Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | Y | Z _ __abstractmethods__ (Derivable attribute) __annotations__ (ClassPropertyDescriptor attribute) (Derivable attribute) (DerivableMeta attribute) (DotDict attribute) (FunctionArgs attribute) (KeyValueMessage attribute) (MockModule attribute) __bool__() (MockModule method) __call__() (FunctionArgs method) (MockModule method) __dict__ (ClassPropertyDescriptor attribute) (Derivable attribute) (FunctionArgs attribute) (MockModule attribute) __get__() (ClassPropertyDescriptor method) __getattr__() (DotDict method) (MockModule method) __init__() (ClassPropertyDescriptor method) (FunctionArgs method) (KeyValueMessage method) (MockModule method) __module__ (ClassPropertyDescriptor attribute) (Derivable attribute) (DerivableMeta attribute) (DotDict attribute) (FunctionArgs attribute) (KeyValueMessage attribute) (MockModule attribute) __new__() (DerivableMeta static method) __nonzero__() (MockModule method) __or__() (MockModule method) __repr__() (MockModule method) __set__() (ClassPropertyDescriptor method) __setattr__() (DotDict method) __str__() (KeyValueMessage method) __weakref__ (ClassPropertyDescriptor attribute) (Derivable attribute) (FunctionArgs attribute) (MockModule attribute) _name (MockModule attribute) A accepts_scheduler_messages (MLModel property) add() (Route method) (TaskQueue method) add_ak_alias() (in module columnflow.columnar_util) add_ak_aliases() (in module columnflow.columnar_util) add_category() (in module columnflow.config_util) (InferenceModel method) add_keep_columns (cf_default attribute) add_parameter() (InferenceModel method) add_parameter_group() (InferenceModel method) add_parameter_to_group() (InferenceModel method) add_process() (InferenceModel method) add_shift_aliases() (in module columnflow.config_util) ak_copy() (in module columnflow.columnar_util) ak_evaluate() (in module columnflow.calibration.cms.jets) ak_extract_fields() (in module columnflow.production.util) ak_random() (in module columnflow.calibration.util) ALL_FROM_CALIBRATOR (ColumnCollection attribute) ALL_FROM_CALIBRATORS (ColumnCollection attribute) ALL_FROM_ML_EVALUATION (ColumnCollection attribute) ALL_FROM_PRODUCER (ColumnCollection attribute) ALL_FROM_PRODUCERS (ColumnCollection attribute) ALL_FROM_REDUCER (ColumnCollection attribute) ALL_FROM_SELECTOR (ColumnCollection attribute) all_shifts (TaskArrayFunction attribute) (TaskArrayFunction property) all_weights (class in columnflow.histogramming.default) allow_empty_categories (CategoriesMixin attribute) allow_empty_datasets (DatasetsProcessesMixin attribute) allow_empty_ml_model (MLModelDataMixin attribute) (MLModelMixin attribute) allow_empty_ml_models (MLModelsMixin attribute) allow_empty_processes (DatasetsProcessesMixin attribute) allow_empty_sandbox (AnalysisTask attribute) allow_empty_shift (DatasetShiftSourcesMixin attribute) (ShiftTask attribute) allow_empty_shift_sources (DatasetShiftSourcesMixin attribute) (ShiftSourcesMixin attribute) allow_empty_variables (VariablesMixin attribute) allow_missing_variables (VariablesMixin attribute) allow_stitching (normalization_weights attribute) (stitched_normalization_weights attribute) analysis (AnalysisTask attribute) analysis_inst (MLModel attribute) AnalysisTask (class in columnflow.tasks.framework.base) Annotated (class in columnflow.types) AnnotatedType (in module columnflow.types) any_from_rate (ParameterTransformations property) any_from_shape (ParameterTransformations property) apply() (Route method) apply_async() (NoThreadPool method) apply_ax_kwargs() (in module columnflow.plotting.plot_util) apply_density() (in module columnflow.plotting.plot_util) apply_label_placeholders() (in module columnflow.plotting.plot_util) apply_process_scaling() (in module columnflow.plotting.plot_util) apply_process_settings() (in module columnflow.plotting.plot_util) apply_settings() (in module columnflow.plotting.plot_util) apply_variable_settings() (in module columnflow.plotting.plot_util) args (TaskQueue.Task attribute) array_function_cls_repr() (ArrayFunctionClassMixin method) array_function_inst_repr() (ArrayFunctionInstanceMixin method) ArrayFunction (class in columnflow.columnar_util) ArrayFunction.DeferredColumn (class in columnflow.columnar_util) ArrayFunction.IOFlag (class in columnflow.columnar_util) ArrayFunction.IOFlagged (class in columnflow.columnar_util) ArrayFunctionClassMixin (class in columnflow.tasks.framework.mixins) ArrayFunctionInstanceMixin (class in columnflow.tasks.framework.mixins) attach_behavior() (in module columnflow.columnar_util) attach_coffea_behavior (class in columnflow.production.util) attach_coffea_behavior() (in module columnflow.columnar_util) AUTO (ArrayFunction attribute) (ArrayFunction class attribute) (ArrayFunction.IOFlag attribute) B BaseTask (class in columnflow.tasks.framework.base) blind_sensitive_bins() (in module columnflow.plotting.plot_util) blinding_threshold (PlotBase attribute) broadcast_1d_to_nd() (in module columnflow.plotting.plot_util) broadcast_nminus1d_to_nd() (in module columnflow.plotting.plot_util) broadcast_to_configs() (ConfigTask class method) btag_weights (class in columnflow.production.cms.btag) BTagSFConfig (class in columnflow.production.cms.btag) buffer (TextIO property) build_calibrator_inst() (CalibratorMixin class method) build_calibrator_insts() (CalibratorsMixin class method) build_command() (CommandTask method) build_hist_producer_inst() (HistProducerMixin class method) build_inference_model_inst() (InferenceModelMixin class method) build_producer_inst() (PreparationProducerMixin class method) (ProducerMixin class method) build_producer_insts() (ProducersMixin class method) build_reducer_inst() (ReducerMixin class method) build_repr() (AnalysisTask class method) build_selector_inst() (SelectorMixin class method) BundleExternalFiles (class in columnflow.tasks.external) C cache_instances (all_weights attribute) (attach_coffea_behavior attribute) (btag_weights attribute) (Calibrator attribute) (Categorizer attribute) (category_ids attribute) (cf_default attribute), [1] (cf_default_keep_columns attribute) (deterministic_electron_seeds attribute) (deterministic_event_seeds attribute) (deterministic_jet_seeds attribute) (deterministic_object_seeds attribute) (deterministic_photon_seeds attribute) (deterministic_seeds attribute) (electron_sceta attribute) (electron_trigger_weights attribute) (electron_weights attribute) (empty attribute) (gen_top_decay_products attribute) (HistProducer attribute) (increment_event_stats attribute) (increment_stats attribute) (jec attribute) (jer attribute) (jets attribute) (json_filter attribute) (mc_weight attribute) (met_filters attribute) (met_phi attribute) (muon_trigger_weights attribute) (muon_weights attribute) (murmuf_envelope_weights attribute) (murmuf_weights attribute) (normalization_weights attribute) (pdf_weights attribute) (process_ids attribute) (Producer attribute) (pu_weight attribute) (pu_weights_from_columnflow attribute) (Reducer attribute) (Selector attribute) (stitched_normalization_weights attribute) (stitched_normalization_weights_brs_from_processes attribute) (TaskArrayFunction attribute) cached_value() (AnalysisTask method) calculate_stat_error() (in module columnflow.plotting.plot_util) calibrator (CalibratorClassMixin attribute) Calibrator (class in columnflow.calibration) calibrator() (Calibrator class method) (in module columnflow.calibration) calibrator_inst (CalibratorMixin attribute) calibrator_insts (CalibratorsMixin attribute) calibrator_repr (CalibratorClassMixin property) (CalibratorMixin property) CalibratorClassesMixin (class in columnflow.tasks.framework.mixins) CalibratorClassMixin (class in columnflow.tasks.framework.mixins) CalibratorMixin (class in columnflow.tasks.framework.mixins) calibrators (CalibratorClassesMixin attribute) calibrators_repr (CalibratorClassesMixin property) (CalibratorsMixin property) CalibratorsMixin (class in columnflow.tasks.framework.mixins) call() (ArrayFunction class method) call_force (attach_coffea_behavior attribute) (increment_event_stats attribute) (increment_stats attribute) (TaskArrayFunction attribute), [1] call_func (ArrayFunction attribute), [1] call_func() (all_weights method) (attach_coffea_behavior method) (btag_weights method) (category_ids method) (cf_default method), [1] (cf_default_keep_columns