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 _ __init__() (ClassPropertyDescriptor method) __new__() (DerivableMeta static method) __setattr__() (DotDict method) __weakref__ (ClassPropertyDescriptor attribute) (Derivable attribute) _name (MockModule attribute) A accepts_messages (MLTraining property) accepts_scheduler_messages (MLModel property) add() (Route method) add_ak_alias() (in module columnflow.columnar_util) add_ak_aliases() (in module columnflow.columnar_util) add_bundle_render_variables() (RemoteWorkflowMixin method) add_bundle_requirements() (RemoteWorkflowMixin method) add_category() (in module columnflow.config_util) (InferenceModel method) add_common_configs() (RemoteWorkflowMixin 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_evaluate() (in module columnflow.calibration.cms.jets) 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) allow_empty_categories (CategoriesMixin attribute) allow_empty_datasets (DatasetsProcessesMixin attribute) allow_empty_ml_model (MergeMLEvents attribute) (MLEvaluation attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLTraining attribute) (PrepareMLEvents attribute) allow_empty_ml_models (MLModelsMixin attribute) allow_empty_processes (DatasetsProcessesMixin attribute) allow_empty_sandbox (AnalysisTask attribute) allow_empty_shift (MergeMLEvents attribute) (MergeShiftedHistograms attribute) (ShiftTask attribute) allow_empty_shift_sources (MergeShiftedHistograms attribute) (ShiftSourcesMixin attribute) allow_empty_variables (VariablesMixin attribute) analysis (AnalysisTask attribute) analysis_inst (MLModel attribute) AnalysisTask (class in columnflow.tasks.framework.base) apply() (Route 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) 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) AUTO (ArrayFunction attribute) (ArrayFunction class attribute) (ArrayFunction.IOFlag attribute) B BaseTask (class in columnflow.tasks.framework.base) btag_weights (class in columnflow.production.cms.btag) build_command() (CommandTask method) BuildBashSandbox (class in columnflow.tasks.framework.remote) BundleBashSandbox (class in columnflow.tasks.framework.remote) BundleCMSSWSandbox (class in columnflow.tasks.framework.remote) BundleExternalFiles (class in columnflow.tasks.external) BundleRepo (class in columnflow.tasks.framework.remote) BundleSoftware (class in columnflow.tasks.framework.remote) C cache_branch_map_default (MergeReducedEventsUser attribute) CalibrateEvents (class in columnflow.tasks.calibration) CalibrateEventsWrapper (class in columnflow.tasks.calibration) calibrator (CalibratorMixin attribute) Calibrator (class in columnflow.calibration) calibrator() (Calibrator class method) (in module columnflow.calibration) calibrator_inst (CalibratorMixin property) calibrator_insts (CalibratorsMixin property) CalibratorMixin (class in columnflow.tasks.framework.mixins) calibrators (CalibratorsMixin attribute) (MLModelTrainingMixin attribute) CalibratorsMixin (class in columnflow.tasks.framework.mixins) call_force (attach_coffea_behavior attribute) (increment_event_stats attribute) (increment_stats attribute) (TaskArrayFunction attribute), [1] call_func (ArrayFunction attribute), [1] call_func() (attach_coffea_behavior method) (btag_weights method) (category_ids method) (deterministic_event_seeds method) (deterministic_jet_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), [1] (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) 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_id_columns (CreateHistograms attribute) category_ids (class in columnflow.production.categories) (empty attribute) category_spec() (InferenceModel class method) check_finite_output (CalibrateEvents attribute) (ChunkedIOMixin attribute) (MLEvaluation attribute) (PrepareMLEvents attribute) (ProduceColumns attribute) (SelectEvents attribute) (UniteColumns attribute) check_overlapping_inputs (CalibrateEvents attribute) (ChunkedIOMixin attribute) (CreateHistograms attribute) (MLEvaluation attribute) (PrepareMLEvents attribute) (ProduceColumns attribute) (ReduceEvents attribute) (SelectEvents attribute) (UniteColumns attribute) check_produced_columns (ArrayFunction attribute) (ArrayFunction class attribute) check_used_columns (ArrayFunction attribute) (ArrayFunction class attribute) checksum (BundleBashSandbox property) 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) 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) cls_name (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, [1] 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.calibration module columnflow.tasks.cms module columnflow.tasks.cms.base module columnflow.tasks.cms.external module columnflow.tasks.cms.inference module columnflow.tasks.cutflow 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.tasks.framework.remote module columnflow.tasks.histograms module columnflow.tasks.ml module columnflow.tasks.plotting module columnflow.tasks.production module columnflow.tasks.reduction module columnflow.tasks.selection module columnflow.tasks.union module columnflow.tasks.yields module columnflow.types module columnflow.util module CommandTask (class in columnflow.tasks.framework.base) common_destination_info() (RemoteWorkflowMixin method) config (ConfigTask attribute) (OutputLocation attribute) config_callbacks (InferenceModel attribute) config_inst (InferenceModel attribute) (MLModel property) configs (CalibrateEventsWrapper attribute) (CreateCutflowHistogramsWrapper attribute) (CreateDatacardsWrapper attribute) (CreateHistogramsWrapper attribute) (CreatePileupWeightsWrapper attribute) (GetDatasetLFNsWrapper attribute) (MergeHistogramsWrapper attribute) (MergeMLEvaluationWrapper attribute) (MergeMLEventsWrapper attribute) (MergeMLStatsWrapper attribute) (MergeReducedEventsWrapper attribute) (MergeReductionStatsWrapper attribute) (MergeSelectionMasksWrapper attribute) (MergeSelectionStatsWrapper attribute) (MergeShiftedHistogramsWrapper attribute) (MLEvaluationWrapper attribute) (MLModelTrainingMixin attribute) (PlotCutflowWrapper attribute) (PrepareMLEventsWrapper attribute) (ReduceEventsWrapper attribute) (SelectEventsWrapper attribute) (UniteColumnsWrapper attribute) ConfigTask (class in columnflow.tasks.framework.base) copy() (Route method) crab_bootstrap_file() (CrabWorkflow method) crab_destination_info() (CrabWorkflow method) crab_forward_env_variables (CrabWorkflow attribute) crab_job_config() (CrabWorkflow method) crab_memory (CrabWorkflow attribute) crab_output_directory() (CrabWorkflow method) crab_stageout_location() (CrabWorkflow method) crab_workflow_requires() (CrabWorkflow method) CrabWorkflow (class in columnflow.tasks.cms.base) create_branch_map() (CreateCutflowHistograms method) (CreateDatacards method) (CreateYieldTable method) (DatasetTask method) (MergeHistograms method) (MergeMLEvaluation method) (MergeMLEvents method) (MergeMLStats method) (MergeReducedEvents method) (MergeSelectionMasks method) (MergeSelectionStats method) (MergeShiftedHistograms method) (MLTraining method) (PlotCutflow method) (PlotCutflowVariablesBase method) (PlotMLResultsBase method) (PlotVariablesBase method) (PlotVariablesBaseMultiShifts method) (PlotVariablesBaseSingleShift 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_unique_basename() (BundleExternalFiles class method) CreateCutflowHistograms (class in columnflow.tasks.cutflow) CreateCutflowHistogramsWrapper (class in columnflow.tasks.cutflow) CreateDatacards (class in columnflow.tasks.cms.inference) CreateDatacardsWrapper (class in columnflow.tasks.cms.inference) CreateHistograms (class in columnflow.tasks.histograms) CreateHistogramsWrapper (class in columnflow.tasks.histograms) CreatePileupWeights (class in columnflow.tasks.cms.external) CreatePileupWeightsWrapper (class in columnflow.tasks.cms.external) CreateYieldTable (class in columnflow.tasks.yields) custom_args (CommandTask attribute) custom_style_config (PlotBase attribute) D data_mode (CreatePileupWeights attribute) data_only (attach_coffea_behavior attribute) (btag_weights attribute) (category_ids attribute) (deterministic_event_seeds attribute) (deterministic_jet_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), [1] (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 (CalibrateEventsWrapper attribute) (CreateCutflowHistogramsWrapper attribute) (CreateHistogramsWrapper attribute) (DatasetsProcessesMixin attribute) (GetDatasetLFNsWrapper attribute) (MergeHistogramsWrapper attribute) (MergeMLEvaluationWrapper attribute) (MergeMLEventsWrapper attribute) (MergeMLStatsWrapper attribute) (MergeReducedEventsWrapper attribute) (MergeReductionStatsWrapper