DiscreteParameter

class baybe.parameters.base.DiscreteParameter[source]

Bases: Parameter, ABC

Abstract class for discrete parameters.

Public methods

__init__(name)

Method generated by attrs for class DiscreteParameter.

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.

to_searchspace()

Create a one-dimensional search space from the parameter.

to_subspace()

Create a one-dimensional search space from the parameter.

transform(series, /)

Transform parameter values from experimental to computational representation.

Public attributes and properties

comp_df

Return the computational representation of the parameter.

is_continuous

Boolean indicating if this is a continuous parameter.

is_discrete

Boolean indicating if this is a discrete parameter.

values

The values the parameter can take.

encoding

An optional encoding for the parameter.

is_numerical

Class variable encoding whether this parameter is numeric.

name

The name of the parameter

__init__(name: str)

Method generated by attrs for class DiscreteParameter.

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)[source]

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()[source]

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.

to_searchspace()

Create a one-dimensional search space from the parameter.

Return type:

SearchSpace

to_subspace()[source]

Create a one-dimensional search space from the parameter.

Return type:

SubspaceDiscrete

transform(series: Series, /)[source]

Transform parameter values from experimental to computational representation.

Parameters:

series (Series) – The parameter values to be transformed.

Return type:

DataFrame

Returns:

The transformed parameter values.

property comp_df: DataFrame

Return the computational representation of the parameter.

encoding: ParameterEncoding | None

An optional encoding for the parameter.

property is_continuous: bool

Boolean indicating if this is a continuous parameter.

property is_discrete: bool

Boolean indicating if this is a discrete parameter.

is_numerical: ClassVar[bool]

Class variable encoding whether this parameter is numeric.

name: str

The name of the parameter

abstract property values: tuple

The values the parameter can take.