method) (deterministic_event_seeds method) (deterministic_object_seeds method) (deterministic_seeds method) (electron_sceta method) (electron_weights method) (empty method) (gen_top_decay_products method) (increment_event_stats method) (increment_stats method) (jec method) (jer method) (jets method) (json_filter method) (mc_weight method) (met_filters method) (met_phi method) (muon_weights method) (murmuf_envelope_weights method) (murmuf_weights method) (normalization_weights method) (pdf_weights method) (process_ids method) (pu_weight method) (pu_weights_from_columnflow method) call_plot_func() (PlotBase method) call_proc() (in module columnflow.util) call_thread() (in module columnflow.util) campaign (ElectronSFConfig attribute) (MuonSFConfig attribute) categories (CategoriesMixin attribute) (CategoryGroup attribute) categories_repr (CategoriesMixin property) CategoriesMixin (class in columnflow.tasks.framework.mixins) Categorizer (class in columnflow.categorization) categorizer() (Categorizer class method) (in module columnflow.categorization) category_config_spec() (InferenceModel class method) category_ids (class in columnflow.production.categories) (empty attribute) category_spec() (InferenceModel class method) CategoryGroup (class in columnflow.config_util) cf_default (class in columnflow.histogramming.default) (class in columnflow.reduction.default) cf_default_keep_columns (class in columnflow.reduction.default) check_finite_output (ChunkedIOMixin attribute) check_overlapping_inputs (ChunkedIOMixin attribute) check_produced_columns (ArrayFunction attribute) (ArrayFunction class attribute) check_used_columns (ArrayFunction attribute) (ArrayFunction class attribute) (cf_default attribute) chunk (ChunkedIOHandler.ReadResult attribute) chunk_pos (ChunkedIOHandler.ReadResult attribute) ChunkedIOHandler (class in columnflow.columnar_util) ChunkedIOHandler.ChunkPosition (class in columnflow.columnar_util) ChunkedIOHandler.ReadResult (class in columnflow.columnar_util) ChunkedIOHandler.SourceHandler (class in columnflow.columnar_util) ChunkedIOMixin (class in columnflow.tasks.framework.mixins) classproperty() (in module columnflow.util) ClassPropertyDescriptor (class in columnflow.util) cleanup() (InferenceModel method) close (ChunkedIOHandler.SourceHandler attribute) close() (ChunkedIOHandler method) (DaskArrayReader method) (NoThreadPool method) close_awkward_parquet() (ChunkedIOHandler class method) close_coffea_parquet() (ChunkedIOHandler class method) close_coffea_root() (ChunkedIOHandler class method) close_uproot_root() (ChunkedIOHandler class method) closed (ChunkedIOHandler property) (DaskArrayReader property) cls_name (Derivable attribute) (Derivable class attribute) cms_label (PlotBase attribute) colormap (PlotBase2D attribute) column (Route attribute) (Route property) ColumnCollection (class in columnflow.columnar_util) columnflow.calibration module columnflow.calibration.cms module columnflow.calibration.cms.jets module columnflow.calibration.cms.met module columnflow.calibration.util module columnflow.categorization module columnflow.columnar_util module columnflow.config_util module columnflow.histogramming module columnflow.histogramming.default module columnflow.inference module columnflow.ml module columnflow.plotting module columnflow.plotting.plot_all module columnflow.plotting.plot_functions_1d module columnflow.plotting.plot_functions_2d module columnflow.plotting.plot_util module columnflow.production module columnflow.production.categories module columnflow.production.cms module columnflow.production.cms.btag module columnflow.production.cms.electron module columnflow.production.cms.gen_top_decay module columnflow.production.cms.mc_weight module columnflow.production.cms.muon module columnflow.production.cms.pdf module columnflow.production.cms.pileup module columnflow.production.cms.scale module columnflow.production.cms.seeds module columnflow.production.normalization module columnflow.production.processes module columnflow.production.util module columnflow.reduction module columnflow.reduction.default module columnflow.selection module columnflow.selection.cms module columnflow.selection.cms.json_filter module columnflow.selection.cms.met_filters module columnflow.selection.empty module columnflow.selection.stats module columnflow.tasks module columnflow.tasks.cms module columnflow.tasks.cms.external module columnflow.tasks.external module columnflow.tasks.framework module columnflow.tasks.framework.base module columnflow.tasks.framework.decorators module columnflow.tasks.framework.mixins module columnflow.tasks.framework.parameters module columnflow.tasks.framework.plotting module columnflow.types module columnflow.util module CommandTask (class in columnflow.tasks.framework.base) config (ConfigTask attribute) (MLModelTrainingMixin attribute) (OutputLocation attribute) config_inst (MLModel property) config_insts (InferenceModel attribute) config_mode() (ConfigTask class method) config_repr (ConfigTask property) config_store_anchor (ConfigTask attribute) configs (ArrayFunctionInstanceMixin attribute) (BundleExternalFiles attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetShiftSourcesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistProducerMixin attribute) (MLModelDataMixin attribute) (PreparationProducerMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReducerMixin attribute) (SelectorMixin attribute) ConfigTask (class in columnflow.tasks.framework.base) copy() (DotDict method) (Route method) correction (ElectronSFConfig attribute) (MuonSFConfig attribute) correction_set (BTagSFConfig attribute) corrector_kwargs (BTagSFConfig attribute) create_branch_map() (DatasetTask method) create_category_combinations() (in module columnflow.config_util) create_category_id() (in module columnflow.config_util) create_chunk_position() (ChunkedIOHandler class method) create_dependencies() (ArrayFunction method) create_hist() (HistProducer class method) create_hist_func (HistProducer attribute), [1] create_hist_func() (cf_default method) create_random_name() (in module columnflow.util) create_seed() (in module columnflow.production.cms.seeds) create_unique_basename() (BundleExternalFiles class method) CreatePileupWeights (class in columnflow.tasks.cms.external) CreatePileupWeightsWrapper (class in columnflow.tasks.cms.external) custom_args (CommandTask attribute) custom_style_config (PlotBase attribute) D DaskArrayReader (class in columnflow.columnar_util) DaskArrayReader.MaterializationStrategy (class in columnflow.columnar_util) data_mode (CreatePileupWeights attribute) data_only (all_weights attribute) (attach_coffea_behavior attribute) (btag_weights attribute) (category_ids attribute) (cf_default attribute), [1] (cf_default_keep_columns attribute) (deterministic_event_seeds attribute) (deterministic_seeds attribute) (electron_sceta attribute) (electron_weights attribute) (empty attribute) (gen_top_decay_products attribute) (increment_event_stats attribute) (increment_stats attribute) (jec attribute) (jer attribute) (jets attribute) (json_filter attribute) (mc_weight attribute) (met_filters attribute) (met_phi attribute) (muon_weights attribute) (murmuf_envelope_weights attribute) (murmuf_weights attribute) (normalization_weights attribute) (pdf_weights attribute) (process_ids attribute) (pu_weight attribute) (pu_weights_from_columnflow attribute) dataset (DatasetTask attribute) datasets (DatasetsProcessesMixin attribute) (GetDatasetLFNsWrapper attribute) datasets() (MLModel method) datasets_multi (DatasetsProcessesMixin attribute) datasets_repr (DatasetsProcessesMixin property) DatasetShiftSourcesMixin (class in columnflow.tasks.framework.mixins) DatasetsProcessesMixin (class in columnflow.tasks.framework.mixins) DatasetTask (class in columnflow.tasks.framework.base) debug_plot (PlotBase attribute) default_categories (CategoriesMixin attribute) default_chunk_size (ChunkedIOHandler attribute) (ChunkedIOMixin attribute) default_coffea_collections (in module columnflow.columnar_util) default_output_location (AnalysisTask attribute) default_pool_size (ChunkedIOHandler attribute) (ChunkedIOMixin attribute) default_store (AnalysisTask attribute) default_variables (VariablesMixin attribute) default_wlcg_fs (AnalysisTask attribute) deferred_column() (ArrayFunction.DeferredColumn class method) (in module