attribute) (MergeSelectionMasksWrapper attribute) (MergeSelectionStatsWrapper attribute) (MergeShiftedHistogramsWrapper attribute) (MLEvaluationWrapper attribute) (PrepareMLEventsWrapper attribute) (ReduceEventsWrapper attribute) (SelectEventsWrapper attribute) (UniteColumnsWrapper attribute) datasets() (MLModel method) datasets_repr (DatasetsProcessesMixin property) DatasetsProcessesMixin (class in columnflow.tasks.framework.mixins) DatasetTask (class in columnflow.tasks.framework.base) default_categories (CategoriesMixin attribute) default_collections (in module columnflow.production.util) default_output_location (AnalysisTask attribute) default_store (AnalysisTask attribute) default_variables (CreateCutflowHistograms attribute) (PlotCutflowVariablesBase attribute) (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) 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_event_seeds (class in columnflow.production.cms.seeds) deterministic_jet_seeds (class in columnflow.production.cms.seeds) deterministic_seeds (class in columnflow.production.cms.seeds) dev_sandbox() (in module columnflow.util) dict_add_strict() (in module columnflow.util) 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_stack() (in module columnflow.plotting.plot_all) E effective_shift (MergeMLEvents attribute) (MergeShiftedHistograms attribute) electron_weights (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) ensure_dir() (in module columnflow.util) ensure_proxy() (in module columnflow.util) entry_start (ChunkedIOHandler.ChunkPosition attribute) entry_stop (ChunkedIOHandler.ChunkPosition attribute) env_is_dev (util attribute) env_is_remote (util attribute) eval_item (in module columnflow.columnar_util) evaluate() (MLModel method) events_used_in_training() (MLModelMixinBase method) exclude (BundleCMSSWSandbox attribute) exclude_files (BundleRepo attribute) exclude_index (AnalysisTask attribute) (BaseTask attribute) (BuildBashSandbox attribute) (BundleBashSandbox attribute) (BundleCMSSWSandbox attribute) (BundleExternalFiles attribute) (BundleRepo attribute) (BundleSoftware attribute) (CalibrateEvents attribute) (CalibrateEventsWrapper attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CrabWorkflow attribute) (CreateCutflowHistograms attribute) (CreateCutflowHistogramsWrapper attribute) (CreateDatacards attribute) (CreateDatacardsWrapper attribute) (CreateHistograms attribute) (CreateHistogramsWrapper attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (CreateYieldTable attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HTCondorWorkflow attribute) (InferenceModelMixin attribute) (MergeHistograms attribute) (MergeHistogramsWrapper attribute) (MergeMLEvaluation attribute) (MergeMLEvaluationWrapper attribute) (MergeMLEvents attribute) (MergeMLEventsWrapper attribute) (MergeMLStats attribute) (MergeMLStatsWrapper attribute) (MergeReducedEvents attribute) (MergeReducedEventsUser attribute) (MergeReducedEventsWrapper attribute) (MergeReductionStats attribute) (MergeReductionStatsWrapper attribute) (MergeSelectionMasks attribute) (MergeSelectionMasksWrapper attribute) (MergeSelectionStats attribute) (MergeSelectionStatsWrapper attribute) (MergeShiftedHistograms attribute) (MergeShiftedHistogramsWrapper attribute) (MLEvaluation attribute) (MLEvaluationWrapper attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (MLTraining attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PlotCutflow attribute) (PlotCutflowBase attribute) (PlotCutflowVariables1D attribute) (PlotCutflowVariables2D attribute) (PlotCutflowVariablesBase attribute) (PlotCutflowVariablesPerProcess2D attribute) (PlotCutflowWrapper attribute) (PlotMLResults attribute) (PlotMLResultsBase attribute) (PlotShiftedVariables1D attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariables1D attribute) (PlotVariables2D attribute) (PlotVariablesBase attribute) (PlotVariablesBaseMultiShifts attribute) (PlotVariablesBaseSingleShift attribute) (PlotVariablesPerProcess2D attribute) (PrepareMLEvents attribute) (PrepareMLEventsWrapper attribute) (ProcessPlotSettingMixin attribute) (ProduceColumns attribute) (ProduceColumnsWrapper attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReduceEvents attribute) (ReduceEventsWrapper attribute) (RemoteWorkflow attribute) (SandboxFileTask attribute) (SelectEvents attribute) (SelectEventsWrapper attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (SlurmWorkflow attribute) (UniteColumns attribute) (UniteColumnsWrapper attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_branch (CalibrateEvents attribute) (CrabWorkflow attribute) (CreateCutflowHistograms attribute) (CreateDatacards attribute) (CreateHistograms attribute) (CreateYieldTable attribute) (HTCondorWorkflow attribute) (MergeHistograms attribute) (MergeMLEvaluation attribute) (MergeMLEvents attribute) (MergeMLStats attribute) (MergeReducedEvents attribute) (MergeSelectionMasks attribute) (MergeSelectionStats attribute) (MergeShiftedHistograms attribute) (MLEvaluation attribute) (MLTraining attribute) (PlotCutflow attribute) (PlotCutflowBase attribute) (PlotCutflowVariables1D attribute) (PlotCutflowVariables2D attribute) (PlotCutflowVariablesBase attribute) (PlotCutflowVariablesPerProcess2D attribute) (PlotMLResults attribute) (PlotMLResultsBase attribute) (PlotShiftedVariables1D attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariables1D attribute) (PlotVariables2D attribute) (PlotVariablesBase attribute) (PlotVariablesBaseMultiShifts attribute) (PlotVariablesBaseSingleShift attribute) (PlotVariablesPerProcess2D attribute) (PrepareMLEvents attribute) (ProduceColumns attribute) (ReduceEvents attribute) (RemoteWorkflow attribute) (SelectEvents attribute) (SlurmWorkflow attribute) (UniteColumns attribute) exclude_params_crab_workflow (CrabWorkflow attribute) exclude_params_forest_merge (MergeMLEvaluation attribute) (MergeMLEvents attribute) (MergeMLStats attribute) (MergeReducedEvents attribute) (MergeSelectionMasks attribute) (MergeSelectionStats attribute) exclude_params_htcondor_workflow (CalibrateEvents attribute) (CreateCutflowHistograms attribute) (CreateDatacards attribute) (CreateHistograms attribute) (CreateYieldTable attribute) (HTCondorWorkflow attribute) (MergeHistograms attribute) (MergeMLEvaluation attribute) (MergeMLEvents attribute) (MergeReducedEvents attribute) (MergeSelectionMasks attribute) (MergeShiftedHistograms attribute) (MLEvaluation attribute) (MLTraining attribute) (PlotCutflow attribute) (PlotCutflowBase attribute) (PlotCutflowVariables1D attribute) (PlotCutflowVariables2D attribute) (PlotCutflowVariablesBase attribute) (PlotCutflowVariablesPerProcess2D attribute) (PlotMLResults attribute) (PlotMLResultsBase attribute) (PlotShiftedVariables1D attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariables1D attribute) (PlotVariables2D attribute) (PlotVariablesBase attribute) (PlotVariablesBaseMultiShifts attribute) (PlotVariablesBaseSingleShift attribute) (PlotVariablesPerProcess2D attribute) (PrepareMLEvents attribute) (ProduceColumns attribute) (ReduceEvents attribute) (RemoteWorkflow attribute) (SelectEvents attribute) (UniteColumns attribute) exclude_params_index (AnalysisTask attribute) (BaseTask attribute) (BuildBashSandbox attribute) (BundleBashSandbox attribute) (BundleCMSSWSandbox attribute) (BundleExternalFiles attribute) (BundleRepo attribute) (BundleSoftware attribute) (CalibrateEvents attribute) (CalibrateEventsWrapper attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CrabWorkflow attribute) (CreateCutflowHistograms attribute) (CreateCutflowHistogramsWrapper attribute) (CreateDatacards attribute) (CreateDatacardsWrapper attribute) (CreateHistograms attribute) (CreateHistogramsWrapper attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (CreateYieldTable attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HTCondorWorkflow attribute) (InferenceModelMixin attribute) (MergeHistograms attribute) (MergeHistogramsWrapper attribute) (MergeMLEvaluation attribute) (MergeMLEvaluationWrapper attribute) (MergeMLEvents attribute) (MergeMLEventsWrapper attribute) (MergeMLStats attribute) (MergeMLStatsWrapper attribute) (MergeReducedEvents attribute) (MergeReducedEventsUser attribute) (MergeReducedEventsWrapper attribute) (MergeReductionStats attribute) (MergeReductionStatsWrapper attribute) (MergeSelectionMasks attribute) (MergeSelectionMasksWrapper attribute) (MergeSelectionStats attribute) (MergeSelectionStatsWrapper attribute) (MergeShiftedHistograms attribute) (MergeShiftedHistogramsWrapper attribute) (MLEvaluation attribute) (MLEvaluationWrapper attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (MLTraining attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PlotCutflow attribute) (PlotCutflowBase attribute) (PlotCutflowVariables1D attribute) (PlotCutflowVariables2D attribute) (PlotCutflowVariablesBase attribute) (PlotCutflowVariablesPerProcess2D attribute) (PlotCutflowWrapper attribute) (PlotMLResults attribute) (PlotMLResultsBase attribute) (PlotShiftedVariables1D attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariables1D attribute) (PlotVariables2D attribute) (PlotVariablesBase attribute) (PlotVariablesBaseMultiShifts attribute) (PlotVariablesBaseSingleShift attribute) (PlotVariablesPerProcess2D attribute) (PrepareMLEvents attribute) (PrepareMLEventsWrapper attribute) (ProcessPlotSettingMixin attribute) (ProduceColumns attribute) (ProduceColumnsWrapper attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReduceEvents attribute) (ReduceEventsWrapper attribute) (RemoteWorkflow attribute) (SandboxFileTask attribute) (SelectEvents attribute) (SelectEventsWrapper attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (SlurmWorkflow attribute) (UniteColumns attribute) (UniteColumnsWrapper attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_remote_workflow (CalibrateEvents attribute) (CrabWorkflow attribute) (CreateCutflowHistograms attribute) (CreateDatacards attribute) (CreateHistograms attribute) (CreateYieldTable attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (HTCondorWorkflow attribute) (MergeHistograms attribute) (MergeMLEvaluation attribute) (MergeMLEvents attribute) (MergeMLStats attribute) (MergeReducedEvents attribute) (MergeReducedEventsUser attribute) (MergeReductionStats attribute) (MergeSelectionMasks attribute) (MergeSelectionStats attribute) (MergeShiftedHistograms attribute) (MLEvaluation attribute) (MLTraining attribute) (PlotCutflow attribute) (PlotCutflowBase attribute) (PlotCutflowVariables1D attribute) (PlotCutflowVariables2D attribute) (PlotCutflowVariablesBase attribute) (PlotCutflowVariablesPerProcess2D attribute) (PlotMLResults attribute) (PlotMLResultsBase attribute) (PlotShiftedVariables1D attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariables1D attribute) (PlotVariables2D attribute) (PlotVariablesBase attribute) (PlotVariablesBaseMultiShifts attribute) (PlotVariablesBaseSingleShift attribute) (PlotVariablesPerProcess2D attribute) (PrepareMLEvents attribute) (ProduceColumns attribute) (ReduceEvents attribute) (RemoteWorkflow attribute) (SelectEvents attribute) (ShiftTask attribute) (SlurmWorkflow attribute) (UniteColumns attribute) exclude_params_repr (AnalysisTask attribute) (BaseTask attribute) (BuildBashSandbox attribute) (BundleBashSandbox attribute) (BundleCMSSWSandbox attribute) (BundleExternalFiles attribute) (BundleRepo attribute) (BundleSoftware attribute) (CalibrateEvents attribute) (CalibrateEventsWrapper attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CrabWorkflow attribute) (CreateCutflowHistograms attribute) (CreateCutflowHistogramsWrapper attribute) (CreateDatacards attribute) (CreateDatacardsWrapper attribute) (CreateHistograms attribute) (CreateHistogramsWrapper attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (CreateYieldTable attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HTCondorWorkflow attribute) (InferenceModelMixin attribute) (MergeHistograms attribute) (MergeHistogramsWrapper attribute) (MergeMLEvaluation attribute) (MergeMLEvaluationWrapper attribute) (MergeMLEvents attribute) (MergeMLEventsWrapper attribute) (MergeMLStats attribute) (MergeMLStatsWrapper attribute) (MergeReducedEvents attribute) (MergeReducedEventsUser attribute) (MergeReducedEventsWrapper attribute) (MergeReductionStats attribute) (MergeReductionStatsWrapper attribute) (MergeSelectionMasks attribute) (MergeSelectionMasksWrapper attribute) (MergeSelectionStats attribute) (MergeSelectionStatsWrapper attribute) (MergeShiftedHistograms attribute) (MergeShiftedHistogramsWrapper attribute) (MLEvaluation attribute) (MLEvaluationWrapper attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (MLTraining attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PlotCutflow attribute) (PlotCutflowBase attribute) (PlotCutflowVariables1D attribute) (PlotCutflowVariables2D attribute) (PlotCutflowVariablesBase attribute) (PlotCutflowVariablesPerProcess2D attribute) (PlotCutflowWrapper attribute) (PlotMLResults attribute) (PlotMLResultsBase attribute) (PlotShiftedVariables1D attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariables1D attribute) (PlotVariables2D attribute) (PlotVariablesBase attribute) (PlotVariablesBaseMultiShifts attribute) (PlotVariablesBaseSingleShift attribute) (PlotVariablesPerProcess2D attribute) (PrepareMLEvents attribute) (PrepareMLEventsWrapper attribute) (ProcessPlotSettingMixin attribute) (ProduceColumns attribute) (ProduceColumnsWrapper attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReduceEvents attribute) (ReduceEventsWrapper attribute) (RemoteWorkflow attribute) (SandboxFileTask attribute) (SelectEvents attribute) (SelectEventsWrapper attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (SlurmWorkflow attribute) (UniteColumns attribute) (UniteColumnsWrapper attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_repr_empty (AnalysisTask attribute) (BaseTask attribute) (BuildBashSandbox attribute) (BundleBashSandbox attribute) (BundleCMSSWSandbox attribute) (BundleExternalFiles attribute) (BundleRepo attribute) (BundleSoftware attribute) (CalibrateEvents attribute) (CalibrateEventsWrapper attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CrabWorkflow attribute) (CreateCutflowHistograms attribute) (CreateCutflowHistogramsWrapper attribute) (CreateDatacards attribute) (CreateDatacardsWrapper attribute) (CreateHistograms attribute) (CreateHistogramsWrapper attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (CreateYieldTable attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HTCondorWorkflow attribute) (InferenceModelMixin attribute) (MergeHistograms attribute) (MergeHistogramsWrapper attribute) (MergeMLEvaluation attribute) (MergeMLEvaluationWrapper attribute) (MergeMLEvents attribute) (MergeMLEventsWrapper attribute) (MergeMLStats attribute) (MergeMLStatsWrapper attribute) (MergeReducedEvents attribute) (MergeReducedEventsUser attribute) (MergeReducedEventsWrapper attribute) (MergeReductionStats attribute) (MergeReductionStatsWrapper attribute) (MergeSelectionMasks attribute) (MergeSelectionMasksWrapper attribute) (MergeSelectionStats attribute) (MergeSelectionStatsWrapper attribute) (MergeShiftedHistograms attribute) (MergeShiftedHistogramsWrapper attribute) (MLEvaluation attribute) (MLEvaluationWrapper attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (MLTraining attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PlotCutflow attribute) (PlotCutflowBase attribute) (PlotCutflowVariables1D attribute) (PlotCutflowVariables2D attribute) (PlotCutflowVariablesBase attribute) (PlotCutflowVariablesPerProcess2D attribute) (PlotCutflowWrapper attribute) (PlotMLResults attribute) (PlotMLResultsBase attribute) (PlotShiftedVariables1D attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariables1D attribute) (PlotVariables2D attribute) (PlotVariablesBase attribute) (PlotVariablesBaseMultiShifts attribute) (PlotVariablesBaseSingleShift attribute) (PlotVariablesPerProcess2D attribute) (PrepareMLEvents attribute) (PrepareMLEventsWrapper attribute) (ProcessPlotSettingMixin attribute) (ProduceColumns attribute) (ProduceColumnsWrapper attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReduceEvents attribute) (ReduceEventsWrapper attribute) (RemoteWorkflow attribute) (SandboxFileTask attribute) (SelectEvents attribute) (SelectEventsWrapper attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (SlurmWorkflow attribute) (UniteColumns attribute) (UniteColumnsWrapper attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_req (AnalysisTask attribute) (BaseTask attribute) (BuildBashSandbox attribute) (BundleBashSandbox attribute) (BundleCMSSWSandbox attribute) (BundleExternalFiles attribute) (BundleRepo attribute) (BundleSoftware attribute) (CalibrateEvents attribute) (CalibrateEventsWrapper attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CrabWorkflow attribute) (CreateCutflowHistograms attribute) (CreateCutflowHistogramsWrapper attribute) (CreateDatacards attribute) (CreateDatacardsWrapper attribute) (CreateHistograms attribute) (CreateHistogramsWrapper attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (CreateYieldTable attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HTCondorWorkflow attribute) (InferenceModelMixin attribute) (MergeHistograms attribute) (MergeHistogramsWrapper