1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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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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22 | using System.Linq;
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23 | using HEAL.Attic;
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24 | using HeuristicLab.Common;
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25 | using HeuristicLab.Core;
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26 | using HeuristicLab.Data;
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27 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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28 | using HeuristicLab.Optimization;
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29 | using HeuristicLab.Parameters;
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30 |
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31 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
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32 | [StorableType("E9876DF8-ACFA-41C8-93B7-FA40C57CE459")]
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33 | public abstract class SymbolicDataAnalysisMultiObjectiveProblem<T, U, V> : SymbolicDataAnalysisProblem<T, U, V>, ISymbolicDataAnalysisMultiObjectiveProblem
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34 | where T : class, IDataAnalysisProblemData
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35 | where U : class, ISymbolicDataAnalysisMultiObjectiveEvaluator<T>
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36 | where V : class, ISymbolicDataAnalysisSolutionCreator {
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37 | private const string MaximizationParameterName = "Maximization";
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38 | private const string BestKnownQualityParameterName = "BestKnownQuality";
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39 |
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40 | #region parameter properties
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41 | public IValueParameter<BoolArray> MaximizationParameter {
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42 | get { return (IValueParameter<BoolArray>)Parameters[MaximizationParameterName]; }
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43 | }
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44 | IParameter IMultiObjectiveHeuristicOptimizationProblem.MaximizationParameter {
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45 | get { return MaximizationParameter; }
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46 | }
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47 | #endregion
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48 |
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49 | #region properties
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50 | public BoolArray Maximization {
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51 | get { return MaximizationParameter.Value; }
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52 | set { MaximizationParameter.Value = value; }
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53 | }
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54 | IMultiObjectiveEvaluator IMultiObjectiveHeuristicOptimizationProblem.Evaluator {
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55 | get { return Evaluator; }
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56 | }
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57 | #endregion
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58 |
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59 | [StorableConstructor]
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60 | protected SymbolicDataAnalysisMultiObjectiveProblem(StorableConstructorFlag _) : base(_) { }
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61 | protected SymbolicDataAnalysisMultiObjectiveProblem(SymbolicDataAnalysisMultiObjectiveProblem<T, U, V> original, Cloner cloner)
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62 | : base(original, cloner) {
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63 | RegisterEventHandler();
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64 | }
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65 |
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66 | public SymbolicDataAnalysisMultiObjectiveProblem(T problemData, U evaluator, V solutionCreator)
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67 | : base(problemData, evaluator, solutionCreator) {
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68 | Parameters.Add(new ValueParameter<BoolArray>(MaximizationParameterName, "Set to false if the problem should be minimized."));
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69 |
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70 | ParameterizeOperators();
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71 | RegisterEventHandler();
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72 | }
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73 |
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74 | [StorableHook(HookType.AfterDeserialization)]
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75 | private void AfterDeserialization() {
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76 | RegisterEventHandler();
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77 | }
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78 |
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79 | private void RegisterEventHandler() {
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80 | Evaluator.QualitiesParameter.ActualNameChanged += new System.EventHandler(QualitiesParameter_ActualNameChanged);
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81 | }
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82 |
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83 | protected override void OnEvaluatorChanged() {
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84 | base.OnEvaluatorChanged();
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85 | Evaluator.QualitiesParameter.ActualNameChanged += new System.EventHandler(QualitiesParameter_ActualNameChanged);
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86 | Maximization = new BoolArray(Evaluator.Maximization.ToArray());
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87 | ParameterizeOperators();
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88 | }
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89 |
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90 | private void QualitiesParameter_ActualNameChanged(object sender, System.EventArgs e) {
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91 | ParameterizeOperators();
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92 | }
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93 |
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94 | protected override void ParameterizeOperators() {
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95 | base.ParameterizeOperators();
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96 | foreach (var op in Operators.OfType<ISymbolicDataAnalysisMultiObjectiveAnalyzer>()) {
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97 | op.QualitiesParameter.ActualName = Evaluator.QualitiesParameter.ActualName;
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98 | op.MaximizationParameter.ActualName = MaximizationParameterName;
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99 | }
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100 |
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101 | // these two crossover operators are compatible with single-objective problems only so we remove them from the operators collection
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102 | bool pred(IItem x) {
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103 | return x is SymbolicDataAnalysisExpressionDeterministicBestCrossover<T> || x is SymbolicDataAnalysisExpressionContextAwareCrossover<T>;
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104 | };
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105 | Operators.RemoveAll(pred);
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106 | // if a multi crossover is present, remove them from its operator collection
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107 | var cx = Operators.FirstOrDefault(x => x is MultiSymbolicDataAnalysisExpressionCrossover<T>);
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108 | if (cx != null) {
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109 | var multiCrossover = (MultiSymbolicDataAnalysisExpressionCrossover<T>)cx;
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110 | var items = multiCrossover.Operators.Where(pred).Cast<ISymbolicExpressionTreeCrossover>().ToList();
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111 | foreach (var item in items) {
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112 | multiCrossover.Operators.Remove(item);
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113 | }
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114 | }
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115 | }
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116 | }
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117 | }
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