deephyper
DeepHyper: A Python Package for Massively Parallel Hyperparameter Optimization in Machine Learning
File Explorer
Download Latest Version (.zip)- 1-bug-report.yml
- 2-doc-request.yml
- 3-feature-request.yml
- 4-question.yml
- checks.yml
- joss.yml
- tests-core.yml
- tests-macos.yml
- tests-mpi.yml
- tests-redis.yml
- centralized-execution-1-node.png
- centralized-execution-2-nodes.png
- deephyper-generic-components-architecture.png
- distributed-execution-1-node.png
- distributed-execution-2-nodes.png
- mixed-execution-2-nodes.png
- serial-execution-1-node.png
- big.png
- medium.png
- custom.css
- custom.js
- custom-class-template.rst
- custom-module-template.rst
- build_and_release.rst
- contributing.rst
- development.rst
- documentation.rst
- running_tests.rst
- software_architecture.rst
- sphx_glr_plot_black_box_optimization_noisy_thumb.png
- sphx_glr_plot_black_box_optimization_thumb.png
- sphx_glr_plot_constrained_black_box_optimization_chained_sampler_thumb.png
- sphx_glr_plot_constrained_black_box_optimization_thumb.png
- sphx_glr_plot_experimental_design_thumb.png
- sphx_glr_plot_multi_objective_optimization_thumb.png
- sphx_glr_plot_notify_failures_hpo_thumb.png
- sphx_glr_plot_transfer_learning_for_hpo_thumb.png
- sphx_glr_plot_black_box_optimization_001.png
- sphx_glr_plot_black_box_optimization_noisy_001.png
- sphx_glr_plot_constrained_black_box_optimization_001.png
- sphx_glr_plot_constrained_black_box_optimization_002.png
- sphx_glr_plot_constrained_black_box_optimization_chained_sampler_001.png
- sphx_glr_plot_constrained_black_box_optimization_chained_sampler_002.png
- sphx_glr_plot_experimental_design_001.png
- sphx_glr_plot_multi_objective_optimization_001.png
- sphx_glr_plot_multi_objective_optimization_002.png
- sphx_glr_plot_notify_failures_hpo_001.png
- sphx_glr_plot_transfer_learning_for_hpo_001.png
- index.rst
- plot_black_box_optimization.codeobj.json
- plot_black_box_optimization.ipynb
- plot_black_box_optimization.py
- plot_black_box_optimization.py.md5
- plot_black_box_optimization.rst
- plot_black_box_optimization.zip
- plot_black_box_optimization_noisy.codeobj.json
- plot_black_box_optimization_noisy.ipynb
- plot_black_box_optimization_noisy.py
- plot_black_box_optimization_noisy.py.md5
- plot_black_box_optimization_noisy.rst
- plot_black_box_optimization_noisy.zip
- plot_constrained_black_box_optimization.codeobj.json
- plot_constrained_black_box_optimization.ipynb
- plot_constrained_black_box_optimization.py
- plot_constrained_black_box_optimization.py.md5
- plot_constrained_black_box_optimization.rst
- plot_constrained_black_box_optimization.zip
- plot_constrained_black_box_optimization_chained_sampler.codeobj.json
- plot_constrained_black_box_optimization_chained_sampler.ipynb
- plot_constrained_black_box_optimization_chained_sampler.py
- plot_constrained_black_box_optimization_chained_sampler.py.md5
- plot_constrained_black_box_optimization_chained_sampler.rst
- plot_constrained_black_box_optimization_chained_sampler.zip
- plot_experimental_design.codeobj.json
- plot_experimental_design.ipynb
- plot_experimental_design.py
- plot_experimental_design.py.md5
- plot_experimental_design.rst
- plot_experimental_design.zip
