1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2019 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.Parameters;
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28 |
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29 | namespace HeuristicLab.Optimization {
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30 | [StorableType("6F2EC371-0309-4848-B7B1-C9B9C7E3436F")]
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31 | public abstract class MultiObjectiveProblem<TEncoding, TEncodedSolution> :
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32 | Problem<TEncoding, TEncodedSolution, MultiObjectiveEvaluator<TEncodedSolution>>,
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33 | IMultiObjectiveProblem<TEncoding, TEncodedSolution>,
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34 | IMultiObjectiveProblemDefinition<TEncoding, TEncodedSolution>
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35 | where TEncoding : class, IEncoding<TEncodedSolution>
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36 | where TEncodedSolution : class, IEncodedSolution {
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37 |
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38 | protected IValueParameter<BoolArray> MaximizationParameter {
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39 | get { return (IValueParameter<BoolArray>)Parameters["Maximization"]; }
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40 | }
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41 |
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42 | [StorableConstructor]
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43 | protected MultiObjectiveProblem(StorableConstructorFlag _) : base(_) { }
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44 |
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45 | protected MultiObjectiveProblem(MultiObjectiveProblem<TEncoding, TEncodedSolution> original, Cloner cloner)
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46 | : base(original, cloner) {
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47 | ParameterizeOperators();
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48 | }
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49 |
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50 | protected MultiObjectiveProblem() : base() {
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51 | Parameters.Add(new ValueParameter<BoolArray>("Maximization", "Set to false if the problem should be minimized.", (BoolArray)new BoolArray(Maximization).AsReadOnly()));
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52 |
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53 | Operators.Add(Evaluator);
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54 | Operators.Add(new MultiObjectiveAnalyzer<TEncodedSolution>());
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55 |
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56 | ParameterizeOperators();
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57 | }
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58 |
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59 | protected MultiObjectiveProblem(TEncoding encoding) : base(encoding) {
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60 | Parameters.Add(new ValueParameter<BoolArray>("Maximization", "Set to false if the problem should be minimized.", (BoolArray)new BoolArray(Maximization).AsReadOnly()));
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61 |
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62 | Operators.Add(Evaluator);
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63 | Operators.Add(new MultiObjectiveAnalyzer<TEncodedSolution>());
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64 |
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65 | ParameterizeOperators();
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66 | }
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67 |
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68 | [StorableHook(HookType.AfterDeserialization)]
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69 | private void AfterDeserialization() {
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70 | ParameterizeOperators();
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71 | }
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72 |
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73 | public int Objectives => Maximization.Length;
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74 | public abstract bool[] Maximization { get; }
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75 | public abstract double[] Evaluate(TEncodedSolution solution, IRandom random);
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76 | public virtual void Analyze(TEncodedSolution[] solutions, double[][] qualities, ResultCollection results, IRandom random) { }
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77 |
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78 | protected override void OnOperatorsChanged() {
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79 | if (Encoding != null) {
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80 | PruneSingleObjectiveOperators(Encoding);
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81 | var combinedEncoding = Encoding as CombinedEncoding;
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82 | if (combinedEncoding != null) {
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83 | foreach (var encoding in combinedEncoding.Encodings.ToList()) {
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84 | PruneSingleObjectiveOperators(encoding);
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85 | }
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86 | }
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87 | }
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88 | base.OnOperatorsChanged();
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89 | }
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90 |
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91 | private void PruneSingleObjectiveOperators(IEncoding encoding) {
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92 | if (encoding != null && encoding.Operators.Any(x => x is ISingleObjectiveOperator && !(x is IMultiObjectiveOperator)))
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93 | encoding.Operators = encoding.Operators.Where(x => !(x is ISingleObjectiveOperator) || x is IMultiObjectiveOperator).ToList();
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94 |
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95 | foreach (var multiOp in Encoding.Operators.OfType<IMultiOperator>()) {
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96 | foreach (var soOp in multiOp.Operators.Where(x => x is ISingleObjectiveOperator).ToList()) {
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97 | multiOp.RemoveOperator(soOp);
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98 | }
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99 | }
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100 | }
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101 |
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102 | protected override void OnEvaluatorChanged() {
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103 | base.OnEvaluatorChanged();
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104 | ParameterizeOperators();
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105 | }
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106 |
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107 | private void ParameterizeOperators() {
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108 | foreach (var op in Operators.OfType<IMultiObjectiveEvaluationOperator<TEncodedSolution>>())
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109 | op.EvaluateFunc = Evaluate;
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110 | foreach (var op in Operators.OfType<IMultiObjectiveAnalysisOperator<TEncodedSolution>>())
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111 | op.AnalyzeAction = Analyze;
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112 | }
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113 |
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114 |
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115 | #region IMultiObjectiveHeuristicOptimizationProblem Members
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116 | IParameter IMultiObjectiveHeuristicOptimizationProblem.MaximizationParameter {
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117 | get { return Parameters["Maximization"]; }
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118 | }
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119 | IMultiObjectiveEvaluator IMultiObjectiveHeuristicOptimizationProblem.Evaluator {
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120 | get { return Evaluator; }
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121 | }
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122 | #endregion
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123 | }
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124 | }
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