1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2011 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.Drawing;
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25 | using System.IO;
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26 | using System.Linq;
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27 | using System.Reflection;
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28 | using HeuristicLab.Common;
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29 | using HeuristicLab.Core;
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30 | using HeuristicLab.Data;
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31 | using HeuristicLab.Encodings.PermutationEncoding;
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32 | using HeuristicLab.Optimization;
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33 | using HeuristicLab.Parameters;
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34 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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35 | using HeuristicLab.PluginInfrastructure;
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36 |
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37 | namespace HeuristicLab.Problems.QuadraticAssignment {
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38 | [Item("Quadratic Assignment Problem", "The Quadratic Assignment Problem (QAP) can be described as the problem of assigning N facilities to N fixed locations such that there is exactly one facility in each location and that the sum of the distances multiplied by the connection strength between the facilities becomes minimal.")]
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39 | [Creatable("Problems")]
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40 | [StorableClass]
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41 | public sealed class QuadraticAssignmentProblem : SingleObjectiveHeuristicOptimizationProblem<IQAPEvaluator, IPermutationCreator>, IStorableContent {
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42 | private static string InstancePrefix = "HeuristicLab.Problems.QuadraticAssignment.Data.";
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43 |
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44 | public string Filename { get; set; }
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45 |
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46 | public override Image ItemImage {
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47 | get { return HeuristicLab.Common.Resources.VSImageLibrary.Type; }
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48 | }
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49 |
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50 | #region Parameter Properties
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51 | public IValueParameter<ItemSet<Permutation>> BestKnownSolutionsParameter {
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52 | get { return (IValueParameter<ItemSet<Permutation>>)Parameters["BestKnownSolutions"]; }
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53 | }
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54 | public IValueParameter<Permutation> BestKnownSolutionParameter {
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55 | get { return (IValueParameter<Permutation>)Parameters["BestKnownSolution"]; }
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56 | }
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57 | public IValueParameter<DoubleMatrix> WeightsParameter {
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58 | get { return (IValueParameter<DoubleMatrix>)Parameters["Weights"]; }
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59 | }
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60 | public IValueParameter<DoubleMatrix> DistancesParameter {
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61 | get { return (IValueParameter<DoubleMatrix>)Parameters["Distances"]; }
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62 | }
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63 | #endregion
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64 |
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65 | #region Properties
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66 | public ItemSet<Permutation> BestKnownSolutions {
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67 | get { return BestKnownSolutionsParameter.Value; }
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68 | set { BestKnownSolutionsParameter.Value = value; }
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69 | }
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70 | public Permutation BestKnownSolution {
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71 | get { return BestKnownSolutionParameter.Value; }
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72 | set { BestKnownSolutionParameter.Value = value; }
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73 | }
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74 | public DoubleMatrix Weights {
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75 | get { return WeightsParameter.Value; }
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76 | set { WeightsParameter.Value = value; }
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77 | }
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78 | public DoubleMatrix Distances {
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79 | get { return DistancesParameter.Value; }
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80 | set { DistancesParameter.Value = value; }
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81 | }
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82 |
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83 | public IEnumerable<string> EmbeddedInstances {
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84 | get {
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85 | return Assembly.GetExecutingAssembly()
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86 | .GetManifestResourceNames()
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87 | .Where(x => x.EndsWith(".dat"))
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88 | .OrderBy(x => x)
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89 | .Select(x => x.Replace(".dat", String.Empty))
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90 | .Select(x => x.Replace(InstancePrefix, String.Empty));
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91 | }
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92 | }
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93 |
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94 | private BestQAPSolutionAnalyzer BestQAPSolutionAnalyzer {
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95 | get { return Operators.OfType<BestQAPSolutionAnalyzer>().FirstOrDefault(); }
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96 | }
