1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2018 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 HeuristicLab.Common;
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23 | using HeuristicLab.Core;
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24 | using HeuristicLab.Data;
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25 | using HeuristicLab.Operators;
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26 | using HeuristicLab.Optimization;
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27 | using HeuristicLab.Parameters;
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28 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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29 | using System.Collections.Generic;
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30 | using System.Linq;
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31 |
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32 | namespace HeuristicLab.Analysis.QualityAnalysis {
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33 | [Item("QualityDistributionAnalyzer", "Analyzes the distribution of the quality values in that it adds a Histogram of them into the result collection.")]
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34 | [StorableClass]
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35 | public class QualityDistributionAnalyzer : SingleSuccessorOperator, IAnalyzer, IIterationBasedOperator, ISingleObjectiveOperator {
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36 | private const string TableDescription = "Shows the quality distributions in the current population.";
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37 |
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38 | #region Parameter properties
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39 | public IScopeTreeLookupParameter<DoubleValue> QualityParameter {
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40 | get { return (IScopeTreeLookupParameter<DoubleValue>)Parameters["Quality"]; }
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41 | }
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42 | public IValueLookupParameter<ResultCollection> ResultsParameter {
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43 | get { return (IValueLookupParameter<ResultCollection>)Parameters["Results"]; }
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44 | }
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45 | private ValueParameter<StringValue> HistogramNameParameter {
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46 | get { return (ValueParameter<StringValue>)Parameters["HistogramName"]; }
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47 | }
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48 | private ValueParameter<BoolValue> StoreHistoryParameter {
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49 | get { return (ValueParameter<BoolValue>)Parameters["StoreHistory"]; }
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50 | }
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51 | public ILookupParameter<IntValue> IterationsParameter {
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52 | get { return (ILookupParameter<IntValue>)Parameters["Iterations"]; }
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53 | }
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54 | public IValueLookupParameter<IntValue> MaximumIterationsParameter {
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55 | get { return (IValueLookupParameter<IntValue>)Parameters["MaximumIterations"]; }
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56 | }
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57 | #endregion
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58 |
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59 | public virtual bool EnabledByDefault {
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60 | get { return true; }
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61 | }
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62 |
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63 | public string HistogramName {
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64 | get { return HistogramNameParameter.Value.Value; }
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65 | set { HistogramNameParameter.Value.Value = value; }
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66 | }
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67 |
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68 | public bool StoreHistory {
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69 | get { return StoreHistoryParameter.Value.Value; }
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70 | set { StoreHistoryParameter.Value.Value = value; }
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71 | }
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72 |
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73 | [StorableConstructor]
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74 | protected QualityDistributionAnalyzer(bool deserializing) : base(deserializing) { }
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75 | protected QualityDistributionAnalyzer(QualityDistributionAnalyzer original, Cloner cloner)
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76 | : base(original, cloner) {
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77 | }
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78 | public QualityDistributionAnalyzer()
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79 | : base() {
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80 | Parameters.Add(new ScopeTreeLookupParameter<DoubleValue>("Quality", "The value which represents the quality of a solution."));
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81 | Parameters.Add(new ValueLookupParameter<ResultCollection>("Results", "The results collection where the analysis values should be stored."));
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82 | Parameters.Add(new FixedValueParameter<StringValue>("HistogramName", "The name of the histogram that gets injected in to the results collection.", new StringValue("Quality Distribution")));
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83 | Parameters.Add(new FixedValueParameter<BoolValue>("StoreHistory", "True if the history should be stored in addition to the current distribution", new BoolValue(false)));
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84 | Parameters.Add(new LookupParameter<IntValue>("Iterations", "Optional: A value indicating the current iteration."));
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85 | Parameters.Add(new ValueLookupParameter<IntValue>("MaximumIterations", "Unused", new IntValue(-1)));
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86 |
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87 | QualityParameter.Hidden = true;
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88 | ResultsParameter.Hidden = true;
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89 | IterationsParameter.Hidden = true;
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90 | MaximumIterationsParameter.Hidden = true;
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91 | }
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92 |
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93 | public override IDeepCloneable Clone(Cloner cloner) {
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94 | return new QualityDistributionAnalyzer(this, cloner);
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95 | }
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96 |
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97 | public static DataTable PrepareTable(string qualityName = "Quality") {
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98 | var result = new DataTable("Population Quality Distribution", TableDescription);
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99 | result.VisualProperties.XAxisTitle = qualityName;
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100 | result.VisualProperties.YAxisTitle = "Frequency";
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101 |
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102 | var row = new DataRow("QualityDistribution");
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103 | row.VisualProperties.ChartType = DataRowVisualProperties.DataRowChartType.Histogram;
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104 | result.Rows.Add(row);
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105 |
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106 | return result;
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107 | }
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108 |
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109 | public static void UpdateTable(DataTable table, IEnumerable<double> qualities) {
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110 | var row = table.Rows["QualityDistribution"];
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111 | row.Values.Replace(qualities);
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112 | }
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113 |
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114 | public override IOperation Apply() {
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115 | DataTable qualityDistribution = null;
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116 | var results = ResultsParameter.ActualValue;
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117 | if (results.ContainsKey(HistogramName)) {
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118 | qualityDistribution = (DataTable)results[HistogramName].Value;
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119 | } else {
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120 | qualityDistribution = PrepareTable(QualityParameter.ActualName);
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121 | results.Add(new Result(HistogramName, TableDescription, qualityDistribution));
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122 | }
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123 |
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124 | UpdateTable(qualityDistribution, QualityParameter.ActualValue.Select(x => x.Value));
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125 |
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126 | if (StoreHistory) {
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127 | var historyResultName = HistogramName + " History";
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128 | DataTableHistory qdHistory = null;
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129 | if (results.ContainsKey(historyResultName)) {
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130 | qdHistory = (DataTableHistory)results[historyResultName].Value;
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131 | } else {
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132 | qdHistory = new DataTableHistory();
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133 | results.Add(new Result(historyResultName, qdHistory));
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134 | }
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135 | var table = (DataTable)qualityDistribution.Clone();
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136 | var iteration = IterationsParameter.ActualValue;
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137 | if (iteration != null) {
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138 | var iterationName = IterationsParameter.ActualName;
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139 | if (iterationName.EndsWith("s")) iterationName = iterationName.Remove(iterationName.Length - 1);
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140 | var appendix = " at " + iterationName + " " + iteration.Value.ToString();
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141 | table.Name += appendix;
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142 | table.Rows["QualityDistribution"].VisualProperties.DisplayName += appendix;
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143 | }
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144 | qdHistory.Add(table);
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145 | }
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146 | return base.Apply();
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147 | }
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148 | }
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149 | }
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