1 | using System;
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2 | using System.Collections.Generic;
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3 | using System.Linq;
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4 | using System.Text;
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5 | using HeuristicLab.Core;
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6 | using HeuristicLab.Selection;
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7 | using HeuristicLab.Operators;
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8 | using HeuristicLab.Operators.Programmable;
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9 | using HeuristicLab.SA;
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10 | using HeuristicLab.Logging;
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11 | using HeuristicLab.Data;
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12 |
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13 | namespace HeuristicLab.FixedOperators {
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14 | class FixedSAMain : FixedOperatorBase{
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15 | protected LeftSelector ls;
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16 | protected RightReducer rr;
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17 | protected LeftReducer lr;
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18 | protected EmptyOperator empty;
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19 | protected ProgrammableOperator fastFitnessComparer;
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20 | protected ProgrammableOperator moduloComparer;
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21 | protected MultiplicativeAnnealing multiAnnealing;
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22 | protected Counter iterationCounter;
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23 | protected Counter evalSolutionsCounter;
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24 | protected OperatorBase mutator;
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25 | protected OperatorBase evaluator;
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26 | protected BestAverageWorstQualityCalculator bawqc;
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27 | protected DataCollector dc;
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28 | protected LinechartInjector lci;
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29 | protected ConditionalBranch acceptMutant;
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30 | protected ConditionalBranch logInterval;
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31 |
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32 | public FixedSAMain() {
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33 | Name = this.GetType().Name;
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34 | Init();
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35 | } // FixedSAMain
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36 |
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37 | private void Init() {
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38 | ls = new LeftSelector();
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39 | ls.GetVariable("CopySelected").GetValue<BoolData>().Data = true;
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40 | ls.GetVariableInfo("Selected").Local = true;
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41 | ls.AddVariable(new Variable("Selected", new IntData(1)));
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42 |
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43 | rr = new RightReducer();
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44 | lr = new LeftReducer();
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45 | empty = new EmptyOperator();
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46 |
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47 | fastFitnessComparer = new ProgrammableOperator();
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48 | fastFitnessComparer.Code = @"string qualityString = scope.TranslateName(""Quality"");
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49 | IScope mutant = scope.SubScopes[1].SubScopes[0];
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50 | double mutantQuality = mutant.GetVariableValue<DoubleData>(qualityString, false).Data;
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51 | double parentQuality = scope.SubScopes[0].SubScopes[0].GetVariableValue<DoubleData>(qualityString, false).Data;
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52 |
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53 | if (mutantQuality < parentQuality) {
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54 | BoolData sc = op.GetVariableValue<BoolData>(""AcceptMutant"", scope, false, false);
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55 | if (sc == null) {
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56 | scope.AddVariable(new Variable(""AcceptMutant"", new BoolData(true)));
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57 | } else sc.Data = true;
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58 | return null;
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59 | }
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60 |
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61 |
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62 | double temperature = op.GetVariableValue<DoubleData>(""Temperature"", scope, true).Data;
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63 | double probability = Math.Exp(-Math.Abs(mutantQuality - parentQuality) / temperature);
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64 | IRandom random = op.GetVariableValue<IRandom>(""Random"", scope, true);
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65 | bool success = random.NextDouble() < probability;
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66 | BoolData sc2 = op.GetVariableValue<BoolData>(""AcceptMutant"", scope, false, false);
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67 | if (sc2 == null) {
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68 | scope.AddVariable(new Variable(""AcceptMutant"", new BoolData(success)));
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69 | } else sc2.Data = success;
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70 | return null;";
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71 | fastFitnessComparer.AddVariableInfo(new VariableInfo("AcceptMutant", "AcceptMutant", typeof(BoolData), VariableKind.New | VariableKind.Out));
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72 | fastFitnessComparer.AddVariableInfo(new VariableInfo("Random", "Random", typeof(IRandom), VariableKind.In));
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73 | fastFitnessComparer.AddVariableInfo(new VariableInfo("Temperature", "Temperature", typeof(DoubleData), VariableKind.In));
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74 |
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75 | moduloComparer = new ProgrammableOperator();
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76 | moduloComparer.Code = @"Result.Data = (LeftSide.Data % Periodicity.Data == RightSide.Data);";
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77 | moduloComparer.AddVariableInfo(new VariableInfo("LeftSide", "LeftSide", typeof(IntData), VariableKind.In));
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78 | moduloComparer.GetVariableInfo("LeftSide").ActualName = "Iteration";
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79 | //moduloComparer.AddVariableInfo(new VariableInfo("Result", "LogCondition", typeof(BoolData), VariableKind.New | VariableKind.Out));
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80 | moduloComparer.GetVariableInfo("Result").ActualName = "LogCondition";
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81 | moduloComparer.AddVariableInfo(new VariableInfo("Periodicity", "Periodicity", typeof(IntData), VariableKind.In));
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82 | moduloComparer.GetVariableInfo("Periodicity").ActualName = "LogInterval";
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83 | moduloComparer.AddVariableInfo(new VariableInfo("RightSide", "RightSide", typeof(IntData), VariableKind.In));
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84 | moduloComparer.GetVariableInfo("RightSide").Local = true;
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85 | moduloComparer.AddVariable(new Variable("RightSide", new IntData(0)));
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86 |
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87 |
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88 | multiAnnealing = new MultiplicativeAnnealing();
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89 | iterationCounter = new Counter();
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90 | iterationCounter.GetVariableInfo("Value").ActualName = "Iteration";
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91 | evalSolutionsCounter = new Counter();
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92 | evalSolutionsCounter.GetVariableInfo("Value").ActualName = "EvaluatedSolutions";
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93 |
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94 |
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95 | bawqc = new BestAverageWorstQualityCalculator();
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96 | bawqc.GetVariableInfo("AverageQuality").Local = true;
