[10753] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[17226] | 3 | * Copyright (C) Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[10753] | 4 | *
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| 5 | * This file is part of HeuristicLab.
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| 6 | *
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| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
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| 8 | * it under the terms of the GNU General Public License as published by
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| 9 | * the Free Software Foundation, either version 3 of the License, or
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| 10 | * (at your option) any later version.
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| 11 | *
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| 12 | * HeuristicLab is distributed in the hope that it will be useful,
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| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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| 15 | * GNU General Public License for more details.
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| 16 | *
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| 17 | * You should have received a copy of the GNU General Public License
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| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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| 19 | */
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| 20 | #endregion
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| 21 |
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[16692] | 22 | using System;
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[11786] | 23 | using System.Collections.Generic;
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[10753] | 24 | using System.Linq;
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[17320] | 25 | using System.Threading;
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[16751] | 26 | using HEAL.Attic;
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[10753] | 27 | using HeuristicLab.Common;
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| 28 | using HeuristicLab.Core;
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[11753] | 29 | using HeuristicLab.Data;
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| 30 | using HeuristicLab.Parameters;
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[10753] | 31 |
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[11949] | 32 | namespace HeuristicLab.Optimization {
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[16723] | 33 | [StorableType("2697320D-0259-44BB-BD71-7EE1B10F664C")]
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[16751] | 34 | public abstract class SingleObjectiveProblem<TEncoding, TEncodedSolution> :
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| 35 | Problem<TEncoding, TEncodedSolution, SingleObjectiveEvaluator<TEncodedSolution>>,
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| 36 | ISingleObjectiveProblem<TEncoding, TEncodedSolution>,
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| 37 | ISingleObjectiveProblemDefinition<TEncoding, TEncodedSolution>
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[17699] | 38 | where TEncoding : class, IEncoding
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[16751] | 39 | where TEncodedSolution : class, IEncodedSolution {
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[11990] | 40 |
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[17356] | 41 | [Storable] protected IValueParameter<DoubleValue> BestKnownQualityParameter { get; private set; }
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| 42 | [Storable] protected IValueParameter<BoolValue> MaximizationParameter { get; private set; }
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[11990] | 43 |
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| 44 | public double BestKnownQuality {
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| 45 | get {
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| 46 | if (BestKnownQualityParameter.Value == null) return double.NaN;
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| 47 | return BestKnownQualityParameter.Value.Value;
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| 48 | }
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| 49 | set {
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[13437] | 50 | if (double.IsNaN(value)) {
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| 51 | BestKnownQualityParameter.Value = null;
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| 52 | return;
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| 53 | }
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[11990] | 54 | if (BestKnownQualityParameter.Value == null) BestKnownQualityParameter.Value = new DoubleValue(value);
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| 55 | else BestKnownQualityParameter.Value.Value = value;
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| 56 | }
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| 57 | }
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| 58 |
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[17270] | 59 | public bool Maximization {
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| 60 | get { return MaximizationParameter.Value.Value; }
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| 61 | protected set {
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[17317] | 62 | if (Maximization == value) return;
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[17567] | 63 | MaximizationParameter.Value = new BoolValue(value, @readonly: true);
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[17270] | 64 | }
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| 65 | }
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| 66 |
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[10753] | 67 | [StorableConstructor]
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[16723] | 68 | protected SingleObjectiveProblem(StorableConstructorFlag _) : base(_) { }
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[10753] | 69 |
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[16751] | 70 | protected SingleObjectiveProblem(SingleObjectiveProblem<TEncoding, TEncodedSolution> original, Cloner cloner)
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[10753] | 71 | : base(original, cloner) {
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[17270] | 72 | BestKnownQualityParameter = cloner.Clone(original.BestKnownQualityParameter);
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| 73 | MaximizationParameter = cloner.Clone(original.MaximizationParameter);
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[17570] | 74 | Parameterize();
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[17546] | 75 | RegisterEventHandlers();
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[10753] | 76 | }
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[17279] | 77 |
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[16806] | 78 | protected SingleObjectiveProblem(TEncoding encoding) : base(encoding) {
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[17270] | 79 | Parameters.Add(MaximizationParameter = new ValueParameter<BoolValue>("Maximization", "Set to false if the problem should be minimized.", new BoolValue(false).AsReadOnly()) { Hidden = true, ReadOnly = true });
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| 80 | Parameters.Add(BestKnownQualityParameter = new OptionalValueParameter<DoubleValue>("BestKnownQuality", "The quality of the best known solution of this problem."));
