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_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_SELECTOR (ColumnCollection attribute) all_shifts (TaskArrayFunction attribute) (TaskArrayFunction property) all_weights (class in columnflow.weight.all_weights) 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 (ShiftTask attribute) allow_empty_shift_sources (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_density_to_hists() (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) 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) 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) btag_weights (class in columnflow.production.cms.btag) BTagSFConfig (class in columnflow.production.cms.btag) buffer (TextIO property) build_command() (CommandTask method) BundleExternalFiles (class in columnflow.tasks.external) C cached_value() (AnalysisTask method) calibrator (CalibratorMixin attribute) Calibrator (class in columnflow.calibration) calibrator() (Calibrator class method) (in module columnflow.calibration) calibrator_inst (CalibratorMixin property) calibrator_insts (CalibratorsMixin property) calibrator_repr (CalibratorMixin property) CalibratorMixin (class in columnflow.tasks.framework.mixins) calibrators (CalibratorsMixin attribute) (MLModelTrainingMixin attribute) calibrators_repr (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) (deterministic_event_seeds method) (deterministic_object_seeds method) (deterministic_seeds method) (electron_weights method) (empty method) (gen_top_decay_products method) (increment_event_stats method) (increment_stats method) (jec method) (jec_coffea method) (jer method) (jer_coffea method) (jet_lepton_delta_r_cleaning method) (jets method) (jets_coffea 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) 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_ids (class in columnflow.production.categories) (empty attribute) category_spec() (InferenceModel class method) 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) 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) cleaning_factory() (in module columnflow.selection.matching) 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.jets_coffea module columnflow.calibration.cms.met module columnflow.calibration.util module columnflow.categorization module columnflow.columnar_util module columnflow.config_util 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.selection module columnflow.selection.cms module columnflow.selection.cms.json_filter module columnflow.selection.cms.met_filters module columnflow.selection.empty module columnflow.selection.matching module columnflow.selection.stats module columnflow.selection.util 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 columnflow.weight module columnflow.weight.all_weights module columnflow.weight.empty module CommandTask (class in columnflow.tasks.framework.base) config (ConfigTask attribute) (OutputLocation attribute) config_callbacks (InferenceModel attribute) config_inst (InferenceModel attribute) (MLModel property) configs (CreatePileupWeightsWrapper attribute) (GetDatasetLFNsWrapper attribute) (MLModelTrainingMixin 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_collections_from_masks() (in module columnflow.selection.util) create_dependencies() (ArrayFunction 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) (deterministic_event_seeds attribute) (deterministic_seeds attribute) (electron_weights attribute) (empty attribute) (gen_top_decay_products attribute) (increment_event_stats attribute) (increment_stats attribute) (jec attribute) (jec_coffea attribute) (jer attribute) (jer_coffea attribute) (jet_lepton_delta_r_cleaning attribute) (jets attribute) (jets_coffea 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_repr (DatasetsProcessesMixin property) 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_jet_lepton (in module columnflow.selection.matching) 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) 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_error_bands() (in module columnflow.plotting.plot_all) 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) E 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) entry_start (ChunkedIOHandler.ChunkPosition attribute) entry_stop (ChunkedIOHandler.ChunkPosition attribute) errors (TextIO property) eval_item (in module columnflow.columnar_util) evaluate() (MLModel method) event_columns (deterministic_event_seeds attribute) events_used_in_training() (MLModelMixinBase method) exclude_index (AnalysisTask attribute) (BaseTask attribute) (BundleExternalFiles attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (ProcessPlotSettingMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_branch (AnalysisTask attribute) (BundleExternalFiles attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (ProcessPlotSettingMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_index (AnalysisTask attribute) (BaseTask attribute) (BundleExternalFiles attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (ProcessPlotSettingMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_remote_workflow (DatasetTask attribute) (GetDatasetLFNs attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (ProcessPlotSettingMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) exclude_params_repr (AnalysisTask attribute) (BaseTask attribute) (BundleExternalFiles attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (ProcessPlotSettingMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_repr_empty (AnalysisTask attribute) (BaseTask attribute) (BundleExternalFiles attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (ProcessPlotSettingMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_req (AnalysisTask attribute) (BaseTask attribute) (BundleExternalFiles attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (ProcessPlotSettingMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_req_get (AnalysisTask attribute) (BaseTask attribute) (BundleExternalFiles attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (ProcessPlotSettingMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_req_set (AnalysisTask attribute) (BaseTask attribute) (BundleExternalFiles attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (ProcessPlotSettingMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_sandbox (AnalysisTask attribute) (BundleExternalFiles attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (ProcessPlotSettingMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_workflow (AnalysisTask attribute) (BundleExternalFiles attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HistHookMixin attribute) (InferenceModelMixin attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (ProcessPlotSettingMixin attribute) (ProducerMixin attribute) (ProducersMixin attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin 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) (Producer attribute) (Selector attribute) (WeightProducer attribute) 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) find_config_objects() (AnalysisTask class method) find_keep_columns() (CalibratorMixin method) (CalibratorsMixin method) (ConfigTask method) (MLModelMixin method) (MLModelsMixin method) (ProducerMixin method) (ProducersMixin 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_kwargs() (AnalysisTask class method) (ConfigTask class method) (DatasetTask class method) (ShiftTask class method) get_basenames() (in module columnflow.calibration.cms.jets_coffea) 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_inst() (CalibratorMixin class method) get_calibrator_insts() (CalibratorsMixin class method) get_calibrator_kwargs() (AnalysisTask class method) get_categories() (InferenceModel method) get_categories_with_parameter() (InferenceModel method) get_categories_with_process() (InferenceModel method) get_category() (InferenceModel method) get_cls() (DerivableMeta method) get_cms_label() (in module columnflow.plotting.plot_util) get_config_lookup_keys() (AnalysisTask class method) (CalibratorMixin class method) (ConfigTask class method) (DatasetTask class method) (ProducerMixin class method) (SelectorMixin 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_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_groups_with_parameter() (InferenceModel method) get_inclusive_dataset() (in module columnflow.production.normalization) (normalization_weights method) get_inference_model_inst() (InferenceModelMixin class 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() (AnalysisTask class method) (CalibratorMixin class method) (CalibratorsMixin class method) (DatasetsProcessesMixin class method) (DatasetTask class method) (ProducerMixin class method) (ProducersMixin class method) (SelectorMixin class method) (WeightProducerMixin class method) get_lookup_provider() (in module columnflow.calibration.cms.jets_coffea) 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_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_inst() (ProducerMixin class method) get_producer_insts() (ProducersMixin class method) get_producer_kwargs() (AnalysisTask class method) get_profile_variations() (in module columnflow.plotting.plot_util) get_profile_width() (in module columnflow.plotting.plot_util) get_root_processes_from_campaign() (in module columnflow.config_util) get_sandbox() (TaskArrayFunction method) get_scheduler_messages() (MLModel method) get_selector_inst() (SelectorMixin class method) get_selector_kwargs() (AnalysisTask class method) 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_weight_producer_inst() (WeightProducerMixin class method) get_weight_producer_kwargs() (AnalysisTask class 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) H has_ak_column() (in module columnflow.columnar_util) has_category() (InferenceModel method) has_cls() (DerivableMeta method) has_dep() (ArrayFunction method) has_parameter() (InferenceModel method) has_parameter_group() (InferenceModel method) has_process() (InferenceModel method) hide_errors (PlotBase1D attribute) hist_hooks (HistHookMixin attribute) hist_hooks_repr (HistHookMixin property) HistHookMixin (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 (InferenceModelMixin attribute) inference_model() (in module columnflow.inference) (InferenceModel class method) inference_model_repr (InferenceModelMixin property) InferenceModel (class in columnflow.inference) InferenceModel.YamlDumper (class in columnflow.inference) InferenceModelMixin (class in columnflow.tasks.framework.mixins) init() (ArrayFunction class method) init_attributes (MLModel attribute) init_func (ArrayFunction attribute) init_func() (all_weights method) (btag_weights method) (category_ids method) (deterministic_event_seeds method) (deterministic_object_seeds method) (electron_weights method) (empty method) (jec method) (jec_coffea method) (jer method) (jer_coffea method) (jets method) (jets_coffea method) (met_filters method) (met_phi method) (muon_weights method) (normalization_weights method) (pdf_weights method) inject_label() (in module columnflow.plotting.plot_util) instantiate_dependency() (ArrayFunction method) (TaskArrayFunction method) interactive_params (CommandTask attribute) invoke_hist_hooks() (HistHookMixin method) io_flag (ArrayFunction.IOFlagged attribute) ipython_shell() (in module columnflow.util) 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_coffea (class in