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97 |
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98 | private QAPAlleleFrequencyAnalyzer QAPAlleleFrequencyAnalyzer {
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99 | get { return Operators.OfType<QAPAlleleFrequencyAnalyzer>().FirstOrDefault(); }
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100 | }
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101 |
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102 | private QAPPopulationDiversityAnalyzer QAPPopulationDiversityAnalyzer {
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103 | get { return Operators.OfType<QAPPopulationDiversityAnalyzer>().FirstOrDefault(); }
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104 | }
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105 | #endregion
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106 |
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107 | [StorableConstructor]
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108 | private QuadraticAssignmentProblem(bool deserializing) : base(deserializing) { }
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109 | private QuadraticAssignmentProblem(QuadraticAssignmentProblem original, Cloner cloner)
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110 | : base(original, cloner) {
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111 | AttachEventHandlers();
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112 | }
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113 | public QuadraticAssignmentProblem()
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114 | : base(new QAPEvaluator(), new RandomPermutationCreator()) {
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115 | Parameters.Add(new OptionalValueParameter<ItemSet<Permutation>>("BestKnownSolutions", "The list of best known solutions which is updated whenever a new better solution is found or may be the optimal solution if it is known beforehand.", null));
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116 | Parameters.Add(new OptionalValueParameter<Permutation>("BestKnownSolution", "The best known solution which is updated whenever a new better solution is found or may be the optimal solution if it is known beforehand.", null));
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117 | Parameters.Add(new ValueParameter<DoubleMatrix>("Weights", "The strength of the connection between the facilities.", new DoubleMatrix(5, 5)));
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118 | Parameters.Add(new ValueParameter<DoubleMatrix>("Distances", "The distance matrix which can either be specified directly without the coordinates, or can be calculated automatically from the coordinates.", new DoubleMatrix(5, 5)));
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119 |
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120 | Maximization = new BoolValue(false);
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121 |
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122 | Weights = new DoubleMatrix(new double[,] {
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123 | { 0, 1, 0, 0, 1 },
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124 | { 1, 0, 1, 0, 0 },
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125 | { 0, 1, 0, 1, 0 },
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126 | { 0, 0, 1, 0, 1 },
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127 | { 1, 0, 0, 1, 0 }
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128 | });
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129 |
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130 | Distances = new DoubleMatrix(new double[,] {
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131 | { 0, 360, 582, 582, 360 },
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132 | { 360, 0, 360, 582, 582 },
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133 | { 582, 360, 0, 360, 582 },
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134 | { 582, 582, 360, 0, 360 },
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135 | { 360, 582, 582, 360, 0 }
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136 | });
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137 |
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138 | SolutionCreator.PermutationParameter.ActualName = "Assignment";
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139 | ParameterizeSolutionCreator();
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140 | ParameterizeEvaluator();
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141 |
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142 | InitializeOperators();
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143 | AttachEventHandlers();
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144 | }
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145 |
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146 | public override IDeepCloneable Clone(Cloner cloner) {
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147 | return new QuadraticAssignmentProblem(this, cloner);
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148 | }
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149 |
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150 | [StorableHook(HookType.AfterDeserialization)]
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151 | private void AfterDeserialization() {
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152 | // BackwardsCompatibility3.3
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153 | #region Backwards compatible code, remove with 3.4
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154 | if (!Parameters.ContainsKey("BestKnownSolutions")) {
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155 | Parameters.Add(new OptionalValueParameter<ItemSet<Permutation>>("BestKnownSolutions", "The list of best known solutions which is updated whenever a new better solution is found or may be the optimal solution if it is known beforehand.", null));
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156 | } else if (Parameters["BestKnownSolutions"].GetType().Equals(typeof(OptionalValueParameter<ItemList<Permutation>>))) {
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157 | ItemList<Permutation> list = ((OptionalValueParameter<ItemList<Permutation>>)Parameters["BestKnownSolutions"]).Value;
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158 | Parameters.Remove("BestKnownSolutions");
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159 | Parameters.Add(new OptionalValueParameter<ItemSet<Permutation>>("BestKnownSolutions", "The list of best known solutions which is updated whenever a new better solution is found or may be the optimal solution if it is known beforehand.", (list != null ? new ItemSet<Permutation>(list) : null)));
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160 | }
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161 | if (Parameters.ContainsKey("DistanceMatrix")) {