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[13396] | 81 |
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| 82 | Operators.Add(Evaluator);
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[16751] | 83 | Operators.Add(new SingleObjectiveAnalyzer<TEncodedSolution>());
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| 84 | Operators.Add(new SingleObjectiveImprover<TEncodedSolution>());
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| 85 | Operators.Add(new SingleObjectiveMoveEvaluator<TEncodedSolution>());
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| 86 | Operators.Add(new SingleObjectiveMoveGenerator<TEncodedSolution>());
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[17699] | 87 | Operators.Add(new SingleObjectiveMoveMaker());
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[13396] | 88 |
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[17570] | 89 | Parameterize();
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[17546] | 90 | RegisterEventHandlers();
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[13396] | 91 | }
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| 92 |
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[10753] | 93 | [StorableHook(HookType.AfterDeserialization)]
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| 94 | private void AfterDeserialization() {
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[17570] | 95 | Parameterize();
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[17546] | 96 | RegisterEventHandlers();
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[10753] | 97 | }
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| 98 |
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[17382] | 99 | public ISingleObjectiveEvaluationResult Evaluate(TEncodedSolution solution, IRandom random) {
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[17320] | 100 | return Evaluate(solution, random, CancellationToken.None);
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| 101 | }
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[17382] | 102 | public abstract ISingleObjectiveEvaluationResult Evaluate(TEncodedSolution solution, IRandom random, CancellationToken cancellationToken);
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[17363] | 103 |
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[17366] | 104 | public void Evaluate(ISingleObjectiveSolutionContext<TEncodedSolution> solutionContext, IRandom random) {
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[17363] | 105 | Evaluate(solutionContext, random, CancellationToken.None);
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| 106 | }
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| 107 | public virtual void Evaluate(ISingleObjectiveSolutionContext<TEncodedSolution> solutionContext, IRandom random, CancellationToken cancellationToken) {
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[17382] | 108 | var evaluationResult = Evaluate(solutionContext.EncodedSolution, random, cancellationToken);
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| 109 | solutionContext.EvaluationResult = evaluationResult;
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[17363] | 110 | }
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| 111 |
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[17745] | 112 | public virtual void Analyze(ISingleObjectiveSolutionContext<TEncodedSolution>[] solutionContexts, IRandom random) { }
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[17363] | 113 |
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| 114 | public virtual IEnumerable<TEncodedSolution> GetNeighbors(TEncodedSolution solutions, IRandom random) {
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[16751] | 115 | return Enumerable.Empty<TEncodedSolution>();
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[11786] | 116 | }
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[17363] | 117 | public virtual IEnumerable<ISingleObjectiveSolutionContext<TEncodedSolution>> GetNeighbors(ISingleObjectiveSolutionContext<TEncodedSolution> solutionContext, IRandom random) {
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| 118 | return GetNeighbors(solutionContext.EncodedSolution, random).Select(n => new SingleObjectiveSolutionContext<TEncodedSolution>(n));
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| 119 | }
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[10753] | 120 |
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[17279] | 121 | public static bool IsBetter(bool maximization, double quality, double bestQuality) {
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| 122 | return (maximization && quality > bestQuality || !maximization && quality < bestQuality);
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| 123 | }
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| 124 |
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[13336] | 125 | public virtual bool IsBetter(double quality, double bestQuality) {
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[17279] | 126 | return IsBetter(Maximization, quality, bestQuality);
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[11970] | 127 | }
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| 128 |
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[17612] | 129 | public virtual bool IsBetter(ISingleObjectiveSolutionContext<TEncodedSolution> solution, ISingleObjectiveSolutionContext<TEncodedSolution> otherSolution) {
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| 130 | return IsBetter(Maximization, solution.EvaluationResult.Quality, otherSolution.EvaluationResult.Quality);
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| 131 | }
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| 132 |
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[17363] | 133 | //TODO refactor to solution contexts
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[17522] | 134 | protected ISingleObjectiveSolutionContext<TEncodedSolution> GetBest(ISingleObjectiveSolutionContext<TEncodedSolution>[] solutionContexts) {
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| 135 | return Maximization ? solutionContexts.MaxItems(x => x.EvaluationResult.Quality).First()
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| 136 | : solutionContexts.MinItems(x => x.EvaluationResult.Quality).First();
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| 137 | }
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[16751] | 138 | protected Tuple<TEncodedSolution, double> GetBestSolution(TEncodedSolution[] solutions, double[] qualities) {
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[16692] | 139 | return GetBestSolution(solutions, qualities, Maximization);
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| 140 | }
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[16751] | 141 | public static Tuple<TEncodedSolution, double> GetBestSolution(TEncodedSolution[] solutions, double[] qualities, bool maximization) {
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[16692] | 142 | var zipped = solutions.Zip(qualities, (s, q) => new { Solution = s, Quality = q });
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| 143 | var best = (maximization ? zipped.OrderByDescending(z => z.Quality) : zipped.OrderBy(z => z.Quality)).First();
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| 144 | return Tuple.Create(best.Solution, best.Quality);
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| 145 | }
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| 146 |
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| 147 | protected override void OnOperatorsChanged() {
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| 148 | if (Encoding != null) {
