SmoothedEDBOKernelFactory

class baybe.surrogates.gaussian_process.presets.edbo_smoothed.SmoothedEDBOKernelFactory

Bases: _PureKernelFactory

A factory providing smoothed versions of EDBO kernels (adapted from [SSL+21]).

Takes the low and high dimensional limits of baybe.surrogates.gaussian_process.presets.edbo.EDBOKernelFactory and interpolates the prior moments linearly in between.

Public methods

__init__([parameter_selector])	Method generated by attrs for class SmoothedEDBOKernelFactory.
get_parameter_names(searchspace)	Get the names of the parameters to be considered by the kernel.

Public attributes and properties

parameter_selector

An optional selector to specify which parameters are considered by the kernel.

__init__(parameter_selector: str | type[Parameter] | Collection[str] | Collection[type[Parameter]] | ParameterSelectorProtocol = NOTHING)

Method generated by attrs for class SmoothedEDBOKernelFactory.

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

get_parameter_names(searchspace: SearchSpace)

Get the names of the parameters to be considered by the kernel.

Return type:

tuple[str, ...]

parameter_selector: ParameterSelectorProtocol | None

An optional selector to specify which parameters are considered by the kernel.