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162 | DoubleMatrix d = ((ValueParameter<DoubleMatrix>)Parameters["DistanceMatrix"]).Value;
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163 | Parameters.Remove("DistanceMatrix");
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164 | Parameters.Add(new ValueParameter<DoubleMatrix>("Distances", "The distance matrix which can either be specified directly without the coordinates, or can be calculated automatically from the coordinates.", d));
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165 | }
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166 | AttachEventHandlers();
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167 | #endregion
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168 | }
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169 |
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170 | #region Events
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171 | protected override void OnSolutionCreatorChanged() {
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172 | SolutionCreator.PermutationParameter.ActualNameChanged += new EventHandler(SolutionCreator_PermutationParameter_ActualNameChanged);
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173 | ParameterizeSolutionCreator();
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174 | ParameterizeEvaluator();
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175 | ParameterizeAnalyzers();
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176 | ParameterizeOperators();
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177 | base.OnSolutionCreatorChanged();
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178 | }
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179 | protected override void OnEvaluatorChanged() {
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180 | Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
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181 | ParameterizeEvaluator();
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182 | ParameterizeAnalyzers();
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183 | ParameterizeOperators();
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184 | base.OnEvaluatorChanged();
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185 | }
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186 |
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187 | private void SolutionCreator_PermutationParameter_ActualNameChanged(object sender, EventArgs e) {
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188 | ParameterizeEvaluator();
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189 | ParameterizeAnalyzers();
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190 | ParameterizeOperators();
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191 | }
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192 | private void Evaluator_QualityParameter_ActualNameChanged(object sender, EventArgs e) {
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193 | ParameterizeAnalyzers();
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194 | ParameterizeOperators();
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195 | }
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196 | private void WeightsParameter_ValueChanged(object sender, EventArgs e) {
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197 | Weights.RowsChanged += new EventHandler(Weights_RowsChanged);
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198 | Weights.ColumnsChanged += new EventHandler(Weights_ColumnsChanged);
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199 | ParameterizeSolutionCreator();
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200 | ParameterizeEvaluator();
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201 | ParameterizeOperators();
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202 | AdjustDistanceMatrix();
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203 | }
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204 | private void Weights_RowsChanged(object sender, EventArgs e) {
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205 | if (Weights.Rows != Weights.Columns)
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206 | ((IStringConvertibleMatrix)Weights).Columns = Weights.Rows;
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207 | else {
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208 | ParameterizeSolutionCreator();
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209 | ParameterizeEvaluator();
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210 | ParameterizeOperators();
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211 | AdjustDistanceMatrix();
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212 | }
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213 | }
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214 | private void Weights_ColumnsChanged(object sender, EventArgs e) {
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215 | if (Weights.Rows != Weights.Columns)
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216 | ((IStringConvertibleMatrix)Weights).Rows = Weights.Columns;
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217 | else {
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218 | ParameterizeSolutionCreator();
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219 | ParameterizeEvaluator();
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220 | ParameterizeOperators();
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221 | AdjustDistanceMatrix();
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222 | }
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223 | }
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224 | private void DistancesParameter_ValueChanged(object sender, EventArgs e) {
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225 | Distances.RowsChanged += new EventHandler(Distances_RowsChanged);
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226 | Distances.ColumnsChanged += new EventHandler(Distances_ColumnsChanged);
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227 | ParameterizeSolutionCreator();
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228 | ParameterizeEvaluator();
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229 | ParameterizeOperators();
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230 | AdjustWeightsMatrix();
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231 | }
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232 | private void Distances_RowsChanged(object sender, EventArgs e) {
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233 | if (Distances.Rows != Distances.Columns)
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234 | ((IStringConvertibleMatrix)Distances).Columns = Distances.Rows;
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235 | else {
