1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2012 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;
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23 | using System.Collections.Generic;
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24 | using System.Linq;
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25 | using HeuristicLab.Analysis;
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26 | using HeuristicLab.Common;
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27 | using HeuristicLab.Core;
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28 | using HeuristicLab.Data;
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29 | using HeuristicLab.Encodings.RealVectorEncoding;
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30 | using HeuristicLab.Optimization;
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31 | using HeuristicLab.Parameters;
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32 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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33 | using HeuristicLab.PluginInfrastructure;
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34 |
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35 | namespace HeuristicLab.Problems.TestFunctions {
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36 | [Item("Single Objective Test Function", "Test function with real valued inputs and a single objective.")]
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37 | [StorableClass]
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38 | [Creatable("Problems")]
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39 | public sealed class SingleObjectiveTestFunctionProblem : SingleObjectiveHeuristicOptimizationProblem<ISingleObjectiveTestFunctionProblemEvaluator, IRealVectorCreator>, IStorableContent {
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40 | public string Filename { get; set; }
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41 |
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42 | [Storable]
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43 | private StdDevStrategyVectorCreator strategyVectorCreator;
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44 | [Storable]
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45 | private StdDevStrategyVectorCrossover strategyVectorCrossover;
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46 | [Storable]
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47 | private StdDevStrategyVectorManipulator strategyVectorManipulator;
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48 |
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49 | #region Parameter Properties
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50 | public ValueParameter<DoubleMatrix> BoundsParameter {
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51 | get { return (ValueParameter<DoubleMatrix>)Parameters["Bounds"]; }
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52 | }
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53 | public ValueParameter<IntValue> ProblemSizeParameter {
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54 | get { return (ValueParameter<IntValue>)Parameters["ProblemSize"]; }
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55 | }
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56 | public OptionalValueParameter<RealVector> BestKnownSolutionParameter {
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57 | get { return (OptionalValueParameter<RealVector>)Parameters["BestKnownSolution"]; }
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58 | }
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59 | #endregion
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60 |
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61 | #region Properties
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62 | public DoubleMatrix Bounds {
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63 | get { return BoundsParameter.Value; }
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64 | set { BoundsParameter.Value = value; }
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65 | }
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66 | public IntValue ProblemSize {
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67 | get { return ProblemSizeParameter.Value; }
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68 | set { ProblemSizeParameter.Value = value; }
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69 | }
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70 | private BestSingleObjectiveTestFunctionSolutionAnalyzer BestSingleObjectiveTestFunctionSolutionAnalyzer {
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71 | get { return Operators.OfType<BestSingleObjectiveTestFunctionSolutionAnalyzer>().FirstOrDefault(); }
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72 | }
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73 | private SingleObjectivePopulationDiversityAnalyzer SingleObjectivePopulationDiversityAnalyzer {
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74 | get { return Operators.OfType<SingleObjectivePopulationDiversityAnalyzer>().FirstOrDefault(); }
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75 | }
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76 | #endregion
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77 |
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78 | // BackwardsCompatibility3.3
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79 | #region Backwards compatible code, remove with 3.4
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80 | [Obsolete]
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81 | [Storable(Name = "operators")]
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82 | private IEnumerable<IOperator> oldOperators {
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83 | get { return null; }
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84 | set {
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85 | if (value != null && value.Any())
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86 | Operators.AddRange(value);
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87 | }
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88 | }
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89 | #endregion
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90 |
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91 | [StorableConstructor]
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92 | private SingleObjectiveTestFunctionProblem(bool deserializing) : base(deserializing) { }
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93 | private SingleObjectiveTestFunctionProblem(SingleObjectiveTestFunctionProblem original, Cloner cloner)
