1 | using System.Collections.Generic;
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2 | using HeuristicLab.BioBoost.ProblemDescription;
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3 | using HeuristicLab.BioBoost.Representation;
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4 | using HeuristicLab.Common;
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5 | using HeuristicLab.Core;
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6 | using HeuristicLab.Data;
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7 | using HeuristicLab.Operators;
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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 System.Linq;
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12 | using System.Linq.Expressions;
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13 | using System.Security.Cryptography;
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14 |
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15 | namespace HeuristicLab.BioBoost.Analysis {
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16 |
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17 | [Item("BestBioBoostSolutionAnalyzer", "An operator for analyzing the best bioboost solution.")]
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18 | [StorableClass]
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19 | public class BestBioBoostSolutionAnalyzer : SingleSuccessorOperator, IAnalyzer {
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20 |
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21 | public bool EnabledByDefault { get { return true; } }
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22 |
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23 | #region Parameters
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24 | public LookupParameter<BoolValue> MaximizationParameter {
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25 | get { return (LookupParameter<BoolValue>) Parameters["Maximization"]; }
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26 | }
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27 | public ScopeTreeLookupParameter<DoubleValue> TotalCostParameter {
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28 | get { return (ScopeTreeLookupParameter<DoubleValue>) Parameters["TotalCost"]; }
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29 | }
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30 | public LookupParameter<BioBoostProblemData> ProblemDataParameter {
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31 | get { return (LookupParameter<BioBoostProblemData>) Parameters["ProblemData"]; }
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32 | }
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33 | public LookupParameter<BioBoostCompoundSolution> BestSolutionParameter {
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34 | get { return (LookupParameter<BioBoostCompoundSolution>) Parameters["BestSolution"]; }
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35 | }
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36 | public ValueLookupParameter<ResultCollection> ResultsParameter {
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37 | get { return (ValueLookupParameter<ResultCollection>)Parameters["Results"]; }
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38 | }
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39 | public LookupParameter<DoubleValue> BestKnownQualityParameter {
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40 | get { return (LookupParameter<DoubleValue>)Parameters["BestKnownQuality"]; }
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41 | }
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42 | public LookupParameter<DoubleValue> BestQualityParameter {
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43 | get { return (LookupParameter<DoubleValue>)Parameters["BestQuality"]; }
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44 | }
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45 | public LookupParameter<BioBoostCompoundSolution> BestKnownSolutionParameter {
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46 | get { return (LookupParameter<BioBoostCompoundSolution>)Parameters["BestKnownSolution"]; }
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47 | }
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48 | public LookupParameter<ItemCollection<BioBoostCompoundSolution>> SolutionHistoryParameter {
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49 | get { return (LookupParameter<ItemCollection<BioBoostCompoundSolution>>)Parameters["SolutionHistory"]; }
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50 | }
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51 | public ValueLookupParameter<BoolValue> TrackHistoryParameter {
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52 | get { return (ValueLookupParameter<BoolValue>) Parameters["TrackHistory"]; }
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53 | }
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54 | #endregion
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55 |
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56 | #region Parameter Values
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57 | public bool Maximization {
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58 | get { return MaximizationParameter.ActualValue.Value; }
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59 | }
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60 | public BioBoostProblemData ProblemData {
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61 | get { return ProblemDataParameter.ActualValue; }
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62 | }
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63 | public BioBoostCompoundSolution BestSolution {
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64 | get { return BestSolutionParameter.ActualValue; }
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65 | set { BestSolutionParameter.ActualValue = value; }
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66 | }
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67 | private bool TrackHistory { get { return TrackHistoryParameter.ActualValue.Value; } }
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68 | #endregion
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69 |
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70 | #region Construction & Cloning
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71 | [StorableConstructor]
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72 | protected BestBioBoostSolutionAnalyzer(bool isDeserializing) : base(isDeserializing) {}
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73 | protected BestBioBoostSolutionAnalyzer(BestBioBoostSolutionAnalyzer orig, Cloner cloner) : base(orig, cloner) {}
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74 | public BestBioBoostSolutionAnalyzer() {
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75 | Parameters.Add(new LookupParameter<BoolValue>("Maximization", "Whether this is a maximization problem."));
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76 | Parameters.Add(new ScopeTreeLookupParameter<DoubleValue>("TotalCost", "The total cost of the whole scenario."));
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77 | Parameters.Add(new LookupParameter<BioBoostProblemData>("ProblemData", "The collection of problem data."));
