GPComponentFactoryProtocol

class baybe.surrogates.gaussian_process.components.generic.GPComponentFactoryProtocol[source]

Bases: Protocol, Generic[_T_co]

A protocol defining the interface for Gaussian process component factories.

Public methods

__init__(*args, **kwargs)

__call__(searchspace, objective, measurements)

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

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:

TypeVar(_T_co, bound= Kernel | FitCriterion, covariant=True)

Returns:

The constructed Gaussian process component.

__init__(*args, **kwargs)