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94 | : base(original, cloner) {
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95 | strategyVectorCreator = cloner.Clone(original.strategyVectorCreator);
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96 | strategyVectorCrossover = cloner.Clone(original.strategyVectorCrossover);
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97 | strategyVectorManipulator = cloner.Clone(original.strategyVectorManipulator);
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98 | RegisterEventHandlers();
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99 | }
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100 | public SingleObjectiveTestFunctionProblem()
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101 | : base(new AckleyEvaluator(), new UniformRandomRealVectorCreator()) {
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102 | Parameters.Add(new ValueParameter<DoubleMatrix>("Bounds", "The lower and upper bounds in each dimension.", Evaluator.Bounds));
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103 | Parameters.Add(new ValueParameter<IntValue>("ProblemSize", "The dimension of the problem.", new IntValue(2)));
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104 | Parameters.Add(new OptionalValueParameter<RealVector>("BestKnownSolution", "The best known solution for this test function instance."));
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105 |
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106 | Maximization.Value = Evaluator.Maximization;
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107 | BestKnownQuality = new DoubleValue(Evaluator.BestKnownQuality);
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108 |
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109 | strategyVectorCreator = new StdDevStrategyVectorCreator();
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110 | strategyVectorCreator.LengthParameter.ActualName = ProblemSizeParameter.Name;
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111 | strategyVectorCrossover = new StdDevStrategyVectorCrossover();
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112 | strategyVectorManipulator = new StdDevStrategyVectorManipulator();
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113 | strategyVectorManipulator.LearningRateParameter.Value = new DoubleValue(0.5);
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114 | strategyVectorManipulator.GeneralLearningRateParameter.Value = new DoubleValue(0.5);
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115 |
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116 | SolutionCreator.RealVectorParameter.ActualName = "Point";
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117 | ParameterizeSolutionCreator();
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118 | ParameterizeEvaluator();
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119 |
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120 | InitializeOperators();
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121 | RegisterEventHandlers();
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122 | UpdateStrategyVectorBounds();
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123 | }
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124 |
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125 | public override IDeepCloneable Clone(Cloner cloner) {
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126 | return new SingleObjectiveTestFunctionProblem(this, cloner);
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127 | }
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128 |
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129 | #region Events
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130 | protected override void OnSolutionCreatorChanged() {
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131 | base.OnSolutionCreatorChanged();
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132 | ParameterizeSolutionCreator();
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133 | ParameterizeAnalyzers();
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134 | SolutionCreator.RealVectorParameter.ActualNameChanged += new EventHandler(SolutionCreator_RealVectorParameter_ActualNameChanged);
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135 | SolutionCreator_RealVectorParameter_ActualNameChanged(null, EventArgs.Empty);
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136 | }
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137 | protected override void OnEvaluatorChanged() {
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138 | base.OnEvaluatorChanged();
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139 | bool problemSizeChange = ProblemSize.Value < Evaluator.MinimumProblemSize
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140 | || ProblemSize.Value > Evaluator.MaximumProblemSize;
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141 | if (problemSizeChange) {
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142 | ProblemSize.Value = Math.Max(Evaluator.MinimumProblemSize, Math.Min(ProblemSize.Value, Evaluator.MaximumProblemSize));
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143 | } else {
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144 | ParameterizeEvaluator();
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145 | }
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146 | UpdateMoveEvaluators();
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147 | ParameterizeAnalyzers();
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148 | Maximization.Value = Evaluator.Maximization;
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149 | BoundsParameter.Value = Evaluator.Bounds;
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150 | BestKnownQuality = new DoubleValue(Evaluator.BestKnownQuality);
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151 | Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
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152 | Evaluator_QualityParameter_ActualNameChanged(null, EventArgs.Empty);
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153 | OnReset();
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154 | }
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155 | private void ProblemSizeParameter_ValueChanged(object sender, EventArgs e) {
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156 | ProblemSize.ValueChanged += new EventHandler(ProblemSize_ValueChanged);
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157 | ProblemSize_ValueChanged(null, EventArgs.Empty);
