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 _PureKernelFactory.
from_dict(dictionary)	Create an object from its dictionary representation.
from_json(source, /)	Create an object from its JSON representation.
get_parameter_names(searchspace)	Get the names of the parameters to be considered by the kernel.
to_dict()	Create an object's dictionary representation.
to_json([sink, overwrite])	Create an object's JSON representation.

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 | None = None)

Method generated by attrs for class _PureKernelFactory.

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

classmethod from_dict(dictionary: dict)

Create an object from its dictionary representation.

Parameters:

dictionary (dict) – The dictionary representation.

Return type:

TypeVar(_T, bound= SerialMixin)

Returns:

The reconstructed object.

classmethod from_json(source: str | Path | SupportsRead[str], /)

Create an object from its JSON representation.

Parameters:

source (Union[str, Path, SupportsRead[str]]) –

The JSON source. Can be:

• A string containing JSON content.

• A file path or Path object pointing to a JSON file.

• A file-like object with a read() method.

Raises:

ValueError – If source is not one of the allowed types.

Return type:

TypeVar(_T, bound= SerialMixin)

Returns:

The reconstructed object.

get_parameter_names(searchspace: SearchSpace)

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

Return type:

tuple[str, ...]

to_dict()

Create an object’s dictionary representation.

Return type:

dict

Returns:

The dictionary representation of the object.

to_json(sink: str | Path | SupportsWrite[str] | None = None, /, *, overwrite: bool = False, **kwargs: Any)

Create an object’s JSON representation.

Parameters:

• sink (Union[str, Path, SupportsWrite[str], None]) –

  The JSON sink. Can be:

  • None (only returns the JSON string).

  • A file path or Path object pointing to a location where to write the JSON content.

  • A file-like object with a write() method.

• overwrite (bool) – Boolean flag indicating if to overwrite the file if it already exists. Only relevant if sink is a file path or Path object.

• **kwargs (Any) – Additional keyword arguments to pass to json.dumps().

Raises:

FileExistsError – If sink points to an already existing file but overwrite is False.

Return type:

str

Returns:

The JSON representation as a string.

parameter_selector: ParameterSelectorProtocol | None

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