deephyper.skopt.space.Dimension

class deephyper.skopt.space.Dimension

Bases: object

Base class for search space dimensions.

Methods

inverse_transform	Inverse transform samples from the warped space back into the original space.
rvs	Draw random samples.
set_transformer	Setter for the transformer.
transform	Transform samples form the original space to a warped space.

Attributes

bounds	Bounds before the transform/preprocessing.
is_constant	Test if the dimension is a constant.
name	Name of the dimension.
prior
size	Dimensionality of sampel from the dimension before the transform/preprocessing.
transformed_bounds	Bounds after the transform/preprocessing.
transformed_size	Dimensionality of samples from the dimension after the transform/preprocessing.

property bounds

Bounds before the transform/preprocessing.

inverse_transform(Xt)

Inverse transform samples from the warped space back into the original space.

property is_constant

Test if the dimension is a constant.

property name

Name of the dimension.

rvs(n_samples=1, random_state=None)

Draw random samples.

Args: n_samples : int or None

The number of samples to be drawn.

random_stateint, RandomState instance, or None (default)

Set random state to something other than None for reproducible results.

set_transformer()

Setter for the transformer.

property size

Dimensionality of sampel from the dimension before the transform/preprocessing.

transform(X)

Transform samples form the original space to a warped space.

property transformed_bounds

Bounds after the transform/preprocessing.

property transformed_size

Dimensionality of samples from the dimension after the transform/preprocessing.