1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2008 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 System;
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23 | using System.Collections.Generic;
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24 | using System.Text;
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25 | using System.Xml;
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26 | using HeuristicLab.Core;
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27 | using HeuristicLab.Data;
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28 | using HeuristicLab.SequentialEngine;
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29 | using HeuristicLab.Operators;
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30 | using HeuristicLab.Random;
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31 | using HeuristicLab.Logging;
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32 | using HeuristicLab.Selection;
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33 | using HeuristicLab.Selection.OffspringSelection;
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34 | using HeuristicLab.Evolutionary;
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35 |
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36 | namespace HeuristicLab.ES {
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37 | public class ES : ItemBase, IEditable {
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38 | #region Create Operators
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39 | public static void Create(IEngine engine) {
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40 | engine.OperatorGraph.Clear();
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41 |
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42 | CombinedOperator co = CreateES();
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43 | co.Name = "ES";
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44 | engine.OperatorGraph.AddOperator(co);
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45 | engine.OperatorGraph.InitialOperator = co;
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46 |
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47 | engine.Reset();
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48 | }
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49 | private static CombinedOperator CreateES() {
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50 | CombinedOperator op = new CombinedOperator();
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51 | SequentialProcessor sp = new SequentialProcessor();
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52 | op.OperatorGraph.AddOperator(sp);
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53 | op.OperatorGraph.InitialOperator = sp;
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54 |
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55 | CombinedOperator co1 = CreateVariableInjection();
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56 | co1.Name = "Variable Injection";
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57 | op.OperatorGraph.AddOperator(co1);
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58 | sp.AddSubOperator(co1);
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59 |
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60 | // place holder for ProblemInjector
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61 | EmptyOperator eo1 = new EmptyOperator();
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62 | eo1.Name = "ProblemInjector";
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63 | op.OperatorGraph.AddOperator(eo1);
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64 | co1.AddSubOperator(eo1);
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65 |
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66 | CombinedOperator co2 = CreatePopulationInitialization();
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67 | co2.Name = "Population Initialization";
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68 | op.OperatorGraph.AddOperator(co2);
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69 | sp.AddSubOperator(co2);
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70 |
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71 | // place holder for SolutionGenerator
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72 | EmptyOperator eo2 = new EmptyOperator();
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73 | eo2.Name = "SolutionGenerator";
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74 | op.OperatorGraph.AddOperator(eo2);
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75 | co2.AddSubOperator(eo2);
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76 |
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77 | // place holder for Evaluator
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78 | EmptyOperator eo3 = new EmptyOperator();
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79 | eo3.Name = "Evaluator";
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80 | op.OperatorGraph.AddOperator(eo3);
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81 | co2.AddSubOperator(eo3);
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82 |
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83 | CombinedOperator co3 = CreateESMain();
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84 | co3.Name = "ES Main";
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85 | op.OperatorGraph.AddOperator(co3);
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86 | sp.AddSubOperator(co3);
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87 |
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88 | // place holder for Mutator
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89 | EmptyOperator eo4 = new EmptyOperator();
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90 | eo4.Name = "Mutator";
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91 | op.OperatorGraph.AddOperator(eo4);
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92 | co3.AddSubOperator(eo4);
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93 |
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94 | // place holder for Evaluator
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95 | co3.AddSubOperator(eo3);
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96 |
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97 | // place holder for Recombinator
