1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2018 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.Common;
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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;
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27 | using HeuristicLab.Optimization.Operators;
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28 | using HeuristicLab.Parameters;
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29 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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30 | using HeuristicLab.Selection;
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31 |
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32 | namespace HeuristicLab.Algorithms.ScatterSearch {
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33 | /// <summary>
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34 | /// An operator which represents a scatter search.
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35 | /// </summary>
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36 | [Item("ScatterSearchMainLoop", "An operator which represents a scatter search.")]
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37 | [StorableClass]
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38 | public sealed class ScatterSearchMainLoop : AlgorithmOperator {
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39 | #region Parameter properties
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40 | public IValueLookupParameter<IMultiAnalyzer> AnalyzerParameter {
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41 | get { return (IValueLookupParameter<IMultiAnalyzer>)Parameters["Analyzer"]; }
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42 | }
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43 | public IValueLookupParameter<DoubleValue> BestKnownQualityParameter {
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44 | get { return (IValueLookupParameter<DoubleValue>)Parameters["BestKnownQuality"]; }
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45 | }
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46 | public IValueLookupParameter<ICrossover> CrossoverParameter {
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47 | get { return (IValueLookupParameter<ICrossover>)Parameters["Crossover"]; }
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48 | }
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49 | public IValueLookupParameter<IntValue> EvaluatedSolutionsParameter {
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50 | get { return (IValueLookupParameter<IntValue>)Parameters["EvaluatedSolutions"]; }
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51 | }
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52 | public IValueLookupParameter<IEvaluator> EvaluatorParameter {
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53 | get { return (IValueLookupParameter<IEvaluator>)Parameters["Evaluator"]; }
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54 | }
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55 | public IValueLookupParameter<BoolValue> ExecutePathRelinkingParameter {
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56 | get { return (IValueLookupParameter<BoolValue>)Parameters["ExecutePathRelinking"]; }
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57 | }
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58 | public IValueLookupParameter<IImprovementOperator> ImproverParameter {
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59 | get { return (IValueLookupParameter<IImprovementOperator>)Parameters["Improver"]; }
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60 | }
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61 | public IValueLookupParameter<IntValue> IterationsParameter {
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62 | get { return (IValueLookupParameter<IntValue>)Parameters["Iterations"]; }
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63 | }
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64 | public IValueLookupParameter<BoolValue> MaximizationParameter {
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65 | get { return (IValueLookupParameter<BoolValue>)Parameters["Maximization"]; }
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66 | }
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67 | public IValueLookupParameter<IntValue> MaximumIterationsParameter {
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68 | get { return (IValueLookupParameter<IntValue>)Parameters["MaximumIterations"]; }
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69 | }
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70 | public IValueLookupParameter<IntValue> NumberOfHighQualitySolutionsParameter {
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71 | get { return (IValueLookupParameter<IntValue>)Parameters["NumberOfHighQualitySolutions"]; }
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72 | }
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73 | public IValueLookupParameter<IPathRelinker> PathRelinkerParameter {
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74 | get { return (IValueLookupParameter<IPathRelinker>)Parameters["PathRelinker"]; }
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75 | }
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76 | public IValueLookupParameter<IntValue> PopulationSizeParameter {
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77 | get { return (IValueLookupParameter<IntValue>)Parameters["PopulationSize"]; }
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78 | }
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79 | public IValueLookupParameter<IntValue> ReferenceSetSizeParameter {
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80 | get { return (IValueLookupParameter<IntValue>)Parameters["ReferenceSetSize"]; }
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81 | }
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82 | public IValueLookupParameter<DoubleValue> QualityParameter {
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83 | get { return (IValueLookupParameter<DoubleValue>)Parameters["Quality"]; }
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84 | }
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85 | public IValueLookupParameter<IRandom> RandomParameter {
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86 | get { return (IValueLookupParameter<IRandom>)Parameters["Random"]; }
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87 | }
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88 | public IValueLookupParameter<VariableCollection> ResultsParameter {
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89 | get { return (IValueLookupParameter<VariableCollection>)Parameters["Results"]; }
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90 | }
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91 | public IValueLookupParameter<ISolutionSimilarityCalculator> SimilarityCalculatorParameter {
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92 | get { return (IValueLookupParameter<ISolutionSimilarityCalculator>)Parameters["SimilarityCalculator"]; }
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93 | }
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94 | #endregion
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95 |
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96 | #region Properties
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97 | private IMultiAnalyzer Analyzer {
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98 | get { return AnalyzerParameter.ActualValue; }
