Integrating with Optuna¶

Optuna is an open source hyperparameter optimization framework. Currently, there is limited support for using pyribs in Optuna via plugins that are available on OptunaHub:

• CMA-MAE Sampler provides an Optuna sampler that uses CMA-MAE as implemented in pyribs. This enables one to search for diverse, high-performing hyperparameters using CMA-MAE.

• Pyribs Visualization Wrappers provides wrappers around pyribs visualization tools, enabling visualizing results from the CMA-MAE sampler.

For more information, please refer to the documentation for these plugins and to the more general Optuna documentation.