1 | using System;
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2 | using System.Linq;
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3 | using HeuristicLab.Common;
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4 | using HeuristicLab.Core;
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5 | using HeuristicLab.Data;
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6 | using HeuristicLab.Encodings.BinaryVectorEncoding;
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7 | using HeuristicLab.Encodings.PermutationEncoding;
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8 | using HeuristicLab.Optimization;
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9 | using HeuristicLab.Parameters;
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10 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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11 | using HeuristicLab.Problems.Instances;
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12 |
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13 | namespace HeuristicLab.Problems.Scheduling.CFSAP {
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14 | [Item("Cyclic flow shop with two machines and multiple nests (multi-CFSAP)", "Non-permutational cyclic flow shop scheduling problem with multiple nests of two machines each from W. Bozejko.")]
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15 | [Creatable(CreatableAttribute.Categories.CombinatorialProblems)]
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16 | [StorableClass]
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17 | public class MultiNestCFSAP : SingleObjectiveBasicProblem<MultiEncoding>, IProblemInstanceConsumer<CFSAPData> {
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18 | public override bool Maximization { get { return false; } }
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19 |
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20 | public IValueParameter<ItemList<IntMatrix>> ProcessingTimesParameter {
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21 | get { return (IValueParameter<ItemList<IntMatrix>>)Parameters["ProcessingTimes"]; }
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22 | }
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23 |
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24 | public ItemList<IntMatrix> ProcessingTimes {
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25 | get { return ProcessingTimesParameter.Value; }
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26 | set { ProcessingTimesParameter.Value = value; }
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27 | }
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28 |
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29 | public IValueParameter<ItemList<ItemList<IntMatrix>>> SetupTimesParameter {
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30 | get { return (IValueParameter<ItemList<ItemList<IntMatrix>>>)Parameters["SetupTimes"]; }
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31 | }
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32 |
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33 | public ItemList<ItemList<IntMatrix>> SetupTimes {
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34 | get { return SetupTimesParameter.Value; }
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35 | set { SetupTimesParameter.Value = value; }
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36 | }
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37 |
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38 | [StorableConstructor]
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39 | protected MultiNestCFSAP(bool deserializing) : base(deserializing) { }
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40 | protected MultiNestCFSAP(MultiNestCFSAP original, Cloner cloner)
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41 | : base(original, cloner) { }
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42 | public MultiNestCFSAP() {
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43 | Parameters.Add(new ValueParameter<ItemList<IntMatrix>>("ProcessingTimes", "The processing times of each nest, each machine, each job.") { GetsCollected = false });
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44 | Parameters.Add(new ValueParameter<ItemList<ItemList<IntMatrix>>>("SetupTimes", "The sequence dependent set up times for each nest, each machine, and each job to each other.") { GetsCollected = false });
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45 |
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46 | ProcessingTimesParameter.Value = new ItemList<IntMatrix>() {
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47 | new IntMatrix(new int[,] {
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48 | { 5, 4, 3, 2, 1 },
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49 | { 1, 2, 3, 4, 5 }
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50 | })
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51 | };
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52 |
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53 | SetupTimesParameter.Value = new ItemList<ItemList<IntMatrix>>() { new ItemList<IntMatrix>() };
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54 | SetupTimesParameter.Value[0].Add(new IntMatrix(new int[,] {
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55 | { 3, 4, 5, 4, 3 },
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56 | { 3, 4, 5, 4, 3 },
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57 | { 3, 4, 5, 4, 3 },
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58 | { 3, 4, 5, 4, 3 },
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59 | { 3, 4, 5, 4, 3 },
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60 | }));
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61 | SetupTimesParameter.Value[0].Add(new IntMatrix(new int[,] {
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62 | { 5, 4, 3, 4, 5 },
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63 | { 5, 4, 3, 4, 5 },
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64 | { 5, 4, 3, 4, 5 },
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65 | { 5, 4, 3, 4, 5 },
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66 | { 5, 4, 3, 4, 5 },
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67 | }));
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68 |
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69 | Encoding.Add(new PermutationEncoding("seq0", 5, PermutationTypes.RelativeDirected));
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70 | Encoding.Add(new BinaryVectorEncoding("assign0", 5));
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71 |
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72 | EncodingParameter.GetsCollected = false;
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73 | foreach (var param in ((IEncoding)Encoding).Parameters.OfType<IValueParameter>().ToList()) {
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74 | param.GetsCollected = false;
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75 | }
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76 |
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77 | Operators.RemoveAll(x => x is SingleObjectiveMoveGenerator);
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78 | Operators.RemoveAll(x => x is SingleObjectiveMoveEvaluator);
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79 | Operators.RemoveAll(x => x is SingleObjectiveMoveMaker);
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80 | }
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81 |
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82 | public override IDeepCloneable Clone(Cloner cloner) {
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83 | return new MultiNestCFSAP(this, cloner);
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84 | }
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85 |
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86 | public override double Evaluate(Individual individual, IRandom random) {
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87 | var nests = ProcessingTimesParameter.Value.Count;
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88 | var maxT = int.MinValue;
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89 | for (var i = 0; i < nests; i++) {
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90 | var order = individual.Permutation("seq" + i);
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91 | var assignment = individual.BinaryVector("assign" + i);
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92 | int T = CFSAP.EvaluateAssignement(order, assignment.Select(x => x ? 1 : 0).ToArray(),
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93 | ProcessingTimesParameter.Value[i], SetupTimesParameter.Value[i]);
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94 | if (T > maxT) maxT = T;
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95 | }
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96 | return maxT;
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97 | }
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98 |
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99 | /// <summary>
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100 | /// Imports the all nests given in the CFSAPData.