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98 | EmptyOperator eo5 = new EmptyOperator();
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99 | eo5.Name = "Recombinator";
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100 | op.OperatorGraph.AddOperator(eo5);
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101 | co3.AddSubOperator(eo5);
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102 |
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103 | return op;
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104 | }
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105 | private static CombinedOperator CreateVariableInjection() {
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106 | CombinedOperator op = new CombinedOperator();
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107 | SequentialProcessor sp = new SequentialProcessor();
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108 | op.OperatorGraph.AddOperator(sp);
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109 | op.OperatorGraph.InitialOperator = sp;
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110 |
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111 | RandomInjector ri = new RandomInjector();
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112 | op.OperatorGraph.AddOperator(ri);
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113 | sp.AddSubOperator(ri);
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114 |
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115 | OperatorExtractor oe = new OperatorExtractor();
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116 | oe.Name = "ProblemInjector";
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117 | oe.GetVariableInfo("Operator").ActualName = "ProblemInjector";
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118 | op.OperatorGraph.AddOperator(oe);
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119 | sp.AddSubOperator(oe);
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120 |
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121 | VariableInjector vi = new VariableInjector();
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122 | vi.AddVariable(new Variable("ESmu", new IntData(1)));
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123 | vi.AddVariable(new Variable("ESrho", new IntData(1)));
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124 | vi.AddVariable(new Variable("ESlambda", new IntData(1)));
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125 | vi.AddVariable(new Variable("EvaluatedSolutions", new IntData()));
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126 | vi.AddVariable(new Variable("PlusNotation", new BoolData(true)));
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127 | vi.AddVariable(new Variable("Generations", new IntData()));
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128 | vi.AddVariable(new Variable("MaximumGenerations", new IntData(1000)));
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129 | vi.AddVariable(new Variable("LearningRate", new DoubleData(0.1)));
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130 | vi.AddVariable(new Variable("DampeningFactor", new DoubleData(10.0)));
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131 | vi.AddVariable(new Variable("ShakingFactor", new DoubleData(5.0)));
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132 | vi.AddVariable(new Variable("TargetSuccessProbability", new DoubleData(0.2)));
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133 | vi.AddVariable(new Variable("SuccessProbability", new DoubleData(0.2)));
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134 | vi.AddVariable(new Variable("UseSuccessRule", new BoolData(true)));
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135 | op.OperatorGraph.AddOperator(vi);
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136 | sp.AddSubOperator(vi);
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137 |
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138 | return op;
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139 | }
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140 | private static CombinedOperator CreatePopulationInitialization() {
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141 | CombinedOperator op = new CombinedOperator();
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142 | SequentialProcessor sp1 = new SequentialProcessor();
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143 | op.OperatorGraph.AddOperator(sp1);
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144 | op.OperatorGraph.InitialOperator = sp1;
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145 |
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146 | SubScopesCreater ssc = new SubScopesCreater();
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147 | ssc.GetVariableInfo("SubScopes").ActualName = "ESmu";
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148 | op.OperatorGraph.AddOperator(ssc);
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149 | sp1.AddSubOperator(ssc);
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150 |
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151 | UniformSequentialSubScopesProcessor ussp = new UniformSequentialSubScopesProcessor();
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152 | op.OperatorGraph.AddOperator(ussp);
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153 | sp1.AddSubOperator(ussp);
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154 |
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155 | SequentialProcessor sp2 = new SequentialProcessor();
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156 | op.OperatorGraph.AddOperator(sp2);
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157 | ussp.AddSubOperator(sp2);
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158 |
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159 | OperatorExtractor oe1 = new OperatorExtractor();
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160 | oe1.Name = "SolutionGenerator";
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161 | oe1.GetVariableInfo("Operator").ActualName = "SolutionGenerator";
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162 | op.OperatorGraph.AddOperator(oe1);
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163 | sp2.AddSubOperator(oe1);