attribute) (MergeMLEvaluation attribute) (MergeMLEvaluationWrapper attribute) (MergeMLEvents attribute) (MergeMLEventsWrapper attribute) (MergeMLStats attribute) (MergeMLStatsWrapper attribute) (MergeReducedEvents attribute) (MergeReducedEventsUser attribute) (MergeReducedEventsWrapper attribute) (MergeReductionStats attribute) (MergeReductionStatsWrapper attribute) (MergeSelectionMasks attribute) (MergeSelectionMasksWrapper attribute) (MergeSelectionStats attribute) (MergeSelectionStatsWrapper attribute) (MergeShiftedHistograms attribute) (MergeShiftedHistogramsWrapper attribute) (MLEvaluation attribute) (MLEvaluationWrapper attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (MLTraining attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PlotCutflow attribute) (PlotCutflowBase attribute) (PlotCutflowVariables1D attribute) (PlotCutflowVariables2D attribute) (PlotCutflowVariablesBase attribute) (PlotCutflowVariablesPerProcess2D attribute) (PlotCutflowWrapper attribute) (PlotMLResults attribute) (PlotMLResultsBase attribute) (PlotShiftedVariables1D attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariables1D attribute) (PlotVariables2D attribute) (PlotVariablesBase attribute) (PlotVariablesBaseMultiShifts attribute) (PlotVariablesBaseSingleShift attribute) (PlotVariablesPerProcess2D attribute) (PrepareMLEvents attribute) (PrepareMLEventsWrapper attribute) (ProcessPlotSettingMixin attribute) (ProduceColumns attribute) (ProduceColumnsWrapper attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReduceEvents attribute) (ReduceEventsWrapper attribute) (RemoteWorkflow attribute) (SandboxFileTask attribute) (SelectEvents attribute) (SelectEventsWrapper attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (SlurmWorkflow attribute) (UniteColumns attribute) (UniteColumnsWrapper attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_req_get (AnalysisTask attribute) (BaseTask attribute) (BuildBashSandbox attribute) (BundleBashSandbox attribute) (BundleCMSSWSandbox attribute) (BundleExternalFiles attribute) (BundleRepo attribute) (BundleSoftware attribute) (CalibrateEvents attribute) (CalibrateEventsWrapper attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CrabWorkflow attribute) (CreateCutflowHistograms attribute) (CreateCutflowHistogramsWrapper attribute) (CreateDatacards attribute) (CreateDatacardsWrapper attribute) (CreateHistograms attribute) (CreateHistogramsWrapper attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (CreateYieldTable attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HTCondorWorkflow attribute) (InferenceModelMixin attribute) (MergeHistograms attribute) (MergeHistogramsWrapper attribute) (MergeMLEvaluation attribute) (MergeMLEvaluationWrapper attribute) (MergeMLEvents attribute) (MergeMLEventsWrapper attribute) (MergeMLStats attribute) (MergeMLStatsWrapper attribute) (MergeReducedEvents attribute) (MergeReducedEventsUser attribute) (MergeReducedEventsWrapper attribute) (MergeReductionStats attribute) (MergeReductionStatsWrapper attribute) (MergeSelectionMasks attribute) (MergeSelectionMasksWrapper attribute) (MergeSelectionStats attribute) (MergeSelectionStatsWrapper attribute) (MergeShiftedHistograms attribute) (MergeShiftedHistogramsWrapper attribute) (MLEvaluation attribute) (MLEvaluationWrapper attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (MLTraining attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PlotCutflow attribute) (PlotCutflowBase attribute) (PlotCutflowVariables1D attribute) (PlotCutflowVariables2D attribute) (PlotCutflowVariablesBase attribute) (PlotCutflowVariablesPerProcess2D attribute) (PlotCutflowWrapper attribute) (PlotMLResults attribute) (PlotMLResultsBase attribute) (PlotShiftedVariables1D attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariables1D attribute) (PlotVariables2D attribute) (PlotVariablesBase attribute) (PlotVariablesBaseMultiShifts attribute) (PlotVariablesBaseSingleShift attribute) (PlotVariablesPerProcess2D attribute) (PrepareMLEvents attribute) (PrepareMLEventsWrapper attribute) (ProcessPlotSettingMixin attribute) (ProduceColumns attribute) (ProduceColumnsWrapper attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReduceEvents attribute) (ReduceEventsWrapper attribute) (RemoteWorkflow attribute) (SandboxFileTask attribute) (SelectEvents attribute) (SelectEventsWrapper attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (SlurmWorkflow attribute) (UniteColumns attribute) (UniteColumnsWrapper attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_req_set (AnalysisTask attribute) (BaseTask attribute) (BuildBashSandbox attribute) (BundleBashSandbox attribute) (BundleCMSSWSandbox attribute) (BundleExternalFiles attribute) (BundleRepo attribute) (BundleSoftware attribute) (CalibrateEvents attribute) (CalibrateEventsWrapper attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CrabWorkflow attribute) (CreateCutflowHistograms attribute) (CreateCutflowHistogramsWrapper attribute) (CreateDatacards attribute) (CreateDatacardsWrapper attribute) (CreateHistograms attribute) (CreateHistogramsWrapper attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (CreateYieldTable attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HTCondorWorkflow attribute) (InferenceModelMixin attribute) (MergeHistograms attribute) (MergeHistogramsWrapper attribute) (MergeMLEvaluation attribute) (MergeMLEvaluationWrapper attribute) (MergeMLEvents attribute) (MergeMLEventsWrapper attribute) (MergeMLStats attribute) (MergeMLStatsWrapper attribute) (MergeReducedEvents attribute) (MergeReducedEventsUser attribute) (MergeReducedEventsWrapper attribute) (MergeReductionStats attribute) (MergeReductionStatsWrapper attribute) (MergeSelectionMasks attribute) (MergeSelectionMasksWrapper attribute) (MergeSelectionStats attribute) (MergeSelectionStatsWrapper attribute) (MergeShiftedHistograms attribute) (MergeShiftedHistogramsWrapper attribute) (MLEvaluation attribute) (MLEvaluationWrapper attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (MLTraining attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PlotCutflow attribute) (PlotCutflowBase attribute) (PlotCutflowVariables1D attribute) (PlotCutflowVariables2D attribute) (PlotCutflowVariablesBase attribute) (PlotCutflowVariablesPerProcess2D attribute) (PlotCutflowWrapper attribute) (PlotMLResults attribute) (PlotMLResultsBase attribute) (PlotShiftedVariables1D attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariables1D attribute) (PlotVariables2D attribute) (PlotVariablesBase attribute) (PlotVariablesBaseMultiShifts attribute) (PlotVariablesBaseSingleShift attribute) (PlotVariablesPerProcess2D attribute) (PrepareMLEvents attribute) (PrepareMLEventsWrapper attribute) (ProcessPlotSettingMixin attribute) (ProduceColumns attribute) (ProduceColumnsWrapper attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReduceEvents attribute) (ReduceEventsWrapper attribute) (RemoteWorkflow attribute) (SandboxFileTask attribute) (SelectEvents attribute) (SelectEventsWrapper attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (SlurmWorkflow attribute) (UniteColumns attribute) (UniteColumnsWrapper attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_sandbox (AnalysisTask attribute) (BuildBashSandbox attribute) (BundleBashSandbox attribute) (BundleCMSSWSandbox attribute) (BundleExternalFiles attribute) (BundleRepo attribute) (BundleSoftware attribute) (CalibrateEvents attribute) (CalibrateEventsWrapper attribute) (CalibratorMixin attribute) (CalibratorsMixin attribute) (CategoriesMixin attribute) (ChunkedIOMixin attribute) (CommandTask attribute) (ConfigTask attribute) (CrabWorkflow attribute) (CreateCutflowHistograms attribute) (CreateCutflowHistogramsWrapper attribute) (CreateDatacards attribute) (CreateDatacardsWrapper attribute) (CreateHistograms attribute) (CreateHistogramsWrapper attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (CreateYieldTable attribute) (DatasetsProcessesMixin attribute) (DatasetTask attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) (HTCondorWorkflow attribute) (InferenceModelMixin attribute) (MergeHistograms attribute) (MergeHistogramsWrapper attribute) (MergeMLEvaluation attribute) (MergeMLEvaluationWrapper attribute) (MergeMLEvents attribute) (MergeMLEventsWrapper attribute) (MergeMLStats attribute) (MergeMLStatsWrapper attribute) (MergeReducedEvents attribute) (MergeReducedEventsUser attribute) (MergeReducedEventsWrapper attribute) (MergeReductionStats attribute) (MergeReductionStatsWrapper attribute) (MergeSelectionMasks attribute) (MergeSelectionMasksWrapper attribute) (MergeSelectionStats attribute) (MergeSelectionStatsWrapper