1 | using System;
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2 | using System.Collections.Generic;
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3 | using System.Linq;
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4 | using System.Threading;
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5 | using HeuristicLab.Algorithms.DataAnalysis.SymRegGrammarEnumeration.GrammarEnumeration;
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6 | using HeuristicLab.Collections;
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7 | using HeuristicLab.Common;
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8 | using HeuristicLab.Core;
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9 | using HeuristicLab.Data;
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10 | using HeuristicLab.Optimization;
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11 | using HeuristicLab.Parameters;
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12 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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13 | using HeuristicLab.Problems.DataAnalysis;
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14 | using HeuristicLab.Problems.DataAnalysis.Symbolic;
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15 | using HeuristicLab.Problems.DataAnalysis.Symbolic.Regression;
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16 |
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17 | namespace HeuristicLab.Algorithms.DataAnalysis.SymRegGrammarEnumeration {
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18 | [Item("Grammar Enumeration Symbolic Regression", "Iterates all possible model structures for a fixed grammar.")]
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19 | [StorableClass]
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20 | [Creatable(CreatableAttribute.Categories.DataAnalysisRegression, Priority = 250)]
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21 | public class GrammarEnumerationAlgorithm : FixedDataAnalysisAlgorithm<IRegressionProblem> {
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22 | #region properties and result names
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23 | private readonly string VariableImportanceWeightName = "Variable Importance Weight";
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24 | private readonly string SearchStructureSizeName = "Search Structure Size";
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25 | private readonly string GeneratedPhrasesName = "Generated/Archived Phrases";
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26 | private readonly string GeneratedSentencesName = "Generated Sentences";
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27 | private readonly string DistinctSentencesName = "Distinct Sentences";
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28 | private readonly string PhraseExpansionsName = "Phrase Expansions";
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29 | private readonly string AverageSentenceComplexityName = "Avg. Sentence Complexity among Distinct";
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30 | private readonly string OverwrittenSentencesName = "Sentences overwritten";
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31 | private readonly string AnalyzersParameterName = "Analyzers";
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32 | private readonly string ExpansionsPerSecondName = "Expansions per second";
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33 |
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34 | private readonly string OptimizeConstantsParameterName = "Optimize Constants";
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35 | private readonly string ErrorWeightParameterName = "Error Weight";
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36 | private readonly string SearchDataStructureParameterName = "Search Data Structure";
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37 | private readonly string MaxComplexityParameterName = "Max. Complexity";
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38 | private readonly string GuiUpdateIntervalParameterName = "GUI Update Interval";
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39 | private readonly string GrammarSymbolsParameterName = "Grammar Symbols";
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40 | private readonly string SearchCacheSizeParameterName = "Search Cache Size";
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41 | private readonly string SearchDataStructureSizeParameterName = "Search Data Structure Size";
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42 |
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43 | // result names
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44 | public static readonly string BestTrainingModelResultName = "Best model (Training)";
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45 | public static readonly string BestTrainingSolutionResultName = "Best solution (Training)";
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46 | public static readonly string BestComplexityResultName = "Best solution complexity";
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47 |
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48 | public override bool SupportsPause { get { return true; } }
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49 |
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50 | protected IFixedValueParameter<DoubleValue> VariableImportanceWeightParameter {
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51 | get { return (IFixedValueParameter<DoubleValue>)Parameters[VariableImportanceWeightName]; }
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52 | }
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53 |
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54 | public double VariableImportanceWeight {
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55 | get { return VariableImportanceWeightParameter.Value.Value; }
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56 | set { VariableImportanceWeightParameter.Value.Value = value; }
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57 | }
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58 |
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59 | protected IFixedValueParameter<BoolValue> OptimizeConstantsParameter {
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60 | get { return (IFixedValueParameter<BoolValue>)Parameters[OptimizeConstantsParameterName]; }
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61 | }
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62 |
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63 | public bool OptimizeConstants {
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64 | get { return OptimizeConstantsParameter.Value.Value; }
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65 | set { OptimizeConstantsParameter.Value.Value = value; }
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66 | }
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67 |
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68 | protected IFixedValueParameter<IntValue> MaxComplexityParameter {
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69 | get { return (IFixedValueParameter<IntValue>)Parameters[MaxComplexityParameterName]; }
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70 | }
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71 |
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72 | public int MaxComplexity {
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73 | get { return MaxComplexityParameter.Value.Value; }