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| 149 | PruneMultiObjectiveOperators(Encoding);
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| 150 | var combinedEncoding = Encoding as CombinedEncoding;
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| 151 | if (combinedEncoding != null) {
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| 152 | foreach (var encoding in combinedEncoding.Encodings.ToList()) {
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| 153 | PruneMultiObjectiveOperators(encoding);
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| 154 | }
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| 155 | }
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| 156 | }
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[16801] | 157 | base.OnOperatorsChanged();
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[16692] | 158 | }
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| 159 |
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| 160 | private void PruneMultiObjectiveOperators(IEncoding encoding) {
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| 161 | if (encoding.Operators.Any(x => x is IMultiObjectiveOperator && !(x is ISingleObjectiveOperator)))
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| 162 | encoding.Operators = encoding.Operators.Where(x => !(x is IMultiObjectiveOperator) || x is ISingleObjectiveOperator).ToList();
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| 163 |
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| 164 | foreach (var multiOp in Encoding.Operators.OfType<IMultiOperator>()) {
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| 165 | foreach (var moOp in multiOp.Operators.Where(x => x is IMultiObjectiveOperator).ToList()) {
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| 166 | multiOp.RemoveOperator(moOp);
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| 167 | }
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| 168 | }
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| 169 | }
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| 170 |
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[11396] | 171 | protected override void OnEvaluatorChanged() {
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| 172 | base.OnEvaluatorChanged();
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[17570] | 173 | Evaluator.QualityParameter.ActualNameChanged += QualityParameterOnActualNameChanged;
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| 174 | }
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| 175 |
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| 176 | protected virtual void QualityParameterOnActualNameChanged(object sender, EventArgs e) {
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[11739] | 177 | ParameterizeOperators();
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[11396] | 178 | }
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| 179 |
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[17570] | 180 | protected override void ParameterizeOperators() {
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| 181 | base.ParameterizeOperators();
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| 182 | Parameterize();
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| 183 | }
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| 184 |
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| 185 | private void Parameterize() {
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[16751] | 186 | foreach (var op in Operators.OfType<ISingleObjectiveEvaluationOperator<TEncodedSolution>>())
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[17363] | 187 | op.Evaluate = Evaluate;
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[16751] | 188 | foreach (var op in Operators.OfType<ISingleObjectiveAnalysisOperator<TEncodedSolution>>())
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[17363] | 189 | op.Analyze = Analyze;
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[16751] | 190 | foreach (var op in Operators.OfType<INeighborBasedOperator<TEncodedSolution>>())
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[17363] | 191 | op.GetNeighbors = GetNeighbors;
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[17570] | 192 | foreach (var op in Operators.OfType<ISolutionSimilarityCalculator>()) {
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| 193 | op.SolutionVariableName = Encoding.Name;
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| 194 | op.QualityVariableName = Evaluator.QualityParameter.ActualName;
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| 195 | }
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[17697] | 196 | foreach (var op in Operators.OfType<ISingleObjectiveImprovementOperator>()) {
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| 197 | op.SolutionParameter.ActualName = Encoding.Name;
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| 198 | op.SolutionParameter.Hidden = true;
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| 199 | }
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| 200 | foreach (var op in Operators.OfType<ISingleObjectivePathRelinker>()) {
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| 201 | op.ParentsParameter.ActualName = Encoding.Name;
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| 202 | op.ParentsParameter.Hidden = true;
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| 203 | }
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[11393] | 204 | }
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| 205 |
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[17546] | 206 | private void RegisterEventHandlers() {
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| 207 | BoolValueParameterChangeHandler.Create(MaximizationParameter, OnMaximizationChanged);
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| 208 | }
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| 209 |
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[11753] | 210 | #region ISingleObjectiveHeuristicOptimizationProblem Members
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| 211 | IParameter ISingleObjectiveHeuristicOptimizationProblem.MaximizationParameter {
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| 212 | get { return Parameters["Maximization"]; }
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| 213 | }
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| 214 | IParameter ISingleObjectiveHeuristicOptimizationProblem.BestKnownQualityParameter {
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| 215 | get { return Parameters["BestKnownQuality"]; }
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| 216 | }
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| 217 | ISingleObjectiveEvaluator ISingleObjectiveHeuristicOptimizationProblem.Evaluator {
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| 218 | get { return Evaluator; }
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| 219 | }
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| 220 | #endregion
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[17317] | 221 |
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| 222 | public event EventHandler MaximizationChanged;
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| 223 | protected void OnMaximizationChanged() {
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| 224 | MaximizationChanged?.Invoke(this, EventArgs.Empty);
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| 225 | }
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[10753] | 226 | }
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| 227 | }
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