1 | #region License Information
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2 |
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3 | /* HeuristicLab
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4 | * Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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5 | *
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6 | * This file is part of HeuristicLab.
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7 | *
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8 | * HeuristicLab is free software: you can redistribute it and/or modify
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9 | * it under the terms of the GNU General Public License as published by
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10 | * the Free Software Foundation, either version 3 of the License, or
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11 | * (at your option) any later version.
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12 | *
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13 | * HeuristicLab is distributed in the hope that it will be useful,
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14 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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15 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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16 | * GNU General Public License for more details.
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17 | *
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18 | * You should have received a copy of the GNU General Public License
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19 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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20 | */
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21 |
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22 | #endregion
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23 |
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24 | using System;
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25 | using System.Linq;
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26 | using HEAL.Attic;
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27 | using HeuristicLab.Analysis;
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28 | using HeuristicLab.Common;
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29 | using HeuristicLab.Core;
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30 | using HeuristicLab.Data;
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31 | using HeuristicLab.Optimization;
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32 | using HeuristicLab.Parameters;
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33 |
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34 | namespace HeuristicLab.Encodings.PermutationEncoding {
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35 | [StorableType("7bc5215b-c181-40d0-a758-d7c19a356e18")]
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36 | public abstract class PermutationMultiObjectiveProblem : MultiObjectiveProblem<PermutationEncoding, Permutation> {
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37 | [Storable] protected ReferenceParameter<IntValue> DimensionRefParameter { get; private set; }
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38 | [Storable] protected ReferenceParameter<EnumValue<PermutationTypes>> PermutationTypeRefParameter { get; private set; }
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39 | [Storable] public IResult<ParetoFrontScatterPlot<Permutation>> BestParetoFrontResult { get; private set; }
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40 |
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41 | public int Dimension {
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42 | get { return DimensionRefParameter.Value.Value; }
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43 | set { DimensionRefParameter.Value.Value = value; }
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44 | }
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45 |
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46 | public PermutationTypes Type {
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47 | get { return PermutationTypeRefParameter.Value.Value; }
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48 | set { PermutationTypeRefParameter.Value.Value = value; }
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49 | }
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50 |
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51 | protected ParetoFrontScatterPlot<Permutation> BestParetoFront {
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52 | get => BestParetoFrontResult.Value;
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53 | set => BestParetoFrontResult.Value = value;
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54 | }
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55 |
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56 | [StorableConstructor]
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57 | protected PermutationMultiObjectiveProblem(StorableConstructorFlag _) : base(_) { }
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58 | [StorableHook(HookType.AfterDeserialization)]
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59 | private void AfterDeserialization() {
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60 | RegisterEventHandlers();
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61 | }
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62 |
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63 | protected PermutationMultiObjectiveProblem(PermutationMultiObjectiveProblem original, Cloner cloner)
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64 | : base(original, cloner) {
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65 | DimensionRefParameter = cloner.Clone(original.DimensionRefParameter);
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66 | PermutationTypeRefParameter = cloner.Clone(original.PermutationTypeRefParameter);
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67 | BestParetoFrontResult = cloner.Clone(original.BestParetoFrontResult);
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68 |
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69 | RegisterEventHandlers();
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70 | }
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71 |
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72 | protected PermutationMultiObjectiveProblem() : this(new PermutationEncoding() { Length = 10, Type = PermutationTypes.Absolute }) { }
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73 | protected PermutationMultiObjectiveProblem(PermutationEncoding encoding) : base(encoding) {
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74 | EncodingParameter.ReadOnly = true;
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75 | EvaluatorParameter.ReadOnly = true;
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76 | Parameters.Add(DimensionRefParameter = new ReferenceParameter<IntValue>("Dimension", "The dimension of the permutation problem.", Encoding.LengthParameter));
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77 | Parameters.Add(PermutationTypeRefParameter = new ReferenceParameter<EnumValue<PermutationTypes>>("Type", "The type of the permutation.", Encoding.PermutationTypeParameter));
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78 | Results.Add(BestParetoFrontResult = new Result<ParetoFrontScatterPlot<Permutation>>("Best Pareto Front", "The best Pareto front found so far."));
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79 |
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80 | Operators.Add(new HammingSimilarityCalculator());
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81 | Operators.Add(new PopulationSimilarityAnalyzer(Operators.OfType<ISolutionSimilarityCalculator>()));
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82 |
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83 | Parameterize();
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84 | RegisterEventHandlers();
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85 | }
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86 |
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87 | public override void Analyze(Permutation[] individuals, double[][] qualities, ResultCollection results, IRandom random) {
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88 | base.Analyze(individuals, qualities, results, random);
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89 |
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90 | var fronts = DominationCalculator.CalculateAllParetoFrontsIndices(individuals, qualities, Maximization);
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91 | var plot = new ParetoFrontScatterPlot<Permutation>(fronts, individuals, qualities, Objectives, BestKnownFront);
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92 |
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93 | BestParetoFront = plot;
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94 | }
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95 |
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96 | protected override sealed void OnEvaluatorChanged() {
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97 | throw new InvalidOperationException("Evaluator may not change!");
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98 | }
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99 |
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100 | protected override sealed void OnEncodingChanged() {
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101 | throw new InvalidOperationException("Encoding may not change!");
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102 | }
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103 |
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104 | protected override void ParameterizeOperators() {
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105 | base.ParameterizeOperators();
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106 | Parameterize();
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107 | }
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108 |
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109 | private void Parameterize() {
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110 | foreach (var similarityCalculator in Operators.OfType<ISolutionSimilarityCalculator>()) {
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111 | similarityCalculator.SolutionVariableName = Encoding.Name;
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112 | similarityCalculator.QualityVariableName = Evaluator.QualitiesParameter.ActualName;
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113 | }
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114 | }
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115 |
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116 | private void RegisterEventHandlers() {
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117 | IntValueParameterChangeHandler.Create(DimensionRefParameter, DimensionOnChanged);
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118 | EnumValueParameterChangeHandler<PermutationTypes>.Create(PermutationTypeRefParameter, TypeOnChanged);
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119 | }
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120 |
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121 | protected virtual void DimensionOnChanged() { }
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122 |
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123 | protected virtual void TypeOnChanged() { }
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124 | }
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125 | }
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