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164 |
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165 | OperatorExtractor oe2 = new OperatorExtractor();
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166 | oe2.Name = "Evaluator";
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167 | oe2.GetVariableInfo("Operator").ActualName = "Evaluator";
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168 | op.OperatorGraph.AddOperator(oe2);
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169 | sp2.AddSubOperator(oe2);
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170 |
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171 | Counter c = new Counter();
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172 | c.GetVariableInfo("Value").ActualName = "EvaluatedSolutions";
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173 | op.OperatorGraph.AddOperator(c);
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174 | sp2.AddSubOperator(c);
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175 |
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176 | Sorter s = new Sorter();
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177 | s.GetVariableInfo("Descending").ActualName = "Maximization";
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178 | s.GetVariableInfo("Value").ActualName = "Quality";
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179 | op.OperatorGraph.AddOperator(s);
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180 | sp1.AddSubOperator(s);
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181 |
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182 | return op;
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183 | }
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184 | private static CombinedOperator CreateESMain() {
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185 | CombinedOperator op = new CombinedOperator();
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186 | SequentialProcessor sp = new SequentialProcessor();
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187 | op.OperatorGraph.AddOperator(sp);
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188 | op.OperatorGraph.InitialOperator = sp;
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189 |
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190 | ESRandomSelector rs = new ESRandomSelector();
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191 | rs.Name = "Child Selector";
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192 | rs.GetVariableInfo("Lambda").ActualName = "ESlambda";
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193 | rs.GetVariableInfo("Rho").ActualName = "ESrho";
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194 | op.OperatorGraph.AddOperator(rs);
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195 | sp.AddSubOperator(rs);
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196 |
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197 | SequentialSubScopesProcessor ssp = new SequentialSubScopesProcessor();
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198 | op.OperatorGraph.AddOperator(ssp);
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199 | sp.AddSubOperator(ssp);
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200 |
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201 | EmptyOperator eo = new EmptyOperator();
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202 | op.OperatorGraph.AddOperator(eo);
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203 | ssp.AddSubOperator(eo);
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204 |
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205 | CombinedOperator co1 = CreateCreateChildren();
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206 | co1.Name = "Create Children";
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207 | op.OperatorGraph.AddOperator(co1);
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208 | ssp.AddSubOperator(co1);
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209 |
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210 | ConditionalBranch cb1 = new ConditionalBranch();
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211 | cb1.Name = "Plus or Comma Replacement";
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212 | cb1.GetVariableInfo("Condition").ActualName = "PlusNotation";
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213 | op.OperatorGraph.AddOperator(cb1);
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214 | sp.AddSubOperator(cb1);
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215 |
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216 | MergingReducer mr = new MergingReducer();
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217 | mr.Name = "Plus Replacement";
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218 | op.OperatorGraph.AddOperator(mr);
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219 | cb1.AddSubOperator(mr);
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220 |
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221 | RightReducer rr = new RightReducer();
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222 | rr.Name = "Comma Replacement";
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223 | op.OperatorGraph.AddOperator(rr);
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224 | cb1.AddSubOperator(rr);
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225 |
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226 | CombinedOperator co2 = CreateReplacement();
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227 | co2.Name = "Parents Selection";
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228 | op.OperatorGraph.AddOperator(co2);
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229 | sp.AddSubOperator(co2);
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230 |
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231 | QualityLogger ql = new QualityLogger();
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232 | op.OperatorGraph.AddOperator(ql);
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233 | sp.AddSubOperator(ql);
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234 |
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235 | BestAverageWorstQualityCalculator bawqc = new BestAverageWorstQualityCalculator();
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236 | op.OperatorGraph.AddOperator(bawqc);