columnflow.columnar_util) deferred_init() (ArrayFunction method) delta_r_match() (in module columnflow.production.util) delta_r_match_multiple() (in module columnflow.production.util) density (PlotBase1D attribute) (PlotBase2D attribute) deps (ArrayFunction attribute) deps_kwargs (ArrayFunction attribute) Derivable (class in columnflow.util) DerivableInstParameter (class in columnflow.tasks.framework.parameters) DerivableInstsParameter (class in columnflow.tasks.framework.parameters) DerivableMeta (class in columnflow.util) derive() (DerivableMeta method) derived_by() (DerivableMeta method) deterministic_electron_seeds (class in columnflow.production.cms.seeds) deterministic_event_seeds (class in columnflow.production.cms.seeds) deterministic_jet_seeds (class in columnflow.production.cms.seeds) deterministic_object_seeds (class in columnflow.production.cms.seeds) deterministic_photon_seeds (class in columnflow.production.cms.seeds) deterministic_seed_index (jer attribute) deterministic_seeds (class in columnflow.production.cms.seeds) dev_sandbox() (in module columnflow.util) dict_add_strict() (in module columnflow.util) discriminator (BTagSFConfig attribute) DOT_SEP (Route attribute) DotDict (class in columnflow.util) draw_errorbars() (in module columnflow.plotting.plot_all) draw_hist() (in module columnflow.plotting.plot_all) draw_profile() (in module columnflow.plotting.plot_all) draw_stack() (in module columnflow.plotting.plot_all) draw_stat_error_bands() (in module columnflow.plotting.plot_all) draw_syst_error_bands() (in module columnflow.plotting.plot_all) E effective_shift (DatasetShiftSourcesMixin attribute) electron_sceta (class in columnflow.production.cms.electron) electron_trigger_weights (class in columnflow.production.cms.electron) electron_weights (class in columnflow.production.cms.electron) ElectronSFConfig (class in columnflow.production.cms.electron) empty (class in columnflow.selection.empty) EMPTY_FLOAT (in module columnflow.columnar_util) EMPTY_INT (in module columnflow.columnar_util) encoding (TextIO property) ensure_dir() (in module columnflow.util) ensure_proxy() (in module columnflow.util) ensure_single_config() (ConfigTask class method) entry_start (ChunkedIOHandler.ChunkPosition attribute) entry_stop (ChunkedIOHandler.ChunkPosition attribute) errors (TextIO property) eval_item (in module columnflow.columnar_util) evaluate() (MLModel method) evaluation_producers() (MLModel method) event_columns (deterministic_event_seeds attribute) events_used_in_training() (MLModelMixinBase method) exclude_index (AnalysisTask attribute) (ArrayFunctionClassMixin attribute) (ArrayFunctionInstanceMixin attribute) (BaseTask attribute) (BundleExternalFiles attribute) (CalibratorClassesMixin attribute) (CalibratorClassMixin attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetShiftSourcesMixin attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (HistProducerClassMixin attribute) (HistProducerMixin attribute) (InferenceModelClassMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PreparationProducerMixin attribute) (ProcessPlotSettingMixin attribute) (ProducerClassesMixin attribute) (ProducerClassMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReducerClassMixin attribute) (ReducerMixin attribute) (SelectorClassMixin attribute) (SelectorMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) exclude_params_branch (AnalysisTask attribute) (ArrayFunctionClassMixin attribute) (ArrayFunctionInstanceMixin attribute) (BundleExternalFiles attribute) (CalibratorClassesMixin attribute) (CalibratorClassMixin attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetShiftSourcesMixin attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (HistProducerClassMixin attribute) (HistProducerMixin attribute) (InferenceModelClassMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PreparationProducerMixin attribute) (ProcessPlotSettingMixin attribute) (ProducerClassesMixin attribute) (ProducerClassMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReducerClassMixin attribute) (ReducerMixin attribute) (SelectorClassMixin attribute) (SelectorMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) exclude_params_index (AnalysisTask attribute) (ArrayFunctionClassMixin attribute) (ArrayFunctionInstanceMixin attribute) (BaseTask attribute) (BundleExternalFiles attribute) (CalibratorClassesMixin attribute) (CalibratorClassMixin attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetShiftSourcesMixin attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (HistProducerClassMixin attribute) (HistProducerMixin attribute) (InferenceModelClassMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PreparationProducerMixin attribute) (ProcessPlotSettingMixin attribute) (ProducerClassesMixin attribute) (ProducerClassMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReducerClassMixin attribute) (ReducerMixin attribute) (SelectorClassMixin attribute) (SelectorMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) exclude_params_remote_workflow (ArrayFunctionClassMixin attribute) (ArrayFunctionInstanceMixin attribute) (BundleExternalFiles attribute) (CalibratorClassesMixin attribute) (CalibratorClassMixin attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (DatasetShiftSourcesMixin attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (HistHookMixin attribute) (HistProducerClassMixin attribute) (HistProducerMixin attribute) (InferenceModelClassMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PreparationProducerMixin attribute) (ProcessPlotSettingMixin attribute) (ProducerClassesMixin attribute) (ProducerClassMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReducerClassMixin attribute) (ReducerMixin attribute) (SelectorClassMixin attribute) (SelectorMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) exclude_params_repr (AnalysisTask attribute) (ArrayFunctionClassMixin attribute) (ArrayFunctionInstanceMixin attribute) (BaseTask attribute) (BundleExternalFiles attribute) (CalibratorClassesMixin attribute) (CalibratorClassMixin attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetShiftSourcesMixin attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (HistProducerClassMixin attribute) (HistProducerMixin attribute) (InferenceModelClassMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PreparationProducerMixin attribute) (ProcessPlotSettingMixin attribute) (ProducerClassesMixin attribute) (ProducerClassMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReducerClassMixin attribute) (ReducerMixin attribute) (SelectorClassMixin attribute) (SelectorMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) exclude_params_repr_empty (AnalysisTask attribute) (ArrayFunctionClassMixin attribute) (ArrayFunctionInstanceMixin attribute) (BaseTask attribute) (BundleExternalFiles attribute) (CalibratorClassesMixin attribute) (CalibratorClassMixin attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetShiftSourcesMixin attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (HistProducerClassMixin attribute) (HistProducerMixin attribute) (InferenceModelClassMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PreparationProducerMixin attribute) (ProcessPlotSettingMixin attribute) (ProducerClassesMixin attribute) (ProducerClassMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReducerClassMixin attribute) (ReducerMixin attribute) (SelectorClassMixin attribute) (SelectorMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) exclude_params_req (AnalysisTask attribute) (ArrayFunctionClassMixin attribute) (ArrayFunctionInstanceMixin attribute) (BaseTask attribute) (BundleExternalFiles attribute) (CalibratorClassesMixin attribute) (CalibratorClassMixin attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetShiftSourcesMixin attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (HistProducerClassMixin attribute) (HistProducerMixin attribute) (InferenceModelClassMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PreparationProducerMixin attribute) (ProcessPlotSettingMixin attribute) (ProducerClassesMixin attribute) (ProducerClassMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReducerClassMixin attribute) (ReducerMixin attribute) (SelectorClassMixin attribute) (SelectorMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) exclude_params_req_get (AnalysisTask attribute) (ArrayFunctionClassMixin