columnflow.calibration.cms.jets_coffea) jec_sources (BTagSFConfig attribute) jec_uncertainty_sources (jer attribute) jer (class in columnflow.calibration.cms.jets) jer_coffea (class in columnflow.calibration.cms.jets_coffea) jet_lepton_delta_r_cleaning (class in columnflow.selection.matching) jet_name (jec attribute) (jer attribute) (jets attribute) jets (class in columnflow.calibration.cms.jets) jets_coffea (class in columnflow.calibration.cms.jets_coffea) 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_routes (RouteFilter attribute) KeysView (class in columnflow.types) KeyValueMessage (class in columnflow.util) 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) local_path() (AnalysisTask method) local_shift (ShiftTask attribute) local_target() (AnalysisTask method) local_workflow_require_branches (AnalysisTask attribute) log_runtime (ArrayFunction 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) (deterministic_event_seeds attribute) (deterministic_seeds attribute) (electron_weights attribute) (empty attribute) (gen_top_decay_products attribute) (increment_event_stats attribute) (increment_stats attribute) (jec attribute) (jec_coffea attribute) (jer attribute) (jer_coffea attribute) (jet_lepton_delta_r_cleaning attribute) (jets attribute) (jets_coffea 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_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) (ShiftTask class method) module columnflow.calibration columnflow.calibration.cms columnflow.calibration.cms.jets columnflow.calibration.cms.jets_coffea columnflow.calibration.cms.met columnflow.calibration.util columnflow.categorization columnflow.columnar_util columnflow.config_util 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.selection columnflow.selection.cms columnflow.selection.cms.json_filter columnflow.selection.cms.met_filters columnflow.selection.empty columnflow.selection.matching columnflow.selection.stats columnflow.selection.util 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 columnflow.weight columnflow.weight.all_weights columnflow.weight.empty 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) (MuonSFConfig class method) newlines (TextIO property) nominal_only (attach_coffea_behavior attribute) (btag_weights attribute) (category_ids attribute) (deterministic_event_seeds attribute) (deterministic_seeds attribute) (electron_weights attribute) (empty attribute) (gen_top_decay_products attribute) (increment_event_stats attribute) (increment_stats attribute) (jec attribute) (jec_coffea attribute) (jer attribute) (jer_coffea attribute) (jet_lepton_delta_r_cleaning attribute) (jets attribute) (jets_coffea 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) 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) 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_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_per_process() (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_run_command() (CommandTask method) pprint() (InferenceModel method) pre_run_command() (CommandTask method) preparation_producer() (MLModel method) preparation_producer_in_ml_evaluation (MLModel attribute) prepare_stack_plot_config() (in module columnflow.plotting.plot_util) prepare_style_config() (in module columnflow.plotting.plot_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_ids (class in columnflow.production.processes) process_settings (ProcessPlotSettingMixin attribute) process_spec() (InferenceModel class method) processes (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 (ProducerMixin attribute) producer() (in module columnflow.production) (Producer class method) producer_inst (ProducerMixin property) producer_insts (ProducersMixin property) producer_repr (ProducerMixin property) ProducerMixin (class in columnflow.tasks.framework.mixins) producers (MLModelTrainingMixin attribute) (ProducersMixin attribute) producers_repr (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) (empty attribute) (gen_top_decay_products attribute) (increment_event_stats attribute) (jec_coffea attribute) (jer_coffea attribute) (jets attribute) (jets_coffea 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) (jec_coffea attribute) (jer attribute) (jer_coffea attribute) (jets attribute) (jets_coffea 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) reduce_shifts() (ShiftSourcesMixin class method) reduce_with() (in module columnflow.plotting.plot_util) register_calibrator_sandbox (CalibratorMixin attribute) register_calibrator_shifts (CalibratorMixin attribute) register_calibrators_shifts (CalibratorsMixin attribute) register_producer_sandbox (ProducerMixin attribute) register_producer_shifts (ProducerMixin attribute) register_producers_shifts (ProducersMixin attribute) register_selector_sandbox (SelectorMixin attribute) register_selector_shifts (SelectorMixin attribute) register_weight_producer_sandbox (WeightProducerMixin attribute) register_weight_producer_shifts (WeightProducerMixin 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_routes (RouteFilter attribute) replicas (BundleExternalFiles attribute) (GetDatasetLFNs attribute) req_params() (AnalysisTask class method) (CalibratorMixin class method) (CalibratorsMixin class method) (InferenceModelMixin class method) (MLModelMixinBase class method) (MLModelsMixin class method) (ProducerMixin class method) (ProducersMixin class method) (SelectorMixin class method) (SelectorStepsMixin 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) (jec_coffea method) (jer method) (jer_coffea method) (json_filter method) (met_phi method) (muon_weights method) (normalization_weights method) (pu_weight method) (pu_weights_from_columnflow method) resolve_calibrators() (MLModelTrainingMixin class