1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2010 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 HeuristicLab.Analysis;
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23 | using HeuristicLab.Core;
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24 | using HeuristicLab.Data;
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25 | using HeuristicLab.Operators;
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26 | using HeuristicLab.Optimization.Operators;
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27 | using HeuristicLab.Parameters;
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28 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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29 | using HeuristicLab.Selection;
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30 |
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31 | namespace HeuristicLab.Algorithms.OffspringSelectionGeneticAlgorithm {
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32 | /// <summary>
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33 | /// An operator which represents the main loop of an offspring selection genetic algorithm.
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34 | /// </summary>
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35 | [Item("OffspringSelectionGeneticAlgorithmMainLoop", "An operator which represents the main loop of an offspring selection genetic algorithm.")]
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36 | [StorableClass]
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37 | public sealed class OffspringSelectionGeneticAlgorithmMainLoop : AlgorithmOperator {
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38 | #region Parameter properties
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39 | public ValueLookupParameter<IRandom> RandomParameter {
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40 | get { return (ValueLookupParameter<IRandom>)Parameters["Random"]; }
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41 | }
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42 | public ValueLookupParameter<BoolValue> MaximizationParameter {
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43 | get { return (ValueLookupParameter<BoolValue>)Parameters["Maximization"]; }
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44 | }
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45 | public SubScopesLookupParameter<DoubleValue> QualityParameter {
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46 | get { return (SubScopesLookupParameter<DoubleValue>)Parameters["Quality"]; }
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47 | }
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48 | public ValueLookupParameter<DoubleValue> BestKnownQualityParameter {
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49 | get { return (ValueLookupParameter<DoubleValue>)Parameters["BestKnownQuality"]; }
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50 | }
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51 | public ValueLookupParameter<IOperator> SelectorParameter {
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52 | get { return (ValueLookupParameter<IOperator>)Parameters["Selector"]; }
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53 | }
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54 | public ValueLookupParameter<IOperator> CrossoverParameter {
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55 | get { return (ValueLookupParameter<IOperator>)Parameters["Crossover"]; }
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56 | }
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57 | public ValueLookupParameter<PercentValue> MutationProbabilityParameter {
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58 | get { return (ValueLookupParameter<PercentValue>)Parameters["MutationProbability"]; }
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59 | }
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60 | public ValueLookupParameter<IOperator> MutatorParameter {
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61 | get { return (ValueLookupParameter<IOperator>)Parameters["Mutator"]; }
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62 | }
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63 | public ValueLookupParameter<IOperator> EvaluatorParameter {
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64 | get { return (ValueLookupParameter<IOperator>)Parameters["Evaluator"]; }
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65 | }
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66 | public ValueLookupParameter<IntValue> ElitesParameter {
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67 | get { return (ValueLookupParameter<IntValue>)Parameters["Elites"]; }
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68 | }
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69 | public ValueLookupParameter<IntValue> MaximumGenerationsParameter {
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70 | get { return (ValueLookupParameter<IntValue>)Parameters["MaximumGenerations"]; }
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71 | }
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72 | public ValueLookupParameter<VariableCollection> ResultsParameter {
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73 | get { return (ValueLookupParameter<VariableCollection>)Parameters["Results"]; }
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74 | }
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75 | public ValueLookupParameter<IOperator> VisualizerParameter {
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76 | get { return (ValueLookupParameter<IOperator>)Parameters["Visualizer"]; }
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77 | }
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78 | public LookupParameter<IItem> VisualizationParameter {
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79 | get { return (LookupParameter<IItem>)Parameters["Visualization"]; }
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80 | }
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81 | public ValueLookupParameter<DoubleValue> SuccessRatioParameter {
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82 | get { return (ValueLookupParameter<DoubleValue>)Parameters["SuccessRatio"]; }
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83 | }
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84 | public ValueLookupParameter<DoubleValue> ComparisonFactorLowerBoundParameter {