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74 | set { MaxComplexityParameter.Value.Value = value; }
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75 | }
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76 |
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77 | protected IFixedValueParameter<DoubleValue> ErrorWeightParameter {
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78 | get { return (IFixedValueParameter<DoubleValue>)Parameters[ErrorWeightParameterName]; }
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79 | }
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80 |
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81 | public double ErrorWeight {
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82 | get { return ErrorWeightParameter.Value.Value; }
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83 | set { ErrorWeightParameter.Value.Value = value; }
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84 | }
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85 |
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86 | protected IFixedValueParameter<IntValue> GuiUpdateIntervalParameter {
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87 | get { return (IFixedValueParameter<IntValue>)Parameters[GuiUpdateIntervalParameterName]; }
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88 | }
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89 |
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90 | public int GuiUpdateInterval {
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91 | get { return GuiUpdateIntervalParameter.Value.Value; }
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92 | set { GuiUpdateIntervalParameter.Value.Value = value; }
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93 | }
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94 |
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95 | protected IFixedValueParameter<EnumValue<StorageType>> SearchDataStructureParameter {
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96 | get { return (IFixedValueParameter<EnumValue<StorageType>>)Parameters[SearchDataStructureParameterName]; }
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97 | }
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98 |
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99 | public IFixedValueParameter<IntValue> SearchDataStructureSizeParameter {
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100 | get { return (IFixedValueParameter<IntValue>)Parameters[SearchDataStructureSizeParameterName]; }
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101 | }
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102 |
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103 | public int SearchDataStructureSize {
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104 | get { return SearchDataStructureSizeParameter.Value.Value; }
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105 | }
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106 |
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107 | public IFixedValueParameter<IntValue> SearchCacheSizeParameter {
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108 | get { return (IFixedValueParameter<IntValue>)Parameters[SearchCacheSizeParameterName]; }
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109 | }
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110 |
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111 | public int SearchCacheSize {
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112 | get { return SearchCacheSizeParameter.Value.Value; }
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113 | }
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114 |
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115 | public StorageType SearchDataStructure {
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116 | get { return SearchDataStructureParameter.Value.Value; }
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117 | set { SearchDataStructureParameter.Value.Value = value; }
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118 | }
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119 |
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120 | public IFixedValueParameter<ReadOnlyCheckedItemCollection<IGrammarEnumerationAnalyzer>> AnalyzersParameter {
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121 | get { return (IFixedValueParameter<ReadOnlyCheckedItemCollection<IGrammarEnumerationAnalyzer>>)Parameters[AnalyzersParameterName]; }
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122 | }
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123 |
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124 | public ICheckedItemCollection<IGrammarEnumerationAnalyzer> Analyzers {
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125 | get { return AnalyzersParameter.Value; }
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126 | }
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127 |
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128 | public IFixedValueParameter<ReadOnlyCheckedItemCollection<EnumValue<GrammarRule>>> GrammarSymbolsParameter {
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129 | get { return (IFixedValueParameter<ReadOnlyCheckedItemCollection<EnumValue<GrammarRule>>>)Parameters[GrammarSymbolsParameterName]; }
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130 | }
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131 |
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132 | public ReadOnlyCheckedItemCollection<EnumValue<GrammarRule>> GrammarSymbols {
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133 | get { return GrammarSymbolsParameter.Value; }
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134 | }
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135 |
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136 | [Storable]
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137 | public SymbolString BestTrainingSentence { get; set; } // Currently set in RSquaredEvaluator: quite hacky, but makes testing much easier for now...
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138 | #endregion
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139 |
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140 | [Storable]
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141 | public Dictionary<int, int> DistinctSentencesComplexity { get; private set; } // Semantically distinct sentences and their length in a run.
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142 |
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143 | [Storable]
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144 | public HashSet<int> ArchivedPhrases { get; private set; }
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145 |
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146 | [Storable]
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147 | internal SearchDataStore OpenPhrases { get; private set; } // Stack/Queue/etc. for fetching the next node in the search tree.
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148 |
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149 | #region execution stats
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150 | [Storable]
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151 | public int AllGeneratedSentencesCount { get; private set; }
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152 |
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153 | [Storable]
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154 | public int OverwrittenSentencesCount { get; private set; } // It is not guaranteed that shorter solutions are found first.