attribute) (ArrayFunctionInstanceMixin attribute) (BaseTask attribute) (BundleExternalFiles attribute) (CalibratorClassesMixin attribute) (CalibratorClassMixin attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetShiftSourcesMixin attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (HistProducerClassMixin attribute) (HistProducerMixin attribute) (InferenceModelClassMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PreparationProducerMixin attribute) (ProcessPlotSettingMixin attribute) (ProducerClassesMixin attribute) (ProducerClassMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReducerClassMixin attribute) (ReducerMixin attribute) (SelectorClassMixin attribute) (SelectorMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) exclude_params_req_set (AnalysisTask attribute) (ArrayFunctionClassMixin attribute) (ArrayFunctionInstanceMixin attribute) (BaseTask attribute) (BundleExternalFiles attribute) (CalibratorClassesMixin attribute) (CalibratorClassMixin attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetShiftSourcesMixin attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (HistProducerClassMixin attribute) (HistProducerMixin attribute) (InferenceModelClassMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PreparationProducerMixin attribute) (ProcessPlotSettingMixin attribute) (ProducerClassesMixin attribute) (ProducerClassMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReducerClassMixin attribute) (ReducerMixin attribute) (SelectorClassMixin attribute) (SelectorMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) exclude_params_sandbox (AnalysisTask attribute) (ArrayFunctionClassMixin attribute) (ArrayFunctionInstanceMixin attribute) (BundleExternalFiles attribute) (CalibratorClassesMixin attribute) (CalibratorClassMixin attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetShiftSourcesMixin attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (HistProducerClassMixin attribute) (HistProducerMixin attribute) (InferenceModelClassMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PreparationProducerMixin attribute) (ProcessPlotSettingMixin attribute) (ProducerClassesMixin attribute) (ProducerClassMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReducerClassMixin attribute) (ReducerMixin attribute) (SelectorClassMixin attribute) (SelectorMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) exclude_params_workflow (AnalysisTask attribute) (ArrayFunctionClassMixin attribute) (ArrayFunctionInstanceMixin attribute) (BundleExternalFiles attribute) (CalibratorClassesMixin attribute) (CalibratorClassMixin attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetShiftSourcesMixin attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (HistProducerClassMixin attribute) (HistProducerMixin attribute) (InferenceModelClassMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PreparationProducerMixin attribute) (ProcessPlotSettingMixin attribute) (ProducerClassesMixin attribute) (ProducerClassMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReducerClassMixin attribute) (ReducerMixin attribute) (SelectorClassMixin attribute) (SelectorMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) expand_path() (in module columnflow.util) expand_shift_sources() (in module columnflow.config_util) (ShiftSourcesMixin class method) exposed (Calibrator attribute) (Categorizer attribute) (empty attribute) (HistProducer attribute) (Producer attribute) (Reducer attribute) (Selector attribute) ExternalFile (class in columnflow.tasks.external) extreme_colors (PlotBase2D attribute) extremes (PlotBase2D attribute) F fields (Route attribute) (Route property) file_merging (DatasetTask attribute) file_merging_factor (DatasetTask property) file_names (BundleExternalFiles property) file_types (PlotBase attribute) files (BundleExternalFiles property) files_hash (BundleExternalFiles property) fill_at() (in module columnflow.columnar_util) fill_hist() (HistProducer class method) fill_hist_func (HistProducer attribute), [1] fill_hist_func() (cf_default method) find_config_objects() (AnalysisTask class method) find_keep_columns() (CalibratorMixin method) (CalibratorsMixin method) (ConfigTask method) (MLModelMixin method) (MLModelsMixin method) (ProducerMixin method) (ProducersMixin method) (ReducerMixin method) (SelectorMixin method) flat_np_view() (in module columnflow.columnar_util) flatten_ak_array() (in module columnflow.columnar_util) FlowStrategy (class in columnflow.inference) folds (MLModel attribute) (MLModel class attribute) freeze() (in module columnflow.util) from_message() (KeyValueMessage class method) from_rate (ParameterTransformation property) from_shape (ParameterTransformation property) full_like() (in module columnflow.columnar_util) func (TaskQueue.Task attribute) FunctionArgs (class in columnflow.util) G gen_jet_matching_nominal (jer attribute) gen_jet_name (jer attribute) (jets attribute) gen_top_decay_products (class in columnflow.production.cms.gen_top_decay) general_settings (PlotBase attribute) GeneratorType (in module columnflow.types) GenericAlias (class in columnflow.types) get() (ArrayFunction.DeferredColumn method) (NoThreadPool.SyncResult method) get_ak_routes() (in module columnflow.columnar_util) get_analysis_inst() (AnalysisTask class method) get_array_function_dict() (AnalysisTask class method) (ConfigTask class method) (DatasetTask class method) get_attr_or_aux() (in module columnflow.plotting.plot_util) get_br_from_inclusive_dataset() (in module columnflow.production.normalization) (normalization_weights method) get_btag_config() (btag_weights method) get_btag_file() (btag_weights method) get_calibrator_dict() (CalibratorMixin class method) (CalibratorsMixin class method) get_categories() (InferenceModel method) get_categories_with_parameter() (InferenceModel method) get_categories_with_process() (InferenceModel method) get_category() (InferenceModel method) get_category_name_columns() (in module columnflow.config_util) get_cls() (DerivableMeta method) get_cms_label() (in module columnflow.plotting.plot_util) get_code_url() (in module columnflow.util) get_config_lookup_keys() (AnalysisTask class method) (CalibratorClassesMixin class method) (CalibratorClassMixin class method) (ConfigTask class method) (DatasetTask class method) (HistProducerClassMixin class method) (ProducerClassesMixin class method) (ProducerClassMixin class method) (ReducerClassMixin class method) (SelectorClassMixin class method) (ShiftTask class method) get_dataset_lfns_dasgoclient() (GetDatasetLFNs method) get_datasets_from_process() (in module columnflow.config_util) get_default_version() (AnalysisTask class method) get_dependencies() (ArrayFunction method) get_docs_url() (in module columnflow.util) get_electron_config() (electron_trigger_weights method) (electron_weights method) get_electron_file() (electron_trigger_weights method) (electron_weights method) get_evaluators() (in module columnflow.calibration.cms.jets) get_events_from_categories() (in module columnflow.config_util) get_files() (BundleExternalFiles method) get_github_url() (in module columnflow.util) get_groups_with_parameter() (InferenceModel method) get_hist_producer_dict() (HistProducerMixin class method) get_inclusive_dataset() (in module columnflow.production.normalization) (normalization_weights method) get_jec_config (jets attribute) get_jec_config() (jec method) (jer method) get_jec_file (jets attribute) get_jec_file() (jec method) get_jer_config (jets attribute) get_jer_config() (jer method) get_jer_file (jets attribute) get_jer_file() (jer method) get_known_shifts() (CalibratorMixin class method) (CalibratorsMixin class method) (ConfigTask class method) (DatasetsProcessesMixin class method) (DatasetTask class method) (HistProducerMixin class method) (ProducerMixin class method) (ProducersMixin class method) (ReducerMixin class method) (SelectorMixin class method) get_lumi_file() (json_filter method) get_lumi_file_default() (in module columnflow.selection.cms.json_filter) get_met_config() (met_phi method) get_met_file() (met_phi method) get_met_filters() (met_filters method) get_met_filters_default() (in module columnflow.selection.cms.met_filters) get_min_chunk_size() (TaskArrayFunction method) get_ml_model_inst() (MLModelMixinBase class method) get_muon_config() (muon_trigger_weights method) (muon_weights method) get_muon_file() (muon_trigger_weights