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85 | get { return (ValueLookupParameter<DoubleValue>)Parameters["ComparisonFactorLowerBound"]; }
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86 | }
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87 | public ValueLookupParameter<DoubleValue> ComparisonFactorUpperBoundParameter {
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88 | get { return (ValueLookupParameter<DoubleValue>)Parameters["ComparisonFactorUpperBound"]; }
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89 | }
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90 | public ValueLookupParameter<IOperator> ComparisonFactorModifierParameter {
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91 | get { return (ValueLookupParameter<IOperator>)Parameters["ComparisonFactorModifier"]; }
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92 | }
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93 | public ValueLookupParameter<DoubleValue> MaximumSelectionPressureParameter {
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94 | get { return (ValueLookupParameter<DoubleValue>)Parameters["MaximumSelectionPressure"]; }
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95 | }
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96 | public ValueLookupParameter<BoolValue> OffspringSelectionBeforeMutationParameter {
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97 | get { return (ValueLookupParameter<BoolValue>)Parameters["OffspringSelectionBeforeMutation"]; }
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98 | }
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99 | #endregion
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100 |
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101 | [StorableConstructor]
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102 | private OffspringSelectionGeneticAlgorithmMainLoop(bool deserializing) : base() { }
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103 | public OffspringSelectionGeneticAlgorithmMainLoop()
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104 | : base() {
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105 | Initialize();
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106 | }
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107 |
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108 | private void Initialize() {
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109 | #region Create parameters
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110 | Parameters.Add(new ValueLookupParameter<IRandom>("Random", "A pseudo random number generator."));
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111 | Parameters.Add(new ValueLookupParameter<BoolValue>("Maximization", "True if the problem is a maximization problem, otherwise false."));
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112 | Parameters.Add(new SubScopesLookupParameter<DoubleValue>("Quality", "The value which represents the quality of a solution."));
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113 | Parameters.Add(new ValueLookupParameter<DoubleValue>("BestKnownQuality", "The best known quality value found so far."));
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114 | Parameters.Add(new ValueLookupParameter<IOperator>("Selector", "The operator used to select solutions for reproduction."));
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115 | Parameters.Add(new ValueLookupParameter<IOperator>("Crossover", "The operator used to cross solutions."));
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116 | Parameters.Add(new ValueLookupParameter<PercentValue>("MutationProbability", "The probability that the mutation operator is applied on a solution."));
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117 | Parameters.Add(new ValueLookupParameter<IOperator>("Mutator", "The operator used to mutate solutions."));
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118 | Parameters.Add(new ValueLookupParameter<IOperator>("Evaluator", "The operator used to evaluate solutions."));
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119 | Parameters.Add(new ValueLookupParameter<IntValue>("Elites", "The numer of elite solutions which are kept in each generation."));
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120 | Parameters.Add(new ValueLookupParameter<IntValue>("MaximumGenerations", "The maximum number of generations which should be processed."));
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121 | Parameters.Add(new ValueLookupParameter<VariableCollection>("Results", "The variable collection where results should be stored."));
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122 | Parameters.Add(new ValueLookupParameter<IOperator>("Visualizer", "The operator used to visualize solutions."));
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123 | Parameters.Add(new LookupParameter<IItem>("Visualization", "The item which represents the visualization of solutions."));
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124 | Parameters.Add(new ValueLookupParameter<DoubleValue>("SuccessRatio", "The ratio of successful to total children that should be achieved."));
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125 | Parameters.Add(new ValueLookupParameter<DoubleValue>("ComparisonFactorLowerBound", "The lower bound of the comparison factor (start)."));
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126 | Parameters.Add(new ValueLookupParameter<DoubleValue>("ComparisonFactorUpperBound", "The upper bound of the comparison factor (end)."));
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127 | Parameters.Add(new ValueLookupParameter<IOperator>("ComparisonFactorModifier", "The operator used to modify the comparison factor."));
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128 | Parameters.Add(new ValueLookupParameter<DoubleValue>("MaximumSelectionPressure", "The maximum selection pressure that terminates the algorithm."));
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129 | Parameters.Add(new ValueLookupParameter<BoolValue>("OffspringSelectionBeforeMutation", "True if the offspring selection step should be applied before mutation, false if it should be applied after mutation."));
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130 | #endregion
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131 |
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132 | #region Create operators
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133 | ConditionalBranch initializationBranch = new ConditionalBranch();
