Generators#

GridSamplingGenerator(vocs, n_steps)

Sample an n-dimensional space with a uniform grid.

LineSamplingGenerator(vocs, n_steps)

Sample an n-dimensional space one parameter at a time.

RandomSamplingGenerator(vocs[, ...])

Sample an n-dimensional space with random distributions.

AxSingleFidelityGenerator(vocs[, ...])

Single-fidelity Bayesian optimization using the Ax service API.

AxMultiFidelityGenerator(vocs[, n_init, ...])

Multifidelity Bayesian optimization using the Ax service API.

AxMultitaskGenerator(vocs, lofi_task, hifi_task)

Multitask Bayesian optimization using the Ax developer API.

AxClientGenerator(ax_client[, ...])

Bayesian optimization generator with a user-defined AxClient.