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.Collections.Generic;
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24 | using System.IO;
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25 | using System.Linq;
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26 | using HeuristicLab.Common;
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27 | using HeuristicLab.Core;
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28 | using HeuristicLab.Data;
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29 | using HeuristicLab.Encodings.PermutationEncoding;
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30 | using HeuristicLab.Optimization;
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31 | using HeuristicLab.Parameters;
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32 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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33 | using HeuristicLab.PluginInfrastructure;
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34 | using HeuristicLab.Problems.Instances;
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35 |
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36 | namespace HeuristicLab.Problems.TravelingSalesman {
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37 | [Item("Traveling Salesman Problem", "Represents a symmetric Traveling Salesman Problem.")]
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38 | [Creatable("Problems")]
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39 | [StorableClass]
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40 | public sealed class TravelingSalesmanProblem : SingleObjectiveHeuristicOptimizationProblem<ITSPEvaluator, IPermutationCreator>, IStorableContent,
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41 | IProblemInstanceConsumer<TSPData> {
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42 | private static readonly int DistanceMatrixSizeLimit = 1000;
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43 | public string Filename { get; set; }
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44 |
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45 | #region Parameter Properties
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46 | public ValueParameter<DoubleMatrix> CoordinatesParameter {
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47 | get { return (ValueParameter<DoubleMatrix>)Parameters["Coordinates"]; }
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48 | }
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49 | public OptionalValueParameter<DistanceMatrix> DistanceMatrixParameter {
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50 | get { return (OptionalValueParameter<DistanceMatrix>)Parameters["DistanceMatrix"]; }
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51 | }
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52 | public ValueParameter<BoolValue> UseDistanceMatrixParameter {
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53 | get { return (ValueParameter<BoolValue>)Parameters["UseDistanceMatrix"]; }
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54 | }
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55 | public OptionalValueParameter<Permutation> BestKnownSolutionParameter {
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56 | get { return (OptionalValueParameter<Permutation>)Parameters["BestKnownSolution"]; }
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57 | }
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58 | #endregion
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59 |
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60 | #region Properties
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61 | public DoubleMatrix Coordinates {
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62 | get { return CoordinatesParameter.Value; }
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63 | set { CoordinatesParameter.Value = value; }
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64 | }
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65 | public DistanceMatrix DistanceMatrix {
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66 | get { return DistanceMatrixParameter.Value; }
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67 | set { DistanceMatrixParameter.Value = value; }
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68 | }
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69 | public BoolValue UseDistanceMatrix {
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70 | get { return UseDistanceMatrixParameter.Value; }
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71 | set { UseDistanceMatrixParameter.Value = value; }
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72 | }
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73 | public Permutation BestKnownSolution {
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74 | get { return BestKnownSolutionParameter.Value; }
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75 | set { BestKnownSolutionParameter.Value = value; }
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76 | }
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77 | private BestTSPSolutionAnalyzer BestTSPSolutionAnalyzer {
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78 | get { return Operators.OfType<BestTSPSolutionAnalyzer>().FirstOrDefault(); }
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79 | }
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80 | private TSPAlleleFrequencyAnalyzer TSPAlleleFrequencyAnalyzer {
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81 | get { return Operators.OfType<TSPAlleleFrequencyAnalyzer>().FirstOrDefault(); }
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82 | }
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83 | private TSPPopulationDiversityAnalyzer TSPPopulationDiversityAnalyzer {
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84 | get { return Operators.OfType<TSPPopulationDiversityAnalyzer>().FirstOrDefault(); }
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85 | }
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86 | #endregion
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87 |
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88 | // BackwardsCompatibility3.3
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89 | #region Backwards compatible code, remove with 3.4
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90 | [Obsolete]
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91 | [Storable(Name = "operators")]
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92 | private IEnumerable<IOperator> oldOperators {
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93 | get { return null; }
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94 | set {
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95 | if (value != null && value.Any())
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96 | Operators.AddRange(value);
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97 | }
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98 | }
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99 | #endregion
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100 |
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101 | [StorableConstructor]
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102 | private TravelingSalesmanProblem(bool deserializing) : base(deserializing) { }
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103 | private TravelingSalesmanProblem(TravelingSalesmanProblem original, Cloner cloner)
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104 | : base(original, cloner) {
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105 | RegisterEventHandlers();