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99 | set { AnalyzerParameter.ActualValue = value; }
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100 | }
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101 | private DoubleValue BestKnownQuality {
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102 | get { return BestKnownQualityParameter.ActualValue; }
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103 | set { BestKnownQualityParameter.ActualValue = value; }
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104 | }
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105 | private ICrossover Crossover {
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106 | get { return CrossoverParameter.ActualValue; }
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107 | set { CrossoverParameter.ActualValue = value; }
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108 | }
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109 | private IntValue EvaluatedSolutions {
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110 | get { return EvaluatedSolutionsParameter.ActualValue; }
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111 | set { EvaluatedSolutionsParameter.ActualValue = value; }
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112 | }
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113 | private IEvaluator Evaluator {
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114 | get { return EvaluatorParameter.ActualValue; }
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115 | set { EvaluatorParameter.ActualValue = value; }
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116 | }
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117 | private BoolValue ExecutePathRelinking {
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118 | get { return ExecutePathRelinkingParameter.ActualValue; }
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119 | set { ExecutePathRelinkingParameter.ActualValue = value; }
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120 | }
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121 | private IImprovementOperator Improver {
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122 | get { return ImproverParameter.ActualValue; }
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123 | set { ImproverParameter.ActualValue = value; }
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124 | }
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125 | private IntValue Iterations {
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126 | get { return IterationsParameter.ActualValue; }
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127 | set { IterationsParameter.ActualValue = value; }
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128 | }
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129 | private BoolValue Maximization {
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130 | get { return MaximizationParameter.ActualValue; }
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131 | set { MaximizationParameter.ActualValue = value; }
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132 | }
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133 | private IntValue MaximumIterations {
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134 | get { return MaximumIterationsParameter.ActualValue; }
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135 | set { MaximumIterationsParameter.ActualValue = value; }
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136 | }
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137 | private IntValue NumberOfHighQualitySolutions {
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138 | get { return NumberOfHighQualitySolutionsParameter.ActualValue; }
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139 | set { NumberOfHighQualitySolutionsParameter.ActualValue = value; }
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140 | }
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141 | private IPathRelinker PathRelinker {
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142 | get { return PathRelinkerParameter.ActualValue; }
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143 | set { PathRelinkerParameter.ActualValue = value; }
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144 | }
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145 | private IntValue PopulationSize {
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146 | get { return PopulationSizeParameter.ActualValue; }
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147 | set { PopulationSizeParameter.ActualValue = value; }
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148 | }
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149 | private IntValue ReferenceSetSize {
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150 | get { return ReferenceSetSizeParameter.ActualValue; }
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151 | set { ReferenceSetSizeParameter.ActualValue = value; }
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152 | }
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153 | private DoubleValue Quality {
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154 | get { return QualityParameter.ActualValue; }
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155 | set { QualityParameter.ActualValue = value; }
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156 | }
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157 | private IRandom Random {
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158 | get { return RandomParameter.ActualValue; }
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159 | set { RandomParameter.ActualValue = value; }
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160 | }
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161 | private VariableCollection Results {
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162 | get { return ResultsParameter.ActualValue; }
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163 | set { ResultsParameter.ActualValue = value; }
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164 | }
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165 | private ISolutionSimilarityCalculator SimilarityCalculator {
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166 | get { return SimilarityCalculatorParameter.ActualValue; }
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167 | set { SimilarityCalculatorParameter.ActualValue = value; }
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168 | }
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169 | #endregion
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170 |
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171 | [StorableConstructor]
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172 | private ScatterSearchMainLoop(bool deserializing) : base(deserializing) { }
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173 | private ScatterSearchMainLoop(ScatterSearchMainLoop original, Cloner cloner) : base(original, cloner) { }
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174 | public ScatterSearchMainLoop() : base() { Initialize(); }
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175 |
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176 | public override IDeepCloneable Clone(Cloner cloner) {
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177 | return new ScatterSearchMainLoop(this, cloner);
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178 | }
