EDBOKernelFactory

class baybe.surrogates.gaussian_process.presets.edbo.EDBOKernelFactory[source]

Bases: _PureKernelFactory

A factory providing EDBO kernels, as proposed by [SSL+21].

GitHub repository: https://github.com/b-shields/edbo Prior settings: https://github.com/b-shields/edbo/blob/9b41eac3f6d9e520547702fd5b0c7ef6441625a4/edbo/bro.py#L658

Public methods

__init__([parameter_selector])

Method generated by attrs for class EDBOKernelFactory.

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 EDBOKernelFactory.

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.