- plot_multi_objective_optimization.codeobj.json
- plot_multi_objective_optimization.ipynb
- plot_multi_objective_optimization.py
- plot_multi_objective_optimization.py.md5
- plot_multi_objective_optimization.rst
- plot_multi_objective_optimization.zip
- plot_notify_failures_hpo.codeobj.json
- plot_notify_failures_hpo.ipynb
- plot_notify_failures_hpo.py
- plot_notify_failures_hpo.py.md5
- plot_notify_failures_hpo.rst
- plot_notify_failures_hpo.zip
- plot_transfer_learning_for_hpo.codeobj.json
- plot_transfer_learning_for_hpo.ipynb
- plot_transfer_learning_for_hpo.py
- plot_transfer_learning_for_hpo.py.md5
- plot_transfer_learning_for_hpo.rst
- plot_transfer_learning_for_hpo.zip
- sg_execution_times.rst
- sphx_glr_plot_hpo_for_rf_and_overfitting_thumb.png
- sphx_glr_plot_hpo_text_classification_thumb.png
- sphx_glr_plot_hpo_text_classification_with_stopper_thumb.png
- sphx_glr_plot_hpo_for_rf_and_overfitting_001.png
- sphx_glr_plot_hpo_text_classification_with_stopper_001.png
- index.rst
- plot_hpo_for_rf_and_overfitting.codeobj.json
- plot_hpo_for_rf_and_overfitting.ipynb
- plot_hpo_for_rf_and_overfitting.py
- plot_hpo_for_rf_and_overfitting.py.md5
- plot_hpo_for_rf_and_overfitting.rst
- plot_hpo_for_rf_and_overfitting.zip
- plot_hpo_text_classification.codeobj.json
- plot_hpo_text_classification.ipynb
- plot_hpo_text_classification.py
- plot_hpo_text_classification.py.md5
- plot_hpo_text_classification.rst
- plot_hpo_text_classification.zip
- plot_hpo_text_classification_with_stopper.codeobj.json
- plot_hpo_text_classification_with_stopper.ipynb
- plot_hpo_text_classification_with_stopper.py
- plot_hpo_text_classification_with_stopper.py.md5
- plot_hpo_text_classification_with_stopper.rst
- plot_hpo_text_classification_with_stopper.zip
- sg_execution_times.rst
- sphx_glr_plot_from_serial_to_parallel_hpo_thumb.png
- sphx_glr_plot_profile_worker_utilization_thumb.png
- sphx_glr_plot_queued_evaluator_mpi_thumb.png
- sphx_glr_plot_scaling_bo_thumb.png
- sphx_glr_plot_from_serial_to_parallel_hpo_001.png
- sphx_glr_plot_from_serial_to_parallel_hpo_002.png
- sphx_glr_plot_from_serial_to_parallel_hpo_003.png
- sphx_glr_plot_from_serial_to_parallel_hpo_004.png
- sphx_glr_plot_from_serial_to_parallel_hpo_005.png
- sphx_glr_plot_profile_worker_utilization_001.png
- sphx_glr_plot_scaling_bo_001.png
- sphx_glr_plot_scaling_bo_002.png
- sphx_glr_plot_scaling_bo_003.png
- index.rst
- plot_from_serial_to_parallel_hpo.codeobj.json
- plot_from_serial_to_parallel_hpo.ipynb
- plot_from_serial_to_parallel_hpo.py
- plot_from_serial_to_parallel_hpo.py.md5
- plot_from_serial_to_parallel_hpo.rst
- plot_from_serial_to_parallel_hpo.zip
- plot_profile_worker_utilization.codeobj.json
- plot_profile_worker_utilization.ipynb
- plot_profile_worker_utilization.py
- plot_profile_worker_utilization.py.md5
- plot_profile_worker_utilization.rst
- plot_profile_worker_utilization.zip
- plot_queued_evaluator_mpi.codeobj.json
- plot_queued_evaluator_mpi.ipynb
- plot_queued_evaluator_mpi.py
- plot_queued_evaluator_mpi.py.md5
- plot_queued_evaluator_mpi.rst
- plot_queued_evaluator_mpi.zip
- plot_scaling_bo.codeobj.json
- plot_scaling_bo.ipynb
- plot_scaling_bo.py
- plot_scaling_bo.py.md5
- plot_scaling_bo.rst