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179 |
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180 | private void Initialize() {
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181 | #region Create parameters
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182 | Parameters.Add(new ValueLookupParameter<IMultiAnalyzer>("Analyzer", "The analyzer used to analyze each iteration."));
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183 | Parameters.Add(new ValueLookupParameter<DoubleValue>("BestKnownQuality", "The best known quality value found so far."));
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184 | Parameters.Add(new ValueLookupParameter<ICrossover>("Crossover", "The operator used to cross solutions."));
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185 | Parameters.Add(new ValueLookupParameter<IntValue>("EvaluatedSolutions", "The number of times solutions have been evaluated."));
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186 | Parameters.Add(new ValueLookupParameter<IEvaluator>("Evaluator", "The operator used to evaluate solutions. This operator is executed in parallel, if an engine is used which supports parallelization."));
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187 | Parameters.Add(new ValueLookupParameter<BoolValue>("ExecutePathRelinking", "True if path relinking should be executed instead of crossover, otherwise false."));
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188 | Parameters.Add(new ValueLookupParameter<IImprovementOperator>("Improver", "The operator used to improve solutions."));
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189 | Parameters.Add(new ValueLookupParameter<IntValue>("Iterations", "The number of iterations performed."));
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190 | Parameters.Add(new ValueLookupParameter<BoolValue>("Maximization", "True if the problem is a maximization problem, otherwise false."));
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191 | Parameters.Add(new ValueLookupParameter<IntValue>("MaximumIterations", "The maximum number of iterations which should be processed."));
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192 | Parameters.Add(new ValueLookupParameter<IntValue>("NumberOfHighQualitySolutions", "The number of high quality solutions in the reference set."));
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193 | Parameters.Add(new ValueLookupParameter<IPathRelinker>("PathRelinker", "The operator used to execute path relinking."));
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194 | Parameters.Add(new ValueLookupParameter<IntValue>("PopulationSize", "The size of the population of solutions."));
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195 | Parameters.Add(new ValueLookupParameter<IntValue>("ReferenceSetSize", "The size of the reference set."));
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196 | Parameters.Add(new ValueLookupParameter<DoubleValue>("Quality", "This parameter is used for name translation only."));
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197 | Parameters.Add(new ValueLookupParameter<IRandom>("Random", "A pseudo random number generator."));
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198 | Parameters.Add(new ValueLookupParameter<VariableCollection>("Results", "The variable collection where results should be stored."));
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199 | Parameters.Add(new ValueLookupParameter<ISolutionSimilarityCalculator>("SimilarityCalculator", "The operator used to calculate the similarity between two solutions."));
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200 | #endregion
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201 |
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202 | #region Create operators
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203 | Placeholder analyzer = new Placeholder();
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204 | Assigner assigner1 = new Assigner();
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205 | Assigner assigner2 = new Assigner();
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206 | ChildrenCreator childrenCreator = new ChildrenCreator();
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207 | Placeholder crossover = new Placeholder();
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208 | Comparator iterationsChecker = new Comparator();
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209 | IntCounter iterationsCounter = new IntCounter();
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210 | MergingReducer mergingReducer = new MergingReducer();
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211 | ConditionalBranch executePathRelinkingBranch = new ConditionalBranch();
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212 | ConditionalBranch newSolutionsBranch = new ConditionalBranch();
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213 | OffspringProcessor offspringProcessor = new OffspringProcessor();
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214 | Placeholder pathRelinker = new Placeholder();
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215 | PopulationRebuildMethod populationRebuildMethod = new PopulationRebuildMethod();
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216 | ReferenceSetUpdateMethod referenceSetUpdateMethod = new ReferenceSetUpdateMethod();
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217 | ResultsCollector resultsCollector = new ResultsCollector();
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218 | RightSelector rightSelector = new RightSelector();
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219 | Placeholder solutionEvaluator1 = new Placeholder();
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220 | Placeholder solutionEvaluator2 = new Placeholder();
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221 | Placeholder solutionImprover1 = new Placeholder();
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222 | Placeholder solutionImprover2 = new Placeholder();
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223 | SolutionPoolUpdateMethod solutionPoolUpdateMethod = new SolutionPoolUpdateMethod();
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224 | SolutionsCreator solutionsCreator = new SolutionsCreator();
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225 | DataReducer dataReducer1 = new DataReducer();
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226 | DataReducer dataReducer2 = new DataReducer();
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227 | SubScopesProcessor subScopesProcessor1 = new SubScopesProcessor();
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228 | SubScopesProcessor subScopesProcessor2 = new SubScopesProcessor();
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229 | SubScopesProcessor subScopesProcessor3 = new SubScopesProcessor();
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230 | SubScopesProcessor subScopesProcessor4 = new SubScopesProcessor();
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231 | ConditionalBranch terminateBranch = new ConditionalBranch();
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232 | UniformSubScopesProcessor uniformSubScopesProcessor1 = new UniformSubScopesProcessor();
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233 | UniformSubScopesProcessor uniformSubScopesProcessor2 = new UniformSubScopesProcessor();
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234 | UniformSubScopesProcessor uniformSubScopesProcessor3 = new UniformSubScopesProcessor();