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134 | VariableCreator variableCreator = new VariableCreator();
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135 | Assigner variableAssigner = new Assigner();
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136 | BestQualityMemorizer bestQualityMemorizer1 = new BestQualityMemorizer();
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137 | BestQualityMemorizer bestQualityMemorizer2 = new BestQualityMemorizer();
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138 | BestAverageWorstQualityCalculator bestAverageWorstQualityCalculator1 = new BestAverageWorstQualityCalculator();
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139 | DataTableValuesCollector dataTableValuesCollector1 = new DataTableValuesCollector();
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140 | DataTableValuesCollector selPressDataTableValuesCollector1 = new DataTableValuesCollector();
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141 | QualityDifferenceCalculator qualityDifferenceCalculator1 = new QualityDifferenceCalculator();
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142 | Placeholder visualizer1 = new Placeholder();
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143 | ResultsCollector resultsCollector = new ResultsCollector();
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144 | Placeholder selector = new Placeholder();
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145 | SubScopesProcessor subScopesProcessor1 = new SubScopesProcessor();
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146 | ChildrenCreator childrenCreator = new ChildrenCreator();
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147 | UniformSubScopesProcessor uniformSubScopesProcessor = new UniformSubScopesProcessor();
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148 | Placeholder crossover = new Placeholder();
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149 | ConditionalBranch osBeforeMutationBranch = new ConditionalBranch();
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150 | Placeholder evaluator1 = new Placeholder();
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151 | IntCounter evaluationCounter1 = new IntCounter();
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152 | WeightedParentsQualityComparator qualityComparer1 = new WeightedParentsQualityComparator();
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153 | StochasticBranch mutationBranch1 = new StochasticBranch();
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154 | Placeholder mutator1 = new Placeholder();
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155 | Placeholder evaluator2 = new Placeholder();
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156 | IntCounter evaluationCounter2 = new IntCounter();
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157 | StochasticBranch mutationBranch2 = new StochasticBranch();
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158 | Placeholder mutator2 = new Placeholder();
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159 | Placeholder evaluator3 = new Placeholder();
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160 | IntCounter evaluationCounter3 = new IntCounter();
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161 | WeightedParentsQualityComparator qualityComparer2 = new WeightedParentsQualityComparator();
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162 | SubScopesRemover subScopesRemover = new SubScopesRemover();
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163 | ConditionalSelector conditionalSelector = new ConditionalSelector();
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164 | OffspringSelector offspringSelector = new OffspringSelector();
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165 | SubScopesProcessor subScopesProcessor2 = new SubScopesProcessor();
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166 | BestSelector bestSelector = new BestSelector();
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167 | RightReducer rightReducer = new RightReducer();
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168 | MergingReducer mergingReducer = new MergingReducer();
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169 | IntCounter intCounter = new IntCounter();
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170 | Placeholder comparisonFactorModifier = new Placeholder();
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171 | Comparator comparator1 = new Comparator();
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172 | Comparator comparator2 = new Comparator();
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173 | Assigner evaluatedSolutionsAssigner = new Assigner();
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174 | ResultsCollector evalSolCollector = new ResultsCollector();
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175 | BestQualityMemorizer bestQualityMemorizer3 = new BestQualityMemorizer();
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176 | BestQualityMemorizer bestQualityMemorizer4 = new BestQualityMemorizer();
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177 | BestAverageWorstQualityCalculator bestAverageWorstQualityCalculator2 = new BestAverageWorstQualityCalculator();
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178 | DataTableValuesCollector dataTableValuesCollector2 = new DataTableValuesCollector();
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179 | DataTableValuesCollector selPressDataTableValuesCollector2 = new DataTableValuesCollector();
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180 | QualityDifferenceCalculator qualityDifferenceCalculator2 = new QualityDifferenceCalculator();
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181 | Placeholder visualizer2 = new Placeholder();
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182 | ConditionalBranch conditionalBranch1 = new ConditionalBranch();
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183 | ConditionalBranch conditionalBranch2 = new ConditionalBranch();
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184 |
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185 | initializationBranch.ConditionParameter.ActualName = "IsInitialized";
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186 |
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187 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("Generations", new IntValue(0))); // this variable is referenced in SASEGASAMainLoop, do not change!
