1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2015 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.Linq;
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23 | using HeuristicLab.Analysis;
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24 | using HeuristicLab.Common;
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25 | using HeuristicLab.Core;
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26 | using HeuristicLab.Data;
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27 | using HeuristicLab.Optimization;
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28 | using HeuristicLab.Parameters;
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29 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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30 |
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31 | namespace HeuristicLab.Problems.ProgramSynthesis {
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32 | [Item("SelectionSchemeAnalyzer", "An analyzer which gives information about the relative amount of individuals that get selected each generation")]
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33 | [StorableClass]
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34 | public class SelectionSchemeAnalyzer : EvolutionTrackingAnalyzer {
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35 | private const string StoreHistoryParameterName = "StoreHistory";
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36 |
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37 | public IFixedValueParameter<BoolValue> StoreHistoryParameter {
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38 | get { return (IFixedValueParameter<BoolValue>)Parameters[StoreHistoryParameterName]; }
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39 | }
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40 |
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41 | public SelectionSchemeAnalyzer() {
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42 | UpdateCounterParameter.ActualName = "SelectionSchemeAnalyzerUpdateCounter";
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43 | Parameters.Add(new FixedValueParameter<BoolValue>(StoreHistoryParameterName, new BoolValue(false)));
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44 | }
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45 |
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46 | public bool StoreHistory { get { return StoreHistoryParameter.Value.Value; } }
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47 |
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48 | [StorableConstructor]
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49 | protected SelectionSchemeAnalyzer(bool deserializing) : base(deserializing) { }
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50 |
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51 | protected SelectionSchemeAnalyzer(SelectionSchemeAnalyzer original, Cloner cloner) : base(original, cloner) { }
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52 |
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53 | public override IDeepCloneable Clone(Cloner cloner) {
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54 | return new SelectionSchemeAnalyzer(this, cloner);
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55 | }
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56 |
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57 | public override IOperation Apply() {
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58 | int updateInterval = UpdateIntervalParameter.Value.Value;
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59 | IntValue updateCounter = UpdateCounterParameter.ActualValue;
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60 | // if counter does not yet exist then initialize it with update interval
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61 | // to make sure the solutions are analyzed on the first application of this operator
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62 | if (updateCounter == null) {
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63 | updateCounter = new IntValue(0);
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64 | UpdateCounterParameter.ActualValue = updateCounter;
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65 | }
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66 | updateCounter.Value++;
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67 | //analyze solutions only every 'updateInterval' times
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68 | if (updateCounter.Value != updateInterval) return base.Apply();
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69 | updateCounter.Value = 0;
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70 |
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71 | if (PopulationGraph == null)
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72 | return base.Apply();
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73 | double selectionRatio = 1;
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74 |
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75 | if (Generations.Value > 0) {
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76 | var previousRank = PopulationGraph.GetByRank(Generation.Value - 1);
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77 | selectionRatio = (double)previousRank.Count(x => x.OutDegree > 0) / PopulationSize.Value;
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78 | }
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79 |
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80 | // the selection ratio represents the percentage of the old population that survived to reproduce
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81 | DataTable table;
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82 | if (!Results.ContainsKey("SelectionRatio")) {
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83 | table = new DataTable("Selection ratio");
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84 | Results.Add(new Result("SelectionRatio", table));
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85 | var row = new DataRow("Selection ratio") { VisualProperties = { StartIndexZero = true } };
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86 | row.Values.Add(selectionRatio);
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87 | table.Rows.Add(row);
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88 | } else {
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89 | table = (DataTable)Results["SelectionRatio"].Value;
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90 | table.Rows["Selection ratio"].Values.Add(selectionRatio);
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91 | }
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92 | DataTable contributionCountTable;
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93 | var contributions = PopulationGraph.GetByRank(Generation.Value - 1).OrderByDescending(x => x.Quality).Select(x => (double)x.OutDegree);
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94 | if (Results.ContainsKey("ContributionCount")) {
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95 | contributionCountTable = (DataTable)Results["ContributionCount"].Value;
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96 |
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97 | var row = contributionCountTable.Rows["Contribution count"];
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98 | row.Values.Replace(contributions);
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99 | } else {
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100 | contributionCountTable = new DataTable("Contribution count");
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101 | Results.Add(new Result("ContributionCount", contributionCountTable));
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102 | var row = new DataRow("Contribution count") {
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103 | VisualProperties = { StartIndexZero = true, ChartType = DataRowVisualProperties.DataRowChartType.Columns }
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104 | };
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105 | row.Values.AddRange(contributions);
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106 | contributionCountTable.Rows.Add(row);
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107 | }
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108 |
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109 | if (StoreHistory) {
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110 | DataTableHistory history;
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111 | if (Results.ContainsKey("ContributionCountHistory")) {
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112 | history = (DataTableHistory)Results["ContributionCountHistory"].Value;
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113 | } else {
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114 | history = new DataTableHistory();
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115 | Results.Add(new Result("ContributionCountHistory", history));
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116 | }
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117 | history.Add((DataTable)contributionCountTable.Clone());
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118 | }
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119 | return base.Apply();
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120 | }
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121 | }
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122 | }
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