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235 | VariableCreator variableCreator = new VariableCreator();
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236 | #endregion
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237 |
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238 | #region Create operator graph
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239 | OperatorGraph.InitialOperator = variableCreator;
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240 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>(IterationsParameter.Name, new IntValue(0)));
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241 | variableCreator.CollectedValues.Add(new ValueParameter<BoolValue>("NewSolutions", new BoolValue(false)));
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242 | variableCreator.Successor = resultsCollector;
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243 |
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244 | resultsCollector.CopyValue = new BoolValue(false);
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245 | resultsCollector.CollectedValues.Add(new LookupParameter<IntValue>(IterationsParameter.Name));
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246 | resultsCollector.ResultsParameter.ActualName = ResultsParameter.Name;
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247 | resultsCollector.Successor = iterationsChecker;
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248 |
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249 | iterationsChecker.Name = "IterationsChecker";
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250 | iterationsChecker.Comparison.Value = ComparisonType.GreaterOrEqual;
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251 | iterationsChecker.LeftSideParameter.ActualName = IterationsParameter.Name;
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252 | iterationsChecker.RightSideParameter.ActualName = MaximumIterationsParameter.Name;
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253 | iterationsChecker.ResultParameter.ActualName = "Terminate";
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254 | iterationsChecker.Successor = terminateBranch;
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255 |
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256 | terminateBranch.Name = "TerminateChecker";
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257 | terminateBranch.ConditionParameter.ActualName = "Terminate";
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258 | terminateBranch.FalseBranch = referenceSetUpdateMethod;
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259 |
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260 | referenceSetUpdateMethod.Successor = assigner1;
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261 |
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262 | assigner1.Name = "NewSolutions = true";
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263 | assigner1.LeftSideParameter.ActualName = "NewSolutions";
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264 | assigner1.RightSideParameter.Value = new BoolValue(true);
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265 | assigner1.Successor = subScopesProcessor1;
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266 |
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267 | subScopesProcessor1.DepthParameter.Value = new IntValue(1);
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268 | subScopesProcessor1.Operators.Add(new EmptyOperator());
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269 | subScopesProcessor1.Operators.Add(childrenCreator);
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270 | subScopesProcessor1.Successor = newSolutionsBranch;
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271 |
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272 | childrenCreator.Name = "SubsetGenerator";
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273 | childrenCreator.ParentsPerChildParameter.Value = new IntValue(2);
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274 | childrenCreator.Successor = assigner2;
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275 |
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276 | assigner2.Name = "NewSolutions = false";
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277 | assigner2.LeftSideParameter.ActualName = "NewSolutions";
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278 | assigner2.RightSideParameter.Value = new BoolValue(false);
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279 | assigner2.Successor = uniformSubScopesProcessor1;
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280 |
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281 | uniformSubScopesProcessor1.DepthParameter.Value = new IntValue(1);
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282 | uniformSubScopesProcessor1.Operator = executePathRelinkingBranch;
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283 | uniformSubScopesProcessor1.Successor = solutionPoolUpdateMethod;
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284 |
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285 | executePathRelinkingBranch.Name = "ExecutePathRelinkingChecker";
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286 | executePathRelinkingBranch.ConditionParameter.ActualName = ExecutePathRelinkingParameter.ActualName;
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287 | executePathRelinkingBranch.TrueBranch = pathRelinker;
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288 | executePathRelinkingBranch.FalseBranch = crossover;
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289 |
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290 | pathRelinker.Name = "PathRelinker";
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291 | pathRelinker.OperatorParameter.ActualName = PathRelinkerParameter.Name;
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292 | pathRelinker.Successor = rightSelector;
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293 |
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294 | crossover.Name = "Crossover";
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295 | crossover.OperatorParameter.ActualName = CrossoverParameter.Name;
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296 | crossover.Successor = offspringProcessor;
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297 |
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298 | offspringProcessor.Successor = rightSelector;
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299 |
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300 | rightSelector.NumberOfSelectedSubScopesParameter.Value = new IntValue(1);
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301 | rightSelector.CopySelected = new BoolValue(false);
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302 | rightSelector.Successor = subScopesProcessor2;
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303 |
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304 | subScopesProcessor2.DepthParameter.Value = new IntValue(1);
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305 | subScopesProcessor2.Operators.Add(new EmptyOperator());
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306 | subScopesProcessor2.Operators.Add(uniformSubScopesProcessor2);
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307 | subScopesProcessor2.Successor = mergingReducer;
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308 |
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309 | uniformSubScopesProcessor2.DepthParameter.Value = new IntValue(2);