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236 | ParameterizeSolutionCreator();
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237 | ParameterizeEvaluator();
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238 | ParameterizeOperators();
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239 | AdjustWeightsMatrix();
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240 | }
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241 | }
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242 | private void Distances_ColumnsChanged(object sender, EventArgs e) {
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243 | if (Distances.Rows != Distances.Columns)
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244 | ((IStringConvertibleMatrix)Distances).Rows = Distances.Columns;
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245 | else {
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246 | ParameterizeSolutionCreator();
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247 | ParameterizeEvaluator();
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248 | ParameterizeOperators();
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249 | AdjustWeightsMatrix();
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250 | }
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251 | }
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252 | #endregion
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253 |
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254 | #region Helpers
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255 | private void AttachEventHandlers() {
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256 | SolutionCreator.PermutationParameter.ActualNameChanged += new EventHandler(SolutionCreator_PermutationParameter_ActualNameChanged);
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257 | Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
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258 | WeightsParameter.ValueChanged += new EventHandler(WeightsParameter_ValueChanged);
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259 | Weights.RowsChanged += new EventHandler(Weights_RowsChanged);
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260 | Weights.ColumnsChanged += new EventHandler(Weights_ColumnsChanged);
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261 | DistancesParameter.ValueChanged += new EventHandler(DistancesParameter_ValueChanged);
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262 | Distances.RowsChanged += new EventHandler(Distances_RowsChanged);
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263 | Distances.ColumnsChanged += new EventHandler(Distances_ColumnsChanged);
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264 | }
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265 |
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266 | private void InitializeOperators() {
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267 | Operators.AddRange(ApplicationManager.Manager.GetInstances<IPermutationOperator>());
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268 | Operators.RemoveAll(x => x is ISingleObjectiveMoveEvaluator);
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269 | Operators.AddRange(ApplicationManager.Manager.GetInstances<IQAPMoveEvaluator>());
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270 | Operators.Add(new BestQAPSolutionAnalyzer());
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271 | Operators.Add(new QAPAlleleFrequencyAnalyzer());
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272 | Operators.Add(new QAPPopulationDiversityAnalyzer());
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273 | Operators.Add(new QAPExhaustiveSwap2LocalImprovement());
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274 | ParameterizeAnalyzers();
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275 | ParameterizeOperators();
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276 | }
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277 | private void ParameterizeSolutionCreator() {
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278 | if (SolutionCreator != null) {
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279 | SolutionCreator.PermutationTypeParameter.Value = new PermutationType(PermutationTypes.Absolute);
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280 | SolutionCreator.LengthParameter.Value = new IntValue(Weights.Rows);
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281 | }
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282 | }
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283 | private void ParameterizeEvaluator() {
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284 | if (Evaluator != null) {
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285 | Evaluator.PermutationParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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286 | Evaluator.DistancesParameter.ActualName = DistancesParameter.Name;
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287 | Evaluator.WeightsParameter.ActualName = WeightsParameter.Name;
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288 | }
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289 | }
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290 | private void ParameterizeAnalyzers() {
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291 | if (BestQAPSolutionAnalyzer != null) {
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292 | BestQAPSolutionAnalyzer.QualityParameter.ActualName = Evaluator.QualityParameter.ActualName;
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293 | BestQAPSolutionAnalyzer.DistancesParameter.ActualName = DistancesParameter.Name;
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294 | BestQAPSolutionAnalyzer.WeightsParameter.ActualName = WeightsParameter.Name;
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295 | BestQAPSolutionAnalyzer.PermutationParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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296 | BestQAPSolutionAnalyzer.ResultsParameter.ActualName = "Results";
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297 | BestQAPSolutionAnalyzer.BestKnownQualityParameter.ActualName = BestKnownQualityParameter.Name;
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298 | BestQAPSolutionAnalyzer.BestKnownSolutionsParameter.ActualName = BestKnownSolutionsParameter.Name;
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299 | BestQAPSolutionAnalyzer.MaximizationParameter.ActualName = MaximizationParameter.Name;
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300 | }
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301 | if (QAPAlleleFrequencyAnalyzer != null) {
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302 | QAPAlleleFrequencyAnalyzer.QualityParameter.ActualName = Evaluator.QualityParameter.ActualName;