attribute) (MergeShiftedHistograms attribute) (MergeShiftedHistogramsWrapper attribute) (MLEvaluation attribute) (MLEvaluationWrapper attribute) (MLModelDataMixin attribute) (MLModelMixin attribute) (MLModelMixinBase attribute) (MLModelsMixin attribute) (MLModelTrainingMixin attribute) (MLTraining attribute) (PlotBase attribute) (PlotBase1D attribute) (PlotBase2D attribute) (PlotCutflow attribute) (PlotCutflowBase attribute) (PlotCutflowVariables1D attribute) (PlotCutflowVariables2D attribute) (PlotCutflowVariablesBase attribute) (PlotCutflowVariablesPerProcess2D attribute) (PlotCutflowWrapper attribute) (PlotMLResults attribute) (PlotMLResultsBase attribute) (PlotShiftedVariables1D attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariables1D attribute) (PlotVariables2D attribute) (PlotVariablesBase attribute) (PlotVariablesBaseMultiShifts attribute) (PlotVariablesBaseSingleShift attribute) (PlotVariablesPerProcess2D attribute) (PrepareMLEvents attribute) (PrepareMLEventsWrapper attribute) (ProcessPlotSettingMixin attribute) (ProduceColumns attribute) (ProduceColumnsWrapper attribute) (ProducerMixin attribute) (ProducersMixin attribute) (ReduceEvents attribute) (ReduceEventsWrapper attribute) (RemoteWorkflow attribute) (SandboxFileTask attribute) (SelectEvents attribute) (SelectEventsWrapper attribute) (SelectorMixin attribute) (SelectorStepsMixin attribute) (ShiftSourcesMixin attribute) (ShiftTask attribute) (SlurmWorkflow attribute) (UniteColumns attribute) (UniteColumnsWrapper attribute) (VariablePlotSettingMixin attribute) (VariablesMixin attribute) (WeightProducerMixin attribute) exclude_params_slurm_workflow (CalibrateEvents attribute) (CreateCutflowHistograms attribute) (CreateDatacards attribute) (CreateHistograms attribute) (CreateYieldTable attribute) (MergeHistograms attribute) (MergeMLEvaluation attribute) (MergeMLEvents attribute) (MergeReducedEvents attribute) (MergeSelectionMasks attribute) (MergeShiftedHistograms attribute) (MLEvaluation attribute) (MLTraining attribute) (PlotCutflow attribute) (PlotCutflowBase attribute) (PlotCutflowVariables1D attribute) (PlotCutflowVariables2D attribute) (PlotCutflowVariablesBase attribute) (PlotCutflowVariablesPerProcess2D attribute) (PlotMLResults attribute) (PlotMLResultsBase attribute) (PlotShiftedVariables1D attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariables1D attribute) (PlotVariables2D attribute) (PlotVariablesBase attribute) (PlotVariablesBaseMultiShifts attribute) (PlotVariablesBaseSingleShift attribute) (PlotVariablesPerProcess2D attribute) (PrepareMLEvents attribute) (ProduceColumns attribute) (ReduceEvents attribute) (RemoteWorkflow attribute) (SelectEvents attribute) (SlurmWorkflow attribute) (UniteColumns attribute) exclude_params_workflow (CalibrateEvents attribute) (CrabWorkflow attribute) (CreateCutflowHistograms attribute) (CreateDatacards attribute) (CreateHistograms attribute) (CreateYieldTable attribute) (HTCondorWorkflow attribute) (MergeHistograms attribute) (MergeMLEvaluation attribute) (MergeMLEvents attribute) (MergeMLStats attribute) (MergeReducedEvents attribute) (MergeSelectionMasks attribute) (MergeSelectionStats attribute) (MergeShiftedHistograms attribute) (MLEvaluation attribute) (MLTraining attribute) (PlotCutflow attribute) (PlotCutflowBase attribute) (PlotCutflowVariables1D attribute) (PlotCutflowVariables2D attribute) (PlotCutflowVariablesBase attribute) (PlotCutflowVariablesPerProcess2D attribute) (PlotMLResults attribute) (PlotMLResultsBase attribute) (PlotShiftedVariables1D attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariables1D attribute) (PlotVariables2D attribute) (PlotVariablesBase attribute) (PlotVariablesBaseMultiShifts attribute) (PlotVariablesBaseSingleShift attribute) (PlotVariablesPerProcess2D attribute) (PrepareMLEvents attribute) (ProduceColumns attribute) (ReduceEvents attribute) (RemoteWorkflow attribute) (SelectEvents attribute) (SlurmWorkflow attribute) (UniteColumns 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) extreme_colors (PlotBase2D attribute) extremes (PlotBase2D attribute) F fields (Route attribute) (Route property) file_merging (DatasetTask attribute) (MergeReducedEventsUser property) file_merging_factor (DatasetTask property) file_names (BundleExternalFiles property) file_type (UniteColumns attribute) file_types (PlotBase attribute) files (BundleExternalFiles property) files_hash (BundleExternalFiles property) 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) fold (MergeMLEvents attribute) (MLTraining property) folds (MLModel attribute) (MLModel class attribute) FunctionArgs (class in columnflow.util) G gen_top_decay_products (class in columnflow.production.cms.gen_top_decay) general_settings (PlotBase attribute) get() (ArrayFunction.DeferredColumn 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_b_score_column() (in module columnflow.production.cms.btag) get_basenames() (in module columnflow.calibration.cms.jets_coffea) 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_cmssw_path() (BundleCMSSWSandbox method) get_dataset_lfns_dasgoclient() (GetDatasetLFNs method) get_datasets_from_process() (in module columnflow.config_util) get_dependencies() (ArrayFunction method) get_electron_config() (electron_weights method) get_electron_file() (electron_weights method) get_evaluators() (in module columnflow.calibration.cms.jets) get_file_pattern() (BundleBashSandbox method) (BundleCMSSWSandbox method) (BundleRepo method) (BundleSoftware method) get_files() (BundleExternalFiles method) get_groups_with_parameter() (InferenceModel method) get_inference_model_inst() (InferenceModelMixin class method) get_jec_config (jets attribute) get_jec_config() (jec 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_mc_datasets() (CreateDatacards method) 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_ml_model_inst() (MLModelMixinBase class method) get_muon_config() (muon_weights method), [1] get_muon_file() (muon_weights method), [1] 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) (PlotVariablesBaseMultiShifts method) (ProcessPlotSettingMixin method) (VariablePlotSettingMixin method) get_plot_shifts() (PlotVariablesBase method) (PlotVariablesBaseMultiShifts method) (PlotVariablesBaseSingleShift 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_repo_path() (BundleRepo method) get_root_processes_from_campaign() (in module columnflow.config_util) 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_version_map() (AnalysisTask class method) (ConfigTask class method) get_version_map_value() (AnalysisTask class method) get_weight_producer_inst() (WeightProducerMixin class method) get_weight_producer_kwargs() (AnalysisTask class method) 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_parameter() (InferenceModel method) has_parameter_group() (InferenceModel method) has_process() (InferenceModel method) hide_errors (PlotBase1D attribute) htcondor_bootstrap_file() (HTCondorWorkflow method) htcondor_cpus (HTCondorWorkflow attribute) htcondor_destination_info() (HTCondorWorkflow method) htcondor_flavor (HTCondorWorkflow attribute) htcondor_forward_env_variables (HTCondorWorkflow attribute) htcondor_gpus (HTCondorWorkflow attribute) htcondor_job_config() (HTCondorWorkflow method) htcondor_logs (HTCondorWorkflow attribute) htcondor_memory (HTCondorWorkflow attribute) htcondor_output_directory() (HTCondorWorkflow method) htcondor_share_software (HTCondorWorkflow attribute) htcondor_use_local_scheduler() (HTCondorWorkflow method) htcondor_workflow_requires() (HTCondorWorkflow method) HTCondorWorkflow (class in columnflow.tasks.framework.remote) I import_file() (in module columnflow.util) import_plt() (in module columnflow.util) import_ROOT() (in module columnflow.util) include (BundleCMSSWSandbox attribute) 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) 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() (btag_weights method) (category_ids method) (empty method) (jec method) (jec_coffea method) (jer method) (jer_coffea method) (jets method) (jets_coffea method) (met_filters method) (muon_weights method), [1] initial_step (CreateCutflowHistograms attribute) (PlotCutflowVariablesBase attribute) instantiate_dependency() (ArrayFunction method) (TaskArrayFunction method) interactive_params (CommandTask attribute) io_flag (ArrayFunction.IOFlagged attribute) is_pattern() (in module columnflow.util) is_regex() (in module columnflow.util) is_sandboxed() (MergeReducedEvents method) 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) 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) jets (class in columnflow.calibration.cms.jets) jets_coffea (class in