deephyper.problem#

This module provides tools to define hyperparameter and neural architecture search problems. Some features of this module are based on the ConfigSpace project.

Functions

Categorical

Creates a Categorical Hyperparameter.

Float

Create a FloatHyperparameter.

Integer

Create an IntegerHyperparameter.

Classes

AndConjunction

Beta

Represents a beta distribution.

BetaFloatHyperparameter

BetaIntegerHyperparameter

CategoricalHyperparameter

Configuration

ConfigurationSpace

Constant

Distribution

Base distribution type

EqualsCondition

ForbiddenAndConjunction

A ForbiddenAndConjunction.

ForbiddenEqualsClause

A ForbiddenEqualsClause

ForbiddenEqualsRelation

A ForbiddenEquals relation between two hyperparameters.

ForbiddenGreaterThanRelation

A ForbiddenGreaterThan relation between two hyperparameters.

ForbiddenInClause

ForbiddenLessThanRelation

A ForbiddenLessThan relation between two hyperparameters.

GreaterThanCondition

HpProblem

Class to define an hyperparameter problem.

InCondition

LessThanCondition

NaProblem

A Neural Architecture Problem specification for Neural Architecture Search.

Normal

Represents a normal distribution.

NormalFloatHyperparameter

NormalIntegerHyperparameter

NotEqualsCondition

OrConjunction

OrdinalHyperparameter

UnParametrizedHyperparameter

Uniform

A uniform distribution

UniformFloatHyperparameter

UniformIntegerHyperparameter