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158 | }
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159 | private void ProblemSize_ValueChanged(object sender, EventArgs e) {
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160 | if (ProblemSize.Value < 1) ProblemSize.Value = 1;
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161 | ParameterizeSolutionCreator();
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162 | ParameterizeEvaluator();
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163 | strategyVectorManipulator.GeneralLearningRateParameter.Value = new DoubleValue(1.0 / Math.Sqrt(2 * ProblemSize.Value));
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164 | strategyVectorManipulator.LearningRateParameter.Value = new DoubleValue(1.0 / Math.Sqrt(2 * Math.Sqrt(ProblemSize.Value)));
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165 | OnReset();
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166 | }
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167 | private void SolutionCreator_RealVectorParameter_ActualNameChanged(object sender, EventArgs e) {
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168 | ParameterizeEvaluator();
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169 | ParameterizeOperators();
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170 | ParameterizeAnalyzers();
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171 | }
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172 | private void Evaluator_QualityParameter_ActualNameChanged(object sender, EventArgs e) {
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173 | ParameterizeOperators();
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174 | }
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175 | private void BoundsParameter_ValueChanged(object sender, EventArgs e) {
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176 | Bounds.ToStringChanged += new EventHandler(Bounds_ToStringChanged);
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177 | Bounds_ToStringChanged(null, EventArgs.Empty);
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178 | }
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179 | private void Bounds_ToStringChanged(object sender, EventArgs e) {
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180 | if (Bounds.Columns != 2 || Bounds.Rows < 1)
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181 | Bounds = new DoubleMatrix(1, 2);
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182 | ParameterizeOperators();
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183 | UpdateStrategyVectorBounds();
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184 | }
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185 | private void Bounds_ItemChanged(object sender, MatrixValuesChangedEventArgs e) {
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186 | foreach (var pos in e.Value) {
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187 | if (pos.Column == 0 && Bounds[pos.Row, 1] <= Bounds[pos.Row, 0])
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188 | Bounds[pos.Row, 1] = Bounds[pos.Row, 0] + 0.1;
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189 | if (pos.Column == 1 && Bounds[pos.Row, 0] >= Bounds[pos.Row, 1])
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190 | Bounds[pos.Row, 0] = Bounds[pos.Row, 1] - 0.1;
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191 | }
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192 | ParameterizeOperators();
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193 | UpdateStrategyVectorBounds();
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194 | }
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195 | private void MoveGenerator_AdditiveMoveParameter_ActualNameChanged(object sender, EventArgs e) {
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196 | string name = ((ILookupParameter<AdditiveMove>)sender).ActualName;
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197 | foreach (IAdditiveRealVectorMoveOperator op in Operators.OfType<IAdditiveRealVectorMoveOperator>()) {
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198 | op.AdditiveMoveParameter.ActualName = name;
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199 | }
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200 | }
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201 | private void SphereEvaluator_Parameter_ValueChanged(object sender, EventArgs e) {
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202 | SphereEvaluator eval = (Evaluator as SphereEvaluator);
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203 | if (eval != null) {
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204 | foreach (ISphereMoveEvaluator op in Operators.OfType<ISphereMoveEvaluator>()) {
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205 | op.C = eval.C;
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206 | op.Alpha = eval.Alpha;
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207 | }
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208 | }
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209 | }
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210 | private void RastriginEvaluator_Parameter_ValueChanged(object sender, EventArgs e) {
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211 | RastriginEvaluator eval = (Evaluator as RastriginEvaluator);
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212 | if (eval != null) {
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213 | foreach (IRastriginMoveEvaluator op in Operators.OfType<IRastriginMoveEvaluator>()) {
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214 | op.A = eval.A;
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215 | }
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216 | }
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217 | }
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218 | private void strategyVectorCreator_BoundsParameter_ValueChanged(object sender, EventArgs e) {
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219 | strategyVectorManipulator.BoundsParameter.Value = (DoubleMatrix)strategyVectorCreator.BoundsParameter.Value.Clone();
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220 | }
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221 | private void strategyVectorCreator_StrategyParameterParameter_ActualNameChanged(object sender, EventArgs e) {
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222 | string name = strategyVectorCreator.StrategyParameterParameter.ActualName;
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223 | strategyVectorCrossover.ParentsParameter.ActualName = name;
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224 | strategyVectorCrossover.StrategyParameterParameter.ActualName = name;
