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.SimulatedAnnealing {
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32 | /// <summary>
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33 | /// An operator which represents a simulated annealing.
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34 | /// </summary>
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35 | [Item("SimulatedAnnealingMainLoop", "An operator which represents the main loop of a simulated annealing algorithm.")]
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36 | [StorableClass]
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37 | public sealed class SimulatedAnnealingMainLoop : 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 LookupParameter<DoubleValue> QualityParameter {
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46 | get { return (LookupParameter<DoubleValue>)Parameters["Quality"]; }
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47 | }
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48 | public LookupParameter<DoubleValue> MoveQualityParameter {
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49 | get { return (LookupParameter<DoubleValue>)Parameters["MoveQuality"]; }
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50 | }
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51 | public ValueLookupParameter<DoubleValue> StartTemperatureParameter {
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52 | get { return (ValueLookupParameter<DoubleValue>)Parameters["StartTemperature"]; }
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53 | }
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54 | public ValueLookupParameter<DoubleValue> EndTemperatureParameter {
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55 | get { return (ValueLookupParameter<DoubleValue>)Parameters["EndTemperature"]; }
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56 | }
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57 | public ValueLookupParameter<IntValue> InnerIterationsParameter {
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58 | get { return (ValueLookupParameter<IntValue>)Parameters["InnerIterations"]; }
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59 | }
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60 | public ValueLookupParameter<IntValue> MaximumIterationsParameter {
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61 | get { return (ValueLookupParameter<IntValue>)Parameters["MaximumIterations"]; }
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62 | }
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63 | public ValueLookupParameter<VariableCollection> ResultsParameter {
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64 | get { return (ValueLookupParameter<VariableCollection>)Parameters["Results"]; }
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65 | }
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66 | public ValueLookupParameter<IOperator> MoveGeneratorParameter {
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67 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveGenerator"]; }
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68 | }
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69 | public ValueLookupParameter<IOperator> MoveEvaluatorParameter {
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70 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveEvaluator"]; }
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71 | }
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72 | public ValueLookupParameter<IOperator> MoveMakerParameter {
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73 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveMaker"]; }
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74 | }
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75 | public ValueLookupParameter<IOperator> AnnealingOperatorParameter {
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76 | get { return (ValueLookupParameter<IOperator>)Parameters["AnnealingOperator"]; }
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77 | }
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78 |
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79 | private ScopeParameter CurrentScopeParameter {
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80 | get { return (ScopeParameter)Parameters["CurrentScope"]; }
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81 | }
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82 | public IScope CurrentScope {
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83 | get { return CurrentScopeParameter.ActualValue; }
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84 | }
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85 | #endregion
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86 |
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87 | [StorableConstructor]
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88 | private SimulatedAnnealingMainLoop(bool deserializing) : base() { }
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89 | public SimulatedAnnealingMainLoop()
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90 | : base() {
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91 | Initialize();
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92 | }
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93 |
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94 | private void Initialize() {
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95 | #region Create parameters
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96 | Parameters.Add(new ValueLookupParameter<IRandom>("Random", "A pseudo random number generator."));
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97 | Parameters.Add(new ValueLookupParameter<BoolValue>("Maximization", "True if the problem is a maximization problem, otherwise false."));
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98 | Parameters.Add(new LookupParameter<DoubleValue>("Quality", "The value which represents the quality of a solution."));
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99 | Parameters.Add(new LookupParameter<DoubleValue>("MoveQuality", "The value which represents the quality of a move."));
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100 | Parameters.Add(new ValueLookupParameter<DoubleValue>("StartTemperature", "The initial temperature."));
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101 | Parameters.Add(new ValueLookupParameter<DoubleValue>("EndTemperature", "The end temperature."));
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102 | Parameters.Add(new ValueLookupParameter<IntValue>("InnerIterations", "The amount of inner iterations (number of moves before temperature is adjusted again)."));
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103 | Parameters.Add(new ValueLookupParameter<IntValue>("MaximumIterations", "The maximum number of iterations which should be processed."));
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104 | Parameters.Add(new ValueLookupParameter<VariableCollection>("Results", "The variable collection where results should be stored."));
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105 |
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106 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveGenerator", "The operator that generates the moves."));
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107 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveEvaluator", "The operator that evaluates a move."));
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108 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveMaker", "The operator that performs a move and updates the quality."));
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109 | Parameters.Add(new ValueLookupParameter<IOperator>("AnnealingOperator", "The operator that modifies the temperature."));
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110 |
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111 | Parameters.Add(new ScopeParameter("CurrentScope", "The current scope which represents a population of solutions on which the TS should be applied."));
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112 | #endregion
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113 |
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114 | #region Create operators
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115 | VariableCreator variableCreator = new VariableCreator();
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116 | BestQualityMemorizer initializeBestQuality = new BestQualityMemorizer();
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117 | SequentialSubScopesProcessor sssp = new SequentialSubScopesProcessor();
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118 | ResultsCollector resultsCollector = new ResultsCollector();
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119 | BestQualityMemorizer bestQualityMemorizer = new BestQualityMemorizer();
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120 | Placeholder annealingOperator = new Placeholder();
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121 | UniformSequentialSubScopesProcessor mainProcessor = new UniformSequentialSubScopesProcessor();
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122 | DataTableValuesCollector valuesCollector = new DataTableValuesCollector();