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303 | QAPAlleleFrequencyAnalyzer.BestKnownSolutionParameter.ActualName = BestKnownSolutionParameter.Name;
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304 | QAPAlleleFrequencyAnalyzer.DistancesParameter.ActualName = DistancesParameter.Name;
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305 | QAPAlleleFrequencyAnalyzer.MaximizationParameter.ActualName = MaximizationParameter.Name;
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306 | QAPAlleleFrequencyAnalyzer.ResultsParameter.ActualName = "Results";
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307 | QAPAlleleFrequencyAnalyzer.SolutionParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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308 | QAPAlleleFrequencyAnalyzer.WeightsParameter.ActualName = WeightsParameter.Name;
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309 | }
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310 | if (QAPPopulationDiversityAnalyzer != null) {
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311 | QAPPopulationDiversityAnalyzer.MaximizationParameter.ActualName = MaximizationParameter.Name;
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312 | QAPPopulationDiversityAnalyzer.QualityParameter.ActualName = Evaluator.QualityParameter.ActualName;
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313 | QAPPopulationDiversityAnalyzer.ResultsParameter.ActualName = "Results";
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314 | QAPPopulationDiversityAnalyzer.SolutionParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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315 | }
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316 | }
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317 | private void ParameterizeOperators() {
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318 | foreach (IPermutationCrossover op in Operators.OfType<IPermutationCrossover>()) {
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319 | op.ParentsParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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320 | op.ChildParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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321 | }
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322 | foreach (IPermutationManipulator op in Operators.OfType<IPermutationManipulator>()) {
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323 | op.PermutationParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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324 | }
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325 | foreach (IPermutationMoveOperator op in Operators.OfType<IPermutationMoveOperator>()) {
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326 | op.PermutationParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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327 | }
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328 | if (Operators.OfType<IMoveGenerator>().Any()) {
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329 | string inversionMove = Operators.OfType<IMoveGenerator>().OfType<IPermutationInversionMoveOperator>().First().InversionMoveParameter.ActualName;
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330 | foreach (IPermutationInversionMoveOperator op in Operators.OfType<IPermutationInversionMoveOperator>())
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331 | op.InversionMoveParameter.ActualName = inversionMove;
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332 | string translocationMove = Operators.OfType<IMoveGenerator>().OfType<IPermutationTranslocationMoveOperator>().First().TranslocationMoveParameter.ActualName;
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333 | foreach (IPermutationTranslocationMoveOperator op in Operators.OfType<IPermutationTranslocationMoveOperator>())
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334 | op.TranslocationMoveParameter.ActualName = translocationMove;
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335 | string swapMove = Operators.OfType<IMoveGenerator>().OfType<IPermutationSwap2MoveOperator>().First().Swap2MoveParameter.ActualName;
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336 | foreach (IPermutationSwap2MoveOperator op in Operators.OfType<IPermutationSwap2MoveOperator>()) {
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337 | op.Swap2MoveParameter.ActualName = swapMove;
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338 | }
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339 | }
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340 | foreach (var op in Operators.OfType<IPermutationMultiNeighborhoodShakingOperator>())
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341 | op.PermutationParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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342 |
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343 | QAPExhaustiveSwap2LocalImprovement localOpt = Operators.OfType<QAPExhaustiveSwap2LocalImprovement>().SingleOrDefault();
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344 | if (localOpt != null) {
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345 | localOpt.AssignmentParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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346 | localOpt.DistancesParameter.ActualName = DistancesParameter.Name;
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347 | localOpt.MaximizationParameter.ActualName = MaximizationParameter.Name;
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348 | localOpt.QualityParameter.ActualName = Evaluator.QualityParameter.ActualName;
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349 | localOpt.WeightsParameter.ActualName = WeightsParameter.Name;
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350 | }
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351 | }
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352 |
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353 | private void AdjustDistanceMatrix() {
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354 | if (Distances.Rows != Weights.Rows || Distances.Columns != Weights.Columns) {
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355 | ((IStringConvertibleMatrix)Distances).Rows = Weights.Rows;
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356 | }
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357 | }
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358 |
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359 | private void AdjustWeightsMatrix() {
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360 | if (Weights.Rows != Distances.Rows || Weights.Columns != Distances.Columns) {
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361 | ((IStringConvertibleMatrix)Weights).Rows = Distances.Rows;
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362 | }