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310 | uniformSubScopesProcessor2.Operator = solutionImprover1;
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311 | uniformSubScopesProcessor2.ParallelParameter.Value = new BoolValue(true);
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312 | uniformSubScopesProcessor2.Successor = subScopesProcessor4;
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313 |
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314 | solutionImprover1.Name = "SolutionImprover";
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315 | solutionImprover1.OperatorParameter.ActualName = ImproverParameter.Name;
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316 | solutionImprover1.Successor = solutionEvaluator1;
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317 |
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318 | solutionEvaluator1.Name = "SolutionEvaluator";
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319 | solutionEvaluator1.OperatorParameter.ActualName = EvaluatorParameter.Name;
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320 |
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321 | subScopesProcessor4.Operators.Add(dataReducer1);
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322 |
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323 | dataReducer1.Name = "Increment EvaluatedSolutions";
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324 | dataReducer1.ParameterToReduce.ActualName = "LocalEvaluatedSolutions";
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325 | dataReducer1.TargetParameter.ActualName = EvaluatedSolutionsParameter.Name;
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326 | dataReducer1.ReductionOperation.Value = new ReductionOperation(ReductionOperations.Sum);
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327 | dataReducer1.TargetOperation.Value = new ReductionOperation(ReductionOperations.Sum);
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328 |
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329 | solutionPoolUpdateMethod.QualityParameter.ActualName = QualityParameter.ActualName;
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330 | solutionPoolUpdateMethod.Successor = analyzer;
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331 |
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332 | analyzer.Name = "Analyzer";
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333 | analyzer.OperatorParameter.ActualName = AnalyzerParameter.Name;
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334 |
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335 | newSolutionsBranch.Name = "NewSolutionsChecker";
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336 | newSolutionsBranch.ConditionParameter.ActualName = "NewSolutions";
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337 | newSolutionsBranch.TrueBranch = subScopesProcessor1;
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338 | newSolutionsBranch.FalseBranch = populationRebuildMethod;
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339 |
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340 | populationRebuildMethod.QualityParameter.ActualName = QualityParameter.ActualName;
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341 | populationRebuildMethod.Successor = subScopesProcessor3;
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342 |
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343 | subScopesProcessor3.DepthParameter.Value = new IntValue(1);
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344 | subScopesProcessor3.Operators.Add(solutionsCreator);
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345 | subScopesProcessor3.Operators.Add(new EmptyOperator());
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346 | subScopesProcessor3.Successor = iterationsCounter;
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347 |
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348 | solutionsCreator.Name = "DiversificationGenerationMethod";
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349 | solutionsCreator.NumberOfSolutionsParameter.ActualName = PopulationSizeParameter.Name;
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350 | solutionsCreator.Successor = uniformSubScopesProcessor3;
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351 |
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352 | uniformSubScopesProcessor3.DepthParameter.Value = new IntValue(1);
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353 | uniformSubScopesProcessor3.Operator = solutionImprover2;
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354 | uniformSubScopesProcessor3.ParallelParameter.Value = new BoolValue(true);
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355 | uniformSubScopesProcessor3.Successor = dataReducer2;
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356 |
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357 | solutionImprover2.Name = "SolutionImprover";
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358 | solutionImprover2.OperatorParameter.ActualName = ImproverParameter.Name;
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359 | solutionImprover2.Successor = solutionEvaluator2;
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360 |
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361 | solutionEvaluator2.Name = "SolutionEvaluator";
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362 | solutionEvaluator2.OperatorParameter.ActualName = EvaluatorParameter.Name;
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363 |
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364 | dataReducer2.Name = "Increment EvaluatedSolutions";
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365 | dataReducer2.ParameterToReduce.ActualName = "LocalEvaluatedSolutions";
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366 | dataReducer2.TargetParameter.ActualName = EvaluatedSolutionsParameter.Name;
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367 | dataReducer2.ReductionOperation.Value = new ReductionOperation(ReductionOperations.Sum);
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368 | dataReducer2.TargetOperation.Value = new ReductionOperation(ReductionOperations.Sum);
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369 |
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370 | iterationsCounter.Name = "IterationCounter";
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371 | iterationsCounter.IncrementParameter.Value = new IntValue(1);
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372 | iterationsCounter.ValueParameter.ActualName = IterationsParameter.Name;
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373 | iterationsCounter.Successor = resultsCollector;
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374 | #endregion
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375 | }
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376 |
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377 | public override IOperation Apply() {
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378 | if (ImproverParameter.ActualValue == null)
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379 | return null;
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380 | return base.Apply();
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381 | }
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382 | }
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383 | }
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