[14893] | 1 | using HeuristicLab.Common;
|
---|
| 2 | using HeuristicLab.Core;
|
---|
| 3 | using HeuristicLab.Encodings.RealVectorEncoding;
|
---|
| 4 | using HeuristicLab.Optimization;
|
---|
| 5 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
| 6 |
|
---|
| 7 | namespace HeuristicLab.Algorithms.SAPBA {
|
---|
| 8 | [StorableClass]
|
---|
| 9 | [Item("Surrogate problem (single-objective)", "Wrapper for a problem that allows surrogate models to mitigate some of the work")]
|
---|
| 10 | public class SurrogateProblem : SingleObjectiveBasicProblem<RealVectorEncoding> {
|
---|
| 11 |
|
---|
| 12 | [Storable]
|
---|
| 13 | private ISurrogateStrategy Strategy;
|
---|
| 14 |
|
---|
| 15 | #region HLConstructors
|
---|
| 16 | [StorableConstructor]
|
---|
| 17 | protected SurrogateProblem(bool deserializing) : base(deserializing) { }
|
---|
| 18 | [StorableHook(HookType.AfterDeserialization)]
|
---|
| 19 | private void AfterDeserialization() { }
|
---|
| 20 | protected SurrogateProblem(SurrogateProblem original, Cloner cloner) : base(original, cloner) {
|
---|
| 21 | Strategy = original?.Strategy;
|
---|
| 22 | }
|
---|
| 23 | public override IDeepCloneable Clone(Cloner cloner) { return new SurrogateProblem(this, cloner); }
|
---|
| 24 | public SurrogateProblem() {
|
---|
| 25 | }
|
---|
| 26 | #endregion
|
---|
| 27 |
|
---|
| 28 | public override double Evaluate(Individual individual, IRandom random) {
|
---|
| 29 | return Strategy.Evaluate(individual.RealVector(), random);
|
---|
| 30 | }
|
---|
| 31 | public override void Analyze(Individual[] individuals, double[] qualities, ResultCollection results, IRandom random) {
|
---|
| 32 | base.Analyze(individuals, qualities, results, random);
|
---|
| 33 | Strategy.Analyze(individuals, qualities, results, random);
|
---|
| 34 | }
|
---|
| 35 |
|
---|
| 36 | public override bool Maximization { get; }
|
---|
| 37 |
|
---|
| 38 | public void SetStrategy(ISurrogateStrategy strategy) {
|
---|
| 39 | Strategy = strategy;
|
---|
| 40 | }
|
---|
| 41 | public void SetProblem(SingleObjectiveBasicProblem<IEncoding> expensiveProblem) {
|
---|
| 42 | if (expensiveProblem != null) Encoding = expensiveProblem.Encoding as RealVectorEncoding;
|
---|
| 43 | }
|
---|
| 44 |
|
---|
| 45 | }
|
---|
| 46 | } |
---|