- plot_scaling_bo.zip
- sg_execution_times.rst
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_thumb.png
- sphx_glr_plot_nas_deep_ensemble_uq_regression_pytorch_thumb.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_001.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_002.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_003.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_004.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_005.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_006.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_007.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_008.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_009.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_010.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_011.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_012.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_013.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_014.png
- sphx_glr_plot_hpo_tree_ensemble_uq_classification_sklearn_015.png
- sphx_glr_plot_nas_deep_ensemble_uq_regression_pytorch_001.png
- sphx_glr_plot_nas_deep_ensemble_uq_regression_pytorch_002.png
- sphx_glr_plot_nas_deep_ensemble_uq_regression_pytorch_003.png
- sphx_glr_plot_nas_deep_ensemble_uq_regression_pytorch_004.png
- sphx_glr_plot_nas_deep_ensemble_uq_regression_pytorch_005.png
- sphx_glr_plot_nas_deep_ensemble_uq_regression_pytorch_006.png
- sphx_glr_plot_nas_deep_ensemble_uq_regression_pytorch_007.png
- sphx_glr_plot_nas_deep_ensemble_uq_regression_pytorch_008.png
- sphx_glr_plot_nas_deep_ensemble_uq_regression_pytorch_009.png
- index.rst
- plot_hpo_tree_ensemble_uq_classification_sklearn.codeobj.json
- plot_hpo_tree_ensemble_uq_classification_sklearn.ipynb
- plot_hpo_tree_ensemble_uq_classification_sklearn.py
- plot_hpo_tree_ensemble_uq_classification_sklearn.py.md5
- plot_hpo_tree_ensemble_uq_classification_sklearn.rst
- plot_hpo_tree_ensemble_uq_classification_sklearn.zip
- plot_nas_deep_ensemble_uq_regression_pytorch.codeobj.json
- plot_nas_deep_ensemble_uq_regression_pytorch.ipynb
- plot_nas_deep_ensemble_uq_regression_pytorch.py
- plot_nas_deep_ensemble_uq_regression_pytorch.py.md5
- plot_nas_deep_ensemble_uq_regression_pytorch.rst
- plot_nas_deep_ensemble_uq_regression_pytorch.zip
- sg_execution_times.rst
- examples_jupyter.zip
- examples_python.zip
- index.rst
- sg_execution_times.rst
- conda.rst
- index.rst
- jupyter.rst
- pip.rst
- spack.rst
- uv.rst
- api.rst
- conf.py
- faq.rst
- index.rst
- Makefile
- sg_execution_times.rst
- plot_black_box_optimization.py
- plot_black_box_optimization_noisy.py
- plot_constrained_black_box_optimization.py
- plot_constrained_black_box_optimization_chained_sampler.py
- plot_experimental_design.py
- plot_multi_objective_optimization.py
- plot_notify_failures_hpo.py
- plot_transfer_learning_for_hpo.py
- README.rst
- plot_hpo_for_rf_and_overfitting.py
- plot_hpo_text_classification.py
- plot_hpo_text_classification_with_stopper.py
- README.rst
- plot_from_serial_to_parallel_hpo.py
- plot_profile_worker_utilization.py
- plot_queued_evaluator_mpi.py
- plot_scaling_bo.py
- README.rst
- plot_hpo_tree_ensemble_uq_classification_sklearn.py