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188 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("EvaluatedSolutions", new IntValue(0)));
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189 | variableCreator.CollectedValues.Add(new ValueParameter<DoubleValue>("SelectionPressure", new DoubleValue(0)));
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190 | variableCreator.CollectedValues.Add(new ValueParameter<DoubleValue>("CurrentSuccessRatio", new DoubleValue(0)));
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191 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("EvaluatedSolutionsResult", new IntValue(0)));
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192 | variableCreator.CollectedValues.Add(new ValueParameter<BoolValue>("IsInitialized", new BoolValue(true)));
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193 |
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194 | variableAssigner.LeftSideParameter.ActualName = "ComparisonFactor"; // this variable is referenced in SASEGASA, OffspringSelectionGeneticAlgorithm, do not change!
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195 | variableAssigner.RightSideParameter.ActualName = ComparisonFactorLowerBoundParameter.Name;
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196 |
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197 | bestQualityMemorizer1.BestQualityParameter.ActualName = "BestQuality";
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198 | bestQualityMemorizer1.MaximizationParameter.ActualName = MaximizationParameter.Name;
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199 | bestQualityMemorizer1.QualityParameter.ActualName = QualityParameter.Name;
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200 |
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201 | bestQualityMemorizer2.BestQualityParameter.ActualName = BestKnownQualityParameter.Name;
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202 | bestQualityMemorizer2.MaximizationParameter.ActualName = MaximizationParameter.Name;
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203 | bestQualityMemorizer2.QualityParameter.ActualName = QualityParameter.Name;
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204 |
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205 | bestAverageWorstQualityCalculator1.AverageQualityParameter.ActualName = "CurrentAverageQuality";
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206 | bestAverageWorstQualityCalculator1.BestQualityParameter.ActualName = "CurrentBestQuality";
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207 | bestAverageWorstQualityCalculator1.MaximizationParameter.ActualName = MaximizationParameter.Name;
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208 | bestAverageWorstQualityCalculator1.QualityParameter.ActualName = QualityParameter.Name;
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209 | bestAverageWorstQualityCalculator1.WorstQualityParameter.ActualName = "CurrentWorstQuality";
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210 |
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211 | dataTableValuesCollector1.CollectedValues.Add(new LookupParameter<DoubleValue>("Current Best Quality", null, "CurrentBestQuality"));
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212 | dataTableValuesCollector1.CollectedValues.Add(new LookupParameter<DoubleValue>("Current Average Quality", null, "CurrentAverageQuality"));
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213 | dataTableValuesCollector1.CollectedValues.Add(new LookupParameter<DoubleValue>("Current Worst Quality", null, "CurrentWorstQuality"));
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214 | dataTableValuesCollector1.CollectedValues.Add(new LookupParameter<DoubleValue>("Best Quality", null, "BestQuality"));
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215 | dataTableValuesCollector1.CollectedValues.Add(new LookupParameter<DoubleValue>("Best Known Quality", null, BestKnownQualityParameter.Name));
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216 | dataTableValuesCollector1.DataTableParameter.ActualName = "Qualities";
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217 |
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218 | selPressDataTableValuesCollector1.CollectedValues.Add(new LookupParameter<DoubleValue>("Selection Pressure", null, "SelectionPressure"));
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219 | selPressDataTableValuesCollector1.CollectedValues.Add(new LookupParameter<DoubleValue>("Maximum Selection Pressure", null, MaximumSelectionPressureParameter.Name));
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220 | selPressDataTableValuesCollector1.DataTableParameter.ActualName = "SelectionPressures";
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221 |
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222 | qualityDifferenceCalculator1.AbsoluteDifferenceParameter.ActualName = "AbsoluteDifferenceBestKnownToBest";
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223 | qualityDifferenceCalculator1.FirstQualityParameter.ActualName = BestKnownQualityParameter.Name;
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224 | qualityDifferenceCalculator1.RelativeDifferenceParameter.ActualName = "RelativeDifferenceBestKnownToBest";
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225 | qualityDifferenceCalculator1.SecondQualityParameter.ActualName = "BestQuality";
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226 |
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227 | visualizer1.Name = "Visualizer (placeholder)";
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228 | visualizer1.OperatorParameter.ActualName = VisualizerParameter.Name;
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229 |
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230 | resultsCollector.CollectedValues.Add(new LookupParameter<IntValue>("Generations"));