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106 | }
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107 | public override IDeepCloneable Clone(Cloner cloner) {
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108 | return new TravelingSalesmanProblem(this, cloner);
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109 | }
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110 | public TravelingSalesmanProblem()
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111 | : base(new TSPRoundedEuclideanPathEvaluator(), new RandomPermutationCreator()) {
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112 | Parameters.Add(new ValueParameter<DoubleMatrix>("Coordinates", "The x- and y-Coordinates of the cities."));
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113 | Parameters.Add(new OptionalValueParameter<DistanceMatrix>("DistanceMatrix", "The matrix which contains the distances between the cities."));
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114 | Parameters.Add(new ValueParameter<BoolValue>("UseDistanceMatrix", "True if a distance matrix should be calculated and used for evaluation, otherwise false.", new BoolValue(true)));
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115 | Parameters.Add(new OptionalValueParameter<Permutation>("BestKnownSolution", "The best known solution of this TSP instance."));
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116 |
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117 | Maximization.Value = false;
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118 | MaximizationParameter.Hidden = true;
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119 | DistanceMatrixParameter.ReactOnValueToStringChangedAndValueItemImageChanged = false;
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120 |
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121 | Coordinates = new DoubleMatrix(new double[,] {
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122 | { 100, 100 }, { 100, 200 }, { 100, 300 }, { 100, 400 },
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123 | { 200, 100 }, { 200, 200 }, { 200, 300 }, { 200, 400 },
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124 | { 300, 100 }, { 300, 200 }, { 300, 300 }, { 300, 400 },
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125 | { 400, 100 }, { 400, 200 }, { 400, 300 }, { 400, 400 }
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126 | });
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127 |
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128 | SolutionCreator.PermutationParameter.ActualName = "TSPTour";
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129 | Evaluator.QualityParameter.ActualName = "TSPTourLength";
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130 | ParameterizeSolutionCreator();
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131 | ParameterizeEvaluator();
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132 |
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133 | InitializeOperators();
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134 | RegisterEventHandlers();
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135 | }
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136 |
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137 | #region Events
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138 | protected override void OnSolutionCreatorChanged() {
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139 | base.OnSolutionCreatorChanged();
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140 | SolutionCreator.PermutationParameter.ActualNameChanged += new EventHandler(SolutionCreator_PermutationParameter_ActualNameChanged);
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141 | ParameterizeSolutionCreator();
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142 | ParameterizeEvaluator();
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143 | ParameterizeAnalyzers();
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144 | ParameterizeOperators();
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145 | }
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146 | protected override void OnEvaluatorChanged() {
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147 | base.OnEvaluatorChanged();
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148 | Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
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149 | ParameterizeEvaluator();
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150 | UpdateMoveEvaluators();
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151 | ParameterizeAnalyzers();
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152 | ClearDistanceMatrix();
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153 | }
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154 | private void CoordinatesParameter_ValueChanged(object sender, EventArgs e) {
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155 | Coordinates.ItemChanged += new EventHandler<EventArgs<int, int>>(Coordinates_ItemChanged);
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156 | Coordinates.Reset += new EventHandler(Coordinates_Reset);
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157 | ParameterizeSolutionCreator();
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158 | ClearDistanceMatrix();
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159 | }
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160 | private void Coordinates_ItemChanged(object sender, EventArgs<int, int> e) {
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161 | ClearDistanceMatrix();
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162 | }
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163 | private void Coordinates_Reset(object sender, EventArgs e) {
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164 | ParameterizeSolutionCreator();
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165 | ClearDistanceMatrix();
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166 | }
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167 | private void SolutionCreator_PermutationParameter_ActualNameChanged(object sender, EventArgs e) {
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168 | ParameterizeEvaluator();
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169 | ParameterizeAnalyzers();
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170 | ParameterizeOperators();
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171 | }
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172 | private void Evaluator_QualityParameter_ActualNameChanged(object sender, EventArgs e) {
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173 | ParameterizeAnalyzers();
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174 | }
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175 | #endregion
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176 |
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177 | #region Helpers
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178 | [StorableHook(HookType.AfterDeserialization)]
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179 | private void AfterDeserialization() {
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180 | // BackwardsCompatibility3.3
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181 | #region Backwards compatible code (remove with 3.4)
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182 | OptionalValueParameter<DoubleMatrix> oldDistanceMatrixParameter = Parameters["DistanceMatrix"] as OptionalValueParameter<DoubleMatrix>;
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183 | if (oldDistanceMatrixParameter != null) {