columnflow.calibration.cms.jets_coffea) join() (Route class method) 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) L layout_ak_array() (in module columnflow.columnar_util) legend_title (PlotVariablesBaseMultiShifts attribute) 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) M MANDATORY_COFFEA (ColumnCollection attribute) mandatory_coffea_columns (in module columnflow.columnar_util) mandatory_columns (CreateHistograms attribute) max_chunk_size (ChunkedIOHandler.ChunkPosition attribute) max_runtime (HTCondorWorkflow attribute) (SlurmWorkflow attribute) maybe_dummy() (MergeReducedEventsUser class method) maybe_import() (in module columnflow.util) mc_only (attach_coffea_behavior attribute) (btag_weights attribute) (category_ids attribute) (deterministic_event_seeds attribute) (deterministic_jet_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), [1] (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) merge() (MergeMLEvaluation method) (MergeMLEvents method) (MergeMLStats method) (MergeReducedEvents method) (MergeSelectionMasks method) (MergeSelectionStats method) merge_counts() (MergeMLStats class method) (MergeSelectionStats class method) merge_factor (MergeMLEvaluation attribute) (MergeMLEvents attribute) (MergeMLStats attribute) (MergeReducedEventsUser attribute) (MergeSelectionMasks attribute) (MergeSelectionStats attribute) merge_output() (MergeMLEvaluation method) (MergeMLEvents method) (MergeMLStats method) (MergeReducedEvents method) (MergeSelectionMasks method) (MergeSelectionStats method) merge_requires() (MergeMLEvaluation method) (MergeMLEvents method) (MergeMLStats method) (MergeReducedEvents method) (MergeSelectionMasks method) (MergeSelectionStats method) merge_workflow_requires() (MergeMLEvaluation method) (MergeMLEvents method) (MergeMLStats method) (MergeReducedEvents method) (MergeSelectionMasks method) (MergeSelectionStats method) merged_size (MergeReductionStats attribute) MergeHistograms (class in columnflow.tasks.histograms) MergeHistogramsWrapper (class in columnflow.tasks.histograms) MergeMLEvaluation (class in columnflow.tasks.ml) MergeMLEvaluationWrapper (class in columnflow.tasks.ml) MergeMLEvents (class in columnflow.tasks.ml) MergeMLEventsWrapper (class in columnflow.tasks.ml) MergeMLStats (class in columnflow.tasks.ml) MergeMLStatsWrapper (class in columnflow.tasks.ml) MergeReducedEvents (class in columnflow.tasks.reduction) MergeReducedEventsUser (class in columnflow.tasks.reduction) MergeReducedEventsWrapper (class in columnflow.tasks.reduction) MergeReductionStats (class in columnflow.tasks.reduction) MergeReductionStatsWrapper (class in columnflow.tasks.reduction) MergeSelectionMasks (class in columnflow.tasks.selection) MergeSelectionMasksWrapper (class in columnflow.tasks.selection) MergeSelectionStats (class in columnflow.tasks.selection) MergeSelectionStatsWrapper (class in columnflow.tasks.selection) MergeShiftedHistograms (class in columnflow.tasks.histograms) MergeShiftedHistogramsWrapper (class in columnflow.tasks.histograms) merging_stats_exist (MergeReducedEventsUser property) message_cache_size (AnalysisTask attribute) met_filters (class in columnflow.selection.cms.met_filters) met_phi (class in columnflow.calibration.cms.met) missing_column_alias_strategy (CreateCutflowHistograms attribute) (CreateHistograms attribute) (MLEvaluation attribute) (PrepareMLEvents attribute) (ProduceColumns attribute) (ReduceEvents attribute) (SelectEvents attribute) ml_model (MLModelMixin attribute) (MLModelMixinBase attribute) ml_models (MLModelsMixin attribute) MLEvaluation (class in columnflow.tasks.ml) MLEvaluationWrapper (class in columnflow.tasks.ml) 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) MLTraining (class in columnflow.tasks.ml) 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, [1] 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.calibration columnflow.tasks.cms columnflow.tasks.cms.base columnflow.tasks.cms.external columnflow.tasks.cms.inference columnflow.tasks.cutflow 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.tasks.framework.remote columnflow.tasks.histograms columnflow.tasks.ml columnflow.tasks.plotting columnflow.tasks.production columnflow.tasks.reduction columnflow.tasks.selection columnflow.tasks.union columnflow.tasks.yields columnflow.types columnflow.util MultiSettingsParameter (class in columnflow.tasks.framework.parameters) muon_weights (class in columnflow.production.cms.muon), [1] murmuf_envelope_weights (class in columnflow.production.cms.scale) murmuf_weights (class in columnflow.production.cms.scale) N n_chunks (ChunkedIOHandler property) n_inputs (MergeReductionStats attribute) name (InferenceModel attribute) nano_column (Route attribute) (Route property) NANO_SEP (Route attribute) nominal_only (attach_coffea_behavior attribute) (btag_weights attribute) (category_ids attribute) (deterministic_event_seeds attribute) (deterministic_jet_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), [1] (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) normalize_yields (CreateYieldTable attribute) number_format (CreateYieldTable attribute) O only_final_step (PlotCutflowVariablesBase attribute) only_missing (MergeHistograms 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() (BuildBashSandbox method) (BundleCMSSWSandbox method) (BundleRepo method) (CalibrateEvents method) (CreateCutflowHistograms method) (CreateDatacards method) (CreateHistograms method) (CreatePileupWeights method) (CreateYieldTable method) (MergeHistograms method) (MergeReductionStats method) (MergeShiftedHistograms method) (MLEvaluation method) (MLModel method) (MLTraining method) (PlotCutflow method) (PlotCutflowVariables1D method) (PlotCutflowVariables2D method) (PlotCutflowVariablesBase method) (PlotMLResults method) (PlotMLResultsBase method) (PlotVariablesBaseMultiShifts method) (PlotVariablesBaseSingleShift method) (PrepareMLEvents method) (ProduceColumns method) (ReduceEvents method) (SelectEvents method) (UniteColumns method) output_collection_cls (AnalysisTask attribute) output_suffix (CreateYieldTable 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) 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) pattern_matcher() (in module columnflow.util) pdf_weights (class in columnflow.production.cms.pdf) per_plot (PlotCutflowVariables1D attribute) 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) (PlotCutflow attribute) (PlotCutflowVariables1D attribute) (PlotCutflowVariables2D attribute) (PlotMLResults attribute) (PlotMLResultsBase attribute) (PlotShiftedVariables1D attribute) (PlotVariables1D attribute) (PlotVariables2D attribute) plot_function_processes (PlotCutflowVariables1D attribute) plot_function_steps (PlotCutflowVariables1D attribute) plot_shifted_variable() (in module columnflow.plotting.plot_functions_1d) plot_sub_processes (PlotMLResultsBase attribute) 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) PlotCutflow (class in columnflow.tasks.cutflow) PlotCutflowBase (class in columnflow.tasks.cutflow) PlotCutflowVariables1D (class in columnflow.tasks.cutflow) PlotCutflowVariables2D (class in columnflow.tasks.cutflow) PlotCutflowVariablesBase (class in columnflow.tasks.cutflow) PlotCutflowVariablesPerProcess2D (class in columnflow.tasks.cutflow) PlotCutflowWrapper (class in columnflow.tasks.cutflow) PlotMLResults (class in columnflow.tasks.ml) PlotMLResultsBase (class in columnflow.tasks.ml) PlotShiftedVariables1D (class in columnflow.tasks.plotting) PlotShiftedVariablesPerProcess1D (class in columnflow.tasks.plotting) PlotVariables1D (class in columnflow.tasks.plotting) PlotVariables2D (class in columnflow.tasks.plotting) PlotVariablesBase (class in columnflow.tasks.plotting) PlotVariablesBaseMultiShifts (class in columnflow.tasks.plotting) PlotVariablesBaseSingleShift (class in columnflow.tasks.plotting) PlotVariablesPerProcess2D (class in columnflow.tasks.