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231 | resultsCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("Current Best Quality", null, "CurrentBestQuality"));
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232 | resultsCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("Current Average Quality", null, "CurrentAverageQuality"));
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233 | resultsCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("Current Worst Quality", null, "CurrentWorstQuality"));
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234 | resultsCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("Best Quality", null, "BestQuality"));
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235 | resultsCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("Best Known Quality", null, BestKnownQualityParameter.Name));
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236 | resultsCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("Absolute Difference of Best Known Quality to Best Quality", null, "AbsoluteDifferenceBestKnownToBest"));
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237 | resultsCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("Relative Difference of Best Known Quality to Best Quality", null, "RelativeDifferenceBestKnownToBest"));
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238 | resultsCollector.CollectedValues.Add(new LookupParameter<IntValue>("Evaluated Solutions", null, "EvaluatedSolutionsResult"));
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239 | resultsCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("Curent Comparison Factor", null, "ComparisonFactor"));
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240 | resultsCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("Current Selection Pressure", null, "SelectionPressure"));
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241 | resultsCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("Current Success Ratio", null, "CurrentSuccessRatio"));
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242 | resultsCollector.CollectedValues.Add(new LookupParameter<IItem>("Solution Visualization", null, VisualizationParameter.Name));
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243 | resultsCollector.CollectedValues.Add(new LookupParameter<DataTable>("Qualities"));
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244 | resultsCollector.CollectedValues.Add(new LookupParameter<DataTable>("SelectionPressures"));
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245 | resultsCollector.ResultsParameter.ActualName = ResultsParameter.Name;
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246 |
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247 | selector.Name = "Selector (placeholder)";
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248 | selector.OperatorParameter.ActualName = SelectorParameter.Name;
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249 |
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250 | childrenCreator.ParentsPerChild = new IntValue(2);
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251 |
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252 | crossover.Name = "Crossover (placeholder)";
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253 | crossover.OperatorParameter.ActualName = CrossoverParameter.Name;
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254 |
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255 | osBeforeMutationBranch.Name = "Apply OS before mutation?";
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256 | osBeforeMutationBranch.ConditionParameter.ActualName = OffspringSelectionBeforeMutationParameter.Name;
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257 |
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258 | evaluator1.Name = "Evaluator (placeholder)";
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259 | evaluator1.OperatorParameter.ActualName = EvaluatorParameter.Name;
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260 |
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261 | evaluationCounter1.Name = "EvaluatedSolutions++";
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262 | evaluationCounter1.Increment = new IntValue(1);
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263 | evaluationCounter1.ValueParameter.ActualName = "EvaluatedSolutions";
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264 |
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265 | qualityComparer1.ComparisonFactorParameter.ActualName = "ComparisonFactor";
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266 | qualityComparer1.LeftSideParameter.ActualName = QualityParameter.Name;
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267 | qualityComparer1.MaximizationParameter.ActualName = MaximizationParameter.Name;
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268 | qualityComparer1.RightSideParameter.ActualName = QualityParameter.Name;
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269 | qualityComparer1.ResultParameter.ActualName = "SuccessfulOffspring";
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270 |
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271 | mutationBranch1.ProbabilityParameter.ActualName = MutationProbabilityParameter.Name;
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272 | mutationBranch1.RandomParameter.ActualName = RandomParameter.Name;
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273 |
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274 | mutator1.Name = "Mutator (placeholder)";
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275 | mutator1.OperatorParameter.ActualName = MutatorParameter.Name;
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276 |
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277 | evaluator2.Name = "Evaluator (placeholder)";