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184 | Parameters.Remove(oldDistanceMatrixParameter);
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185 | Parameters.Add(new OptionalValueParameter<DistanceMatrix>("DistanceMatrix", "The matrix which contains the distances between the cities."));
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186 | DistanceMatrixParameter.GetsCollected = oldDistanceMatrixParameter.GetsCollected;
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187 | DistanceMatrixParameter.ReactOnValueToStringChangedAndValueItemImageChanged = false;
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188 | if (oldDistanceMatrixParameter.Value != null) {
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189 | DoubleMatrix oldDM = oldDistanceMatrixParameter.Value;
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190 | DistanceMatrix newDM = new DistanceMatrix(oldDM.Rows, oldDM.Columns, oldDM.ColumnNames, oldDM.RowNames);
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191 | newDM.SortableView = oldDM.SortableView;
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192 | for (int i = 0; i < newDM.Rows; i++)
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193 | for (int j = 0; j < newDM.Columns; j++)
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194 | newDM[i, j] = oldDM[i, j];
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195 | DistanceMatrixParameter.Value = (DistanceMatrix)newDM.AsReadOnly();
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196 | }
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197 | }
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198 |
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199 | if (Operators.Count == 0) InitializeOperators();
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200 | #endregion
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201 | RegisterEventHandlers();
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202 | }
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203 |
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204 | private void RegisterEventHandlers() {
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205 | CoordinatesParameter.ValueChanged += new EventHandler(CoordinatesParameter_ValueChanged);
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206 | Coordinates.ItemChanged += new EventHandler<EventArgs<int, int>>(Coordinates_ItemChanged);
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207 | Coordinates.Reset += new EventHandler(Coordinates_Reset);
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208 | SolutionCreator.PermutationParameter.ActualNameChanged += new EventHandler(SolutionCreator_PermutationParameter_ActualNameChanged);
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209 | Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
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210 | }
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211 |
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212 | private void InitializeOperators() {
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213 | Operators.Add(new BestTSPSolutionAnalyzer());
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214 | Operators.Add(new TSPAlleleFrequencyAnalyzer());
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215 | Operators.Add(new TSPPopulationDiversityAnalyzer());
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216 | ParameterizeAnalyzers();
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217 | Operators.AddRange(ApplicationManager.Manager.GetInstances<IPermutationOperator>().Cast<IOperator>());
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218 | ParameterizeOperators();
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219 | UpdateMoveEvaluators();
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220 | }
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221 | private void UpdateMoveEvaluators() {
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222 | Operators.RemoveAll(x => x is ISingleObjectiveMoveEvaluator);
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223 | foreach (ITSPPathMoveEvaluator op in ApplicationManager.Manager.GetInstances<ITSPPathMoveEvaluator>())
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224 | if (op.EvaluatorType == Evaluator.GetType()) {
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225 | Operators.Add(op);
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226 | }
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227 | ParameterizeOperators();
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228 | OnOperatorsChanged();
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229 | }
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230 | private void ParameterizeSolutionCreator() {
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231 | SolutionCreator.LengthParameter.Value = new IntValue(Coordinates.Rows);
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232 | SolutionCreator.LengthParameter.Hidden = true;
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233 | SolutionCreator.PermutationTypeParameter.Value = new PermutationType(PermutationTypes.RelativeUndirected);
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234 | SolutionCreator.PermutationTypeParameter.Hidden = true;
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235 | }
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236 | private void ParameterizeEvaluator() {
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237 | if (Evaluator is ITSPPathEvaluator) {
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238 | ITSPPathEvaluator evaluator = (ITSPPathEvaluator)Evaluator;
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239 | evaluator.PermutationParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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240 | evaluator.PermutationParameter.Hidden = true;
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241 | }
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242 | if (Evaluator is ITSPCoordinatesPathEvaluator) {
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243 | ITSPCoordinatesPathEvaluator evaluator = (ITSPCoordinatesPathEvaluator)Evaluator;
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244 | evaluator.CoordinatesParameter.ActualName = CoordinatesParameter.Name;
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245 | evaluator.CoordinatesParameter.Hidden = true;
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246 | evaluator.DistanceMatrixParameter.ActualName = DistanceMatrixParameter.Name;
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247 | evaluator.DistanceMatrixParameter.Hidden = true;
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248 | evaluator.UseDistanceMatrixParameter.ActualName = UseDistanceMatrixParameter.Name;
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249 | evaluator.UseDistanceMatrixParameter.Hidden = true;
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250 | }
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251 | if (Evaluator is ITSPDistanceMatrixEvaluator) {
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252 | var evaluator = (ITSPDistanceMatrixEvaluator)Evaluator;
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253 | evaluator.DistanceMatrixParameter.ActualName = DistanceMatrixParameter.Name;
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254 | evaluator.DistanceMatrixParameter.Hidden = true;
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255 | }
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256 | }
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257 | private void ParameterizeAnalyzers() {
