ChenMeanFactory

class baybe.surrogates.gaussian_process.presets.chen.ChenMeanFactory[source]

Bases: LazyConstantMeanFactory

A factory providing mean functions for the Chen preset.

Public methods

__init__()

Method generated by attrs for class LazyConstantMeanFactory.

__call__(searchspace, objective, measurements)

Create a Gaussian process component for the given recommendation context.
__call__(searchspace: SearchSpace, objective: Objective, measurements: DataFrame)

Create a Gaussian process component for the given recommendation context.

Parameters:

  • searchspace (SearchSpace) – The optimization search space.

  • objective (Objective) – The optimization objective.

  • measurements (DataFrame) – The available experimentation data.

Return type:

GPyTorchMean

Returns:

The constructed Gaussian process component.

__init__()

Method generated by attrs for class LazyConstantMeanFactory.

For details on the parameters, see Public attributes and properties.