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278 | evaluator2.OperatorParameter.ActualName = EvaluatorParameter.Name;
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279 |
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280 | evaluationCounter2.Name = "EvaluatedSolutions++";
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281 | evaluationCounter2.Increment = new IntValue(1);
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282 | evaluationCounter2.ValueParameter.ActualName = "EvaluatedSolutions";
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283 |
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284 | mutationBranch2.ProbabilityParameter.ActualName = MutationProbabilityParameter.Name;
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285 | mutationBranch2.RandomParameter.ActualName = RandomParameter.Name;
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286 |
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287 | mutator2.Name = "Mutator (placeholder)";
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288 | mutator2.OperatorParameter.ActualName = MutatorParameter.Name;
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289 |
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290 | evaluator3.Name = "Evaluator (placeholder)";
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291 | evaluator3.OperatorParameter.ActualName = EvaluatorParameter.Name;
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292 |
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293 | evaluationCounter3.Name = "EvaluatedSolutions++";
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294 | evaluationCounter3.Increment = new IntValue(1);
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295 | evaluationCounter3.ValueParameter.ActualName = "EvaluatedSolutions";
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296 |
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297 | qualityComparer2.ComparisonFactorParameter.ActualName = "ComparisonFactor";
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298 | qualityComparer2.LeftSideParameter.ActualName = QualityParameter.Name;
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299 | qualityComparer2.MaximizationParameter.ActualName = MaximizationParameter.Name;
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300 | qualityComparer2.RightSideParameter.ActualName = QualityParameter.Name;
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301 | qualityComparer2.ResultParameter.ActualName = "SuccessfulOffspring";
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302 |
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303 | subScopesRemover.RemoveAllSubScopes = true;
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304 |
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305 | conditionalSelector.CopySelected = new BoolValue(false);
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306 | conditionalSelector.ConditionParameter.ActualName = "SuccessfulOffspring";
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307 |
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308 | offspringSelector.CurrentSuccessRatioParameter.ActualName = "CurrentSuccessRatio";
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309 | offspringSelector.LuckyLosersParameter.ActualName = "OSLuckyLosers";
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310 | offspringSelector.MaximumSelectionPressureParameter.ActualName = MaximumSelectionPressureParameter.Name;
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311 | offspringSelector.SelectionPressureParameter.ActualName = "SelectionPressure";
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312 | offspringSelector.SuccessRatioParameter.ActualName = SuccessRatioParameter.Name;
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313 | offspringSelector.WinnersParameter.ActualName = "OSWinners";
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314 |
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315 | bestSelector.CopySelected = new BoolValue(false);
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316 | bestSelector.MaximizationParameter.ActualName = MaximizationParameter.Name;
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317 | bestSelector.NumberOfSelectedSubScopesParameter.ActualName = ElitesParameter.Name;
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318 | bestSelector.QualityParameter.ActualName = QualityParameter.Name;
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319 |
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320 | intCounter.Increment = new IntValue(1);
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321 | intCounter.ValueParameter.ActualName = "Generations";
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322 |
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323 | comparisonFactorModifier.Name = "Modify ComparisonFactor (placeholder)";
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324 | comparisonFactorModifier.OperatorParameter.ActualName = ComparisonFactorModifierParameter.Name;
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325 |
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326 | comparator1.Comparison = new Comparison(ComparisonType.GreaterOrEqual);
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327 | comparator1.LeftSideParameter.ActualName = "Generations";
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328 | comparator1.ResultParameter.ActualName = "TerminateMaximumGenerations";
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329 | comparator1.RightSideParameter.ActualName = MaximumGenerationsParameter.Name;
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330 |
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331 | comparator2.Comparison = new Comparison(ComparisonType.GreaterOrEqual);
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332 | comparator2.LeftSideParameter.ActualName = "SelectionPressure";
