1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2019 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.Linq;
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26 | using HeuristicLab.Analysis;
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27 | using HeuristicLab.Common;
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28 | using HeuristicLab.Core;
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29 | using HeuristicLab.Data;
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30 | using HeuristicLab.Optimization;
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31 | using HeuristicLab.Optimization.Operators;
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32 | using HeuristicLab.Parameters;
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33 | using HEAL.Attic;
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34 | using HeuristicLab.PluginInfrastructure;
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35 | using HeuristicLab.Problems.Instances;
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36 | using HeuristicLab.Problems.VehicleRouting.Encodings.Alba;
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37 | using HeuristicLab.Problems.VehicleRouting.Interfaces;
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38 | using HeuristicLab.Problems.VehicleRouting.Interpreters;
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39 | using HeuristicLab.Problems.VehicleRouting.ProblemInstances;
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40 | using HeuristicLab.Problems.VehicleRouting.Variants;
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41 |
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42 | namespace HeuristicLab.Problems.VehicleRouting {
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43 | [Item("Vehicle Routing Problem (VRP)", "Represents a Vehicle Routing Problem.")]
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44 | [Creatable(CreatableAttribute.Categories.CombinatorialProblems, Priority = 110)]
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45 | [StorableType("95137523-AE3B-4638-958C-E86829D54CE3")]
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46 | public sealed class VehicleRoutingProblem : Problem, ISingleObjectiveHeuristicOptimizationProblem, IStorableContent, IProblemInstanceConsumer<IVRPData> {
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47 | public string Filename { get; set; }
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48 |
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49 | public static new Image StaticItemImage {
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50 | get { return HeuristicLab.Common.Resources.VSImageLibrary.Type; }
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51 | }
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52 |
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53 | #region Parameter Properties
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54 | public ValueParameter<BoolValue> MaximizationParameter {
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55 | get { return (ValueParameter<BoolValue>)Parameters["Maximization"]; }
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56 | }
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57 | IParameter ISingleObjectiveHeuristicOptimizationProblem.MaximizationParameter {
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58 | get { return MaximizationParameter; }
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59 | }
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60 | public ValueParameter<IVRPProblemInstance> ProblemInstanceParameter {
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61 | get { return (ValueParameter<IVRPProblemInstance>)Parameters["ProblemInstance"]; }
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62 | }
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63 | public OptionalValueParameter<DoubleValue> BestKnownQualityParameter {
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64 | get { return (OptionalValueParameter<DoubleValue>)Parameters["BestKnownQuality"]; }
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65 | }
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66 | IParameter ISingleObjectiveHeuristicOptimizationProblem.BestKnownQualityParameter {
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67 | get { return BestKnownQualityParameter; }
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68 | }
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69 | public OptionalValueParameter<VRPSolution> BestKnownSolutionParameter {
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70 | get { return (OptionalValueParameter<VRPSolution>)Parameters["BestKnownSolution"]; }
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71 | }
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72 | public IConstrainedValueParameter<IVRPCreator> SolutionCreatorParameter {
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73 | get { return (IConstrainedValueParameter<IVRPCreator>)Parameters["SolutionCreator"]; }
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74 | }
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75 | IParameter IHeuristicOptimizationProblem.SolutionCreatorParameter {
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76 | get { return SolutionCreatorParameter; }
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77 | }
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78 | public IValueParameter<IVRPEvaluator> EvaluatorParameter {
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79 | get { return (IValueParameter<IVRPEvaluator>)Parameters["Evaluator"]; }
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80 | }
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81 | IParameter IHeuristicOptimizationProblem.EvaluatorParameter {
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82 | get { return EvaluatorParameter; }
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83 | }
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84 | #endregion
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85 |
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86 | #region Properties
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87 | public IVRPProblemInstance ProblemInstance {
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88 | get { return ProblemInstanceParameter.Value; }
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89 | set { ProblemInstanceParameter.Value = value; }
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90 | }
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91 |
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92 | public VRPSolution BestKnownSolution {
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93 | get { return BestKnownSolutionParameter.Value; }
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94 | set { BestKnownSolutionParameter.Value = value; }
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95 | }
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96 |
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97 | public DoubleValue BestKnownQuality {
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98 | get { return BestKnownQualityParameter.Value; }
