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.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.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 |
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30 | namespace HeuristicLab.Algorithms.SimulatedAnnealing {
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31 | /// <summary>
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32 | /// An operator which represents a simulated annealing.
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33 | /// </summary>
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34 | [Item("SimulatedAnnealingMainLoop", "An operator which represents the main loop of a simulated annealing algorithm.")]
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35 | [StorableClass]
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36 | public sealed class SimulatedAnnealingMainLoop : AlgorithmOperator {
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37 | #region Parameter properties
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38 | public ValueLookupParameter<IRandom> RandomParameter {
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39 | get { return (ValueLookupParameter<IRandom>)Parameters["Random"]; }
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40 | }
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41 | public ValueLookupParameter<BoolValue> MaximizationParameter {
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42 | get { return (ValueLookupParameter<BoolValue>)Parameters["Maximization"]; }
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43 | }
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44 | public LookupParameter<DoubleValue> QualityParameter {
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45 | get { return (LookupParameter<DoubleValue>)Parameters["Quality"]; }
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46 | }
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47 | public ValueLookupParameter<DoubleValue> BestKnownQualityParameter {
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48 | get { return (ValueLookupParameter<DoubleValue>)Parameters["BestKnownQuality"]; }
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49 | }
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50 | public LookupParameter<DoubleValue> MoveQualityParameter {
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51 | get { return (LookupParameter<DoubleValue>)Parameters["MoveQuality"]; }
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52 | }
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53 | public ValueLookupParameter<DoubleValue> StartTemperatureParameter {
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54 | get { return (ValueLookupParameter<DoubleValue>)Parameters["StartTemperature"]; }
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55 | }
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56 | public ValueLookupParameter<DoubleValue> EndTemperatureParameter {
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57 | get { return (ValueLookupParameter<DoubleValue>)Parameters["EndTemperature"]; }
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58 | }
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59 | public ValueLookupParameter<IntValue> InnerIterationsParameter {
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60 | get { return (ValueLookupParameter<IntValue>)Parameters["InnerIterations"]; }
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61 | }
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62 | public ValueLookupParameter<IntValue> MaximumIterationsParameter {
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63 | get { return (ValueLookupParameter<IntValue>)Parameters["MaximumIterations"]; }
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64 | }
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65 | public ValueLookupParameter<IOperator> MoveGeneratorParameter {
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66 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveGenerator"]; }
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67 | }
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68 | public ValueLookupParameter<IOperator> MoveEvaluatorParameter {
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69 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveEvaluator"]; }
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70 | }
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71 | public ValueLookupParameter<IOperator> MoveMakerParameter {
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72 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveMaker"]; }
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73 | }
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74 | public ValueLookupParameter<IOperator> AnnealingOperatorParameter {
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75 | get { return (ValueLookupParameter<IOperator>)Parameters["AnnealingOperator"]; }
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76 | }
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77 | public ValueLookupParameter<IOperator> AnalyzerParameter {
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78 | get { return (ValueLookupParameter<IOperator>)Parameters["Analyzer"]; }
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79 | }
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80 | public ValueLookupParameter<VariableCollection> ResultsParameter {
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81 | get { return (ValueLookupParameter<VariableCollection>)Parameters["Results"]; }
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82 | }
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83 | #endregion
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84 |
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85 | [StorableConstructor]
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86 | private SimulatedAnnealingMainLoop(bool deserializing) : base(deserializing) { }
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87 | private SimulatedAnnealingMainLoop(SimulatedAnnealingMainLoop original, Cloner cloner)
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88 | : base(original, cloner) {
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89 | }
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90 | public override IDeepCloneable Clone(Cloner cloner) {
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91 | return new SimulatedAnnealingMainLoop(this, cloner);
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92 | }
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93 | public SimulatedAnnealingMainLoop()
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94 | : base() {
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95 | Initialize();
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96 | }
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97 |
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98 | private void Initialize() {
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99 | #region Create parameters
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100 | Parameters.Add(new ValueLookupParameter<IRandom>("Random", "A pseudo random number generator."));