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101 | /// </summary>
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102 | /// <param name="data">The data of all nests.</param>
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103 | public void Load(CFSAPData data) {
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104 | if (data.Machines.Any(x => x != 2)) throw new ArgumentException("Currently only two machines per nest are supported.");
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105 | ProcessingTimesParameter.Value = new ItemList<IntMatrix>();
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106 | for (var n = 0; n < data.Nests; n++) {
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107 | var pr = new int[data.Machines[n], data.Jobs];
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108 | for (var i = 0; i < data.Machines[n]; i++)
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109 | for (var j = 0; j < data.Jobs; j++)
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110 | pr[i, j] = data.ProcessingTimes[n][i][j];
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111 | ProcessingTimesParameter.Value.Add(new IntMatrix(pr));
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112 | }
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113 | SetupTimesParameter.Value = new ItemList<ItemList<IntMatrix>>();
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114 | for (var n = 0; n < data.Nests; n++) {
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115 | var setups = new ItemList<IntMatrix>(data.Machines[n]);
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116 | for (var m = 0; m < data.SetupTimes[n].GetLength(0); m++) {
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117 | var setupTimes = new int[data.Jobs, data.Jobs];
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118 | for (var i = 0; i < data.Jobs; i++)
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119 | for (var j = 0; j < data.Jobs; j++)
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120 | setupTimes[i, j] = data.SetupTimes[n][m][i][j];
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121 | setups.Add(new IntMatrix(setupTimes));
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122 | }
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123 | SetupTimesParameter.Value.Add(setups);
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124 | }
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125 | foreach (var enc in Encoding.Encodings.ToList())
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126 | Encoding.Remove(enc);
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127 | for (var n = 0; n < data.Nests; n++) {
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128 | Encoding.Add(new PermutationEncoding("seq" + n, data.Jobs, PermutationTypes.RelativeDirected));
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129 | Encoding.Add(new BinaryVectorEncoding("assign" + n, data.Jobs));
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130 | }
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131 |
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132 | #region Reduce run size by removing collected parameters
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133 | foreach (var param in ((IEncoding)Encoding).Parameters.OfType<IValueParameter>().ToList())
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134 | param.GetsCollected = false;
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135 |
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136 | var solCreator = SolutionCreator as IParameterizedItem;
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137 | if (solCreator != null) {
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138 | foreach (var param in solCreator.Parameters.OfType<IValueParameter>().ToList()) {
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139 | param.GetsCollected = false;
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140 | var secondLevel = param.Value as IParameterizedItem;
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141 | if (secondLevel != null) {
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142 | foreach (var secondLevelParam in secondLevel.Parameters.OfType<IValueParameter>().ToList())
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143 | secondLevelParam.GetsCollected = false;
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144 | }
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145 | }
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146 | }
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147 | #endregion
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148 |
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149 | Name = data.Name;
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150 | Description = data.Description;
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151 | if (data.BestKnownCycleTime.HasValue)
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152 | BestKnownQuality = data.BestKnownCycleTime.Value;
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153 | else BestKnownQualityParameter.Value = null;
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154 | }
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155 | }
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156 | }
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