1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2012 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.Linq;
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24 | using HeuristicLab.Analysis;
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25 | using HeuristicLab.Common;
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26 | using HeuristicLab.Core;
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27 | using HeuristicLab.Data;
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28 | using HeuristicLab.Optimization;
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29 | using HeuristicLab.Parameters;
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30 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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31 | using HeuristicLab.Random;
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32 |
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33 | namespace HeuristicLab.Problems.GeneralizedQuadraticAssignment.Algorithms {
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34 | /// <summary>
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35 | /// A genetic algorithm.
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36 | /// </summary>
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37 | [Item("GRASP+PR", "The algorithm combines the Greedy Randomized Adaptive Search Procedure (GRASP) with Path Relinking and is described in Mateus, G., Resende, M., and Silva, R. 2011. GRASP with path-relinking for the generalized quadratic assignment problem. Journal of Heuristics 17, Springer Netherlands, pp. 527-565.")]
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38 | [Creatable("Algorithms")]
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39 | [StorableClass]
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40 | public sealed class GRASPWithPathRelinking : HeuristicOptimizationEngineAlgorithm {
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41 | #region Problem Properties
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42 | public override Type ProblemType {
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43 | get { return typeof(ISingleObjectiveHeuristicOptimizationProblem); }
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44 | }
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45 | public new ISingleObjectiveHeuristicOptimizationProblem Problem {
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46 | get { return (ISingleObjectiveHeuristicOptimizationProblem)base.Problem; }
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47 | set { base.Problem = value; }
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48 | }
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49 | #endregion
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50 |
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51 | #region Parameter Properties
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52 | private IValueParameter<BoolValue> SetSeedRandomlyParameter {
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53 | get { return (IValueParameter<BoolValue>)Parameters["SetSeedRandomly"]; }
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54 | }
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55 | private IValueParameter<IntValue> SeedParameter {
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56 | get { return (IValueParameter<IntValue>)Parameters["Seed"]; }
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57 | }
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58 | private IValueParameter<MultiAnalyzer> AnalyzerParameter {
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59 | get { return (IValueParameter<MultiAnalyzer>)Parameters["Analyzer"]; }
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60 | }
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61 | private IValueParameter<IntValue> EliteSetSizeParameter {
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62 | get { return (IValueParameter<IntValue>)Parameters["EliteSetSize"]; }
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63 | }
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64 | private IValueParameter<IntValue> LocalImprovementMaximumIterationsParameter {
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65 | get { return (IValueParameter<IntValue>)Parameters["LocalImprovementMaximumIterations"]; }
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66 | }
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67 | private ConstrainedValueParameter<ILocalImprovementOperator> LocalImprovementParameter {
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68 | get { return (ConstrainedValueParameter<ILocalImprovementOperator>)Parameters["LocalImprovement"]; }
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69 | }
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70 | public IFixedValueParameter<IntValue> MinimumEliteSetSizeParameter {
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71 | get { return (IFixedValueParameter<IntValue>)Parameters["MinimumEliteSetSize"]; }
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72 | }
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73 | public ConstrainedValueParameter<ICrossover> PathRelinkingParameter {
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74 | get { return (ConstrainedValueParameter<ICrossover>)Parameters["PathRelinking"]; }
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75 | }
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76 | public ConstrainedValueParameter<IReplacer> EliteSetReplacerParameter {
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77 | get { return (ConstrainedValueParameter<IReplacer>)Parameters["EliteSetReplacer"]; }
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78 | }
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79 | #endregion
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80 |
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81 | #region Properties
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82 | public BoolValue SetSeedRandomly {
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83 | get { return SetSeedRandomlyParameter.Value; }
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84 | set { SetSeedRandomlyParameter.Value = value; }
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85 | }
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86 | public IntValue Seed {
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87 | get { return SeedParameter.Value; }
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88 | set { SeedParameter.Value = value; }
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89 | }
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90 | public MultiAnalyzer Analyzer {
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91 | get { return AnalyzerParameter.Value; }
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92 | set { AnalyzerParameter.Value = value; }
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93 | }
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94 | public IntValue EliteSetSize {