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101 | Parameters.Add(new ValueLookupParameter<BoolValue>("Maximization", "True if the problem is a maximization problem, otherwise false."));
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102 | Parameters.Add(new LookupParameter<DoubleValue>("Quality", "The value which represents the quality of a solution."));
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103 | Parameters.Add(new ValueLookupParameter<DoubleValue>("BestKnownQuality", "The best known quality value found so far."));
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104 | Parameters.Add(new LookupParameter<DoubleValue>("MoveQuality", "The value which represents the quality of a move."));
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105 | Parameters.Add(new ValueLookupParameter<DoubleValue>("StartTemperature", "The initial temperature."));
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106 | Parameters.Add(new ValueLookupParameter<DoubleValue>("EndTemperature", "The end temperature."));
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107 | Parameters.Add(new ValueLookupParameter<IntValue>("InnerIterations", "The amount of inner iterations (number of moves before temperature is adjusted again)."));
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108 | Parameters.Add(new ValueLookupParameter<IntValue>("MaximumIterations", "The maximum number of iterations which should be processed."));
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109 |
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110 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveGenerator", "The operator that generates the moves."));
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111 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveEvaluator", "The operator that evaluates a move."));
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112 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveMaker", "The operator that performs a move and updates the quality."));
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113 | Parameters.Add(new ValueLookupParameter<IOperator>("AnnealingOperator", "The operator that modifies the temperature."));
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114 |
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115 | Parameters.Add(new ValueLookupParameter<IOperator>("Analyzer", "The operator used to analyze each generation."));
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116 | Parameters.Add(new ValueLookupParameter<VariableCollection>("Results", "The variable collection where results should be stored."));
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117 | #endregion
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118 |
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119 | #region Create operators
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120 | VariableCreator variableCreator = new VariableCreator();
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121 | ResultsCollector resultsCollector1 = new ResultsCollector();
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122 | SubScopesProcessor subScopesProcessor0 = new SubScopesProcessor();
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123 | Placeholder analyzer1 = new Placeholder();
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124 | SubScopesProcessor sssp = new SubScopesProcessor();
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125 | ResultsCollector resultsCollector = new ResultsCollector();
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126 | Placeholder annealingOperator = new Placeholder();
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127 | UniformSubScopesProcessor mainProcessor = new UniformSubScopesProcessor();
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128 | Placeholder moveGenerator = new Placeholder();
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129 | UniformSubScopesProcessor moveEvaluationProcessor = new UniformSubScopesProcessor();
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130 | Placeholder moveEvaluator = new Placeholder();
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131 | ProbabilisticQualityComparator qualityComparator = new ProbabilisticQualityComparator();
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132 | ConditionalBranch improvesQualityBranch = new ConditionalBranch();
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133 | Placeholder moveMaker = new Placeholder();
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134 | SubScopesRemover subScopesRemover = new SubScopesRemover();
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135 | IntCounter iterationsCounter = new IntCounter();
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136 | Comparator iterationsComparator = new Comparator();
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137 | ResultsCollector resultsCollector2 = new ResultsCollector();
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138 | SubScopesProcessor subScopesProcessor1 = new SubScopesProcessor();
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139 | Placeholder analyzer2 = new Placeholder();
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140 | ConditionalBranch iterationsTermination = new ConditionalBranch();
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141 |
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142 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("Iterations", new IntValue(0))); // Class SimulatedAnnealing expects this to be called Iterations
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143 | variableCreator.CollectedValues.Add(new ValueParameter<DoubleValue>("Temperature", new DoubleValue(double.MaxValue)));
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144 |
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145 | resultsCollector1.CollectedValues.Add(new LookupParameter<IntValue>("Iterations"));
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146 | resultsCollector1.CollectedValues.Add(new LookupParameter<DoubleValue>("Temperature"));
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147 | resultsCollector1.ResultsParameter.ActualName = ResultsParameter.Name;
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148 |
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149 | analyzer1.Name = "Analyzer (placeholder)";
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150 | analyzer1.OperatorParameter.ActualName = AnalyzerParameter.Name;
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151 |
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152 | annealingOperator.Name = "Annealing operator (placeholder)";
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153 | annealingOperator.OperatorParameter.ActualName = AnnealingOperatorParameter.Name;
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154 |
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155 | moveGenerator.Name = "Move generator (placeholder)";
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156 | moveGenerator.OperatorParameter.ActualName = MoveGeneratorParameter.Name;
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157 |