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237 | sp.AddSubOperator(bawqc);
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238 |
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239 | DataCollector dc = new DataCollector();
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240 | ItemList<StringData> names = dc.GetVariable("VariableNames").GetValue<ItemList<StringData>>();
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241 | names.Add(new StringData("BestQuality"));
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242 | names.Add(new StringData("AverageQuality"));
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243 | names.Add(new StringData("WorstQuality"));
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244 | op.OperatorGraph.AddOperator(dc);
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245 | sp.AddSubOperator(dc);
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246 |
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247 | LinechartInjector lci = new LinechartInjector();
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248 | lci.GetVariableInfo("Linechart").ActualName = "Quality Linechart";
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249 | lci.GetVariable("NumberOfLines").GetValue<IntData>().Data = 3;
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250 | op.OperatorGraph.AddOperator(lci);
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251 | sp.AddSubOperator(lci);
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252 |
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253 | Counter c = new Counter();
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254 | c.GetVariableInfo("Value").ActualName = "Generations";
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255 | op.OperatorGraph.AddOperator(c);
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256 | sp.AddSubOperator(c);
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257 |
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258 | LessThanComparator ltc = new LessThanComparator();
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259 | ltc.GetVariableInfo("LeftSide").ActualName = "Generations";
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260 | ltc.GetVariableInfo("RightSide").ActualName = "MaximumGenerations";
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261 | ltc.GetVariableInfo("Result").ActualName = "GenerationsCondition";
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262 | op.OperatorGraph.AddOperator(ltc);
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263 | sp.AddSubOperator(ltc);
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264 |
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265 | ConditionalBranch cb2 = new ConditionalBranch();
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266 | cb2.GetVariableInfo("Condition").ActualName = "GenerationsCondition";
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267 | op.OperatorGraph.AddOperator(cb2);
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268 | sp.AddSubOperator(cb2);
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269 |
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270 | cb2.AddSubOperator(sp);
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271 |
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272 | return op;
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273 | }
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274 | private static CombinedOperator CreateCreateChildren() {
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275 | CombinedOperator op = new CombinedOperator();
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276 | SequentialProcessor sp1 = new SequentialProcessor();
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277 | op.OperatorGraph.AddOperator(sp1);
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278 | op.OperatorGraph.InitialOperator = sp1;
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279 |
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280 | ConditionalBranch cb = new ConditionalBranch();
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281 | cb.GetVariableInfo("Condition").ActualName = "UseSuccessRule";
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282 | op.OperatorGraph.AddOperator(cb);
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283 | sp1.AddSubOperator(cb);
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284 |
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285 | SequentialProcessor sp2 = new SequentialProcessor();
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286 | op.OperatorGraph.AddOperator(sp2);
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287 | cb.AddSubOperator(sp2);
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288 |
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289 | OffspringAnalyzer oa = new OffspringAnalyzer();
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290 | oa.Name = "Offspring Analyzer";
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291 | oa.GetVariable("ParentsCount").Value = new IntData(1);
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292 | oa.GetVariable("ComparisonFactor").Value = new DoubleData(0.0);
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293 | op.OperatorGraph.AddOperator(oa);
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294 | sp2.AddSubOperator(oa);
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295 |
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296 | SequentialProcessor sp3 = new SequentialProcessor();
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297 | op.OperatorGraph.AddOperator(sp3);
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298 | oa.AddSubOperator(sp3);
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299 | cb.AddSubOperator(sp3);
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300 |
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301 | OperatorExtractor oe1 = new OperatorExtractor();
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302 | oe1.Name = "Recombinator";
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303 | oe1.GetVariableInfo("Operator").ActualName = "Recombinator";
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304 | op.OperatorGraph.AddOperator(oe1);
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305 | sp3.AddSubOperator(oe1);
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306 |