method) (muon_weights method) get_next() (TaskQueue method) get_parameter() (InferenceModel method) get_parameter_group() (InferenceModel method) get_parameter_groups() (InferenceModel method) get_parameters() (InferenceModel method) get_params_dict() (BaseTask method) get_parquet_writer_opts() (AnalysisTask method) get_pileup_file() (pu_weight method) get_plot_func() (PlotBase method) get_plot_names() (PlotBase method) get_plot_parameters() (PlotBase method) (PlotBase1D method) (PlotBase2D method) (ProcessPlotSettingMixin method) (VariablePlotSettingMixin method) get_position() (in module columnflow.plotting.plot_util) get_process() (InferenceModel method) get_processes() (InferenceModel method) get_processes_with_parameter() (InferenceModel method) get_producer_dict() (PreparationProducerMixin class method) (ProducerMixin class method) (ProducersMixin class method) get_profile_variations() (in module columnflow.plotting.plot_util) get_profile_width() (in module columnflow.plotting.plot_util) get_reducer_dict() (ReducerMixin class method) get_release_url() (in module columnflow.util) get_root_processes_from_campaign() (in module columnflow.config_util) get_sandbox() (TaskArrayFunction method) get_scheduler_messages() (MLModel method) get_selector_dict() (SelectorMixin class method) get_shift_from_configs() (in module columnflow.config_util) get_shifts_from_sources() (in module columnflow.config_util) get_source_code() (in module columnflow.util) get_source_handler() (ChunkedIOHandler class method) get_stitching_datasets() (in module columnflow.production.normalization) (normalization_weights method) get_xsecs_from_inclusive_dataset (normalization_weights attribute) (stitched_normalization_weights attribute) (stitched_normalization_weights_brs_from_processes attribute) GetDatasetLFNs (class in columnflow.tasks.external) GetDatasetLFNsWrapper (class in columnflow.tasks.external) group_shifts() (in module columnflow.config_util) H has_ak_column() (in module columnflow.columnar_util) has_category() (InferenceModel method) has_cls() (DerivableMeta method) has_dep() (ArrayFunction method) has_overlap (CategoryGroup attribute) has_parameter() (InferenceModel method) has_parameter_group() (InferenceModel method) has_process() (InferenceModel method) has_single_config() (ConfigTask class method) hide_stat_errors (PlotBase1D attribute) hist_hooks (HistHookMixin attribute) hist_hooks_repr (HistHookMixin property) hist_producer (HistProducerClassMixin attribute) hist_producer() (HistProducer class method) (in module columnflow.histogramming) hist_producer_inst (HistProducerMixin attribute) hist_producer_repr (HistProducerClassMixin property) (HistProducerMixin property) HistHookMixin (class in columnflow.tasks.framework.mixins) HistProducer (class in columnflow.histogramming) HistProducerClassMixin (class in columnflow.tasks.framework.mixins) HistProducerMixin (class in columnflow.tasks.framework.mixins) hists_merge_cutflow_steps() (in module columnflow.plotting.plot_util) hlt_path (ElectronSFConfig attribute) I import_file() (in module columnflow.util) import_plt() (in module columnflow.util) import_ROOT() (in module columnflow.util) inclusive_category_name (empty attribute) increment_event_stats (class in columnflow.selection.stats) increment_stats (class in columnflow.selection.stats) index (ChunkedIOHandler.ChunkPosition attribute) inference_model (InferenceModelClassMixin attribute) inference_model() (in module columnflow.inference) (InferenceModel class method) inference_model_inst (InferenceModelMixin attribute) inference_model_repr (InferenceModelClassMixin property) InferenceModel (class in columnflow.inference) InferenceModel.YamlDumper (class in columnflow.inference) InferenceModelClassMixin (class in columnflow.tasks.framework.mixins) InferenceModelMixin (class in columnflow.tasks.framework.mixins) init() (ArrayFunction class method) init_attributes (MLModel attribute) init_func (ArrayFunction attribute) init_func() (all_weights method) (category_ids method) (cf_default method) (deterministic_event_seeds method) (deterministic_object_seeds method) (electron_weights method) (empty method) (jec method) (jer method) (met_filters method) (met_phi method) (muon_weights method) (normalization_weights method) (pdf_weights method) instantiate_dependency() (ArrayFunction method) (TaskArrayFunction method) interactive_params (CommandTask attribute) invoke_hist_hooks() (HistHookMixin method) invokes_calibrator (CalibratorMixin attribute) invokes_hist_producer (HistProducerMixin attribute) invokes_preparation_producer() (PreparationProducerMixin class method) invokes_producer (ProducerMixin attribute) invokes_reducer (ReducerMixin attribute) invokes_selector (SelectorMixin attribute) io_flag (ArrayFunction.IOFlagged attribute) ipython_shell() (in module columnflow.util) is_complete (CategoryGroup attribute) is_partition (CategoryGroup property) is_pattern() (in module columnflow.util) is_rate (ParameterType property) is_regex() (in module columnflow.util) is_shape (ParameterType property) ItemEval (class in columnflow.columnar_util) iter_chunked_io() (ChunkedIOMixin method) iter_nano_files() (GetDatasetLFNs method) iter_parameters() (InferenceModel method) iter_processes() (InferenceModel method) J jec (class in columnflow.calibration.cms.jets) jec_sources (BTagSFConfig attribute) jec_uncertainty_sources (jer attribute) jer (class in columnflow.calibration.cms.jets) jet_name (jec attribute) (jer attribute) (jets attribute) jets (class in columnflow.calibration.cms.jets) join() (NoThreadPool method) (Route class method) join_labels() (in module columnflow.plotting.plot_util) join_multi_variable() (VariablesMixin class method) join_nano() (Route class method) json_filter (class in columnflow.selection.cms.json_filter) K keep (RouteFilter attribute) KeysView (class in columnflow.types) KeyValueMessage (class in columnflow.util) known_shifts (ConfigTask attribute) kwargs (TaskQueue.Task attribute) L layout_ak_array() (in module columnflow.columnar_util) line_buffering (TextIO property) load_correction_set() (in module columnflow.util) local (OutputLocation attribute) (TaskShifts attribute) local_path() (AnalysisTask method) local_shift (ShiftTask attribute) local_target() (AnalysisTask method) local_workflow_require_branches (AnalysisTask attribute) location (ExternalFile attribute) log_runtime (ArrayFunction attribute) luminosity (normalization_weights attribute) lv_energy() (in module columnflow.production.util) lv_mass() (in module columnflow.production.util) lv_sum() (in module columnflow.production.util) lv_xyzt() (in module columnflow.production.util) M MANDATORY_COFFEA (ColumnCollection attribute) mandatory_coffea_columns (in module columnflow.columnar_util) mask_from_indices() (in module columnflow.columnar_util) materialize() (DaskArrayReader method) max_chunk_size (ChunkedIOHandler.ChunkPosition attribute) (TaskArrayFunction attribute) maybe_import() (in module columnflow.util) maybe_int() (in module columnflow.util) mc_only (all_weights attribute) (attach_coffea_behavior attribute) (btag_weights attribute) (category_ids attribute) (cf_default attribute), [1] (cf_default_keep_columns attribute) (deterministic_event_seeds attribute) (deterministic_seeds attribute) (electron_sceta attribute) (electron_weights attribute) (empty attribute) (gen_top_decay_products attribute) (increment_event_stats attribute) (increment_stats attribute) (jec attribute) (jer attribute) (jets attribute) (json_filter attribute) (mc_weight attribute) (met_filters attribute) (met_phi attribute) (muon_weights attribute) (murmuf_envelope_weights attribute) (murmuf_weights attribute) (normalization_weights attribute) (pdf_weights attribute) (process_ids attribute) (pu_weight attribute) (pu_weights_from_columnflow attribute) mc_weight (class in columnflow.production.cms.mc_weight) memoize() (in module columnflow.util) message_cache_size (AnalysisTask attribute) message_cre (KeyValueMessage attribute) met_filters (class in columnflow.selection.cms.met_filters) met_name (jec attribute) (jer attribute) (met_phi attribute) met_phi (class in columnflow.calibration.cms.met) ml_model (MLModelMixin attribute) (MLModelMixinBase attribute) ml_model_inst (MLModelMixinBase attribute) ml_model_insts (MLModelsMixin property) ml_model_repr (MLModelMixinBase