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158 | moveEvaluator.Name = "Move evaluator (placeholder)";
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159 | moveEvaluator.OperatorParameter.ActualName = MoveEvaluatorParameter.Name;
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160 |
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161 | qualityComparator.LeftSideParameter.ActualName = MoveQualityParameter.Name;
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162 | qualityComparator.RightSideParameter.ActualName = QualityParameter.Name;
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163 | qualityComparator.ResultParameter.ActualName = "IsBetter";
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164 | qualityComparator.DampeningParameter.ActualName = "Temperature";
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165 |
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166 | improvesQualityBranch.ConditionParameter.ActualName = "IsBetter";
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167 |
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168 | moveMaker.Name = "Move maker (placeholder)";
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169 | moveMaker.OperatorParameter.ActualName = MoveMakerParameter.Name;
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170 |
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171 | subScopesRemover.RemoveAllSubScopes = true;
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172 |
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173 | iterationsCounter.Name = "Increment Iterations";
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174 | iterationsCounter.Increment = new IntValue(1);
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175 | iterationsCounter.ValueParameter.ActualName = "Iterations";
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176 |
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177 | iterationsComparator.Name = "Iterations >= MaximumIterations";
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178 | iterationsComparator.LeftSideParameter.ActualName = "Iterations";
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179 | iterationsComparator.RightSideParameter.ActualName = MaximumIterationsParameter.Name;
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180 | iterationsComparator.ResultParameter.ActualName = "Terminate";
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181 | iterationsComparator.Comparison.Value = ComparisonType.GreaterOrEqual;
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182 |
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183 | resultsCollector2.CollectedValues.Add(new LookupParameter<IntValue>("Iterations"));
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184 | resultsCollector2.CollectedValues.Add(new LookupParameter<DoubleValue>("Temperature"));
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185 | resultsCollector2.ResultsParameter.ActualName = ResultsParameter.Name;
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186 |
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187 | analyzer2.Name = "Analyzer (placeholder)";
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188 | analyzer2.OperatorParameter.ActualName = AnalyzerParameter.Name;
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189 |
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190 | iterationsTermination.Name = "Iterations termination condition";
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191 | iterationsTermination.ConditionParameter.ActualName = "Terminate";
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192 | #endregion
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193 |
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194 | #region Create operator graph
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195 | OperatorGraph.InitialOperator = variableCreator;
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196 | variableCreator.Successor = resultsCollector1;
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197 | resultsCollector1.Successor = subScopesProcessor0;
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198 | subScopesProcessor0.Operators.Add(analyzer1);
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199 | subScopesProcessor0.Successor = sssp;
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200 | sssp.Operators.Add(resultsCollector);
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201 | resultsCollector.Successor = null;
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202 | sssp.Successor = annealingOperator;
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203 | annealingOperator.Successor = mainProcessor;
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204 | mainProcessor.Operator = moveGenerator;
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205 | mainProcessor.Successor = iterationsCounter;
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206 | moveGenerator.Successor = moveEvaluationProcessor;
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207 | moveEvaluationProcessor.Operator = moveEvaluator;
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208 | moveEvaluationProcessor.Successor = subScopesRemover;
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209 | moveEvaluator.Successor = qualityComparator;
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210 | qualityComparator.Successor = improvesQualityBranch;
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211 | improvesQualityBranch.TrueBranch = moveMaker;
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212 | iterationsCounter.Successor = iterationsComparator;
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213 | iterationsComparator.Successor = resultsCollector2;
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214 | resultsCollector2.Successor = subScopesProcessor1;
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215 | subScopesProcessor1.Operators.Add(analyzer2);
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216 | subScopesProcessor1.Successor = iterationsTermination;
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217 | iterationsTermination.TrueBranch = null;
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218 | iterationsTermination.FalseBranch = annealingOperator;
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219 | #endregion
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220 | }
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221 |
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222 | public override IOperation Apply(IExecutionContext context) {
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223 | if (MoveGeneratorParameter.ActualValue == null || MoveEvaluatorParameter.ActualValue == null || MoveMakerParameter.ActualValue == null)
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224 | return null;
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225 | return base.Apply(context);
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226 | }
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227 | }
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228 | }
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