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307 | UniformSequentialSubScopesProcessor ussp = new UniformSequentialSubScopesProcessor();
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308 | op.OperatorGraph.AddOperator(ussp);
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309 | sp3.AddSubOperator(ussp);
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310 |
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311 | SequentialProcessor sp4 = new SequentialProcessor();
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312 | op.OperatorGraph.AddOperator(sp4);
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313 | ussp.AddSubOperator(sp4);
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314 |
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315 | OperatorExtractor oe2 = new OperatorExtractor();
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316 | oe2.Name = "Mutator";
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317 | oe2.GetVariableInfo("Operator").ActualName = "Mutator";
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318 | op.OperatorGraph.AddOperator(oe2);
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319 | sp4.AddSubOperator(oe2);
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320 |
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321 | OperatorExtractor oe3 = new OperatorExtractor();
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322 | oe3.Name = "Evaluator";
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323 | oe3.GetVariableInfo("Operator").ActualName = "Evaluator";
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324 | op.OperatorGraph.AddOperator(oe3);
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325 | sp4.AddSubOperator(oe3);
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326 |
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327 | Counter c = new Counter();
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328 | c.GetVariableInfo("Value").ActualName = "EvaluatedSolutions";
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329 | op.OperatorGraph.AddOperator(c);
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330 | sp4.AddSubOperator(c);
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331 |
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332 | SuccessRuleMutationStrengthAdjuster srmsa = new SuccessRuleMutationStrengthAdjuster();
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333 | srmsa.Name = "SuccessRuleMutationStrengthAdjuster";
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334 | op.OperatorGraph.AddOperator(srmsa);
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335 | sp2.AddSubOperator(srmsa);
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336 |
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337 | Sorter s = new Sorter();
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338 | s.GetVariableInfo("Value").ActualName = "Quality";
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339 | s.GetVariableInfo("Descending").ActualName = "Maximization";
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340 | op.OperatorGraph.AddOperator(s);
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341 | sp1.AddSubOperator(s);
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342 |
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343 | return op;
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344 | }
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345 | private static CombinedOperator CreateReplacement() {
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346 | CombinedOperator op = new CombinedOperator();
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347 | SequentialProcessor sp1 = new SequentialProcessor();
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348 | op.OperatorGraph.AddOperator(sp1);
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349 | op.OperatorGraph.InitialOperator = sp1;
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350 |
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351 | Sorter s = new Sorter();
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352 | s.GetVariableInfo("Descending").ActualName = "Maximization";
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353 | s.GetVariableInfo("Value").ActualName = "Quality";
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354 | op.OperatorGraph.AddOperator(s);
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355 | sp1.AddSubOperator(s);
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356 |
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357 | LeftSelector ls = new LeftSelector();
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358 | ls.Name = "Parents Selector";
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359 | ls.GetVariableInfo("Selected").ActualName = "ESmu";
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360 | ls.GetVariable("CopySelected").Value = new BoolData(false);
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361 | op.OperatorGraph.AddOperator(ls);
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362 | sp1.AddSubOperator(ls);
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363 |
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364 | RightReducer rr = new RightReducer();
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365 | rr.Name = "RightReducer";
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366 | op.OperatorGraph.AddOperator(rr);
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367 | sp1.AddSubOperator(rr);
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368 |
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369 | return op;
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370 | }
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371 | #endregion
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372 |
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373 | #region Properties
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374 | private IEngine myEngine;
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375 | public IEngine Engine {
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376 | get { return myEngine; }
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377 | }
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378 | private BoolData mySetSeedRandomly;
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379 | public bool SetSeedRandomly {