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99 | set { BestKnownQualityParameter.Value = value; }
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100 | }
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101 |
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102 | public ISingleObjectiveEvaluator Evaluator {
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103 | get { return EvaluatorParameter.Value; }
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104 | }
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105 |
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106 | IEvaluator IHeuristicOptimizationProblem.Evaluator {
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107 | get { return this.Evaluator; }
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108 | }
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109 |
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110 | ISolutionCreator IHeuristicOptimizationProblem.SolutionCreator {
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111 | get { return SolutionCreatorParameter.Value; }
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112 | }
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113 | public IVRPCreator SolutionCreator {
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114 | get { return SolutionCreatorParameter.Value; }
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115 | set { SolutionCreatorParameter.Value = value; }
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116 | }
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117 | #endregion
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118 |
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119 | [StorableConstructor]
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120 | private VehicleRoutingProblem(StorableConstructorFlag _) : base(_) { }
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121 | public VehicleRoutingProblem()
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122 | : base() {
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123 | Parameters.Add(new ValueParameter<BoolValue>("Maximization", "Set to false as the Vehicle Routing Problem is a minimization problem.", new BoolValue(false)));
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124 | Parameters.Add(new ValueParameter<IVRPProblemInstance>("ProblemInstance", "The VRP problem instance"));
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125 | Parameters.Add(new OptionalValueParameter<DoubleValue>("BestKnownQuality", "The quality of the best known solution of this VRP instance."));
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126 | Parameters.Add(new OptionalValueParameter<VRPSolution>("BestKnownSolution", "The best known solution of this VRP instance."));
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127 |
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128 | Parameters.Add(new ConstrainedValueParameter<IVRPCreator>("SolutionCreator", "The operator which should be used to create new VRP solutions."));
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129 | Parameters.Add(new ValueParameter<IVRPEvaluator>("Evaluator", "The operator which should be used to evaluate VRP solutions."));
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130 |
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131 | EvaluatorParameter.Hidden = true;
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132 |
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133 | InitializeRandomVRPInstance();
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134 | InitializeOperators();
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135 |
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136 | AttachEventHandlers();
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137 | AttachProblemInstanceEventHandlers();
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138 |
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139 | EvaluatorParameter.Value = ProblemInstance.SolutionEvaluator;
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140 | }
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141 |
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142 | public override IDeepCloneable Clone(Cloner cloner) {
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143 | cloner.Clone(ProblemInstance);
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144 | return new VehicleRoutingProblem(this, cloner);
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145 | }
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146 |
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147 | private VehicleRoutingProblem(VehicleRoutingProblem original, Cloner cloner)
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148 | : base(original, cloner) {
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149 | this.AttachEventHandlers();
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150 | this.AttachProblemInstanceEventHandlers();
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151 |
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152 | ProblemInstance.SolutionEvaluator = EvaluatorParameter.Value;
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153 | }
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154 |
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155 | #region Events
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156 | public event EventHandler SolutionCreatorChanged;
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157 | private void OnSolutionCreatorChanged() {
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158 | EventHandler handler = SolutionCreatorChanged;
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159 | if (handler != null) handler(this, EventArgs.Empty);
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160 | }
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161 | public event EventHandler EvaluatorChanged;
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162 | private void OnEvaluatorChanged() {
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163 | EventHandler handler = EvaluatorChanged;
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164 | if (handler != null) handler(this, EventArgs.Empty);
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165 | }
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166 | #endregion
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167 |
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168 | #region Helpers
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169 | [StorableHook(HookType.AfterDeserialization)]
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170 | private void AfterDeserialization() {
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171 | AttachEventHandlers();
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172 | AttachProblemInstanceEventHandlers();
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173 |
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174 | ProblemInstance.SolutionEvaluator = EvaluatorParameter.Value;
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175 | }
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176 |
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177 | [Storable(Name = "operators", AllowOneWay = true)]