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97 | bawqc.GetVariableInfo("WorstQuality").Local = true;
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98 | bawqc.AddVariable(new Variable("AverageQuality", new DoubleData(6601)));
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99 | bawqc.AddVariable(new Variable("WorstQuality", new DoubleData(6601)));
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100 |
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101 | dc = new DataCollector();
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102 | dc.GetVariableInfo("Values").ActualName = "QualityValues";
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103 |
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104 | ItemList<StringData> names = dc.GetVariable("VariableNames").GetValue<ItemList<StringData>>();
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105 | names.Add(new StringData("BestQuality"));
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106 |
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107 | lci = new LinechartInjector();
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108 | lci.GetVariableInfo("Linechart").ActualName = "QualityLinechart";
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109 | lci.GetVariableInfo("Values").ActualName = "QualityValues";
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110 | lci.GetVariable("NumberOfLines").GetValue<IntData>().Data = 1;
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111 |
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112 | acceptMutant = new ConditionalBranch();
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113 | acceptMutant.GetVariableInfo("Condition").ActualName = "AcceptMutant";
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114 | acceptMutant.AddSubOperator(rr);
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115 | acceptMutant.AddSubOperator(lr);
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116 |
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117 | SequentialProcessor sp = new SequentialProcessor();
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118 | logInterval = new ConditionalBranch();
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119 | logInterval.GetVariableInfo("Condition").ActualName = "LogCondition";
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120 | logInterval.AddSubOperator(sp);
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121 | sp.AddSubOperator(bawqc);
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122 | sp.AddSubOperator(dc);
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123 | sp.AddSubOperator(lci);
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124 |
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125 | } // Init
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126 |
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127 | public override IOperation Apply(IScope scope) {
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128 | base.Apply(scope);
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129 |
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130 |
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131 | IntData maxIterations = scope.GetVariableValue<IntData>("MaximumIterations", false);
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132 | IntData nrOfIterations = scope.GetVariableValue<IntData>("Iteration", false);
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133 | IntData subscopeNr;
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134 |
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135 | try {
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136 | subscopeNr = scope.GetVariableValue<IntData>("SubScopeNr", false);
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137 | }
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138 | catch (Exception) {
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139 | subscopeNr = new IntData(0);
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140 | scope.AddVariable(new Variable("SubScopeNr", subscopeNr));
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141 | }
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142 |
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143 | DoubleData temperature = null;
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144 | DoubleData minTemperature = null;
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145 | try {
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146 | temperature = scope.GetVariableValue<DoubleData>("Temperature", false);
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147 | minTemperature = scope.GetVariableValue<DoubleData>("MinimumTemperature", false);
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148 | }
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149 | catch (Exception) {
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150 | }
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151 |
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152 |
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153 | //GetOperatorsFromScope(scope);
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154 |
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155 |
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156 | IScope s;
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157 | IScope s2;
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158 | bool loopSkipped = true;
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159 | tempExePointer = new int[10];
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160 | tempPersExePointer = new int[10];
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161 |
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162 | mutator = scope.GetVariableValue<OperatorBase>("Mutator", false);
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163 | evaluator = scope.GetVariableValue<OperatorBase>("Evaluator", false);
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164 |
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165 | try {
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166 | for (; nrOfIterations.Data < maxIterations.Data; nrOfIterations.Data++) {
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167 |
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168 | Execute(ls, scope);
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169 | s = scope.SubScopes[1];
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170 |
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171 | SaveExecutionPointer(0);
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172 | // UniformSequentialSubScopesProcessor
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173 | for (; subscopeNr.Data < s.SubScopes.Count; subscopeNr.Data++) {
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174 | SetExecutionPointerToLastSaved(0);
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175 | s2 = s.SubScopes[subscopeNr.Data];
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176 | Execute(mutator, s2);
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177 | Execute(evaluator, s2);
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178 | Execute(evalSolutionsCounter, s2);
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179 | loopSkipped = false;
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180 | } // foreach
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181 |
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182 | // if for loop skipped, we had to add skiped operations
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183 | // to execution pointer.
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184 | if (loopSkipped)
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185 | executionPointer += 3;
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186 |
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187 | Execute(fastFitnessComparer, scope);
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188 | Execute(acceptMutant, scope);
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189 | Execute(moduloComparer, scope);
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190 | Execute(logInterval, scope);
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191 | Execute(multiAnnealing, scope);
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192 | subscopeNr.Data = 0;
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193 | ResetExecutionPointer();
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194 | if (temperature.Data <= minTemperature.Data)
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195 | break;
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196 | } // for nrOfGenerations
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197 |
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198 | } // try
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199 | catch (CancelException) {
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200 | return new AtomicOperation(this, scope);
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201 | }
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202 | return null;
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203 | } // Apply
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204 |
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205 |
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206 | } // class FixedSAMain
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207 | } // namespace HeuristicLab.FixedOperators
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