├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ ├── doc_request.md │ ├── feature_request.md │ └── ux_request.md ├── PULL_REQUEST_TEMPLATE.md ├── dependabot.yml └── workflows │ ├── docs.yml │ ├── pre-commit.yml │ ├── release.yml │ └── test.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CHANGELOG.md ├── CITATION.cff ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── docs ├── .icons │ └── automl_org.svg ├── api │ └── index.md ├── api_generator.py ├── assets │ └── automl_org.png ├── changelog.md ├── contributing.md ├── example_runner.py ├── examples │ └── index.md ├── guides │ ├── index.md │ ├── optimization.md │ ├── pipelines.md │ └── scheduling.md ├── hooks │ ├── cleanup_log_output.py │ ├── debug_which_page_is_being_rendered.py │ └── disable_markdown_exec.py ├── images │ ├── Untitled-2023-03-26-1402.excalidraw.svg │ ├── canvas.excalidraw │ ├── pipeline-guide-choice-configure.excalidraw.svg │ ├── pipeline-guide-choice.excalidraw.svg │ ├── pipeline-guide-component-flow.svg │ ├── pipeline-guide-configuring-component.svg │ ├── pipeline-guide-overview.excalidraw.svg │ ├── pipeline-guide-simple-pipeline.svg │ ├── pipeline-guide-split.svg │ ├── scheduler-guide-events.svg │ ├── scheduler-guide-first.svg │ ├── wandb_plugin.jpg │ └── wandb_simple.jpg ├── index.md ├── reference │ ├── data │ │ ├── buckets.md │ │ └── index.md │ ├── index.md │ ├── metalearning │ │ └── index.md │ ├── optimization │ │ ├── history.md │ │ ├── metrics.md │ │ ├── optimizers.md │ │ ├── profiling.md │ │ └── trials.md │ ├── pipelines │ │ ├── builders.md │ │ ├── pipeline.md │ │ └── spaces.md │ └── scheduling │ │ ├── events.md │ │ ├── executors.md │ │ ├── plugins.md │ │ ├── queue_monitor.md │ │ ├── scheduler.md │ │ └── task.md └── stylesheets │ └── custom.css ├── examples ├── dask-jobqueue.py ├── hpo.py ├── hpo_with_ensembling.py ├── index.md ├── pytorch-example.py └── sklearn-hpo-cv.py ├── justfile ├── mkdocs.yml ├── pyproject.toml ├── src └── amltk │ ├── __init__.py │ ├── __version__.py │ ├── _asyncm.py │ ├── _doc.py │ ├── _functional.py │ ├── _richutil │ ├── __init__.py │ ├── renderable.py │ ├── renderers │ │ ├── __init__.py │ │ ├── _make_column_selector.py │ │ ├── executors.py │ │ └── function.py │ └── util.py │ ├── _util.py │ ├── data │ ├── __init__.py │ ├── conversions.py │ ├── dtype_reduction.py │ └── measure.py │ ├── distances.py │ ├── ensembling │ ├── __init__.py │ └── weighted_ensemble_caruana.py │ ├── exceptions.py │ ├── metalearning │ ├── __init__.py │ ├── dataset_distances.py │ ├── metafeatures.py │ └── portfolio.py │ ├── optimization │ ├── __init__.py │ ├── evaluation.py │ ├── history.py │ ├── metric.py │ ├── optimizer.py │ ├── optimizers │ │ ├── __init__.py │ │ ├── neps.py │ │ ├── optuna.py │ │ ├── random_search.py │ │ └── smac.py │ └── trial.py │ ├── options.py │ ├── pipeline │ ├── __init__.py │ ├── builders │ │ ├── __init__.py │ │ └── sklearn.py │ ├── components.py │ ├── node.py │ ├── ops.py │ ├── parsers │ │ ├── __init__.py │ │ ├── configspace.py │ │ └── optuna.py │ └── xgboost.py │ ├── profiling │ ├── __init__.py │ ├── memory.py │ ├── profiler.py │ └── timing.py │ ├── py.typed │ ├── pytorch │ ├── __init__.py │ └── builders.py │ ├── randomness.py │ ├── scheduling │ ├── __init__.py │ ├── events.py │ ├── executors │ │ ├── __init__.py │ │ ├── dask_jobqueue.py │ │ └── sequential_executor.py │ ├── plugins │ │ ├── __init__.py │ │ ├── comm.py │ │ ├── emissions_tracker_plugin.py │ │ ├── limiter.py │ │ ├── plugin.py │ │ ├── pynisher.py │ │ ├── threadpoolctl.py │ │ ├── wandb.py │ │ └── warning_filter.py │ ├── queue_monitor.py │ ├── scheduler.py │ ├── task.py │ └── termination_strategies.py │ ├── sklearn │ ├── __init__.py │ ├── data.py │ ├── estimators.py │ ├── evaluation.py │ └── voting.py │ ├── store │ ├── __init__.py │ ├── bucket.py │ ├── drop.py │ ├── loader.py │ ├── paths │ │ ├── __init__.py │ │ ├── path_bucket.py │ │ └── path_loaders.py │ └── stored.py │ └── types.py └── tests ├── __init__.py ├── conftest.py ├── data ├── __init__.py ├── test_dtype_reduction.py └── test_measure.py ├── metalearning ├── __init__.py ├── test_dataset_distances.py ├── test_metafeatures.py └── test_portfolio.py ├── optimizers ├── __init__.py ├── test_history.py ├── test_metric.py └── test_optimizers.py ├── pipeline ├── __init__.py ├── parsing │ ├── __init__.py │ ├── test_configspace_parsing.py │ └── test_optuna_parser.py ├── test_as_node.py ├── test_choice.py ├── test_component.py ├── test_configuring.py ├── test_frozen.py ├── test_join.py ├── test_node.py ├── test_ops.py ├── test_optimize.py ├── test_request.py ├── test_searchable.py ├── test_sequential.py ├── test_split.py └── test_xgboost.py ├── pytorch ├── __init__.py ├── common.py ├── test_build_model_from_pipeline.py ├── test_match_chosen_dimensions.py └── test_match_dimensions.py ├── scheduling ├── __init__.py ├── plugins │ ├── __init__.py │ ├── test_call_limiter_plugin.py │ ├── test_comm_plugin.py │ ├── test_pynisher_plugin.py │ └── 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