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258 | if (BestTSPSolutionAnalyzer != null) {
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259 | BestTSPSolutionAnalyzer.QualityParameter.ActualName = Evaluator.QualityParameter.ActualName;
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260 | BestTSPSolutionAnalyzer.CoordinatesParameter.ActualName = CoordinatesParameter.Name;
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261 | BestTSPSolutionAnalyzer.PermutationParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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262 | BestTSPSolutionAnalyzer.ResultsParameter.ActualName = "Results";
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263 | BestTSPSolutionAnalyzer.BestKnownQualityParameter.ActualName = BestKnownQualityParameter.Name;
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264 | BestTSPSolutionAnalyzer.BestKnownSolutionParameter.ActualName = BestKnownSolutionParameter.Name;
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265 | BestTSPSolutionAnalyzer.MaximizationParameter.ActualName = MaximizationParameter.Name;
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266 | }
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267 |
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268 | if (TSPAlleleFrequencyAnalyzer != null) {
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269 | TSPAlleleFrequencyAnalyzer.MaximizationParameter.ActualName = MaximizationParameter.Name;
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270 | TSPAlleleFrequencyAnalyzer.CoordinatesParameter.ActualName = CoordinatesParameter.Name;
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271 | TSPAlleleFrequencyAnalyzer.DistanceMatrixParameter.ActualName = DistanceMatrixParameter.Name;
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272 | TSPAlleleFrequencyAnalyzer.SolutionParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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273 | TSPAlleleFrequencyAnalyzer.QualityParameter.ActualName = Evaluator.QualityParameter.ActualName;
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274 | TSPAlleleFrequencyAnalyzer.BestKnownSolutionParameter.ActualName = BestKnownSolutionParameter.Name;
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275 | TSPAlleleFrequencyAnalyzer.ResultsParameter.ActualName = "Results";
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276 | }
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277 |
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278 | if (TSPPopulationDiversityAnalyzer != null) {
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279 | TSPPopulationDiversityAnalyzer.MaximizationParameter.ActualName = MaximizationParameter.Name;
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280 | TSPPopulationDiversityAnalyzer.SolutionParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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281 | TSPPopulationDiversityAnalyzer.QualityParameter.ActualName = Evaluator.QualityParameter.ActualName;
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282 | TSPPopulationDiversityAnalyzer.ResultsParameter.ActualName = "Results";
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283 | }
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284 | }
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285 | private void ParameterizeOperators() {
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286 | foreach (IPermutationCrossover op in Operators.OfType<IPermutationCrossover>()) {
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287 | op.ParentsParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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288 | op.ParentsParameter.Hidden = true;
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289 | op.ChildParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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290 | op.ChildParameter.Hidden = true;
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291 | }
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292 | foreach (IPermutationManipulator op in Operators.OfType<IPermutationManipulator>()) {
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293 | op.PermutationParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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294 | op.PermutationParameter.Hidden = true;
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295 | }
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296 | foreach (IPermutationMoveOperator op in Operators.OfType<IPermutationMoveOperator>()) {
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297 | op.PermutationParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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298 | op.PermutationParameter.Hidden = true;
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299 | }
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300 | foreach (ITSPPathMoveEvaluator op in Operators.OfType<ITSPPathMoveEvaluator>()) {
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301 | op.CoordinatesParameter.ActualName = CoordinatesParameter.Name;
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302 | op.CoordinatesParameter.Hidden = true;
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303 | op.DistanceMatrixParameter.ActualName = DistanceMatrixParameter.Name;
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304 | op.DistanceMatrixParameter.Hidden = true;
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305 | op.UseDistanceMatrixParameter.ActualName = UseDistanceMatrixParameter.Name;
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306 | op.UseDistanceMatrixParameter.Hidden = true;
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307 | op.QualityParameter.ActualName = Evaluator.QualityParameter.ActualName;
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308 | op.QualityParameter.Hidden = true;
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309 | op.PermutationParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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310 | op.PermutationParameter.Hidden = true;
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311 | }
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312 | foreach (IPermutationMultiNeighborhoodShakingOperator op in Operators.OfType<IPermutationMultiNeighborhoodShakingOperator>()) {
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313 | op.PermutationParameter.ActualName = SolutionCreator.PermutationParameter.ActualName;
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314 | op.PermutationParameter.Hidden = true;
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315 | }
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316 | }
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317 |
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318 | private void ClearDistanceMatrix() {
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319 | if (!(Evaluator is ITSPDistanceMatrixEvaluator))
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320 | DistanceMatrixParameter.Value = null;
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321 | }
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322 | #endregion
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323 |
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324 | public void Load(TSPData data) {
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325 | if (data.Coordinates == null && data.Distances == null)
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326 | throw new System.IO.InvalidDataException("The given instance does not specify neither coordinates or distances!");
