Target

class baybe.targets.base.Target[source]

Bases: ABC, SerialMixin

Abstract base class for all target variables.

Stores information about the range, transformations, etc.

Public methods

__init__(name, *[, metadata])

Method generated by attrs for class Target.

from_dict(dictionary)

Create an object from its dictionary representation.

from_json(string)

Create an object from its JSON representation.

summary()

Return a custom summarization of the target.

to_dict()

Create an object's dictionary representation.

to_json()

Create an object's JSON representation.

to_objective()

Create a single-task objective from the target.

transform(series, /)

Transform target measurements to computational representation.

Public attributes and properties

name

The name of the target.

metadata

Optional metadata containing description, unit, and other information.

description

The description of the target.

unit

The unit of measurement for the target.

__init__(name: str, *, metadata=NOTHING)

Method generated by attrs for class Target.

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.

abstract summary()[source]

Return a custom summarization of the target.

Return type:

dict

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.

to_objective()[source]

Create a single-task objective from the target.

Return type:

SingleTargetObjective

abstract transform(series: Series, /)[source]

Transform target measurements to computational representation.

Parameters:

series (Series) – The target measurements in experimental representation to be transformed.

Return type:

Series

Returns:

A series containing the transformed measurements. The series name matches that of the input.

property description: str | None

The description of the target.

metadata: MeasurableMetadata

Optional metadata containing description, unit, and other information.

name: str

The name of the target.

property unit: str | None

The unit of measurement for the target.