API Reference#
columnflow.calibrationcolumnflow.categorizationcolumnflow.categorizationcolumnflow.inferenceParameterTypeParameterTransformationParameterTransformationsFlowStrategyInferenceModelInferenceModel.nameInferenceModel.config_instInferenceModel.config_callbacksInferenceModel.modelInferenceModel.YamlDumperInferenceModel.inference_model()InferenceModel.model_spec()InferenceModel.category_spec()InferenceModel.process_spec()InferenceModel.parameter_spec()InferenceModel.parameter_group_spec()InferenceModel.require_shapes_for_parameter()InferenceModel.to_yaml()InferenceModel.pprint()InferenceModel.get_categories()InferenceModel.get_category()InferenceModel.has_category()InferenceModel.add_category()InferenceModel.remove_category()InferenceModel.get_processes()InferenceModel.get_process()InferenceModel.has_process()InferenceModel.add_process()InferenceModel.remove_process()InferenceModel.get_parameters()InferenceModel.get_parameter()InferenceModel.has_parameter()InferenceModel.add_parameter()InferenceModel.remove_parameter()InferenceModel.get_parameter_groups()InferenceModel.get_parameter_group()InferenceModel.has_parameter_group()InferenceModel.add_parameter_group()InferenceModel.remove_parameter_group()InferenceModel.add_parameter_to_group()InferenceModel.remove_parameter_from_groups()InferenceModel.get_categories_with_process()InferenceModel.get_processes_with_parameter()InferenceModel.get_categories_with_parameter()InferenceModel.get_groups_with_parameter()InferenceModel.cleanup()InferenceModel.remove_empty_categories()InferenceModel.remove_dangling_parameters_from_groups()InferenceModel.remove_empty_parameter_groups()InferenceModel.iter_processes()InferenceModel.iter_parameters()InferenceModel.scale_process()
inference_model()
columnflow.mlMLModelMLModel.single_configMLModel.foldsMLModel.store_nameMLModel.analysis_instMLModel.parametersMLModel.used_datasetsMLModel.used_columnsMLModel.produced_columnsMLModel.single_configMLModel.foldsMLModel.store_nameMLModel.preparation_producer_in_ml_evaluationMLModel.init_attributesMLModel.config_instMLModel.parameters_reprMLModel.parameter_pairs()MLModel.accepts_scheduler_messagesMLModel.get_scheduler_messages()MLModel.used_columnsMLModel.produced_columnsMLModel.used_datasetsMLModel.setup()MLModel.requires()MLModel.training_configs()MLModel.training_calibrators()MLModel.training_selector()MLModel.training_producers()MLModel.preparation_producer()MLModel.sandbox()MLModel.datasets()MLModel.uses()MLModel.produces()MLModel.output()MLModel.open_model()MLModel.train()MLModel.evaluate()
columnflow.plottingplot_allplot_functions_1dplot_functions_2dplot_utilget_cms_label()round_dynamic()inject_label()apply_settings()hists_merge_cutflow_steps()apply_process_settings()remove_label_placeholders()apply_variable_settings()use_flow_bins()apply_density_to_hists()remove_residual_axis()prepare_style_config()prepare_stack_plot_config()get_position()join_labels()reduce_with()broadcast_1d_to_nd()broadcast_nminus1d_to_nd()get_profile_width()get_profile_variations()blind_sensitive_bins()
columnflow.productioncolumnflow.selectioncolumnflow.taskscolumnflow.weightcolumnflow.columnar_utilEMPTY_INTEMPTY_FLOATmandatory_coffea_columnsdefault_coffea_collectionsItemEvaleval_itemRouteRoute.fieldsRoute.columnRoute.nano_columnRoute.string_columnRoute.string_nano_columnRoute.DOT_SEPRoute.NANO_SEPRoute.slice_to_str()Route.join()Route.join_nano()Route.split()Route.split_nano()Route.fieldsRoute.columnRoute.nano_columnRoute.string_columnRoute.string_nano_columnRoute.add()Route.pop()Route.reverse()Route.copy()Route.apply()