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) preparation_producer_inst (MLEvaluation property) (PrepareMLEvents property) prepare_inputs() (PlotMLResultsBase method) prepare_plot_config() (in module columnflow.plotting.plot_util) prepare_plot_parameters() (PlotMLResults method) prepare_style_config() (in module columnflow.plotting.plot_util) PrepareMLEvents (class in columnflow.tasks.ml) PrepareMLEventsWrapper (class in columnflow.tasks.ml) primes (util attribute) 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) ProduceColumns (class in columnflow.tasks.production) ProduceColumnsWrapper (class in columnflow.tasks.production) ProduceColumnsWrapperBase (in module columnflow.tasks.production) 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) ProducerMixin (class in columnflow.tasks.framework.mixins) producers (MLModelTrainingMixin attribute) (ProducersMixin attribute) 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_jet_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) (jets attribute) (jets_coffea attribute) (mc_weight attribute) (met_phi 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) 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) 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) real_path() (in module columnflow.util) reduce_shifts() (ShiftSourcesMixin class method) reduce_with() (in module columnflow.plotting.plot_util) reduced_dummy_output() (MergeReducedEvents method) (MergeReducedEventsUser method) ReduceEvents (class in columnflow.tasks.reduction) ReduceEventsWrapper (class in columnflow.tasks.reduction) register_calibrator_shifts (CalibrateEvents attribute) (CalibratorMixin attribute) register_calibrators_shifts (CalibratorsMixin attribute) register_producer_shifts (ProduceColumns attribute) (ProducerMixin attribute) register_producers_shifts (ProducersMixin attribute) register_selector_shifts (SelectEvents attribute) (SelectorMixin attribute) register_weight_producer_shifts (CreateHistograms attribute) (WeightProducerMixin attribute) RemoteWorkflow (class in columnflow.tasks.framework.remote) RemoteWorkflowMixin (class in columnflow.tasks.framework.remote) 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_parameter() (InferenceModel method) remove_parameter_from_groups() (InferenceModel method) remove_parameter_group() (InferenceModel method) remove_previous (MergeHistograms attribute) remove_process() (InferenceModel method) remove_residual_axis() (in module columnflow.plotting.plot_util) remove_routes (RouteFilter attribute) replicas (BundleBashSandbox attribute) (BundleCMSSWSandbox attribute) (BundleExternalFiles attribute) (BundleRepo attribute) (BundleSoftware 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) (BundleBashSandbox attribute) (BundleCMSSWSandbox attribute) (CalibrateEvents attribute) (CrabWorkflow attribute) (CreateCutflowHistograms attribute) (CreateDatacards attribute) (CreateHistograms attribute) (CreatePileupWeights attribute) (CreateYieldTable attribute) (HTCondorWorkflow attribute) (MergeHistograms attribute) (MergeMLEvaluation attribute) (MergeMLEvents attribute) (MergeMLStats attribute) (MergeReducedEvents attribute) (MergeReducedEventsUser attribute) (MergeReductionStats attribute) (MergeSelectionMasks attribute) (MergeSelectionStats attribute) (MergeShiftedHistograms attribute) (MLEvaluation attribute) (MLTraining attribute) (PlotCutflow attribute) (PlotCutflowBase attribute) (PlotCutflowVariablesBase attribute) (PlotCutflowVariablesPerProcess2D attribute) (PlotMLResultsBase attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariablesBase attribute) (PlotVariablesBaseMultiShifts attribute) (PlotVariablesBaseSingleShift attribute) (PrepareMLEvents attribute) (ProduceColumns attribute) (ReduceEvents attribute) (RemoteWorkflow attribute) (SelectEvents attribute) (SlurmWorkflow attribute) (UniteColumns attribute) require_shapes_for_parameter() (InferenceModel class method) Requirements (class in columnflow.tasks.framework.base) requires() (BundleBashSandbox method) (BundleCMSSWSandbox method) (CalibrateEvents method) (CalibrateEventsWrapper method) (CreateCutflowHistograms method) (CreateCutflowHistogramsWrapper method) (CreateDatacards method) (CreateDatacardsWrapper method) (CreateHistograms method) (CreateHistogramsWrapper method) (CreatePileupWeights method) (CreatePileupWeightsWrapper method) (CreateYieldTable method) (GetDatasetLFNsWrapper method) (MergeHistograms method) (MergeHistogramsWrapper method) (MergeMLEvaluationWrapper method) (MergeMLEventsWrapper method) (MergeMLStatsWrapper method) (MergeReducedEventsWrapper method) (MergeReductionStats method) (MergeReductionStatsWrapper method) (MergeSelectionMasksWrapper method) (MergeSelectionStatsWrapper method) (MergeShiftedHistograms method) (MergeShiftedHistogramsWrapper method) (MLEvaluation method) (MLEvaluationWrapper method) (MLModel method) (MLTraining method) (PlotCutflow method) (PlotCutflowVariablesBase method) (PlotCutflowVariablesPerProcess2D method) (PlotCutflowWrapper method) (PlotMLResultsBase method) (PlotShiftedVariablesPerProcess1D method) (PlotVariablesBaseMultiShifts method) (PlotVariablesBaseSingleShift method) (PlotVariablesPerProcess2D method) (PrepareMLEvents method) (PrepareMLEventsWrapper method) (ProduceColumns method) (ReduceEvents method) (ReduceEventsWrapper method) (SelectEvents method) (SelectEventsWrapper method) (TaskArrayFunction class method) (UniteColumns method) (UniteColumnsWrapper 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), [1] (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) (BuildBashSandbox class method) (CalibratorMixin class method) (CalibratorsMixin class method) (CategoriesMixin class method) (ConfigTask class method) (CreateYieldTable class method) (DatasetsProcessesMixin class method) (DatasetTask class method) (GetDatasetLFNs class method) (InferenceModelMixin class method) (MergeReductionStats class method) (MLModelMixin class method) (MLModelsMixin class method) (MLModelTrainingMixin class method) (PlotBase class method) (ProcessPlotSettingMixin class method) (ProducerMixin class method) (ProducersMixin class method) (SandboxFileTask 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) Route (class in columnflow.columnar_util) RouteFilter (class in columnflow.columnar_util) run() (BuildBashSandbox method) (BundleBashSandbox method) (BundleCMSSWSandbox method) (BundleExternalFiles method) (BundleRepo method) (BundleSoftware method) (CalibrateEvents method) (CommandTask method) (CreateCutflowHistograms method) (CreateDatacards method) (CreateHistograms method) (CreatePileupWeights method) (CreateYieldTable method) (GetDatasetLFNs method) (MergeHistograms method) (MergeMLEvents method) (MergeMLStats method) (MergeReductionStats method) (MergeSelectionStats method) (MergeShiftedHistograms method) (MLEvaluation method) (MLTraining method) (PlotCutflow method) (PlotCutflowVariablesBase method) (PlotMLResults method) (PlotVariablesBase method) (PrepareMLEvents method) (ProduceColumns method) (ReduceEvents method) (SelectEvents method) (UniteColumns method) run_command() (CommandTask method) run_command_in_tmp (CommandTask attribute) run_postprocess() (PlotCutflowVariables1D method) (PlotCutflowVariables2D method) (PlotCutflowVariablesBase method) run_requires() (TaskArrayFunction method) run_setup() (TaskArrayFunction method) S safe_div() (in module columnflow.util) sandbox (AnalysisTask attribute) (BuildBashSandbox attribute) (CalibrateEvents attribute) (CreateCutflowHistograms attribute) (CreateDatacards attribute) (CreateHistograms attribute) (CreatePileupWeights attribute) (CreateYieldTable attribute) (GetDatasetLFNs property) (MergeHistograms attribute) (MergeMLEvaluation attribute) (MergeMLEvents attribute) (MergeReducedEvents attribute) (MergeSelectionMasks attribute) (MergeShiftedHistograms attribute) (MLEvaluation attribute) (MLTraining property) (PlotCutflowBase attribute) (PlotMLResultsBase attribute) (PlotVariablesBase attribute) (PrepareMLEvents attribute) (ProduceColumns attribute) (ReduceEvents attribute) (SelectEvents attribute) (TaskArrayFunction attribute), [1] (UniteColumns attribute) sandbox() (MLModel method) sandbox_file (BundleBashSandbox attribute) (BundleCMSSWSandbox attribute) (SandboxFileTask attribute) sandbox_stagein() (CreatePileupWeights method) sandbox_stageout() (CreatePileupWeights method) SandboxFileTask (class in columnflow.tasks.framework.remote) scale_process() (InferenceModel method) SelectEvents (class in columnflow.tasks.selection) SelectEventsWrapper (class in columnflow.tasks.selection) 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_steps (SelectorStepsMixin attribute) selector_steps_order_sensitive (CreateCutflowHistograms attribute) (PlotCutflowBase attribute) (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) (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), [1] (murmuf_envelope_weights method) (normalization_weights method) (pu_weight method) (pu_weights_from_columnflow method) shape_norm (PlotBase1D attribute) (PlotBase2D attribute) shift (MergeMLEvents attribute) (MergeShiftedHistograms attribute) (ShiftTask attribute) shift_sources (ShiftSourcesMixin attribute) shift_sources_repr (ShiftSourcesMixin property) shifts (CalibrateEventsWrapper attribute) (CreateCutflowHistogramsWrapper attribute) (CreateHistogramsWrapper attribute) (GetDatasetLFNsWrapper attribute) (MergeHistogramsWrapper