method) resolve_config_default() (AnalysisTask class method) resolve_config_default_and_groups() (AnalysisTask class method) resolve_param_values() (AnalysisTask class method) (CalibratorMixin class method) (CalibratorsMixin class method) (CategoriesMixin class method) (ConfigTask class method) (DatasetsProcessesMixin class method) (DatasetTask class method) (GetDatasetLFNs class method) (InferenceModelMixin class method) (MLModelMixin class method) (MLModelsMixin class method) (MLModelTrainingMixin class method) (PlotBase class method) (ProcessPlotSettingMixin class method) (ProducerMixin class method) (ProducersMixin class method) (SelectorMixin class method) (SelectorStepsMixin class method) (ShiftSourcesMixin class method) (ShiftTask class method) (VariablePlotSettingMixin class method) (VariablesMixin class method) (WeightProducerMixin class method) resolve_producers() (MLModelTrainingMixin class method) resolve_selectors() (MLModelTrainingMixin 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_requires() (TaskArrayFunction method) run_setup() (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 (SelectorMixin attribute) selector() (in module columnflow.selection) (Selector class method) selector_inst (SelectorMixin property) selector_repr (SelectorMixin property) selector_steps (SelectorStepsMixin attribute) selector_steps_order_sensitive (SelectorStepsMixin attribute) SelectorMixin (class in columnflow.tasks.framework.mixins) selectors (MLModelTrainingMixin attribute) SelectorStepsMixin (class in columnflow.tasks.framework.mixins) serialize() (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) (jec_coffea method) (jer method) (jer_coffea 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 (ShiftTask attribute) shift_sources (ShiftSourcesMixin attribute) shift_sources_repr (ShiftSourcesMixin property) shifts (GetDatasetLFNsWrapper attribute) (TaskArrayFunction attribute) (TaskArrayFunction class attribute) shifts_instances (TaskArrayFunction attribute) shifts_only (attach_coffea_behavior attribute) (btag_weights attribute) (category_ids attribute) (deterministic_event_seeds attribute) (deterministic_seeds attribute) (electron_weights attribute) (empty attribute) (gen_top_decay_products attribute) (increment_event_stats attribute) (increment_stats attribute) (jec attribute) (jec_coffea attribute) (jer attribute) (jer_coffea attribute) (jet_lepton_delta_r_cleaning attribute) (jets attribute) (jets_coffea 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) ShiftSourcesMixin (class in columnflow.tasks.framework.mixins) ShiftTask (class in columnflow.tasks.framework.base) single_config (MLModel attribute) (MLModel class attribute) single_output() (BundleExternalFiles method) (GetDatasetLFNs method) skip() (ArrayFunction class method) skip_category() (category_ids method) skip_column() (in module columnflow.columnar_util) 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) (deterministic_event_seeds method) (deterministic_seeds method) (electron_trigger_weights method) (electron_weights method) (empty method) (gen_top_decay_products method) (increment_event_stats method) (increment_stats method) (jec_coffea method) (jer_coffea method) (jet_lepton_delta_r_cleaning method) (jets method) (jets_coffea 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) (in module columnflow.selection.util) split() (Route class method) 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) store_all_weights (pdf_weights attribute) store_name (MLModel attribute) (MLModel class attribute) store_parts() (AnalysisTask method) (CalibratorMixin method) (CalibratorsMixin method) (ConfigTask method) (DatasetTask method) (InferenceModelMixin method) (MLModelDataMixin method) (MLModelMixin method) (MLModelsMixin method) (MLModelTrainingMixin method) (ProducerMixin method) (ProducersMixin method) (SelectorMixin method) (SelectorStepsMixin method) (ShiftTask method) (WeightProducerMixin method) string_column (Route attribute) (Route property) string_nano_column (Route attribute) (Route property) 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) TaskQueue (class in columnflow.columnar_util) TaskQueue.Task (class in columnflow.columnar_util) 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) (jec_coffea 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) (deterministic_event_seeds static method) (deterministic_seeds 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) (jec_coffea static method) (jer static method) (jer_coffea static method) (jet_lepton_delta_r_cleaning static method) (jets static method) (jets_coffea 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) 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) 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_weights attribute) (empty attribute) (gen_top_decay_products attribute) (increment_event_stats attribute) (jec attribute) (jec_coffea attribute) (jer attribute) (jer_coffea attribute) (jet_lepton_delta_r_cleaning attribute) (jets attribute) (jets_coffea 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) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) view_cmd (PlotBase attribute) view_output_plots() (in module columnflow.tasks.framework.decorators) W walk_deps() (ArrayFunction method) 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) weight_producer (WeightProducerMixin attribute) weight_producer() (in module columnflow.weight) (WeightProducer class method) weight_producer_inst (WeightProducerMixin property) weight_producer_repr (WeightProducerMixin property) WeightProducer (class in columnflow.weight) WeightProducerMixin (class in columnflow.tasks.framework.mixins) 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)