property) ml_model_settings (MLModelMixinBase attribute) ml_models (MLModelsMixin attribute) ml_models_repr (MLModelsMixin property) MLModel (class in columnflow.ml) MLModelDataMixin (class in columnflow.tasks.framework.mixins) MLModelMixin (class in columnflow.tasks.framework.mixins) MLModelMixinBase (class in columnflow.tasks.framework.mixins) MLModelsMixin (class in columnflow.tasks.framework.mixins) MLModelTrainingMixin (class in columnflow.tasks.framework.mixins) MockModule (class in columnflow.util) model (InferenceModel attribute) model_spec() (InferenceModel class method) modify_param_values() (AnalysisTask class method) (PlotBase2D class method) modify_task_attributes() (ConfigTask class method) (DatasetsProcessesMixin class method) module columnflow.calibration columnflow.calibration.cms columnflow.calibration.cms.jets columnflow.calibration.cms.met columnflow.calibration.util columnflow.categorization columnflow.columnar_util columnflow.config_util columnflow.histogramming columnflow.histogramming.default columnflow.inference columnflow.ml columnflow.plotting columnflow.plotting.plot_all columnflow.plotting.plot_functions_1d columnflow.plotting.plot_functions_2d columnflow.plotting.plot_util columnflow.production columnflow.production.categories columnflow.production.cms columnflow.production.cms.btag columnflow.production.cms.electron columnflow.production.cms.gen_top_decay columnflow.production.cms.mc_weight columnflow.production.cms.muon columnflow.production.cms.pdf columnflow.production.cms.pileup columnflow.production.cms.scale columnflow.production.cms.seeds columnflow.production.normalization columnflow.production.processes columnflow.production.util columnflow.reduction columnflow.reduction.default columnflow.selection columnflow.selection.cms columnflow.selection.cms.json_filter columnflow.selection.cms.met_filters columnflow.selection.empty columnflow.selection.stats columnflow.tasks columnflow.tasks.cms columnflow.tasks.cms.external columnflow.tasks.external columnflow.tasks.framework columnflow.tasks.framework.base columnflow.tasks.framework.decorators columnflow.tasks.framework.mixins columnflow.tasks.framework.parameters columnflow.tasks.framework.plotting columnflow.types columnflow.util ModuleType (in module columnflow.types) MultiSettingsParameter (class in columnflow.tasks.framework.parameters) muon_trigger_weights (class in columnflow.production.cms.muon) muon_weights (class in columnflow.production.cms.muon) MuonSFConfig (class in columnflow.production.cms.muon) murmuf_envelope_weights (class in columnflow.production.cms.scale) murmuf_weights (class in columnflow.production.cms.scale) N n_chunks (ChunkedIOHandler property) name (InferenceModel attribute) nano_column (Route attribute) (Route property) NANO_SEP (Route attribute) new() (BTagSFConfig class method) (ElectronSFConfig class method) (ExternalFile class method) (MuonSFConfig class method) newlines (TextIO property) normalization_weights (class in columnflow.production.normalization) normalize_values() (CreatePileupWeights class method) NoThreadPool (class in columnflow.columnar_util) NoThreadPool.SyncResult (class in columnflow.columnar_util) notify_custom (AnalysisTask attribute) notify_mattermost (AnalysisTask attribute) notify_slack (AnalysisTask attribute) O object_columns (deterministic_event_seeds attribute) object_count_columns (deterministic_event_seeds attribute) object_field (deterministic_electron_seeds attribute) (deterministic_jet_seeds attribute) (deterministic_object_seeds property) (deterministic_photon_seeds attribute) on_failure() (in module columnflow.tasks.framework.decorators) only_local_env() (in module columnflow.tasks.framework.decorators) open (ChunkedIOHandler.SourceHandler attribute) open() (ChunkedIOHandler method) open_awkward_parquet() (ChunkedIOHandler class method) open_coffea_parquet() (ChunkedIOHandler class method) open_coffea_root() (ChunkedIOHandler class method) open_model() (MLModel method) open_uproot_root() (ChunkedIOHandler class method) optional_column() (in module columnflow.columnar_util) output() (CreatePileupWeights method) (MLModel method) output_collection_cls (AnalysisTask attribute) OutputLocation (class in columnflow.tasks.framework.base) P parameter_config_spec() (InferenceModel class method) parameter_group_spec() (InferenceModel class method) parameter_pairs() (MLModel method) parameter_spec() (InferenceModel class method) parameters (MLModel attribute) parameters_repr (MLModel property) ParameterTransformation (class in columnflow.inference) ParameterTransformations (class in columnflow.inference) ParameterType (class in columnflow.inference) parse() (MultiSettingsParameter method) (SettingsParameter method) parse_setting() (SettingsParameter class method) parse_value() (SettingsParameter class method) PARTITIONS (DaskArrayReader.MaterializationStrategy attribute) pattern_matcher() (in module columnflow.util) pdf_weights (class in columnflow.production.cms.pdf) pick_cached_result (TaskArrayFunction attribute) pick_cached_result() (TaskArrayFunction static method) plot_2d() (in module columnflow.plotting.plot_functions_2d) plot_all() (in module columnflow.plotting.plot_all) plot_cutflow() (in module columnflow.plotting.plot_functions_1d) plot_function (PlotBase attribute) plot_parts() (PlotBase method) plot_profile() (in module columnflow.plotting.plot_functions_1d) plot_shifted_variable() (in module columnflow.plotting.plot_functions_1d) plot_suffix (PlotBase attribute) plot_variable_stack() (in module columnflow.plotting.plot_functions_1d) plot_variable_variants() (in module columnflow.plotting.plot_functions_1d) PlotBase (class in columnflow.tasks.framework.plotting) PlotBase1D (class in columnflow.tasks.framework.plotting) PlotBase2D (class in columnflow.tasks.framework.plotting) pop() (Route method) post_init() (TaskArrayFunction class method) post_init_func (TaskArrayFunction attribute) post_init_func() (btag_weights method) (cf_default method) (cf_default_keep_columns method) post_process_hist() (HistProducer class method) post_process_hist_func (HistProducer attribute), [1] post_process_hist_func() (cf_default method) post_process_merged_hist() (HistProducer class method) post_process_merged_hist_func (HistProducer attribute), [1] post_run_command() (CommandTask method) pprint() (InferenceModel method) pre_init() (ArrayFunction class method) pre_init_func (ArrayFunction attribute) pre_init_func() (jets method) pre_run_command() (CommandTask method) preparation_producer() (MLModel method) preparation_producer_in_ml_evaluation (MLModel attribute) preparation_producer_inst (PreparationProducerMixin attribute) PreparationProducerMixin (class in columnflow.tasks.framework.mixins) prepare_stack_plot_config() (in module columnflow.plotting.plot_util) prepare_style_config() (in module columnflow.plotting.plot_util) prettify() (in module columnflow.util) prime_offset (deterministic_electron_seeds attribute) (deterministic_jet_seeds attribute) (deterministic_object_seeds property) (deterministic_photon_seeds attribute) primes (in module columnflow.util) print_command (CommandTask attribute) process_config_spec() (InferenceModel class method) process_ids (class in columnflow.production.processes) process_settings (ProcessPlotSettingMixin attribute) process_spec() (InferenceModel class method) processes (DatasetsProcessesMixin attribute) processes_multi (DatasetsProcessesMixin attribute) processes_repr (DatasetsProcessesMixin property) ProcessPlotSettingMixin (class in columnflow.tasks.framework.plotting) produced_columns (ArrayFunction property) (MLModel attribute) (MLModel property) Producer (class in columnflow.production) producer (ProducerClassMixin attribute) producer() (in module columnflow.production) (Producer class method) producer_inst (ProducerMixin attribute) producer_insts (ProducersMixin attribute) producer_repr (ProducerClassMixin property) (ProducerMixin property) ProducerClassesMixin (class in columnflow.tasks.framework.mixins) ProducerClassMixin (class in columnflow.tasks.framework.mixins) ProducerMixin (class in columnflow.tasks.framework.mixins) producers (ProducerClassesMixin attribute) producers_repr (ProducerClassesMixin property) (ProducersMixin property) ProducersMixin (class in columnflow.tasks.framework.mixins) PRODUCES (ArrayFunction attribute) produces (ArrayFunction