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333 | comparator2.ResultParameter.ActualName = "TerminateSelectionPressure";
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334 | comparator2.RightSideParameter.ActualName = MaximumSelectionPressureParameter.Name;
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335 |
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336 | evaluatedSolutionsAssigner.LeftSideParameter.ActualName = "EvaluatedSolutionsResult";
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337 | evaluatedSolutionsAssigner.RightSideParameter.ActualName = "EvaluatedSolutions";
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338 |
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339 | evalSolCollector.CollectedValues.Add(new LookupParameter<IntValue>("Evaluated Solutions", null, "EvaluatedSolutionsResult"));
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340 | evalSolCollector.ResultsParameter.ActualName = ResultsParameter.Name;
|
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341 |
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342 | bestQualityMemorizer3.BestQualityParameter.ActualName = "BestQuality";
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343 | bestQualityMemorizer3.MaximizationParameter.ActualName = MaximizationParameter.Name;
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344 | bestQualityMemorizer3.QualityParameter.ActualName = QualityParameter.Name;
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345 |
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346 | bestQualityMemorizer4.BestQualityParameter.ActualName = BestKnownQualityParameter.Name;
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347 | bestQualityMemorizer4.MaximizationParameter.ActualName = MaximizationParameter.Name;
|
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348 | bestQualityMemorizer4.QualityParameter.ActualName = QualityParameter.Name;
|
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349 |
|
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350 | bestAverageWorstQualityCalculator2.AverageQualityParameter.ActualName = "CurrentAverageQuality";
|
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351 | bestAverageWorstQualityCalculator2.BestQualityParameter.ActualName = "CurrentBestQuality";
|
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352 | bestAverageWorstQualityCalculator2.MaximizationParameter.ActualName = MaximizationParameter.Name;
|
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353 | bestAverageWorstQualityCalculator2.QualityParameter.ActualName = QualityParameter.Name;
|
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354 | bestAverageWorstQualityCalculator2.WorstQualityParameter.ActualName = "CurrentWorstQuality";
|
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355 |
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356 | dataTableValuesCollector2.CollectedValues.Add(new LookupParameter<DoubleValue>("Current Best Quality", null, "CurrentBestQuality"));
|
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357 | dataTableValuesCollector2.CollectedValues.Add(new LookupParameter<DoubleValue>("Current Average Quality", null, "CurrentAverageQuality"));
|
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358 | dataTableValuesCollector2.CollectedValues.Add(new LookupParameter<DoubleValue>("Current Worst Quality", null, "CurrentWorstQuality"));
|
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359 | dataTableValuesCollector2.CollectedValues.Add(new LookupParameter<DoubleValue>("Best Quality", null, "BestQuality"));
|
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360 | dataTableValuesCollector2.CollectedValues.Add(new LookupParameter<DoubleValue>("Best Known Quality", null, BestKnownQualityParameter.Name));
|
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361 | dataTableValuesCollector2.DataTableParameter.ActualName = "Qualities";
|
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362 |
|
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363 | selPressDataTableValuesCollector2.CollectedValues.Add(new LookupParameter<DoubleValue>("Selection Pressure", null, "SelectionPressure"));
|
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364 | selPressDataTableValuesCollector2.CollectedValues.Add(new LookupParameter<DoubleValue>("Maximum Selection Pressure", null, MaximumSelectionPressureParameter.Name));
|
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365 | selPressDataTableValuesCollector2.DataTableParameter.ActualName = "SelectionPressures";
|
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366 |
|
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367 | qualityDifferenceCalculator2.AbsoluteDifferenceParameter.ActualName = "AbsoluteDifferenceBestKnownToBest";
|
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368 | qualityDifferenceCalculator2.FirstQualityParameter.ActualName = BestKnownQualityParameter.Name;
|
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369 | qualityDifferenceCalculator2.RelativeDifferenceParameter.ActualName = "RelativeDifferenceBestKnownToBest";
|
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370 | qualityDifferenceCalculator2.SecondQualityParameter.ActualName = "BestQuality";
|
---|
371 |
|
---|
372 | visualizer2.Name = "Visualizer (placeholder)";
|
---|
373 | visualizer2.OperatorParameter.ActualName = VisualizerParameter.Name;
|
---|
374 |
|
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375 | conditionalBranch1.Name = "MaximumSelectionPressure reached?";
|
---|
376 | conditionalBranch1.ConditionParameter.ActualName = "TerminateSelectionPressure";
|
---|
377 |
|
---|
378 | conditionalBranch2.Name = "MaximumGenerations reached?";
|
---|
379 | conditionalBranch2.ConditionParameter.ActualName = "TerminateMaximumGenerations"; // this variable is referenced in SASEGASAMainLoop, do not change!
