TaskParameter

class baybe.parameters.categorical.TaskParameter[source]

Bases: CategoricalParameter

Parameter class for task parameters.

Public methods

__init__(name, values[, active_values])

Method generated by attrs for class TaskParameter.

from_dict(dictionary)

Create an object from its dictionary representation.

from_json(string)

Create an object from its JSON representation.

is_in_range(item)

Return whether an item is within the parameter range.

summary()

Return a custom summarization of the parameter.

to_dict()

Create an object's dictionary representation.

to_json()

Create an object's JSON representation.

transform_rep_exp2comp(data)

Transform data from experimental to computational representation.

Public attributes and properties

comp_df

Return the computational representation of the parameter.

is_numeric

Class variable encoding whether this parameter is numeric.

values

The values of the parameter.

active_values

An optional list of values describing for which tasks recommendations should be given.

encoding

An optional encoding for the parameter.

name

The name of the parameter

__init__(name: str, values, active_values=NOTHING)

Method generated by attrs for class TaskParameter.

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.

is_in_range(item: Any)

Return whether an item is within the parameter range.

Parameters:

item (Any) – The item to be checked.

Return type:

bool

Returns:

True if the item is within the parameter range, False otherwise.

summary()

Return a custom summarization of the parameter.

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.

transform_rep_exp2comp(data: Series)

Transform data from experimental to computational representation.

Parameters:

data (Series) – Data to be transformed.

Return type:

DataFrame

Returns:

The transformed version of the data.

active_values: tuple

An optional list of values describing for which tasks recommendations should be given. By default, all parameters are considered active.

property comp_df: DataFrame

Return the computational representation of the parameter.

encoding: CategoricalEncoding

An optional encoding for the parameter.

is_numeric: ClassVar[bool] = False

Class variable encoding whether this parameter is numeric.

name: str

The name of the parameter

property values: tuple

The values of the parameter.