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178 | private List<IOperator> StorableOperators {
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179 | set { Operators.AddRange(value); }
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180 | }
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181 |
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182 | private void AttachEventHandlers() {
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183 | ProblemInstanceParameter.ValueChanged += new EventHandler(ProblemInstanceParameter_ValueChanged);
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184 | BestKnownSolutionParameter.ValueChanged += new EventHandler(BestKnownSolutionParameter_ValueChanged);
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185 | EvaluatorParameter.ValueChanged += new EventHandler(EvaluatorParameter_ValueChanged);
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186 | SolutionCreatorParameter.ValueChanged += new EventHandler(SolutionCreatorParameter_ValueChanged);
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187 | }
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188 |
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189 | private void AttachProblemInstanceEventHandlers() {
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190 | if (ProblemInstance != null) {
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191 | ProblemInstance.EvaluationChanged += new EventHandler(ProblemInstance_EvaluationChanged);
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192 | }
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193 | }
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194 |
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195 | private void EvalBestKnownSolution() {
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196 | if (BestKnownSolution == null) return;
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197 | try {
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198 | //call evaluator
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199 | BestKnownQuality = new DoubleValue(ProblemInstance.Evaluate(BestKnownSolution.Solution).Quality);
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200 | BestKnownSolution.Quality = BestKnownQuality;
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201 | } catch {
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202 | BestKnownQuality = null;
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203 | BestKnownSolution = null;
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204 | }
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205 | }
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206 |
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207 | void BestKnownSolutionParameter_ValueChanged(object sender, EventArgs e) {
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208 | EvalBestKnownSolution();
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209 | }
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210 |
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211 | void ProblemInstance_EvaluationChanged(object sender, EventArgs e) {
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212 | BestKnownQuality = null;
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213 | if (BestKnownSolution != null) {
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214 | // the tour is not valid if there are more vehicles in it than allowed
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215 | if (ProblemInstance.Vehicles.Value < BestKnownSolution.Solution.GetTours().Count) {
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216 | BestKnownSolution = null;
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217 | } else EvalBestKnownSolution();
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218 | }
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219 | }
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220 |
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221 | void ProblemInstanceParameter_ValueChanged(object sender, EventArgs e) {
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222 | InitializeOperators();
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223 | AttachProblemInstanceEventHandlers();
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224 |
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225 | EvaluatorParameter.Value = ProblemInstance.SolutionEvaluator;
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226 |
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227 | OnSolutionCreatorChanged();
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228 | OnEvaluatorChanged();
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229 | OnOperatorsChanged();
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230 | }
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231 |
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232 | public void SetProblemInstance(IVRPProblemInstance instance) {
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233 | ProblemInstanceParameter.ValueChanged -= new EventHandler(ProblemInstanceParameter_ValueChanged);
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234 |
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235 | ProblemInstance = instance;
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236 | AttachProblemInstanceEventHandlers();
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237 |
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238 | OnSolutionCreatorChanged();
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239 | OnEvaluatorChanged();
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240 |
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241 | ProblemInstanceParameter.ValueChanged += new EventHandler(ProblemInstanceParameter_ValueChanged);
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242 | }
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243 |
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244 | private void SolutionCreatorParameter_ValueChanged(object sender, EventArgs e) {
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245 | OnSolutionCreatorChanged();
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246 | }
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247 | private void EvaluatorParameter_ValueChanged(object sender, EventArgs e) {
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248 | if (ProblemInstance != null)
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249 | ProblemInstance.SolutionEvaluator = EvaluatorParameter.Value;
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250 | OnEvaluatorChanged();
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251 | }
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252 |
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253 | private void InitializeOperators() {
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254 | var solutionCreatorParameter = SolutionCreatorParameter as ConstrainedValueParameter<IVRPCreator>;
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255 | solutionCreatorParameter.ValidValues.Clear();
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256 |
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257 | Operators.Clear();
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258 |