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225 | strategyVectorManipulator.StrategyParameterParameter.ActualName = name;
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226 | }
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227 | #endregion
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228 |
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229 | #region Helpers
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230 | [StorableHook(HookType.AfterDeserialization)]
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231 | private void AfterDeserialization() {
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232 | // BackwardsCompatibility3.3
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233 | #region Backwards compatible code (remove with 3.4)
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234 | if (Operators.Count == 0) InitializeOperators();
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235 | #endregion
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236 | RegisterEventHandlers();
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237 | }
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238 |
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239 | private void RegisterEventHandlers() {
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240 | ProblemSizeParameter.ValueChanged += new EventHandler(ProblemSizeParameter_ValueChanged);
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241 | ProblemSize.ValueChanged += new EventHandler(ProblemSize_ValueChanged);
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242 | BoundsParameter.ValueChanged += new EventHandler(BoundsParameter_ValueChanged);
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243 | Bounds.ToStringChanged += new EventHandler(Bounds_ToStringChanged);
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244 | Bounds.ItemsChanged += new EventHandler<MatrixValuesChangedEventArgs>(Bounds_ItemChanged);
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245 | SolutionCreator.RealVectorParameter.ActualNameChanged += new EventHandler(SolutionCreator_RealVectorParameter_ActualNameChanged);
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246 | Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
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247 | strategyVectorCreator.BoundsParameter.ValueChanged += new EventHandler(strategyVectorCreator_BoundsParameter_ValueChanged);
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248 | strategyVectorCreator.StrategyParameterParameter.ActualNameChanged += new EventHandler(strategyVectorCreator_StrategyParameterParameter_ActualNameChanged);
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249 | }
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250 | private void ParameterizeAnalyzers() {
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251 | if (BestSingleObjectiveTestFunctionSolutionAnalyzer != null) {
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252 | BestSingleObjectiveTestFunctionSolutionAnalyzer.RealVectorParameter.ActualName = SolutionCreator.RealVectorParameter.ActualName;
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253 | BestSingleObjectiveTestFunctionSolutionAnalyzer.ResultsParameter.ActualName = "Results";
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254 | BestSingleObjectiveTestFunctionSolutionAnalyzer.QualityParameter.ActualName = Evaluator.QualityParameter.ActualName;
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255 | BestSingleObjectiveTestFunctionSolutionAnalyzer.BestKnownQualityParameter.ActualName = BestKnownQualityParameter.Name;
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256 | BestSingleObjectiveTestFunctionSolutionAnalyzer.BestKnownSolutionParameter.ActualName = BestKnownSolutionParameter.Name;
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257 | BestSingleObjectiveTestFunctionSolutionAnalyzer.MaximizationParameter.ActualName = MaximizationParameter.Name;
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258 | BestSingleObjectiveTestFunctionSolutionAnalyzer.EvaluatorParameter.ActualName = EvaluatorParameter.Name;
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259 | BestSingleObjectiveTestFunctionSolutionAnalyzer.BoundsParameter.ActualName = BoundsParameter.Name;
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260 | }
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261 |
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262 | if (SingleObjectivePopulationDiversityAnalyzer != null) {
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263 | SingleObjectivePopulationDiversityAnalyzer.MaximizationParameter.ActualName = MaximizationParameter.Name;
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264 | SingleObjectivePopulationDiversityAnalyzer.QualityParameter.ActualName = Evaluator.QualityParameter.ActualName;
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265 | SingleObjectivePopulationDiversityAnalyzer.ResultsParameter.ActualName = "Results";
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266 | SingleObjectivePopulationDiversityAnalyzer.SimilarityCalculator = Operators.OfType<SingleObjectiveTestFunctionSimilarityCalculator>().SingleOrDefault();
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267 | }
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268 | }
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269 | private void InitializeOperators() {
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270 | Operators.Add(new SingleObjectiveTestFunctionImprovementOperator());
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271 | Operators.Add(new SingleObjectiveTestFunctionPathRelinker());
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272 | Operators.Add(new SingleObjectiveTestFunctionSimilarityCalculator());
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273 |
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274 | Operators.Add(new BestSingleObjectiveTestFunctionSolutionAnalyzer());
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275 | Operators.Add(new SingleObjectivePopulationDiversityAnalyzer());
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276 | ParameterizeAnalyzers();
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277 | Operators.AddRange(ApplicationManager.Manager.GetInstances<IRealVectorOperator>().Cast<IOperator>());
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278 | Operators.Add(strategyVectorCreator);
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279 | Operators.Add(strategyVectorCrossover);
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280 | Operators.Add(strategyVectorManipulator);