attribute) PRODUCES (ArrayFunction class attribute) produces (ArrayFunction class attribute) PRODUCES (ArrayFunction.IOFlag attribute) produces (category_ids attribute) (deterministic_event_seeds attribute) (deterministic_seeds attribute) (electron_sceta attribute) (empty attribute) (gen_top_decay_products attribute) (increment_event_stats attribute) (jets attribute) (mc_weight attribute) (murmuf_envelope_weights attribute) (murmuf_weights attribute) (process_ids attribute) (pu_weight attribute) (pu_weights_from_columnflow attribute) produces() (MLModel method) produces_instances (ArrayFunction attribute) propagate_met (jec attribute) (jer attribute) (jets attribute) propagate_met() (in module columnflow.calibration.util) pu_weight (class in columnflow.production.cms.pileup) pu_weights_from_columnflow (class in columnflow.production.cms.pileup) Q queue() (ChunkedIOHandler method) R raise_if_not_finite() (ChunkedIOMixin class method) raise_if_overlapping() (ChunkedIOMixin class method) raw_met_name (jec attribute) read (ChunkedIOHandler.SourceHandler attribute) read_awkward_parquet() (ChunkedIOHandler class method) read_coffea_parquet() (ChunkedIOHandler class method) read_coffea_root() (ChunkedIOHandler class method) read_data_profile_from_hist() (CreatePileupWeights class method) read_data_profile_from_pileupcalc() (CreatePileupWeights class method) read_mc_profile_from_cfg() (CreatePileupWeights class method) read_uproot_root() (ChunkedIOHandler class method) ready() (NoThreadPool.SyncResult method) real_path() (in module columnflow.util) rebin_equal_width() (in module columnflow.plotting.plot_util) reduce_shifts() (ShiftSourcesMixin class method) reduce_with() (in module columnflow.plotting.plot_util) Reducer (class in columnflow.reduction) reducer (ReducerClassMixin attribute) reducer() (in module columnflow.reduction) (Reducer class method) reducer_inst (ReducerMixin attribute) reducer_repr (ReducerClassMixin property) (ReducerMixin property) ReducerClassMixin (class in columnflow.tasks.framework.mixins) ReducerMixin (class in columnflow.tasks.framework.mixins) remove (RouteFilter attribute) remove_ak_column() (in module columnflow.columnar_util) remove_category() (InferenceModel method) remove_dangling_parameters_from_groups() (InferenceModel method) remove_empty_categories() (InferenceModel method) remove_empty_parameter_groups() (InferenceModel method) remove_label_placeholders() (in module columnflow.plotting.plot_util) remove_parameter() (InferenceModel method) remove_parameter_from_groups() (InferenceModel method) remove_parameter_group() (InferenceModel method) remove_process() (InferenceModel method) remove_residual_axis() (in module columnflow.plotting.plot_util) remove_residual_axis_single() (in module columnflow.plotting.plot_util) replicas (BundleExternalFiles attribute) (GetDatasetLFNs attribute) req_params() (AnalysisTask class method) (CalibratorClassesMixin class method) (CalibratorClassMixin class method) (ConfigTask class method) (HistProducerClassMixin class method) (InferenceModelClassMixin class method) (MLModelMixinBase class method) (MLModelsMixin class method) (ProducerClassesMixin class method) (ProducerClassMixin class method) (ReducerClassMixin class method) (SelectorClassMixin class method) reqs (BaseTask attribute) (CreatePileupWeights attribute) require_shapes_for_parameter() (InferenceModel class method) Requirements (class in columnflow.tasks.framework.base) requires() (CreatePileupWeights method) (CreatePileupWeightsWrapper method) (GetDatasetLFNsWrapper method) (MLModel method) (TaskArrayFunction class method) requires_func (TaskArrayFunction attribute) requires_func() (btag_weights method) (electron_weights method) (jec method) (jer method) (json_filter method) (met_phi method) (muon_weights method) (normalization_weights method) (pu_weight method) (pu_weights_from_columnflow method) reset_sandbox() (AnalysisTask method) resolution_task_cls (ConfigTask attribute) resolve_config_default() (AnalysisTask class method) resolve_config_default_and_groups() (AnalysisTask class method) resolve_instances() (CalibratorMixin class method) (CalibratorsMixin class method) (ConfigTask class method) (DatasetsProcessesMixin class method) (HistProducerMixin class method) (InferenceModelMixin class method) (MLModelTrainingMixin class method) (PreparationProducerMixin class method) (ProducerMixin class method) (ProducersMixin class method) (ReducerMixin class method) (SelectorMixin class method) resolve_param_values() (AnalysisTask class method) (ConfigTask class method) (GetDatasetLFNs class method) (PlotBase class method) (ProcessPlotSettingMixin class method) (VariablePlotSettingMixin class method) resolve_param_values_post_init() (CategoriesMixin class method) (ConfigTask class method) (InferenceModelMixin class method) (ShiftSourcesMixin class method) (VariablesMixin class method) resolve_param_values_pre_init() (CalibratorClassesMixin class method) (CalibratorClassMixin class method) (ConfigTask class method) (DatasetsProcessesMixin class method) (DatasetTask class method) (HistProducerClassMixin class method) (InferenceModelClassMixin class method) (MLModelMixin class method) (MLModelsMixin class method) (MLModelTrainingMixin class method) (ProducerClassesMixin class method) (ProducerClassMixin class method) (ReducerClassMixin class method) (SelectorClassMixin class method) resolve_shifts() (ConfigTask class method) (ShiftTask class method) reverse() (Route method) round_dynamic() (in module columnflow.plotting.plot_util) Route (class in columnflow.columnar_util) RouteFilter (class in columnflow.columnar_util) run() (BundleExternalFiles method) (CommandTask method) (CreatePileupWeights method) (GetDatasetLFNs method) run_command() (CommandTask method) run_command_in_tmp (CommandTask attribute) run_create_hist() (HistProducer method) run_fill_hist() (HistProducer method) run_post_init() (TaskArrayFunction method) run_post_process_hist() (HistProducer method) run_post_process_merged_hist() (HistProducer method) run_requires() (TaskArrayFunction method) run_setup() (TaskArrayFunction method) run_teardown() (TaskArrayFunction method) S safe_div() (in module columnflow.util) sandbox (AnalysisTask attribute) (CreatePileupWeights attribute) (GetDatasetLFNs property) (TaskArrayFunction attribute), [1] sandbox() (MLModel method) sandbox_stagein() (CreatePileupWeights method) sandbox_stageout() (CreatePileupWeights method) scale_process() (InferenceModel method) SelectionResult (class in columnflow.selection) Selector (class in columnflow.selection) selector (SelectorClassMixin attribute) selector() (in module columnflow.selection) (Selector class method) selector_inst (SelectorMixin attribute) selector_repr (SelectorClassMixin property) (SelectorMixin property) selector_steps (SelectorClassMixin attribute) selector_steps_order_sensitive (SelectorClassMixin attribute) SelectorClassMixin (class in columnflow.tasks.framework.mixins) SelectorMixin (class in columnflow.tasks.framework.mixins) serialize() (DerivableInstParameter method) (DerivableInstsParameter method) (MultiSettingsParameter method) (SettingsParameter method) serialize_setting() (SettingsParameter class method) set_ak_column() (in module columnflow.columnar_util) settings_delimiter (SettingsParameter attribute) SettingsParameter (class in columnflow.tasks.framework.parameters) setup() (MLModel method) (TaskArrayFunction class method) setup_func (TaskArrayFunction attribute), [1] setup_func() (btag_weights method) (deterministic_event_seeds method) (deterministic_object_seeds method) (electron_weights method) (increment_stats method) (jec method) (jer method) (json_filter method) (met_phi method) (muon_weights method) (murmuf_envelope_weights method) (normalization_weights method) (pu_weight method) (pu_weights_from_columnflow method) shape_norm (PlotBase1D attribute) (PlotBase2D attribute) shift (DatasetShiftSourcesMixin attribute) (ShiftTask attribute) shift_sources (ShiftSourcesMixin attribute) shift_sources_repr (ShiftSourcesMixin property) shifts (GetDatasetLFNsWrapper attribute) (TaskArrayFunction attribute) (TaskArrayFunction class attribute) shifts_instances (TaskArrayFunction attribute) ShiftSourcesMixin (class in columnflow.tasks.framework.mixins) ShiftTask (class in columnflow.tasks.framework.base) single_config (BundleExternalFiles