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123 | Placeholder moveGenerator = new Placeholder();
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124 | UniformSequentialSubScopesProcessor moveEvaluationProcessor = new UniformSequentialSubScopesProcessor();
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125 | Placeholder moveEvaluator = new Placeholder();
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126 | ProbabilisticQualityComparator qualityComparator = new ProbabilisticQualityComparator();
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127 | ConditionalBranch improvesQualityBranch = new ConditionalBranch();
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128 | Placeholder moveMaker = new Placeholder();
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129 | SubScopesRemover subScopesRemover = new SubScopesRemover();
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130 | IntCounter iterationsCounter = new IntCounter();
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131 | Comparator iterationsComparator = new Comparator();
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132 | ConditionalBranch iterationsTermination = new ConditionalBranch();
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133 | EmptyOperator finished = new EmptyOperator();
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134 |
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135 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("Iterations", new IntValue(0)));
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136 | variableCreator.CollectedValues.Add(new ValueParameter<DataTable>("Qualities", new DataTable("Qualities")));
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137 | variableCreator.CollectedValues.Add(new ValueParameter<DoubleValue>("Temperature", new DoubleValue(double.MaxValue)));
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138 |
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139 | resultsCollector.CollectedValues.Add(new LookupParameter<IntValue>("Iterations"));
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140 | resultsCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("Quality"));
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141 | resultsCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("Best Quality") { ActualName = "BestQuality" });
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142 | resultsCollector.CollectedValues.Add(new LookupParameter<DataTable>("Qualities"));
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143 | resultsCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("Temperature"));
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144 |
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145 | annealingOperator.Name = "Annealing operator (placeholder)";
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146 | annealingOperator.OperatorParameter.ActualName = "AnnealingOperator";
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147 |
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148 | valuesCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("Quality"));
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149 | valuesCollector.CollectedValues.Add(new LookupParameter<DoubleValue>("BestQuality"));
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150 | valuesCollector.DataTableParameter.ActualName = "Qualities";
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151 |
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152 | moveGenerator.Name = "Move generator (placeholder)";
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153 | moveGenerator.OperatorParameter.ActualName = "MoveGenerator";
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154 |
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155 | moveEvaluator.Name = "Move evaluator (placeholder)";
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156 | moveEvaluator.OperatorParameter.ActualName = "MoveEvaluator";
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157 |
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158 | qualityComparator.LeftSideParameter.ActualName = "MoveQuality";
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159 | qualityComparator.RightSideParameter.ActualName = "Quality";
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160 | qualityComparator.ResultParameter.ActualName = "IsBetter";
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161 | qualityComparator.DampeningParameter.ActualName = "Temperature";
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162 |
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163 | improvesQualityBranch.ConditionParameter.ActualName = "IsBetter";
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164 |
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165 | moveMaker.Name = "Move maker (placeholder)";
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166 | moveMaker.OperatorParameter.ActualName = "MoveMaker";
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167 |
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168 | subScopesRemover.RemoveAllSubScopes = true;
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169 |
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170 | iterationsCounter.Name = "Increment Iterations";
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171 | iterationsCounter.Increment = new IntValue(1);
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172 | iterationsCounter.ValueParameter.ActualName = "Iterations";
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173 |
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174 | iterationsComparator.Name = "Iterations >= MaximumIterations";
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175 | iterationsComparator.LeftSideParameter.ActualName = "Iterations";
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176 | iterationsComparator.RightSideParameter.ActualName = "MaximumIterations";
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177 | iterationsComparator.ResultParameter.ActualName = "IterationsCondition";
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178 | iterationsComparator.Comparison.Value = ComparisonType.GreaterOrEqual;
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179 |
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180 | iterationsTermination.Name = "Iterations termination condition";
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181 | iterationsTermination.ConditionParameter.ActualName = "IterationsCondition";
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182 |
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183 | finished.Name = "Finished";
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184 | #endregion
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185 |
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186 | #region Create operator graph
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187 | OperatorGraph.InitialOperator = variableCreator;
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188 | variableCreator.Successor = initializeBestQuality;
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189 | initializeBestQuality.Successor = sssp;
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190 | sssp.Operators.Add(resultsCollector);
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191 | sssp.Successor = bestQualityMemorizer;
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192 | bestQualityMemorizer.Successor = annealingOperator;
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193 | annealingOperator.Successor = mainProcessor;
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194 | mainProcessor.Operator = valuesCollector;
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195 | mainProcessor.Successor = iterationsCounter;
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196 | valuesCollector.Successor = moveGenerator;
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197 | moveGenerator.Successor = moveEvaluationProcessor;
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198 | moveEvaluationProcessor.Operator = moveEvaluator;
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199 | moveEvaluationProcessor.Successor = subScopesRemover;
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200 | moveEvaluator.Successor = qualityComparator;
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201 | qualityComparator.Successor = improvesQualityBranch;
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202 | improvesQualityBranch.TrueBranch = moveMaker;
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203 | iterationsCounter.Successor = iterationsComparator;
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204 | iterationsComparator.Successor = iterationsTermination;
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205 | iterationsTermination.TrueBranch = finished;
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206 | iterationsTermination.FalseBranch = bestQualityMemorizer;
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207 | #endregion
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208 | }
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209 | }
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210 | }
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