|
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380 | #endregion
|
---|
381 |
|
---|
382 | #region Create operator graph
|
---|
383 | OperatorGraph.InitialOperator = initializationBranch;
|
---|
384 | initializationBranch.FalseBranch = variableCreator;
|
---|
385 | initializationBranch.Successor = selector;
|
---|
386 | variableCreator.Successor = variableAssigner;
|
---|
387 | variableAssigner.Successor = bestQualityMemorizer1;
|
---|
388 | bestQualityMemorizer1.Successor = bestQualityMemorizer2;
|
---|
389 | bestQualityMemorizer2.Successor = bestAverageWorstQualityCalculator1;
|
---|
390 | bestAverageWorstQualityCalculator1.Successor = dataTableValuesCollector1;
|
---|
391 | dataTableValuesCollector1.Successor = selPressDataTableValuesCollector1;
|
---|
392 | selPressDataTableValuesCollector1.Successor = qualityDifferenceCalculator1;
|
---|
393 | qualityDifferenceCalculator1.Successor = visualizer1;
|
---|
394 | visualizer1.Successor = resultsCollector;
|
---|
395 | resultsCollector.Successor = null;
|
---|
396 | selector.Successor = subScopesProcessor1;
|
---|
397 | subScopesProcessor1.Operators.Add(new EmptyOperator());
|
---|
398 | subScopesProcessor1.Operators.Add(childrenCreator);
|
---|
399 | subScopesProcessor1.Successor = offspringSelector;
|
---|
400 | childrenCreator.Successor = uniformSubScopesProcessor;
|
---|
401 | uniformSubScopesProcessor.Operator = crossover;
|
---|
402 | uniformSubScopesProcessor.Successor = conditionalSelector;
|
---|
403 | crossover.Successor = osBeforeMutationBranch;
|
---|
404 | osBeforeMutationBranch.TrueBranch = evaluator1;
|
---|
405 | osBeforeMutationBranch.FalseBranch = mutationBranch2;
|
---|
406 | osBeforeMutationBranch.Successor = subScopesRemover;
|
---|
407 | evaluator1.Successor = evaluationCounter1;
|
---|
408 | evaluationCounter1.Successor = qualityComparer1;
|
---|
409 | qualityComparer1.Successor = mutationBranch1;
|
---|
410 | mutationBranch1.FirstBranch = mutator1;
|
---|
411 | mutationBranch1.SecondBranch = null;
|
---|
412 | mutationBranch1.Successor = null;
|
---|
413 | mutator1.Successor = evaluator2;
|
---|
414 | evaluator2.Successor = evaluationCounter2;
|
---|
415 | evaluationCounter2.Successor = null;
|
---|
416 | mutationBranch2.FirstBranch = mutator2;
|
---|
417 | mutationBranch2.SecondBranch = null;
|
---|
418 | mutationBranch2.Successor = evaluator3;
|
---|
419 | mutator2.Successor = null;
|
---|
420 | evaluator3.Successor = evaluationCounter3;
|
---|
421 | evaluationCounter3.Successor = qualityComparer2;
|
---|
422 | subScopesRemover.Successor = null;
|
---|
423 | offspringSelector.OffspringCreator = selector;
|
---|
424 | offspringSelector.Successor = subScopesProcessor2;
|
---|
425 | subScopesProcessor2.Operators.Add(bestSelector);
|
---|
426 | subScopesProcessor2.Operators.Add(new EmptyOperator());
|
---|
427 | subScopesProcessor2.Successor = mergingReducer;
|
---|
428 | bestSelector.Successor = rightReducer;
|
---|
429 | rightReducer.Successor = null;
|
---|
430 | mergingReducer.Successor = intCounter;
|
---|
431 | intCounter.Successor = comparisonFactorModifier;
|
---|
432 | comparisonFactorModifier.Successor = comparator1;
|
---|
433 | comparator1.Successor = comparator2;
|
---|
434 | comparator2.Successor = evaluatedSolutionsAssigner;
|
---|
435 | evaluatedSolutionsAssigner.Successor = evalSolCollector;
|
---|
436 | evalSolCollector.Successor = bestQualityMemorizer3;
|
---|
437 | bestQualityMemorizer3.Successor = bestQualityMemorizer4;
|
---|
438 | bestQualityMemorizer4.Successor = bestAverageWorstQualityCalculator2;
|
---|
439 | bestAverageWorstQualityCalculator2.Successor = dataTableValuesCollector2;
|
---|
440 | dataTableValuesCollector2.Successor = selPressDataTableValuesCollector2;
|
---|
441 | selPressDataTableValuesCollector2.Successor = qualityDifferenceCalculator2;
|
---|
442 | qualityDifferenceCalculator2.Successor = visualizer2;
|
---|
443 | visualizer2.Successor = conditionalBranch1;
|
---|
444 | conditionalBranch1.FalseBranch = conditionalBranch2;
|
---|
445 | conditionalBranch1.TrueBranch = null;
|
---|
446 | conditionalBranch1.Successor = null;
|
---|
447 | conditionalBranch2.FalseBranch = selector;
|
---|
448 | conditionalBranch2.TrueBranch = null;
|
---|
449 | conditionalBranch2.Successor = null;
|
---|
450 | #endregion
|
---|
451 | }
|
---|
452 | }
|
---|
453 | }
|
---|