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95 | get { return EliteSetSizeParameter.Value; }
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96 | set { EliteSetSizeParameter.Value = value; }
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97 | }
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98 | public IntValue LocalImprovementMaximumIterations {
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99 | get { return LocalImprovementMaximumIterationsParameter.Value; }
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100 | set { LocalImprovementMaximumIterationsParameter.Value = value; }
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101 | }
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102 |
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103 | private RandomCreator RandomCreator {
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104 | get { return (RandomCreator)OperatorGraph.InitialOperator; }
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105 | }
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106 | #endregion
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107 |
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108 | [StorableConstructor]
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109 | private GRASPWithPathRelinking(bool deserializing) : base(deserializing) { }
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110 | private GRASPWithPathRelinking(GRASPWithPathRelinking original, Cloner cloner)
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111 | : base(original, cloner) {
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112 | // TODO: clone your private fields here
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113 | RegisterEventHandlers();
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114 | }
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115 | public GRASPWithPathRelinking()
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116 | : base() {
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117 | Parameters.Add(new ValueParameter<BoolValue>("SetSeedRandomly", "True if the random seed should be set to a random value, otherwise false.", new BoolValue(true)));
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118 | Parameters.Add(new ValueParameter<IntValue>("Seed", "The random seed used to initialize the new pseudo random number generator."));
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119 | Parameters.Add(new ValueParameter<MultiAnalyzer>("Analyzer", "The operator used to analyze each iteration.", new MultiAnalyzer()));
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120 | Parameters.Add(new ValueParameter<IntValue>("EliteSetSize", "The elite set stores the best found solutions.", new IntValue(10)));
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121 | Parameters.Add(new ValueParameter<IntValue>("LocalImprovementMaximumIterations", "The maximum number of iterations performed by the local improvement operator.", new IntValue(100)));
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122 | Parameters.Add(new ConstrainedValueParameter<ILocalImprovementOperator>("LocalImprovement", "Performs a local search on the solution.", null));
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123 | Parameters.Add(new FixedValueParameter<IntValue>("MinimumEliteSetSize", "(ρ) The minimum amount of elites for performing path relinking.", new IntValue(1)));
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124 | Parameters.Add(new ConstrainedValueParameter<ICrossover>("PathRelinking", "The operator that performs the path relinking."));
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125 | Parameters.Add(new ConstrainedValueParameter<IReplacer>("EliteSetReplacer", "The operator that replaces solutions in the elite set."));
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126 |
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127 | RandomCreator randomCreator = new RandomCreator();
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128 | OperatorGraph.InitialOperator = randomCreator;
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129 |
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130 | randomCreator.RandomParameter.ActualName = "Random";
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131 | randomCreator.SeedParameter.ActualName = SeedParameter.Name;
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132 | randomCreator.SeedParameter.Value = null;
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133 | randomCreator.SetSeedRandomlyParameter.ActualName = SetSeedRandomlyParameter.Name;
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134 | randomCreator.SetSeedRandomlyParameter.Value = null;
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135 |
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136 | var mainLoop = new GRASPWithPathRelinkingMainLoop();
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137 | randomCreator.Successor = mainLoop;
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138 |
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139 | InitializeOperators();
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140 | RegisterEventHandlers();
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141 | }
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142 |
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143 | public override IDeepCloneable Clone(Cloner cloner) {
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144 | return new GRASPWithPathRelinking(this, cloner);
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145 | }
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146 |
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147 | public override void Prepare() {
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148 | if (Problem != null) base.Prepare();
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149 | }
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150 |
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151 | #region Events
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152 | protected override void OnProblemChanged() {
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153 | // TODO: Initialize and parameterize operators
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154 | InitializeOperators();
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155 | base.OnProblemChanged();
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156 | }
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157 |
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158 | protected override void Problem_SolutionCreatorChanged(object sender, EventArgs e) {
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159 | // TODO: Parameterize operators
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160 | base.Problem_SolutionCreatorChanged(sender, e);
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161 | }
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162 | protected override void Problem_EvaluatorChanged(object sender, EventArgs e) {
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163 | // TODO: Parameterize operators
