deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga

deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga#

Mixed-Integer genetic-algorithm optimization for the acquisition function.

Functions

convert_space_to_pymoo_mixed

Convert a DeepHyper space to a pymoo space.

minimize

Minimization of function of one or more variables, objectives and constraints.

Classes

Choice

Class for the representation of a discrete, subset decision variable.

Config

The configuration of this package in general providing the place for declaring global variables.

ConfigSpaceRepair

Pymoo repair operator for ConfigSpace conditions/forbiddens.

DefaultMixedTermination

Pymoo custom termination criteria for mixed-integer problem.

DefaultSingleObjectiveMixedTermination

Pymoo custom default single objectived mixed-integer termination criteria.

ElementwiseProblem

Integer

Class for the representation of bounded, integer decision variables.

MaximumFunctionCallTermination

MaximumGenerationTermination

MixedGAPymooAcqOptimizer

Mixed-Integer GA optimizer using Pymoo.

MixedVariableDuplicateElimination

MixedVariableGA

MixedVariableMating

OrderedDict

Dictionary that remembers insertion order

Population

Problem

PyMOOMixedElementWiseProblem

Pymoo mixed-integer problem definition (element-wise).

PyMOOMixedVectorizedProblem

Pymoo mixed-integer problem definition (vectorized).

Real

Class for the representation of bounded, real decision variables.

Repair

RobustTermination

SingleObjectiveSpaceTermination

Termination