Generators#

GridSamplingGenerator(varying_parameters, ...)

Sample an n-dimensional space with a uniform grid.

LineSamplingGenerator(varying_parameters, ...)

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

RandomSamplingGenerator(varying_parameters, ...)

Sample an n-dimensional space with random distributions.

AxSingleFidelityGenerator(...[, ...])

Single-fidelity Bayesian optimization using the Ax service API.

AxMultiFidelityGenerator(varying_parameters, ...)

Multifidelity Bayesian optimization using the Ax service API.

AxMultitaskGenerator(varying_parameters, ...)

Multitask Bayesian optimization using the Ax developer API.

AxClientGenerator(ax_client[, ...])

Bayesian optimization generator with a user-defined AxClient.