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380 | get { return mySetSeedRandomly.Data; }
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381 | set { mySetSeedRandomly.Data = value; }
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382 | }
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383 | private IntData mySeed;
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384 | public int Seed {
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385 | get { return mySeed.Data; }
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386 | set {
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387 | mySeed.Data = value;
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388 | OnChanged();
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389 | }
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390 | }
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391 | private IntData myMu;
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392 | public int Mu {
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393 | get { return myMu.Data; }
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394 | set {
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395 | if (value > 0) {
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396 | myMu.Data = value;
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397 | if (!PlusNotation && value >= Lambda) myLambda.Data = value + 1;
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398 | if (value < Rho) myRho.Data = value;
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399 | OnChanged();
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400 | }
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401 | }
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402 | }
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403 | private IntData myRho;
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404 | public int Rho {
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405 | get { return myRho.Data; }
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406 | set {
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407 | if (value > 0) {
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408 | myRho.Data = value;
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409 | if (value > Mu) Mu = value;
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410 | OnChanged();
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411 | }
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412 | }
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413 | }
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414 | private IntData myLambda;
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415 | public int Lambda {
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416 | get { return myLambda.Data; }
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417 | set {
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418 | if (value > 0) {
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419 | if (PlusNotation) myLambda.Data = value;
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420 | else {
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421 | if (value > 1 && value < Mu) {
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422 | myLambda.Data = value;
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423 | myMu.Data = value - 1;
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424 | } else if (value == 1) {
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425 | myMu.Data = 1;
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426 | myLambda.Data = 2;
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427 | } else if (value > Mu) {
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428 | myLambda.Data = value;
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429 | }
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430 | }
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431 | OnChanged();
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432 | }
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433 | }
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434 | }
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435 | private BoolData myPlusNotation;
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436 | public bool PlusNotation {
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437 | get { return myPlusNotation.Data; }
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438 | set {
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439 | if (!value && myPlusNotation.Data) { // from plus to point
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440 | if (Lambda <= Mu) {
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441 | myLambda.Data = Mu + 1;
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442 | }
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443 | }
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---|
444 | myPlusNotation.Data = value;
|
---|
445 | OnChanged();
|
---|
446 | }
|
---|
447 | }
|
---|
448 | private DoubleData myShakingFactor;
|
---|
449 | public double ShakingFactor {
|
---|
450 | get { return myShakingFactor.Data; }
|
---|
451 | set { myShakingFactor.Data = value; }
|
---|
452 | }
|
---|
453 | private DoubleData mySuccessProbability;
|
---|
454 | private DoubleData myTargetSuccessProbability;
|
---|
455 | public double SuccessProbability {
|
---|
456 | get { return myTargetSuccessProbability.Data; }
|
---|
457 | set {
|
---|
458 | myTargetSuccessProbability.Data = value;
|
---|
459 | mySuccessProbability.Data = value;
|
---|
460 | }
|
---|
461 | }
|
---|
462 | private DoubleData myLearningRate;
|
---|
463 | public double LearningRate {
|
---|
464 | get { return myLearningRate.Data; }
|
---|
465 | set {
|
---|
466 | if (value > 0.0 && value <= 1.0) {
|
---|
467 | myLearningRate.Data = value;
|
---|
468 | OnChanged();
|
---|
469 | }
|
---|
470 | }
|
---|
471 | }
|
---|
472 | private DoubleData myDampeningFactor;
|
---|
473 | public double DampeningFactor {
|
---|
474 | get { return myDampeningFactor.Data; }
|
---|
475 | set {
|
---|
476 | if (value >= 1.0) {
|
---|
477 | myDampeningFactor.Data = value;
|
---|
478 | OnChanged();
|
---|
479 | }
|
---|
480 | }
|
---|
481 | }
|
---|
482 | private IntData myMaximumGenerations;
|
---|
483 | public int MaximumGenerations {
|
---|
484 | get { return myMaximumGenerations.Data; }
|
---|
485 | set { myMaximumGenerations.Data = value; }