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259 | if (ProblemInstance != null) {
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260 | Operators.AddRange(
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261 | ProblemInstance.Operators.Concat(
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262 | ApplicationManager.Manager.GetInstances<IGeneralVRPOperator>().Cast<IOperator>()).OrderBy(op => op.Name));
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263 | Operators.Add(new VRPSimilarityCalculator());
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264 | Operators.Add(new QualitySimilarityCalculator());
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265 | Operators.Add(new PopulationSimilarityAnalyzer(Operators.OfType<ISolutionSimilarityCalculator>()));
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266 |
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267 | IVRPCreator defaultCreator = null;
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268 | foreach (IVRPCreator creator in Operators.Where(o => o is IVRPCreator)) {
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269 | solutionCreatorParameter.ValidValues.Add(creator);
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270 | if (creator is Encodings.Alba.RandomCreator)
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271 | defaultCreator = creator;
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272 | }
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273 | Operators.Add(new AlbaLambdaInterchangeLocalImprovementOperator());
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274 | if (defaultCreator != null)
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275 | solutionCreatorParameter.Value = defaultCreator;
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276 | }
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277 |
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278 | ParameterizeOperators();
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279 | }
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280 |
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281 | private void ParameterizeOperators() {
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282 | foreach (IOperator op in Operators.OfType<IOperator>()) {
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283 | if (op is IMultiVRPOperator) {
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284 | (op as IMultiVRPOperator).SetOperators(Operators.OfType<IOperator>());
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285 | }
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286 | }
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287 | if (ProblemInstance != null) {
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288 | foreach (ISingleObjectiveImprovementOperator op in Operators.OfType<ISingleObjectiveImprovementOperator>()) {
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289 | op.SolutionParameter.ActualName = SolutionCreator.VRPToursParameter.ActualName;
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290 | op.SolutionParameter.Hidden = true;
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291 | }
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292 | foreach (ISingleObjectivePathRelinker op in Operators.OfType<ISingleObjectivePathRelinker>()) {
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293 | op.ParentsParameter.ActualName = SolutionCreator.VRPToursParameter.ActualName;
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294 | op.ParentsParameter.Hidden = true;
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295 | }
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296 | foreach (ISolutionSimilarityCalculator op in Operators.OfType<ISolutionSimilarityCalculator>()) {
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297 | op.SolutionVariableName = SolutionCreator.VRPToursParameter.ActualName;
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298 | op.QualityVariableName = ProblemInstance.SolutionEvaluator.QualityParameter.ActualName;
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299 | var calc = op as VRPSimilarityCalculator;
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300 | if (calc != null) calc.ProblemInstance = ProblemInstance;
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301 | }
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302 | }
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303 | }
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304 |
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305 | #endregion
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306 |
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307 | private void InitializeRandomVRPInstance() {
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308 | System.Random rand = new System.Random();
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309 |
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310 | CVRPTWProblemInstance problem = new CVRPTWProblemInstance();
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311 | int cities = 100;
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312 |
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313 | problem.Coordinates = new DoubleMatrix(cities + 1, 2);
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314 | problem.Demand = new DoubleArray(cities + 1);
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315 | problem.DueTime = new DoubleArray(cities + 1);
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316 | problem.ReadyTime = new DoubleArray(cities + 1);
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317 | problem.ServiceTime = new DoubleArray(cities + 1);
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318 |
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319 | problem.Vehicles.Value = 100;
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320 | problem.Capacity.Value = 200;
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321 |
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322 | for (int i = 0; i <= cities; i++) {
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323 | problem.Coordinates[i, 0] = rand.Next(0, 100);
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324 | problem.Coordinates[i, 1] = rand.Next(0, 100);
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325 |
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326 | if (i == 0) {
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327 | problem.Demand[i] = 0;
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328 | problem.DueTime[i] = Int16.MaxValue;
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329 | problem.ReadyTime[i] = 0;
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330 | problem.ServiceTime[i] = 0;
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331 | } else {
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332 | problem.Demand[i] = rand.Next(10, 50);
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333 | problem.DueTime[i] = rand.Next((int)Math.Ceiling(problem.GetDistance(0, i, null)), 1200);
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334 | problem.ReadyTime[i] = problem.DueTime[i] - rand.Next(0, 100);
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335 | problem.ServiceTime[i] = 90;
