets.ForecastDataset attribute) (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.models.BaseForecastingModel property) (openstef_models.models.ForecastingModel property) (openstef_models.presets.ForecastingWorkflowConfig attribute)

quantiles_data (openstef_core.datasets.ForecastDataset property)

R

r2() (in module openstef_beam.metrics) (in module openstef_beam.metrics.metrics_deterministic) radiation_column (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) rcrps() (in module openstef_beam.metrics) (in module openstef_beam.metrics.metrics_probabilistic) read_evaluation_reports() (in module openstef_beam.benchmarking) (in module openstef_beam.benchmarking.benchmark_pipeline) read_parquet() (openstef_beam.evaluation.EvaluationReport class method) (openstef_beam.evaluation.EvaluationSubsetReport class method) (openstef_core.datasets.TimeSeriesDataset class method) (openstef_core.datasets.VersionedTimeSeriesDataset class method) read_yaml() (openstef_core.base_model.BaseConfig class method) read_yaml_config() (in module openstef_core.base_model) recall (openstef_beam.metrics.PrecisionRecall attribute) relative_humidity_column (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) relative_pinball_loss() (in module openstef_beam.metrics) (in module openstef_beam.metrics.metrics_deterministic) restore_target() (in module openstef_models.models.forecasting_model) riqd() (in module openstef_beam.metrics) (in module openstef_beam.metrics.metrics_deterministic) rmae() (in module openstef_beam.metrics) (in module openstef_beam.metrics.metrics_deterministic)

rolling_aggregate_features (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) run() (openstef_beam.backtesting.BacktestPipeline method) (openstef_beam.benchmarking.BenchmarkComparisonPipeline method) (openstef_beam.benchmarking.BenchmarkPipeline method) (openstef_beam.evaluation.EvaluationPipeline method) run_analysis_for_target() (openstef_beam.benchmarking.BenchmarkPipeline method) run_backtest_for_target() (openstef_beam.benchmarking.BenchmarkPipeline method) run_benchmark_analysis() (openstef_beam.benchmarking.BenchmarkPipeline method) run_evaluation_for_target() (openstef_beam.benchmarking.BenchmarkPipeline method) run_for_groups() (openstef_beam.analysis.AnalysisPipeline method) (openstef_beam.benchmarking.BenchmarkComparisonPipeline method) run_for_reports() (openstef_beam.analysis.AnalysisPipeline method) run_for_subset() (openstef_beam.evaluation.EvaluationPipeline method) run_for_subsets() (openstef_beam.analysis.AnalysisPipeline method) run_for_targets() (openstef_beam.benchmarking.BenchmarkComparisonPipeline method) run_global() (openstef_beam.benchmarking.BenchmarkComparisonPipeline method) run_name (openstef_beam.analysis.AnalysisScope attribute) (openstef_beam.benchmarking.BenchmarkContext attribute) (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) (openstef_models.workflows.CustomForecastingWorkflow attribute) run_parallel() (in module openstef_core.utils) (in module openstef_core.utils.multiprocessing)

S

S3BenchmarkStorage (class in openstef_beam.benchmarking) sample_interval (openstef_core.datasets.TimeSeriesDataset property) (openstef_core.datasets.VersionedTimeSeriesDataset property) (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) sample_weight_column (openstef_core.datasets.ForecastInputDataset attribute) sample_weight_config (openstef_models.presets.ForecastingWorkflowConfig attribute) sample_weight_series (openstef_core.datasets.ForecastInputDataset property) sanitize_holiday_name() (in module openstef_models.transforms.time_domain.holiday_features_adder) save_analysis_output() (openstef_beam.benchmarking.BenchmarkStorage method) (openstef_beam.benchmarking.InMemoryBenchmarkStorage method) (openstef_beam.benchmarking.LocalBenchmarkStorage method) (openstef_beam.benchmarking.S3BenchmarkStorage method) save_backtest_output() (openstef_beam.benchmarking.BenchmarkStorage method) (openstef_beam.benchmarking.InMemoryBenchmarkStorage method) (openstef_beam.benchmarking.LocalBenchmarkStorage method) (openstef_beam.benchmarking.S3BenchmarkStorage method) save_evaluation_output() (openstef_beam.benchmarking.BenchmarkStorage method) (openstef_beam.benchmarking.InMemoryBenchmarkStorage method) (openstef_beam.benchmarking.LocalBenchmarkStorage method) (openstef_beam.benchmarking.S3BenchmarkStorage method) scope (openstef_beam.analysis.AnalysisOutput attribute) score() (openstef_models.models.BaseForecastingModel method)

select_features() (openstef_core.datasets.TimeSeriesDataset method) select_horizon() (openstef_core.datasets.TimeSeriesDataset method) select_version() (openstef_core.datasets.TimeSeriesDataset method) (openstef_core.datasets.VersionedTimeSeriesDataset method) selected_features (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) serialize() (openstef_models.mixins.ModelSerializer method) setup_notebook_logging() (in module openstef_core.testing) shifters (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) SimpleTargetProvider (class in openstef_beam.benchmarking) SOLAR (openstef_core.types.EnergyComponentType attribute) source_column (openstef_models.models.ComponentSplittingModel attribute) split_by_date() (in module openstef_models.utils.data_split) split_by_dates() (in module openstef_models.utils.data_split) standard_deviation_series (openstef_core.datasets.ForecastDataset property) start (openstef_beam.backtesting.BacktestPipeline attribute) Stateful (class in openstef_core.mixins) stratified_train_test_split() (in module openstef_models.utils.data_split) StrictExecutionCallback (class in openstef_beam.benchmarking) subset (openstef_beam.evaluation.EvaluationSubsetReport attribute) subset_reports (openstef_beam.evaluation.EvaluationReport attribute) SubsetMetric (class in openstef_beam.evaluation)

