Objective

class baybe.objectives.base.Objective

Bases: ABC, SerialMixin

Abstract base class for all objectives.

Public methods

__init__()	Method generated by attrs for class Objective.
from_dict(dictionary)	Create an object from its dictionary representation.
from_json(string)	Create an object from its JSON representation.
to_dict()	Create an object's dictionary representation.
to_json()	Create an object's JSON representation.
transform(data)	Transform target values from experimental to computational representation.

Public attributes and properties

targets

The targets included in the objective.

__init__()

Method generated by attrs for class Objective.

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_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.

abstract transform(data: DataFrame)

Transform target values from experimental to computational representation.

Parameters:

data (DataFrame) – The data to be transformed. Must contain columns for all targets but can contain additional columns.

Return type:

DataFrame

Returns:

A new dataframe with the targets in computational representation.

abstract property targets: tuple[Target, ...]

The targets included in the objective.