attribute) (ConfigTask property) (CreatePileupWeights attribute) (DatasetTask attribute) (MLModel attribute) (MLModel class attribute) (MLModelDataMixin attribute) (MLModelTrainingMixin attribute) single_output() (BundleExternalFiles method) (GetDatasetLFNs method) skip() (ArrayFunction class method) skip_category() (category_ids method) skip_column() (in module columnflow.columnar_util) skip_compatibility_check (HistProducer attribute) skip_configs (CreatePileupWeightsWrapper attribute) (GetDatasetLFNsWrapper attribute) skip_datasets (GetDatasetLFNsWrapper attribute) skip_func (ArrayFunction attribute) skip_func() (all_weights method) (attach_coffea_behavior method) (btag_weights method) (category_ids method) (cf_default method), [1] (cf_default_keep_columns method) (deterministic_event_seeds method) (deterministic_seeds method) (electron_sceta method) (electron_trigger_weights method) (electron_weights method) (empty method) (gen_top_decay_products method) (increment_event_stats method) (increment_stats method) (jets method) (json_filter method) (mc_weight method) (met_filters method) (met_phi method) (muon_trigger_weights method) (muon_weights method) (murmuf_envelope_weights method) (murmuf_weights method) (normalization_weights method) (pdf_weights method) (process_ids method) (pu_weight method) (pu_weights_from_columnflow method) (stitched_normalization_weights method) (stitched_normalization_weights_brs_from_processes method) skip_legend (PlotBase attribute) skip_ratio (PlotBase1D attribute) skip_shifts (GetDatasetLFNsWrapper attribute) slice_to_str() (Route class method) SLICES (DaskArrayReader.MaterializationStrategy attribute) sort_ak_fields() (in module columnflow.columnar_util) sorted_ak_to_parquet() (in module columnflow.columnar_util) sorted_ak_to_root() (in module columnflow.columnar_util) sorted_indices_from_mask() (in module columnflow.columnar_util) split() (Route class method) split_ax_kwargs() (in module columnflow.plotting.plot_util) split_multi_variable() (VariablesMixin class method) split_nano() (Route class method) stitched_normalization_weights (class in columnflow.production.normalization) stitched_normalization_weights_brs_from_processes (class in columnflow.production.normalization) stochastic_smearing_mask() (jer method) store_all_weights (pdf_weights attribute) store_name (MLModel attribute) (MLModel class attribute) store_parts() (AnalysisTask method) (CalibratorClassesMixin method) (CalibratorClassMixin method) (ConfigTask method) (DatasetTask method) (HistProducerClassMixin method) (InferenceModelClassMixin method) (MLModelDataMixin method) (MLModelMixin method) (MLModelsMixin method) (MLModelTrainingMixin method) (ProducerClassesMixin method) (ProducerClassMixin method) (ReducerClassMixin method) (SelectorClassMixin method) (ShiftSourcesMixin method) (ShiftTask method) string_column (Route attribute) (Route property) string_nano_column (Route attribute) (Route property) subpaths (ExternalFile attribute) sum_transverse() (in module columnflow.calibration.util) supported_versions (electron_weights attribute) (muon_weights attribute) T T (class in columnflow.types) tagged_column() (in module columnflow.columnar_util) target() (AnalysisTask method) task_namespace (BaseTask attribute) TaskArrayFunction (class in columnflow.columnar_util) TaskArrayFunctionMeta (class in columnflow.columnar_util) TaskQueue (class in columnflow.columnar_util) TaskQueue.Task (class in columnflow.columnar_util) TaskShifts (class in columnflow.tasks.framework.base) teardown() (TaskArrayFunction class method) teardown_calibrator_inst() (CalibratorMixin method) teardown_func (TaskArrayFunction attribute), [1] teardown_hist_producer_inst() (HistProducerMixin method) teardown_preparation_producer_inst() (PreparationProducerMixin method) teardown_producer_inst() (ProducerMixin method) teardown_reducer_inst() (ReducerMixin method) teardown_selector_inst() (SelectorMixin method) terminate() (NoThreadPool method) TextIO (class in columnflow.types) to_ak() (SelectionResult method) to_yaml() (InferenceModel method) touch_output_dirs() (CommandTask method) train() (MLModel method) training_calibrators() (MLModel method) training_configs() (MLModel method) training_producers() (MLModel method) training_selector() (MLModel method) try_complex() (in module columnflow.util) try_float() (in module columnflow.util) try_int() (in module columnflow.util) tuple_delimiter (SettingsParameter attribute) type (ChunkedIOHandler.SourceHandler attribute) TypeVar (class in columnflow.types) U uncertainty_sources (jec attribute) UNSET (in module columnflow.util) update_ak_array() (in module columnflow.columnar_util) update_cls_dict() (all_weights static method) (attach_coffea_behavior static method) (btag_weights static method) (category_ids static method) (cf_default static method), [1] (cf_default_keep_columns static method) (deterministic_event_seeds static method) (deterministic_seeds static method) (electron_sceta static method) (electron_weights static method) (empty static method) (gen_top_decay_products static method) (increment_event_stats static method) (increment_stats static method) (jec static method) (jer static method) (jets static method) (json_filter static method) (mc_weight static method) (met_filters static method) (met_phi static method) (muon_weights static method) (murmuf_envelope_weights static method) (murmuf_weights static method) (normalization_weights static method) (pdf_weights static method) (process_ids static method) (pu_weight static method) (pu_weights_from_columnflow static method) update_plot_kwargs() (PlotBase method) update_wrapper_params() (CreatePileupWeightsWrapper method) (GetDatasetLFNsWrapper method) upstream (TaskShifts attribute) use_flow_bins() (in module columnflow.plotting.plot_util) use_supercluster_eta (electron_trigger_weights attribute) (electron_weights attribute) used_columns (ArrayFunction property) (MLModel attribute) (MLModel property) used_datasets (MLModel attribute) (MLModel property) used_datasets() (InferenceModel class method) user (BundleExternalFiles attribute) USES (ArrayFunction attribute) uses (ArrayFunction attribute) USES (ArrayFunction class attribute) uses (ArrayFunction class attribute) USES (ArrayFunction.IOFlag attribute) uses (btag_weights attribute) (deterministic_event_seeds attribute) (deterministic_seeds attribute) (electron_sceta attribute) (electron_weights attribute) (empty attribute) (gen_top_decay_products attribute) (increment_event_stats attribute) (jec attribute) (jer attribute) (jets attribute) (json_filter attribute) (mc_weight attribute) (met_filters attribute) (met_phi attribute) (muon_weights attribute) (murmuf_envelope_weights attribute) (murmuf_weights attribute) (normalization_weights attribute) (pdf_weights attribute) (pu_weight attribute) (pu_weights_from_columnflow attribute) uses() (MLModel method) uses_instances (ArrayFunction attribute) V validate (GetDatasetLFNs attribute) ValuesView (class in columnflow.types) variable_settings (VariablePlotSettingMixin attribute) VariablePlotSettingMixin (class in columnflow.tasks.framework.plotting) variables (VariablesMixin attribute) variables_repr (VariablesMixin property) VariablesMixin (class in columnflow.tasks.framework.mixins) verify_config_processes() (in module columnflow.config_util) version (AnalysisTask attribute) (BundleExternalFiles attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (ExternalFile attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) view_cmd (PlotBase attribute) view_output_plots() (in module columnflow.tasks.framework.decorators) W walk_deps() (ArrayFunction method) warn (CategoryGroup attribute) weight_name (btag_weights attribute) (electron_trigger_weights attribute) (electron_weights attribute) (muon_trigger_weights attribute) (muon_weights attribute) (normalization_weights attribute) (stitched_normalization_weights attribute) wget() (in module columnflow.util) wlcg (OutputLocation attribute) wlcg_mirrored (OutputLocation attribute) wlcg_path() (AnalysisTask method) wlcg_target() (AnalysisTask method) working_point (ElectronSFConfig attribute) wrap() (DotDict class method) wrapped (ArrayFunction.IOFlagged attribute) wrapper_factory() (in module columnflow.tasks.framework.base) Y yscale (PlotBase1D attribute) Z zlim (PlotBase2D attribute) zscale (PlotBase2D attribute)