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155 | // When longer solutions are overwritten with shorter ones,
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156 | // this counter is increased.
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157 | [Storable]
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158 | public int PhraseExpansionCount { get; private set; } // Number, how many times a nonterminal symbol is replaced with a production rule.
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159 | #endregion
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160 |
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161 | [Storable]
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162 | public Grammar Grammar { get; private set; }
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163 |
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164 | #region ctors
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165 | public override IDeepCloneable Clone(Cloner cloner) {
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166 | return new GrammarEnumerationAlgorithm(this, cloner);
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167 | }
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168 |
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169 | [StorableConstructor]
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170 | protected GrammarEnumerationAlgorithm(bool deserializing) : base(deserializing) { }
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171 |
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172 | public GrammarEnumerationAlgorithm() {
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173 | Parameters.Add(new FixedValueParameter<DoubleValue>(VariableImportanceWeightName, "Variable Weight.", new DoubleValue(1.0)));
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174 | Parameters.Add(new FixedValueParameter<BoolValue>(OptimizeConstantsParameterName, "Run constant optimization in sentence evaluation.", new BoolValue(false)));
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175 | Parameters.Add(new FixedValueParameter<DoubleValue>(ErrorWeightParameterName, "Defines, how much weight is put on a phrase's r² value when priorizing phrases during search.", new DoubleValue(0.8)));
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176 | Parameters.Add(new FixedValueParameter<IntValue>(MaxComplexityParameterName, "The maximum number of variable symbols in a sentence.", new IntValue(12)));
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177 | Parameters.Add(new FixedValueParameter<IntValue>(GuiUpdateIntervalParameterName, "Number of generated sentences, until GUI is refreshed.", new IntValue(5000)));
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178 | Parameters.Add(new FixedValueParameter<IntValue>(SearchCacheSizeParameterName, "The size of the search node cache.", new IntValue((int)1e5)));
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179 | Parameters.Add(new FixedValueParameter<IntValue>(SearchDataStructureSizeParameterName, "The size of the search data structure.", new IntValue((int)1e5)));
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180 | Parameters.Add(new FixedValueParameter<EnumValue<StorageType>>(SearchDataStructureParameterName, new EnumValue<StorageType>(StorageType.PriorityQueue)));
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181 |
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182 | SearchDataStructureParameter.Value.ValueChanged += (o, e) => Prepare();
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183 | SearchDataStructureSizeParameter.Value.ValueChanged += (o, e) => Prepare();
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184 | SearchCacheSizeParameter.Value.ValueChanged += (o, e) => Prepare();
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185 |
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186 | var availableAnalyzers = new IGrammarEnumerationAnalyzer[] {
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187 | new SearchGraphVisualizer(),
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188 | new SentenceLogger(),
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189 | new RSquaredEvaluator()
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190 | };
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191 |
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192 | Parameters.Add(new FixedValueParameter<ReadOnlyCheckedItemCollection<IGrammarEnumerationAnalyzer>>(
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193 | AnalyzersParameterName,
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194 | new CheckedItemCollection<IGrammarEnumerationAnalyzer>(availableAnalyzers).AsReadOnly()));
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195 |
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196 | Analyzers.CheckedItemsChanged += Analyzers_CheckedItemsChanged;
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197 |
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198 | foreach (var analyzer in Analyzers) {
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199 | Analyzers.SetItemCheckedState(analyzer, false);
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200 | }
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201 | Analyzers.SetItemCheckedState(Analyzers.First(analyzer => analyzer is RSquaredEvaluator), true);
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202 |
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203 | var grammarSymbols = Enum.GetValues(typeof(GrammarRule))
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204 | .Cast<GrammarRule>()
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205 | .Select(v => new EnumValue<GrammarRule>(v));
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206 |
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207 | Parameters.Add(new FixedValueParameter<ReadOnlyCheckedItemCollection<EnumValue<GrammarRule>>>(
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208 | GrammarSymbolsParameterName,
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209 | new ReadOnlyCheckedItemCollection<EnumValue<GrammarRule>>(new CheckedItemCollection<EnumValue<GrammarRule>>(grammarSymbols))
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210 | ));
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211 | foreach (EnumValue<GrammarRule> grammarSymbol in GrammarSymbols) {
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212 | GrammarSymbols.SetItemCheckedState(grammarSymbol, true);
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213 | }
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214 |
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215 | // set a default problem
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216 | Problem = new RegressionProblem() {
