AcquisitionFunction

class baybe.acquisition.base.AcquisitionFunction

Bases: ABC, SerialMixin

Abstract base class for all acquisition functions.

Public methods

__init__()	Method generated by attrs for class AcquisitionFunction.
from_dict(dictionary)	Create an object from its dictionary representation.
from_json(string)	Create an object from its JSON representation.
to_botorch(surrogate, searchspace, train_x, ...)	Create the botorch-ready representation of the function.
to_dict()	Create an object's dictionary representation.
to_json()	Create an object's JSON representation.

Public attributes and properties

abbreviation

An alternative name for type resolution.

__init__()

Method generated by attrs for class AcquisitionFunction.

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)

Returns:

The reconstructed object.

classmethod from_json(string: str)

Create an object from its JSON representation.

Parameters:

string (str) – The JSON representation of the object.

Return type:

TypeVar(_T)

Returns:

The reconstructed object.

to_botorch(surrogate: Surrogate, searchspace: SearchSpace, train_x: DataFrame, train_y: DataFrame)

Create the botorch-ready representation of the function.

to_dict()

Create an object’s dictionary representation.

Return type:

dict

to_json()

Create an object’s JSON representation.

Return type:

str

Returns:

The JSON representation as a string.

abbreviation: ClassVar[str]

An alternative name for type resolution.