T

tags (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.models.BaseForecastingModel attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) target_column (openstef_beam.benchmarking.TargetProvider attribute) (openstef_core.datasets.EnsembleForecastDataset attribute) (openstef_core.datasets.ForecastDataset attribute) (openstef_core.datasets.ForecastInputDataset attribute) (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.models.BaseForecastingModel attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) target_name (openstef_beam.analysis.AnalysisScope attribute) target_series (openstef_core.datasets.EnsembleForecastDataset property) (openstef_core.datasets.ForecastDataset property) (openstef_core.datasets.ForecastInputDataset property) TargetProvider (class in openstef_beam.benchmarking) TargetProviderConfig (class in openstef_beam.benchmarking) targets_file_path (openstef_beam.benchmarking.SimpleTargetProvider attribute) temperature_column (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) timedelta_from_isoformat() (in module openstef_core.utils) (in module openstef_core.utils.pydantic) timedelta_to_isoformat() (in module openstef_core.utils) (in module openstef_core.utils.pydantic) TimeSeriesDataset (class in openstef_core.datasets)

TimeSeriesTransform (class in openstef_core.transforms) TimeSeriesValidationError (class in openstef_core.exceptions) timestamp (openstef_beam.evaluation.SubsetMetric attribute) to_dataframe() (openstef_beam.evaluation.SubsetMetric method) to_flat_dict() (openstef_beam.evaluation.SubsetMetric method) to_horizons() (openstef_core.datasets.VersionedTimeSeriesDataset method) to_hours() (openstef_core.types.LeadTime method) to_pandas() (openstef_core.datasets.ForecastDataset method) (openstef_core.datasets.ForecastInputDataset method) (openstef_core.datasets.TimeSeriesDataset method) to_parquet() (openstef_beam.evaluation.EvaluationReport method) (openstef_beam.evaluation.EvaluationSubsetReport method) (openstef_core.datasets.TimeSeriesDataset method) (openstef_core.datasets.VersionedTimeSeriesDataset method) to_percentile() (openstef_core.types.Quantile method) train_interval (openstef_beam.backtesting.BacktestConfig attribute) train_start (openstef_beam.benchmarking.BenchmarkTarget attribute) train_val_test_split() (in module openstef_models.utils.data_split) Transform (class in openstef_core.mixins) transform() (openstef_core.mixins.Transform method) (openstef_core.mixins.TransformPipeline method) TransformPipeline (class in openstef_core.mixins) transforms (openstef_core.mixins.TransformPipeline attribute) true_negatives (openstef_beam.metrics.ConfusionMatrix attribute) true_positives (openstef_beam.metrics.ConfusionMatrix attribute)

U

UnreachableStateError (class in openstef_core.exceptions) unsafe_sorted_range_slice_idxs() (in module openstef_core.utils.pandas)

upper_limit (openstef_beam.benchmarking.BenchmarkTarget attribute) use_prices (openstef_beam.benchmarking.SimpleTargetProvider attribute) use_profiles (openstef_beam.benchmarking.SimpleTargetProvider attribute)

V

validate() (openstef_beam.evaluation.Window class method) (openstef_core.base_model.PydanticStringPrimitive class method) (openstef_core.types.LeadTime class method) validate_benchmark_end() (openstef_beam.benchmarking.BenchmarkTarget class method) validate_datetime_column() (in module openstef_core.datasets.validation) validate_disjoint_columns() (in module openstef_core.datasets.validation) validate_horizons_present() (in module openstef_core.datasets) (in module openstef_core.datasets.timeseries_dataset) validate_limits() (openstef_beam.benchmarking.BenchmarkTarget method) validate_required_columns() (in module openstef_core.datasets.validation)

validate_same_columns() (in module openstef_core.datasets.validation) validate_same_sample_intervals() (in module openstef_core.datasets.validation) validate_train_start() (openstef_beam.benchmarking.BenchmarkTarget class method) verbosity (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) VersionedTimeSeriesDataset (class in openstef_core.datasets) VersionedTimeSeriesTransform (class in openstef_core.transforms) visualization_providers (openstef_beam.analysis.AnalysisConfig attribute) VisualizationOutput (class in openstef_beam.analysis) visualizations (openstef_beam.analysis.AnalysisOutput attribute)

W

weather_path_template (openstef_beam.benchmarking.SimpleTargetProvider attribute) WIND (openstef_core.types.EnergyComponentType attribute) wind_speed_column (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute) Window (class in openstef_beam.evaluation)

window (openstef_beam.evaluation.SubsetMetric attribute) windows (openstef_beam.evaluation.EvaluationConfig attribute) with_run_name() (openstef_models.workflows.CustomForecastingWorkflow method) write_html() (openstef_beam.analysis.VisualizationOutput method) write_yaml() (openstef_core.base_model.BaseConfig method) write_yaml_config() (in module openstef_core.base_model)

X

xgboost_hyperparams (openstef_meta.presets.EnsembleForecastingWorkflowConfig attribute) (openstef_models.presets.ForecastingWorkflowConfig attribute)