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164 | base.Problem_EvaluatorChanged(sender, e);
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165 | }
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166 | protected override void Problem_OperatorsChanged(object sender, EventArgs e) {
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167 | // TODO: Parameterize operators
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168 | InitializeOperators();
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169 | base.Problem_OperatorsChanged(sender, e);
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170 | }
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171 | #endregion
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172 |
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173 | #region Helpers
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174 | [StorableHook(HookType.AfterDeserialization)]
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175 | private void AfterDeserialization() {
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176 | if (Problem != null) {
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177 | }
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178 | }
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179 |
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180 | private void RegisterEventHandlers() {
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181 |
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182 | }
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183 |
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184 | private void InitializeOperators() {
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185 | Analyzer.Operators.Clear();
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186 | if (Problem != null) {
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187 | foreach (IAnalyzer analyzer in Problem.Operators.OfType<IAnalyzer>()) {
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188 | foreach (var param in analyzer.Parameters.OfType<IScopeTreeLookupParameter>())
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189 | param.Depth = 1;
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190 | Analyzer.Operators.Add(analyzer);
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191 | }
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192 |
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193 | string oldLocalImprovement = String.Empty;
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194 | if (LocalImprovementParameter.Value != null)
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195 | oldLocalImprovement = LocalImprovementParameter.Value.Name;
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196 | LocalImprovementParameter.ValidValues.Clear();
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197 | foreach (ILocalImprovementOperator localImprovement in Problem.Operators.OfType<ILocalImprovementOperator>()) {
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198 | LocalImprovementParameter.ValidValues.Add(localImprovement);
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199 | }
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200 | var newLocalImprovement = LocalImprovementParameter.ValidValues.FirstOrDefault(x => x.Name == oldLocalImprovement);
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201 | if (newLocalImprovement != null) LocalImprovementParameter.Value = newLocalImprovement;
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202 |
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203 | string oldPathRelinking = String.Empty;
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204 | if (PathRelinkingParameter.Value != null)
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205 | oldPathRelinking = PathRelinkingParameter.Value.Name;
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206 | PathRelinkingParameter.ValidValues.Clear();
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207 | foreach (ICrossover pathRelinking in Problem.Operators.OfType<ICrossover>()) {
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208 | PathRelinkingParameter.ValidValues.Add(pathRelinking);
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209 | }
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210 | var newPathRelinking = PathRelinkingParameter.ValidValues.FirstOrDefault(x => x.Name == oldPathRelinking);
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211 | if (newPathRelinking != null) PathRelinkingParameter.Value = newPathRelinking;
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212 |
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213 | string oldReplacer = String.Empty;
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214 | if (EliteSetReplacerParameter.Value != null)
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215 | oldReplacer = EliteSetReplacerParameter.Value.Name;
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216 | EliteSetReplacerParameter.ValidValues.Clear();
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217 | foreach (IReplacer replacer in Problem.Operators.OfType<IReplacer>()) {
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218 | EliteSetReplacerParameter.ValidValues.Add(replacer);
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219 | }
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220 | var newReplacer = EliteSetReplacerParameter.ValidValues.FirstOrDefault(x => x.Name == oldReplacer);
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221 | if (newReplacer != null) EliteSetReplacerParameter.Value = newReplacer;
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222 | }
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223 |
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224 | Parameterize();
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225 | }
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226 |
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227 | private void Parameterize() {
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228 | foreach (var localImprovement in LocalImprovementParameter.ValidValues) {
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229 | localImprovement.MaximumIterationsParameter.ActualName = LocalImprovementMaximumIterationsParameter.Name;
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230 | localImprovement.EvaluatedSolutionsParameter.ActualName = "EvaluatedSolutions";
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231 | localImprovement.ResultsParameter.ActualName = "Results";
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232 | if (Problem != null && localImprovement.ProblemType.IsAssignableFrom(Problem.GetType()))
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233 | localImprovement.Problem = Problem;
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234 | }
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235 | }
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236 | #endregion
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237 | }
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238 | }
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