ColumnCollectionget_ak_routes()has_ak_column()set_ak_column()remove_ak_column()add_ak_alias()add_ak_aliases()update_ak_array()flatten_ak_array()sort_ak_fields()sorted_ak_to_parquet()sorted_ak_to_root()sorted_indices_from_mask()mask_from_indices()full_like()fill_at()attach_behavior()attach_coffea_behavior()layout_ak_array()flat_np_view()ak_copy()RouteFilterArrayFunctionArrayFunction.usesArrayFunction.producesArrayFunction.AUTOArrayFunction.USESArrayFunction.PRODUCESArrayFunction.check_used_columnsArrayFunction.check_produced_columnsArrayFunction.uses_instancesArrayFunction.produces_instancesArrayFunction.depsArrayFunction.deps_kwargsArrayFunction.call_funcArrayFunction.usesArrayFunction.producesArrayFunction.IOFlagArrayFunction.IOFlaggedArrayFunction.DeferredColumnArrayFunction.AUTOArrayFunction.USESArrayFunction.PRODUCESArrayFunction.call()ArrayFunction.init()ArrayFunction.skip()ArrayFunction.check_used_columnsArrayFunction.check_produced_columnsArrayFunction.log_runtimeArrayFunction.call_funcArrayFunction.init_funcArrayFunction.skip_funcArrayFunction.has_dep()ArrayFunction.walk_deps()ArrayFunction.deferred_init()ArrayFunction.create_dependencies()ArrayFunction.instantiate_dependency()ArrayFunction.get_dependencies()ArrayFunction.used_columnsArrayFunction.produced_columns
deferred_column()tagged_column()optional_column()skip_column()TaskArrayFunctionTaskArrayFunction.shiftsTaskArrayFunction.shifts_instancesTaskArrayFunction.all_shiftsTaskArrayFunction.setup_funcTaskArrayFunction.sandboxTaskArrayFunction.call_forceTaskArrayFunction.pick_cached_resultTaskArrayFunction.shiftsTaskArrayFunction.requires()TaskArrayFunction.setup()TaskArrayFunction.requires_funcTaskArrayFunction.setup_funcTaskArrayFunction.sandboxTaskArrayFunction.call_forceTaskArrayFunction.max_chunk_sizeTaskArrayFunction.pick_cached_result()TaskArrayFunction.instantiate_dependency()TaskArrayFunction.all_shiftsTaskArrayFunction.run_requires()TaskArrayFunction.run_setup()TaskArrayFunction.get_sandbox()TaskArrayFunction.get_min_chunk_size()
NoThreadPoolTaskQueueDaskArrayReaderChunkedIOHandlerChunkedIOHandler.SourceHandlerChunkedIOHandler.ChunkPositionChunkedIOHandler.ReadResultChunkedIOHandler.default_chunk_sizeChunkedIOHandler.default_pool_sizeChunkedIOHandler.create_chunk_position()ChunkedIOHandler.get_source_handler()ChunkedIOHandler.open_uproot_root()ChunkedIOHandler.close_uproot_root()ChunkedIOHandler.read_uproot_root()ChunkedIOHandler.open_coffea_root()ChunkedIOHandler.close_coffea_root()ChunkedIOHandler.read_coffea_root()ChunkedIOHandler.open_coffea_parquet()ChunkedIOHandler.close_coffea_parquet()ChunkedIOHandler.read_coffea_parquet()ChunkedIOHandler.open_awkward_parquet()ChunkedIOHandler.close_awkward_parquet()ChunkedIOHandler.read_awkward_parquet()ChunkedIOHandler.n_chunksChunkedIOHandler.closedChunkedIOHandler.open()ChunkedIOHandler.close()ChunkedIOHandler.queue()
columnflow.config_utilcolumnflow.typescolumnflow.utilUNSETprimesmaybe_import()import_plt()import_ROOT()import_file()ipython_shell()create_random_name()expand_path()real_path()ensure_dir()wget()call_thread()call_proc()ensure_proxy()dev_sandbox()freeze()memoize()safe_div()try_float()try_complex()try_int()maybe_int()is_pattern()is_regex()pattern_matcher()dict_add_strict()get_source_code()DotDictMockModuleFunctionArgsClassPropertyDescriptorclassproperty()DerivableMetaDerivableKeyValueMessageload_correction_set()