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281 | UpdateMoveEvaluators();
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282 | ParameterizeOperators();
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283 | InitializeMoveGenerators();
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284 | }
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285 | private void InitializeMoveGenerators() {
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286 | foreach (IAdditiveRealVectorMoveOperator op in Operators.OfType<IAdditiveRealVectorMoveOperator>()) {
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287 | if (op is IMoveGenerator) {
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288 | op.AdditiveMoveParameter.ActualNameChanged += new EventHandler(MoveGenerator_AdditiveMoveParameter_ActualNameChanged);
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289 | }
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290 | }
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291 | }
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292 | private void UpdateMoveEvaluators() {
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293 | foreach (ISingleObjectiveTestFunctionMoveEvaluator op in Operators.OfType<ISingleObjectiveTestFunctionMoveEvaluator>().ToList())
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294 | Operators.Remove(op);
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295 | foreach (ISingleObjectiveTestFunctionMoveEvaluator op in ApplicationManager.Manager.GetInstances<ISingleObjectiveTestFunctionMoveEvaluator>())
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296 | if (op.EvaluatorType == Evaluator.GetType()) {
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297 | Operators.Add(op);
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298 | #region Synchronize evaluator specific parameters with the parameters of the corresponding move evaluators
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299 | if (op is ISphereMoveEvaluator) {
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300 | SphereEvaluator e = (Evaluator as SphereEvaluator);
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301 | e.AlphaParameter.ValueChanged += new EventHandler(SphereEvaluator_Parameter_ValueChanged);
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302 | e.CParameter.ValueChanged += new EventHandler(SphereEvaluator_Parameter_ValueChanged);
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303 | ISphereMoveEvaluator em = (op as ISphereMoveEvaluator);
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304 | em.C = e.C;
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305 | em.Alpha = e.Alpha;
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306 | } else if (op is IRastriginMoveEvaluator) {
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307 | RastriginEvaluator e = (Evaluator as RastriginEvaluator);
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308 | e.AParameter.ValueChanged += new EventHandler(RastriginEvaluator_Parameter_ValueChanged);
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309 | IRastriginMoveEvaluator em = (op as IRastriginMoveEvaluator);
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310 | em.A = e.A;
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311 | }
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312 | #endregion
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313 | }
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314 | ParameterizeOperators();
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315 | OnOperatorsChanged();
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316 | }
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317 | private void ParameterizeSolutionCreator() {
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318 | SolutionCreator.LengthParameter.Value = new IntValue(ProblemSize.Value);
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319 | SolutionCreator.LengthParameter.Hidden = true;
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320 | SolutionCreator.BoundsParameter.ActualName = BoundsParameter.Name;
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321 | SolutionCreator.BoundsParameter.Hidden = true;
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322 | }
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323 | private void ParameterizeEvaluator() {
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324 | Evaluator.PointParameter.ActualName = SolutionCreator.RealVectorParameter.ActualName;
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325 | Evaluator.PointParameter.Hidden = true;
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326 | try {
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327 | BestKnownSolutionParameter.Value = Evaluator.GetBestKnownSolution(ProblemSize.Value);
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328 | }
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329 | catch (ArgumentException e) {
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330 | ErrorHandling.ShowErrorDialog(e);
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331 | ProblemSize.Value = Evaluator.MinimumProblemSize;
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332 | }
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333 | }
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334 | private void ParameterizeOperators() {
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335 | foreach (var op in Operators.OfType<IRealVectorCrossover>()) {
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336 | op.ParentsParameter.ActualName = SolutionCreator.RealVectorParameter.ActualName;
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337 | op.ParentsParameter.Hidden = true;
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338 | op.ChildParameter.ActualName = SolutionCreator.RealVectorParameter.ActualName;
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339 | op.ChildParameter.Hidden = true;
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340 | op.BoundsParameter.ActualName = BoundsParameter.Name;
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341 | op.BoundsParameter.Hidden = true;
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342 | }
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343 | foreach (var op in Operators.OfType<IRealVectorManipulator>()) {
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344 | op.RealVectorParameter.ActualName = SolutionCreator.RealVectorParameter.ActualName;
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345 | op.RealVectorParameter.Hidden = true;
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346 | op.BoundsParameter.ActualName = BoundsParameter.Name;