attribute) (MergeMLEvaluationWrapper attribute) (MergeMLStatsWrapper attribute) (MergeReducedEventsWrapper attribute) (MergeReductionStatsWrapper attribute) (MergeSelectionMasksWrapper attribute) (MergeSelectionStatsWrapper attribute) (MLEvaluationWrapper attribute) (PlotCutflowWrapper attribute) (ReduceEventsWrapper attribute) (SelectEventsWrapper attribute) (TaskArrayFunction attribute) (TaskArrayFunction class attribute) (UniteColumnsWrapper attribute) shifts_instances (TaskArrayFunction attribute) shifts_only (attach_coffea_behavior attribute) (btag_weights attribute) (category_ids attribute) (deterministic_event_seeds attribute) (deterministic_jet_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), [1] (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() (BundleBashSandbox method) (BundleCMSSWSandbox method) (BundleExternalFiles method) (BundleRepo method) (BundleSoftware method) (GetDatasetLFNs method) skip() (ArrayFunction class method) skip_configs (CalibrateEventsWrapper attribute) (CreateCutflowHistogramsWrapper attribute) (CreateDatacardsWrapper attribute) (CreateHistogramsWrapper attribute) (CreatePileupWeightsWrapper attribute) (GetDatasetLFNsWrapper attribute) (MergeHistogramsWrapper attribute) (MergeMLEvaluationWrapper attribute) (MergeMLEventsWrapper attribute) (MergeMLStatsWrapper attribute) (MergeReducedEventsWrapper attribute) (MergeReductionStatsWrapper attribute) (MergeSelectionMasksWrapper attribute) (MergeSelectionStatsWrapper attribute) (MergeShiftedHistogramsWrapper attribute) (MLEvaluationWrapper attribute) (PlotCutflowWrapper attribute) (PrepareMLEventsWrapper attribute) (ReduceEventsWrapper attribute) (SelectEventsWrapper attribute) (UniteColumnsWrapper attribute) skip_datasets (CalibrateEventsWrapper attribute) (CreateCutflowHistogramsWrapper attribute) (CreateHistogramsWrapper attribute) (GetDatasetLFNsWrapper attribute) (MergeHistogramsWrapper attribute) (MergeMLEvaluationWrapper attribute) (MergeMLEventsWrapper attribute) (MergeMLStatsWrapper attribute) (MergeReducedEventsWrapper attribute) (MergeReductionStatsWrapper attribute) (MergeSelectionMasksWrapper attribute) (MergeSelectionStatsWrapper attribute) (MergeShiftedHistogramsWrapper attribute) (MLEvaluationWrapper attribute) (PrepareMLEventsWrapper attribute) (ReduceEventsWrapper attribute) (SelectEventsWrapper attribute) (UniteColumnsWrapper attribute) skip_destination_info (RemoteWorkflowMixin attribute) skip_func (ArrayFunction attribute) skip_func() (btag_weights method) (electron_weights method) (gen_top_decay_products method) (jer_coffea method) (mc_weight method) (muon_weights method), [1] (murmuf_envelope_weights method) (murmuf_weights method) (normalization_weights method) (pdf_weights method) (pu_weight method) (pu_weights_from_columnflow method) skip_legend (PlotBase attribute) skip_processes (PlotMLResultsBase attribute) skip_ratio (PlotBase1D attribute) skip_shifts (CalibrateEventsWrapper attribute) (CreateCutflowHistogramsWrapper attribute) (CreateHistogramsWrapper attribute) (GetDatasetLFNsWrapper attribute) (MergeHistogramsWrapper attribute) (MergeMLEvaluationWrapper attribute) (MergeMLStatsWrapper attribute) (MergeReducedEventsWrapper attribute) (MergeReductionStatsWrapper attribute) (MergeSelectionMasksWrapper attribute) (MergeSelectionStatsWrapper attribute) (MLEvaluationWrapper attribute) (PlotCutflowWrapper attribute) (ReduceEventsWrapper attribute) (SelectEventsWrapper attribute) (UniteColumnsWrapper attribute) skip_uncertainties (CreateYieldTable attribute) (PlotMLResultsBase attribute) slice_to_str() (Route class method) slurm_bootstrap_file() (SlurmWorkflow method) slurm_destination_info() (SlurmWorkflow method) slurm_flavor (SlurmWorkflow attribute) slurm_forward_env_variables (SlurmWorkflow attribute) slurm_job_config() (SlurmWorkflow method) slurm_output_directory() (SlurmWorkflow method) slurm_partition (SlurmWorkflow attribute) slurm_workflow_requires() (SlurmWorkflow method) SlurmWorkflow (class in columnflow.tasks.framework.remote) 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.selection.util) split() (Route class method) split_multi_variable() (VariablesMixin class method) split_nano() (Route class method) store_name (MLModel attribute) (MLModel class attribute) store_parts() (AnalysisTask method) (CalibratorMixin method) (CalibratorsMixin method) (ConfigTask method) (DatasetTask method) (InferenceModelMixin method) (MergeShiftedHistograms method) (MLModelDataMixin method) (MLModelMixin method) (MLModelsMixin method) (MLModelTrainingMixin method) (PlotCutflowBase method) (PlotMLResultsBase method) (PlotVariablesBase 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) supported_versions (muon_weights attribute), [1] T table_format (CreateYieldTable attribute) target() (AnalysisTask method) task_namespace (BaseTask attribute) TaskArrayFunction (class in columnflow.columnar_util) to_ak() (SelectionResult method) to_yaml() (InferenceModel method) touch_output_dirs() (CommandTask method) trace_merge_inputs() (MergeMLEvents method) (MergeMLStats method) (MergeReducedEvents method) (MergeSelectionMasks method) (MergeSelectionStats method) trace_merge_workflow_inputs() (MergeReducedEvents method) (MergeSelectionMasks method) train() (MLModel method) training_calibrators() (MLModel method) training_configs() (MLModel method) training_producers() (MLModel method) training_selector() (MLModel method) transfer_logs (HTCondorWorkflow attribute) (SlurmWorkflow attribute) try_float() (in module columnflow.util) tuple_delimiter (SettingsParameter attribute) type (ChunkedIOHandler.SourceHandler attribute) U uncertainty_sources (jec attribute) (jec_coffea attribute) UniteColumns (class in columnflow.tasks.union) UniteColumnsWrapper (class in columnflow.tasks.union) UNSET (util attribute) update_ak_array() (in module columnflow.columnar_util) update_plot_kwargs() (PlotBase method) update_wrapper_params() (CalibrateEventsWrapper method) (CreateCutflowHistogramsWrapper method) (CreateDatacardsWrapper method) (CreateHistogramsWrapper method) (CreatePileupWeightsWrapper method) (GetDatasetLFNsWrapper method) (MergeHistogramsWrapper method) (MergeMLEvaluationWrapper method) (MergeMLEventsWrapper method) (MergeMLStatsWrapper method) (MergeReducedEventsWrapper method) (MergeReductionStatsWrapper method) (MergeSelectionMasksWrapper method) (MergeSelectionStatsWrapper method) (MergeShiftedHistogramsWrapper method) (MLEvaluationWrapper method) (PlotCutflowWrapper method) (PrepareMLEventsWrapper method) (ReduceEventsWrapper method) (SelectEventsWrapper method) (UniteColumnsWrapper method) used_columns (ArrayFunction property) (MLModel attribute) (MLModel property) used_datasets (MLModel attribute) (MLModel property) 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_jet_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), [1] (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) variable (PlotCutflow attribute) 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) (BuildBashSandbox attribute) (BundleBashSandbox attribute) (BundleCMSSWSandbox attribute) (BundleExternalFiles attribute) (BundleRepo attribute) (BundleSoftware attribute) (CreatePileupWeights attribute) (CreatePileupWeightsWrapper attribute) (GetDatasetLFNs attribute) (GetDatasetLFNsWrapper attribute) view_cmd (PlotBase attribute) view_output_plots() (in module columnflow.tasks.framework.decorators) W weight_name (muon_weights attribute), [1] weight_producer (WeightProducerMixin attribute) weight_producer_inst (WeightProducerMixin property) WeightProducerMixin (class in columnflow.tasks.framework.mixins) wget() (in module columnflow.util) wlcg (OutputLocation attribute) wlcg_path() (AnalysisTask method) wlcg_target() (AnalysisTask method) workflow (PlotCutflowVariablesPerProcess2D attribute) (PlotShiftedVariablesPerProcess1D attribute) (PlotVariablesPerProcess2D attribute) workflow_requires() (CalibrateEvents method) (CreateCutflowHistograms method) (CreateDatacards method) (CreateHistograms method) (CreateYieldTable method) (MergeHistograms method) (MergeShiftedHistograms method) (MLEvaluation method) (MLTraining method) (PlotCutflow method) (PlotCutflowVariablesBase method) (PlotMLResultsBase method) (PlotVariablesBase method) (PrepareMLEvents method) (ProduceColumns method) (ReduceEvents method) (SelectEvents method) (UniteColumns method) wrap() (DotDict class method) wrapped (ArrayFunction.IOFlagged attribute) wrapper_factory() (in module columnflow.tasks.framework.base) Y yscale (PlotBase1D attribute) Z zip_results_and_columns() (MergeSelectionMasks method) zlim (PlotBase2D attribute) zscale (PlotBase2D attribute)