- plot_nas_deep_ensemble_uq_regression_pytorch.py
- README.rst
- README.rst
- ackley_5d_and_branin_2d.png
- griewank_5d_and_hartmann_6d.png
- levy_5d_and_michal_5d.png
- rosen_5d_and_schwefel_5d.png
- shekel_5d.png
- deephyper-architecture.png
- example-exp-decay.jpg
- random_forest.png
- random_forest_best_split.png
- random_forest_random_split.png
- sanddance_viz.png
- paper.bib
- paper.md
- __init__.py
- _hpo.py
- _paxplot.py
- __init__.py
- _matplotlib.py
- _rank.py
- __init__.py
- _cli.py
- _hpo.py
- utils.py
- __init__.py
- _aggregator.py
- _mean.py
- _mixed_categorical.py
- _mixed_normal.py
- _mode.py
- __init__.py
- _greedy.py
- _online_selector.py
- _selector.py
- _topk.py
- __init__.py
- _ensemble.py
- loss.py
- __init__.py
- _memory_storage.py
- _mpi_win_mutable_mapping.py
- _mpi_win_storage.py
- _null_storage.py
- _ray_storage.py
- _redis_storage.py
- _shared_memory_storage.py
- _storage.py
- __init__.py
- _decorator.py
- _encoder.py
- _evaluator.py
- _job.py
- _loky.py
- _mpi_comm.py
- _nest_asyncio.py
- _process_pool.py
- _queued.py
- _ray.py
- _serial.py
- _thread_pool.py
- callback.py
- mpi.py
- utils.py
- __init__.py
- _cbo.py
- _eds.py
- _problem.py
- _random.py
- _regevo.py
- _search.py
- _solution.py
- gmm.py
- utils.py
- __init__.py
- _predictor_sklearn.py
- __init__.py
- _predictor_torch.py
- __init__.py
- _predictor.py
- __init__.py
- gpr.py
- kernels.py
- __init__.py
- forest.py
- gbrt.py
- __init__.py
- _hv.py
- _multiobjective.py
- _pf.py
- __init__.py
- pymoo_ga.py
- pymoo_mixedga.py
- __init__.py
- optimizer.py
- __init__.py
- base.py
- grid.py
- halton.py
- hammersly.py
- lhs.py
- sobol.py
- __init__.py
- space.py
- transformers.py
- __init__.py
- acquisition.py
- joblib.py
- utils.py
- __init__.py
- _bayesian_regression.py
- __init__.py
- _asha_stopper.py
- _const_stopper.py
- _idle_stopper.py
- _lcmodel_stopper.py
- _median_stopper.py
- _stopper.py
- __init__.py
- _command.py
- _parse_result.py
- _print.py
- __init__.py
- __version__.py
- test_analysis.py
- test_mean_aggregator.py
- test_mixed_categorical_aggregator.py
- test_mixed_normal_aggregator.py
- test_mode_aggregator.py
- test_greedy.py
- test_topk.py
- test_ensemble_predictor.py
- test_loss.py
- start_redis.sh
- test_memory_storage.py
- test_mpi_win_storage.py
- test_null_storage.py
- test_ray_storage.py
- test_redis_storage.py
- test_shared_memory_storage.py
- test__callback.py
- test__decorator.py
- test__evaluator.py
- test__local_pickling.py
- test__memory_limit.py
- test_mpi_comm_evaluator.py
- test_queued_evaluator.py
- test__cbo.py
- test__cbo_mpi.py
- test__gmm_sampler.py
- test__random.py
- test__regevo.py
- test__solution.py
- test_cbo_acq_optimizer.py
- test_hp_problem.py
- test_parallel_cbo_manual.py
- test_search_params.py
- test_search_timeout.py
- test_search_without_csv.py
- test_predictor.py
- test_predictor_sklearn.py
- test_predictor_torch.py
- test__idle_stopper.py
- test__lce_stopper.py
- test__median_stopper.py
- test__sha_stopper.py
- conftest.py
- test_quickstart.py
- .gitattributes
- .gitignore
- .readthedocs.yaml
- CITATION.cff
- CONTRIBUTING.md
- LICENSE
- pyproject.toml
- README.md
// repository documentation
Was this content helpful?
(0 ratings)