|
---|
486 | }
|
---|
487 | private BoolData myUseSuccessRule;
|
---|
488 | public bool UseSuccessRule {
|
---|
489 | get { return myUseSuccessRule.Data; }
|
---|
490 | set { myUseSuccessRule.Data = value; }
|
---|
491 | }
|
---|
492 | private CombinedOperator myES;
|
---|
493 | private IOperator myESMain;
|
---|
494 | private IOperator myVariableInjection;
|
---|
495 | public IOperator ProblemInjector {
|
---|
496 | get { return myVariableInjection.SubOperators[0]; }
|
---|
497 | set {
|
---|
498 | value.Name = "ProblemInjector";
|
---|
499 | myES.OperatorGraph.RemoveOperator(ProblemInjector.Guid);
|
---|
500 | myES.OperatorGraph.AddOperator(value);
|
---|
501 | myVariableInjection.AddSubOperator(value, 0);
|
---|
502 | }
|
---|
503 | }
|
---|
504 | private IOperator myPopulationInitialization;
|
---|
505 | public IOperator SolutionGenerator {
|
---|
506 | get { return myPopulationInitialization.SubOperators[0]; }
|
---|
507 | set {
|
---|
508 | value.Name = "SolutionGenerator";
|
---|
509 | myES.OperatorGraph.RemoveOperator(SolutionGenerator.Guid);
|
---|
510 | myES.OperatorGraph.AddOperator(value);
|
---|
511 | myPopulationInitialization.AddSubOperator(value, 0);
|
---|
512 | }
|
---|
513 | }
|
---|
514 | public IOperator Evaluator {
|
---|
515 | get { return myPopulationInitialization.SubOperators[1]; }
|
---|
516 | set {
|
---|
517 | value.Name = "Evaluator";
|
---|
518 | myES.OperatorGraph.RemoveOperator(Evaluator.Guid);
|
---|
519 | myES.OperatorGraph.AddOperator(value);
|
---|
520 | myPopulationInitialization.AddSubOperator(value, 1);
|
---|
521 | myESMain.AddSubOperator(value, 1);
|
---|
522 | }
|
---|
523 | }
|
---|
524 | public IOperator Mutator {
|
---|
525 | get { return myESMain.SubOperators[0]; }
|
---|
526 | set {
|
---|
527 | value.Name = "Mutator";
|
---|
528 | myES.OperatorGraph.RemoveOperator(Mutator.Guid);
|
---|
529 | myES.OperatorGraph.AddOperator(value);
|
---|
530 | myESMain.AddSubOperator(value, 0);
|
---|
531 | }
|
---|
532 | }
|
---|
533 | public IOperator Recombinator {
|
---|
534 | get { return myESMain.SubOperators[2]; }
|
---|
535 | set {
|
---|
536 | value.Name = "Recombinator";
|
---|
537 | myES.OperatorGraph.RemoveOperator(Recombinator.Guid);
|
---|
538 | myES.OperatorGraph.AddOperator(value);
|
---|
539 | myESMain.AddSubOperator(value, 2);
|
---|
540 | }
|
---|
541 | }
|
---|
542 | #endregion
|
---|
543 |
|
---|
544 | public ES() {
|
---|
545 | myEngine = new SequentialEngine.SequentialEngine();
|
---|
546 | Create(myEngine);
|
---|
547 | SetReferences();
|
---|
548 | }
|
---|
549 |
|
---|
550 | public override IView CreateView() {
|
---|
551 | return new ESEditor(this);
|
---|
552 | }
|
---|
553 | public virtual IEditor CreateEditor() {
|
---|
554 | return new ESEditor(this);
|
---|
555 | }
|
---|
556 |
|
---|
557 | public override object Clone(IDictionary<Guid, object> clonedObjects) {
|
---|
558 | ES clone = new ES();
|
---|
559 | clonedObjects.Add(Guid, clone);
|
---|
560 | clone.myEngine = (IEngine)Auxiliary.Clone(Engine, clonedObjects);
|
---|
561 | return clone;
|
---|
562 | }
|
---|
563 |
|
---|
564 | #region SetReferences Method
|
---|
565 | private void SetReferences() {
|
---|
566 | // ES
|
---|
567 | CombinedOperator co1 = (CombinedOperator)Engine.OperatorGraph.InitialOperator;
|
---|
568 | myES = co1;
|
---|
569 | // SequentialProcessor in ES
|
---|
570 | SequentialProcessor sp1 = (SequentialProcessor)co1.OperatorGraph.InitialOperator;
|
---|
571 | // Variable Injection
|
---|
572 | CombinedOperator co2 = (CombinedOperator)sp1.SubOperators[0];
|
---|
573 | myVariableInjection = co2;
|
---|
574 | // SequentialProcessor in Variable Injection
|
---|
575 | SequentialProcessor sp2 = (SequentialProcessor)co2.OperatorGraph.InitialOperator;
|
---|
576 | // RandomInjector
|
---|
577 | RandomInjector ri = (RandomInjector)sp2.SubOperators[0];
|
---|
578 | mySetSeedRandomly = ri.GetVariable("SetSeedRandomly").GetValue<BoolData>();
|
---|
579 | mySeed = ri.GetVariable("Seed").GetValue<IntData>();
|
---|
580 | // VariableInjector
|
---|
581 | VariableInjector vi = (VariableInjector)sp2.SubOperators[2];
|
---|
582 | myMu = vi.GetVariable("ESmu").GetValue<IntData>();
|
---|
583 | myRho = vi.GetVariable("ESrho").GetValue<IntData>();
|
---|
584 | myLambda = vi.GetVariable("ESlambda").GetValue<IntData>();
|
---|
585 | myMaximumGenerations = vi.GetVariable("MaximumGenerations").GetValue<IntData>();
|
---|
586 | myPlusNotation = vi.GetVariable("PlusNotation").GetValue<BoolData>();
|
---|
587 | myShakingFactor = vi.GetVariable("ShakingFactor").GetValue<DoubleData>();
|
---|
588 | myTargetSuccessProbability = vi.GetVariable("TargetSuccessProbability").GetValue<DoubleData>();
|
---|
589 | mySuccessProbability = vi.GetVariable("SuccessProbability").GetValue<DoubleData>();
|
---|
590 | myLearningRate = vi.GetVariable("LearningRate").GetValue<DoubleData>();
|
---|
591 | myDampeningFactor = vi.GetVariable("DampeningFactor").GetValue<DoubleData>();
|
---|
592 | myUseSuccessRule = vi.GetVariable("UseSuccessRule").GetValue<BoolData>();
|
---|
593 | // Population Initialization
|
---|
594 | CombinedOperator co3 = (CombinedOperator)sp1.SubOperators[1];
|
---|
595 | myPopulationInitialization = co3;
|
---|
596 | // ES Main
|
---|
597 | CombinedOperator co4 = (CombinedOperator)sp1.SubOperators[2];
|
---|
598 | myESMain = co4;
|
---|
599 | }
|
---|
600 | #endregion
|
---|
601 |
|
---|
602 | #region Persistence Methods
|
---|
603 | //public override XmlNode GetXmlNode(string name, XmlDocument document, IDictionary<Guid, IStorable> persistedObjects) {
|
---|
604 | // XmlNode node = base.GetXmlNode(name, document, persistedObjects);
|
---|
605 | // node.AppendChild(PersistenceManager.Persist("Engine", Engine, document, persistedObjects));
|
---|
606 | // return node;
|
---|
607 | //}
|
---|
608 | public override void Persist(string name, XmlWriter writer, IDictionary<Guid, IStorable> persistedObjects) {
|
---|
609 | base.Persist(name, writer, persistedObjects);
|
---|
610 | PersistenceManager.Persist("Engine", Engine, writer, persistedObjects);
|
---|
611 | }
|
---|
612 | public override void Populate(XmlNode node, IDictionary<Guid, IStorable> restoredObjects) {
|
---|
613 | base.Populate(node, restoredObjects);
|
---|
614 | myEngine = (IEngine)PersistenceManager.Restore(node.SelectSingleNode("Engine"), restoredObjects);
|
---|
615 | SetReferences();
|
---|
616 | }
|
---|
617 | #endregion
|
---|
618 | }
|
---|
619 | }
|
---|