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363 | }
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364 | #endregion
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365 |
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366 | public void ImportFileInstance(string filename) {
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367 | QAPLIBParser parser = new QAPLIBParser();
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368 | parser.Parse(filename);
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369 | if (parser.Error != null) throw parser.Error;
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370 | Distances = new DoubleMatrix(parser.Distances);
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371 | Weights = new DoubleMatrix(parser.Weights);
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372 | Name = "Quadratic Assignment Problem (imported from " + Path.GetFileNameWithoutExtension(filename) + ")";
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373 | Description = "Imported problem data using QAPLIBParser " + Assembly.GetExecutingAssembly().GetCustomAttributes(typeof(AssemblyFileVersionAttribute), true).Cast<AssemblyFileVersionAttribute>().FirstOrDefault().Version + ".";
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374 | BestKnownQuality = null;
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375 | BestKnownSolutions = null;
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376 | OnReset();
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377 | }
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378 |
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379 | public void LoadEmbeddedInstance(string instance) {
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380 | using (Stream stream = Assembly.GetExecutingAssembly()
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381 | .GetManifestResourceStream(InstancePrefix + instance + ".dat")) {
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382 | QAPLIBParser parser = new QAPLIBParser();
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383 | parser.Parse(stream);
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384 | if (parser.Error != null) throw parser.Error;
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385 | Distances = new DoubleMatrix(parser.Distances);
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386 | Weights = new DoubleMatrix(parser.Weights);
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387 | Name = instance;
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388 | Description = "Loaded embedded QAPLIB problem data of instance " + instance + ".";
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389 | OnReset();
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390 | }
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391 | bool solutionExists = Assembly.GetExecutingAssembly()
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392 | .GetManifestResourceNames()
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393 | .Where(x => x.EndsWith(instance + ".sln"))
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394 | .Any();
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395 | if (solutionExists) {
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396 | using (Stream solStream = Assembly.GetExecutingAssembly()
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397 | .GetManifestResourceStream(InstancePrefix + instance + ".sln")) {
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398 | QAPLIBSolutionParser solParser = new QAPLIBSolutionParser();
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399 | solParser.Parse(solStream, true); // most sln's seem to be of the type index = "facility" => value = "location"
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400 | if (solParser.Error != null) throw solParser.Error;
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401 | if (!solParser.Quality.IsAlmost(QAPEvaluator.Apply(new Permutation(PermutationTypes.Absolute, solParser.Assignment), Weights, Distances))) {
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402 | solStream.Seek(0, SeekOrigin.Begin);
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403 | solParser.Reset();
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404 | solParser.Parse(solStream, false); // some sln's seem to be of the type index = "location" => value = "facility"
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405 | if (solParser.Error != null) throw solParser.Error;
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406 | if (solParser.Quality.IsAlmost(QAPEvaluator.Apply(new Permutation(PermutationTypes.Absolute, solParser.Assignment), Weights, Distances))) {
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407 | BestKnownQuality = new DoubleValue(solParser.Quality);
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408 | BestKnownSolutions = new ItemSet<Permutation>(new Permutation[] { new Permutation(PermutationTypes.Absolute, solParser.Assignment) }, new PermutationEqualityComparer());
|
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409 | BestKnownSolution = new Permutation(PermutationTypes.Absolute, solParser.Assignment);
|
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410 | } else {
|
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411 | BestKnownQuality = new DoubleValue(solParser.Quality);
|
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412 | BestKnownSolutions = null;
|
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413 | BestKnownSolution = null;
|
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414 | }
|
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415 | } else {
|
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416 | BestKnownQuality = new DoubleValue(solParser.Quality);
|
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417 | BestKnownSolutions = new ItemSet<Permutation>(new Permutation[] { new Permutation(PermutationTypes.Absolute, solParser.Assignment) }, new PermutationEqualityComparer());
|
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418 | BestKnownSolution = new Permutation(PermutationTypes.Absolute, solParser.Assignment);
|
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419 | }
|
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420 | }
|
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421 | } else {
|
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422 | BestKnownQuality = null;
|
---|
423 | BestKnownSolutions = new ItemSet<Permutation>(new PermutationEqualityComparer());
|
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424 | BestKnownSolution = null;
|
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425 | }
|
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426 | }
|
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427 | }
|
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428 | }
|
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