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78 | Parameters.Add(new LookupParameter<BioBoostCompoundSolution>("BestSolution", "Aggregation of solution components."));
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79 | Parameters.Add(new ValueLookupParameter<ResultCollection>("Results", "The result collection where the best solution should be stored."));
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80 | Parameters.Add(new LookupParameter<DoubleValue>("BestKnownQuality", "The quality of the best known solution of this instance."));
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81 | Parameters.Add(new LookupParameter<DoubleValue>("BestQuality", "The quality of the best solution of this run."));
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82 | Parameters.Add(new LookupParameter<BioBoostCompoundSolution>("BestKnownSolution", "The best known solution of this instance."));
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83 | Parameters.Add(new LookupParameter<ItemCollection<BioBoostCompoundSolution>>("SolutionHistory", "The history of best solutions over time."));
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84 | Parameters.Add(new ValueLookupParameter<BoolValue>("TrackHistory", "True if all best solutions (over time) should be recorded in SolutionHistory", new BoolValue(false)));
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85 | }
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86 | public override IDeepCloneable Clone(Cloner cloner) {
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87 | return new BestBioBoostSolutionAnalyzer(this, cloner);
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88 | }
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89 |
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90 | [StorableHook(HookType.AfterDeserialization)]
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91 | public void AfterDeserialization() {
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92 | if (!Parameters.ContainsKey("Maximization"))
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93 | Parameters.Add(new LookupParameter<BoolValue>("Maximization", "Whether this is a maximization problem."));
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94 | if (!Parameters.ContainsKey("SolutionHistory"))
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95 | Parameters.Add(new LookupParameter<ItemCollection<BioBoostCompoundSolution>>("SolutionHistory", "The history of best solutions over time."));
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96 | if (!Parameters.ContainsKey("TrackHistory"))
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97 | Parameters.Add(new ValueLookupParameter<BoolValue>("TrackHistory", "True if all best solutions (over time) should be recorded in SolutionHistory", new BoolValue(false)));
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98 | if (!Parameters.ContainsKey("BestQuality"))
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99 | Parameters.Add(new LookupParameter<DoubleValue>("BestQuality", "The quality of the best solution of this run."));
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100 | }
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101 | #endregion
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102 |
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103 | IEnumerable<IScope> GetSubScopes(IScope scope, int depth) {
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104 | if (depth == 1)
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105 | return scope.SubScopes;
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106 | return scope.SubScopes.Select(s => GetSubScopes(s, depth - 1)).Aggregate((l1, l2) => l1.Concat(l2));
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107 | }
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108 |
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109 | public override IOperation Apply() {
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110 | var costs = TotalCostParameter.ActualValue.Select((cost, idx) => new {cost.Value, idx}).OrderBy(p => p.Value);
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111 | var best = Maximization ? costs.Last() : costs.First();
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112 | var bestScope = TotalCostParameter.Depth == 0 ? ExecutionContext.Scope : GetSubScopes(ExecutionContext.Scope, TotalCostParameter.Depth).ToList()[best.idx];
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113 | var newBestSolution = new BioBoostCompoundSolution(bestScope, ProblemData);
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114 | if (BestSolution == null) {
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115 | BestSolution = newBestSolution;
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116 | ResultsParameter.ActualValue.Add(new Result("BestSolution", BestSolution));
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117 | } else {
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118 | BestSolution.UpdateTo(newBestSolution);
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119 | }
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120 | if (BestKnownQualityParameter.ActualValue == null ||
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121 | Maximization && best.Value > BestKnownQualityParameter.ActualValue.Value ||
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122 | !Maximization && best.Value < BestKnownQualityParameter.ActualValue.Value) {
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123 | BestKnownQualityParameter.ActualValue = new DoubleValue(best.Value);
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124 | BestKnownSolutionParameter.ActualValue = BestSolution;
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125 | }
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126 | if (TrackHistory &&
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127 | (BestQualityParameter.ActualValue == null ||
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128 | Maximization && best.Value > BestQualityParameter.ActualValue.Value ||
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129 | !Maximization && best.Value < BestQualityParameter.ActualValue.Value)) {
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130 | IResult solutionHistoryResult = null;
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131 | if (!ResultsParameter.ActualValue.TryGetValue("SolutionHistory", out solutionHistoryResult)) {
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132 | solutionHistoryResult = new Result("SolutionHistory", new ItemCollection<BioBoostCompoundSolution>());
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133 | ResultsParameter.ActualValue.Add(solutionHistoryResult);
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134 | }
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135 | ((ItemCollection<BioBoostCompoundSolution>) solutionHistoryResult.Value).Add(
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136 | (BioBoostCompoundSolution) newBestSolution.SlimClone());
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137 | }
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138 | return base.Apply();
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139 | }
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140 |
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141 | }
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142 | }
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