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327 | if (data.Dimension > DistanceMatrixSizeLimit && (data.DistanceMeasure == TSPDistanceMeasure.Att
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328 | || data.DistanceMeasure == TSPDistanceMeasure.Manhattan
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329 | || data.DistanceMeasure == TSPDistanceMeasure.Maximum
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330 | || data.DistanceMeasure == TSPDistanceMeasure.UpperEuclidean))
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331 | throw new System.IO.InvalidDataException("The given instance uses an unsupported distance measure and is too large for using a distance matrix.");
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332 | if (data.Coordinates != null && data.Coordinates.GetLength(1) != 2)
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333 | throw new System.IO.InvalidDataException("The coordinates of the given instance are not in the right format, there need to be one row for each customer and two columns for the x and y coordinates.");
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334 |
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335 | Name = data.Name;
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336 | Description = data.Description;
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337 |
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338 | if (data.Coordinates != null && data.Coordinates.GetLength(0) > 0)
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339 | Coordinates = new DoubleMatrix(data.Coordinates);
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340 |
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341 | TSPEvaluator evaluator;
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342 | if (data.DistanceMeasure == TSPDistanceMeasure.Att
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343 | || data.DistanceMeasure == TSPDistanceMeasure.Manhattan
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344 | || data.DistanceMeasure == TSPDistanceMeasure.Maximum
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345 | || data.DistanceMeasure == TSPDistanceMeasure.UpperEuclidean) {
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346 | evaluator = new TSPDistanceMatrixEvaluator();
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347 | UseDistanceMatrix = new BoolValue(true);
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348 | DistanceMatrix = new DistanceMatrix(data.GetDistanceMatrix());
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349 | } else if (data.DistanceMeasure == TSPDistanceMeasure.Direct && data.Distances != null) {
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350 | evaluator = new TSPDistanceMatrixEvaluator();
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351 | UseDistanceMatrix = new BoolValue(true);
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352 | DistanceMatrix = new DistanceMatrix(data.Distances);
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353 | } else {
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354 | DistanceMatrix = null;
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355 | UseDistanceMatrix = new BoolValue(data.Dimension <= DistanceMatrixSizeLimit);
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356 | switch (data.DistanceMeasure) {
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357 | case TSPDistanceMeasure.Euclidean:
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358 | evaluator = new TSPEuclideanPathEvaluator();
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359 | break;
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360 | case TSPDistanceMeasure.RoundedEuclidean:
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361 | evaluator = new TSPRoundedEuclideanPathEvaluator();
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362 | break;
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363 | case TSPDistanceMeasure.Geo:
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364 | evaluator = new TSPGeoPathEvaluator();
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365 | break;
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366 | default:
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367 | throw new InvalidDataException("An unknown distance measure is given in the instance!");
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368 | }
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369 | }
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370 | evaluator.QualityParameter.ActualName = "TSPTourLength";
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371 | Evaluator = evaluator;
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372 |
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373 | BestKnownSolution = null;
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374 | BestKnownQuality = null;
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375 |
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376 | if (data.BestKnownTour != null) {
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377 | try {
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378 | EvaluateAndLoadTour(data.BestKnownTour);
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379 | } catch (InvalidOperationException) {
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380 | if (data.BestKnownQuality.HasValue)
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381 | BestKnownQuality = new DoubleValue(data.BestKnownQuality.Value);
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382 | }
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383 | } else if (data.BestKnownQuality.HasValue) {
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384 | BestKnownQuality = new DoubleValue(data.BestKnownQuality.Value);
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385 | }
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386 | OnReset();
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387 | }
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388 |
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389 | public void EvaluateAndLoadTour(int[] tour) {
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390 | var route = new Permutation(PermutationTypes.RelativeUndirected, tour);
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391 | BestKnownSolution = route;
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392 |
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393 | double quality;
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394 | if (Evaluator is TSPDistanceMatrixEvaluator) {
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395 | quality = TSPDistanceMatrixEvaluator.Apply(DistanceMatrix, route);
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396 | } else if (Evaluator is TSPCoordinatesPathEvaluator) {
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397 | quality = TSPCoordinatesPathEvaluator.Apply((TSPCoordinatesPathEvaluator)Evaluator, Coordinates, route);
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398 | } else {
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399 | throw new InvalidOperationException("Cannot calculate solution quality, evaluator type is unknown.");
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400 | }
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401 | BestKnownQuality = new DoubleValue(quality);
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402 | }
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403 | }
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404 | }
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