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336 | }
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337 | }
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338 |
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339 | this.ProblemInstance = problem;
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340 | }
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341 |
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342 | public void ImportSolution(string solutionFileName) {
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343 | SolutionParser parser = new SolutionParser(solutionFileName);
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344 | parser.Parse();
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345 |
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346 | HeuristicLab.Problems.VehicleRouting.Encodings.Potvin.PotvinEncoding encoding = new Encodings.Potvin.PotvinEncoding(ProblemInstance);
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347 |
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348 | int cities = 0;
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349 | foreach (List<int> route in parser.Routes) {
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350 | Tour tour = new Tour();
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351 | tour.Stops.AddRange(route);
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352 | cities += tour.Stops.Count;
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353 |
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354 | encoding.Tours.Add(tour);
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355 | }
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356 |
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357 | if (cities != ProblemInstance.Coordinates.Rows - 1)
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358 | ErrorHandling.ShowErrorDialog(new Exception("The optimal solution does not seem to correspond with the problem data"));
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359 | else {
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360 | VRPSolution solution = new VRPSolution(ProblemInstance, encoding, new DoubleValue(0));
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361 | BestKnownSolutionParameter.Value = solution;
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362 | }
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363 | }
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364 |
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365 | #region Instance Consuming
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366 | public void Load(IVRPData data, IVRPDataInterpreter interpreter) {
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367 | VRPInstanceDescription instance = interpreter.Interpret(data);
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368 |
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369 | Name = instance.Name;
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370 | Description = instance.Description;
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371 |
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372 | BestKnownQuality = null;
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373 | BestKnownSolution = null;
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374 |
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375 | if (ProblemInstance != null && instance.ProblemInstance != null &&
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376 | instance.ProblemInstance.GetType() == ProblemInstance.GetType())
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377 | SetProblemInstance(instance.ProblemInstance);
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378 | else
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379 | ProblemInstance = instance.ProblemInstance;
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380 |
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381 | OnReset();
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382 |
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383 | if (instance.BestKnownQuality != null) {
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384 | BestKnownQuality = new DoubleValue((double)instance.BestKnownQuality);
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385 | }
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386 |
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387 | if (instance.BestKnownSolution != null) {
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388 | VRPSolution solution = new VRPSolution(ProblemInstance, instance.BestKnownSolution, new DoubleValue(0));
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389 | BestKnownSolution = solution;
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390 | }
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391 | }
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392 | #endregion
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393 |
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394 | #region IProblemInstanceConsumer<VRPData> Members
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395 |
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396 | public void Load(IVRPData data) {
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397 | var interpreterDataType = data.GetType();
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398 | var interpreterType = typeof(IVRPDataInterpreter<>).MakeGenericType(interpreterDataType);
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399 |
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400 | var interpreters = ApplicationManager.Manager.GetTypes(interpreterType);
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401 |
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402 | var concreteInterpreter = interpreters.Single(t => GetInterpreterDataType(t) == interpreterDataType);
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403 |
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404 | Load(data, (IVRPDataInterpreter)Activator.CreateInstance(concreteInterpreter));
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405 | }
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406 |
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407 | private Type GetInterpreterDataType(Type type) {
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408 | var parentInterfaces = type.BaseType.GetInterfaces();
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409 | var interfaces = type.GetInterfaces().Except(parentInterfaces);
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410 |
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411 | var interpreterInterface = interfaces.Single(i => typeof(IVRPDataInterpreter).IsAssignableFrom(i));
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412 | return interpreterInterface.GetGenericArguments()[0];
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413 | }
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414 |
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415 | #endregion
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416 | }
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417 | }
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