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347 | op.BoundsParameter.Hidden = true;
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348 | }
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349 | foreach (var op in Operators.OfType<IRealVectorMoveOperator>()) {
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350 | op.RealVectorParameter.ActualName = SolutionCreator.RealVectorParameter.ActualName;
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351 | op.RealVectorParameter.Hidden = true;
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352 | }
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353 | foreach (var op in Operators.OfType<IRealVectorMoveGenerator>()) {
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354 | op.BoundsParameter.ActualName = BoundsParameter.Name;
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355 | op.BoundsParameter.Hidden = true;
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356 | }
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357 | foreach (var op in Operators.OfType<ISingleObjectiveTestFunctionAdditiveMoveEvaluator>()) {
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358 | op.QualityParameter.ActualName = Evaluator.QualityParameter.ActualName;
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359 | op.QualityParameter.Hidden = true;
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360 | op.RealVectorParameter.ActualName = SolutionCreator.RealVectorParameter.ActualName;
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361 | op.RealVectorParameter.Hidden = true;
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362 | }
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363 | foreach (var op in Operators.OfType<IRealVectorParticleCreator>()) {
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364 | op.RealVectorParameter.ActualName = SolutionCreator.RealVectorParameter.ActualName;
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365 | op.RealVectorParameter.Hidden = true;
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366 | op.BoundsParameter.ActualName = BoundsParameter.Name;
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367 | op.BoundsParameter.Hidden = true;
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368 | op.ProblemSizeParameter.ActualName = ProblemSizeParameter.Name;
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369 | op.ProblemSizeParameter.Hidden = true;
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370 | }
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371 | foreach (var op in Operators.OfType<IRealVectorParticleUpdater>()) {
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372 | op.RealVectorParameter.ActualName = SolutionCreator.RealVectorParameter.ActualName;
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373 | op.RealVectorParameter.Hidden = true;
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374 | op.BoundsParameter.ActualName = BoundsParameter.Name;
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375 | op.BoundsParameter.Hidden = true;
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376 | }
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377 | foreach (var op in Operators.OfType<IRealVectorSwarmUpdater>()) {
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378 | op.RealVectorParameter.ActualName = SolutionCreator.RealVectorParameter.ActualName;
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379 | op.RealVectorParameter.Hidden = true;
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380 | op.MaximizationParameter.ActualName = MaximizationParameter.Name;
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381 | op.MaximizationParameter.Hidden = true;
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382 | }
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383 | foreach (var op in Operators.OfType<IRealVectorMultiNeighborhoodShakingOperator>()) {
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384 | op.RealVectorParameter.ActualName = SolutionCreator.RealVectorParameter.ActualName;
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385 | op.RealVectorParameter.Hidden = true;
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386 | }
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387 | foreach (var op in Operators.OfType<ISingleObjectiveImprovementOperator>()) {
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388 | op.SolutionParameter.ActualName = SolutionCreator.RealVectorParameter.ActualName;
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389 | op.SolutionParameter.Hidden = true;
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390 | }
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391 | foreach (var op in Operators.OfType<ISingleObjectivePathRelinker>()) {
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392 | op.ParentsParameter.ActualName = SolutionCreator.RealVectorParameter.ActualName;
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393 | op.ParentsParameter.Hidden = true;
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394 | }
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395 | foreach (var op in Operators.OfType<SingleObjectiveTestFunctionSimilarityCalculator>()) {
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396 | op.SolutionVariableName = SolutionCreator.RealVectorParameter.ActualName;
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397 | op.QualityVariableName = Evaluator.QualityParameter.ActualName;
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398 | op.Bounds = Bounds;
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399 | }
|
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400 | }
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401 | private void UpdateStrategyVectorBounds() {
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402 | var strategyBounds = (DoubleMatrix)Bounds.Clone();
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403 | for (int i = 0; i < strategyBounds.Rows; i++) {
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404 | if (strategyBounds[i, 0] < 0) strategyBounds[i, 0] = 0;
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405 | strategyBounds[i, 1] = 0.1 * (Bounds[i, 1] - Bounds[i, 0]);
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406 | }
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407 | strategyVectorCreator.BoundsParameter.Value = strategyBounds;
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408 | }
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409 | #endregion
|
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410 | }
|
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411 | }
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