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217 | ProblemData = new Problems.Instances.DataAnalysis.PolyTen(seed: 1234).GenerateRegressionData()
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218 | };
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219 | }
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220 |
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221 | public GrammarEnumerationAlgorithm(GrammarEnumerationAlgorithm original, Cloner cloner) : base(original, cloner) {
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222 | foreach (var analyzer in Analyzers.CheckedItems)
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223 | analyzer.Register(this);
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224 | Analyzers.CheckedItemsChanged += Analyzers_CheckedItemsChanged;
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225 |
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226 | DistinctSentencesComplexity = new Dictionary<int, int>(original.DistinctSentencesComplexity);
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227 | ArchivedPhrases = new HashSet<int>(original.ArchivedPhrases);
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228 | OpenPhrases = cloner.Clone(original.OpenPhrases);
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229 | Grammar = cloner.Clone(original.Grammar);
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230 |
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231 | AllGeneratedSentencesCount = original.AllGeneratedSentencesCount;
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232 | OverwrittenSentencesCount = original.OverwrittenSentencesCount;
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233 | PhraseExpansionCount = original.PhraseExpansionCount;
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234 |
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235 | if (original.variableImportance != null)
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236 | variableImportance = new Dictionary<VariableTerminalSymbol, double>(original.variableImportance);
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237 | }
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238 | #endregion
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239 |
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240 | [Storable]
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241 | private Dictionary<VariableTerminalSymbol, double> variableImportance;
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242 |
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243 | public override void Prepare() {
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244 | DistinctSentencesComplexity = new Dictionary<int, int>();
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245 | ArchivedPhrases = new HashSet<int>();
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246 | AllGeneratedSentencesCount = 0;
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247 | OverwrittenSentencesCount = 0;
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248 | PhraseExpansionCount = 0;
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249 |
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250 | Analyzers.OfType<RSquaredEvaluator>().First().OptimizeConstants = OptimizeConstants;
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251 | Grammar = new Grammar(Problem.ProblemData.AllowedInputVariables.ToArray(), GrammarSymbols.CheckedItems.Select(v => v.Value));
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252 | OpenPhrases = new SearchDataStore(SearchDataStructure, SearchDataStructureSize, SearchCacheSize); // Select search strategy
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253 |
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254 | CalculateVariableImportances();
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255 |
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256 | base.Prepare(); // this actually clears the results which will get reinitialized on Run()
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257 | }
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258 |
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259 | private void CalculateVariableImportances() {
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260 | variableImportance = new Dictionary<VariableTerminalSymbol, double>();
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261 |
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262 | RandomForestRegression rf = new RandomForestRegression();
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263 | rf.Problem = Problem;
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264 | rf.Start();
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265 | IRegressionSolution rfSolution = (RandomForestRegressionSolution)rf.Results["Random forest regression solution"].Value;
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266 | var rfImpacts = RegressionSolutionVariableImpactsCalculator.CalculateImpacts(
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267 | rfSolution,
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268 | RegressionSolutionVariableImpactsCalculator.DataPartitionEnum.Training,
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269 | RegressionSolutionVariableImpactsCalculator.ReplacementMethodEnum.Shuffle);
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270 |
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271 | // save the normalized importances
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272 | var sum = rfImpacts.Sum(x => x.Item2);
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273 | foreach (Tuple<string, double> rfImpact in rfImpacts) {
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274 | VariableTerminalSymbol varSym = Grammar.VarTerminals.First(v => v.StringRepresentation == rfImpact.Item1);
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275 | variableImportance[varSym] = rfImpact.Item2 / sum;
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276 | }
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277 | }
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278 |
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279 | protected override void Run(CancellationToken cancellationToken) {
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280 | // do not reinitialize the algorithm if we're resuming from pause
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281 | if (previousExecutionState != ExecutionState.Paused) {
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282 | InitResults();
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283 | var phrase0 = new SymbolString(new[] { Grammar.StartSymbol });
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284 | var phrase0Hash = Grammar.Hasher.CalcHashCode(phrase0);
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285 |
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286 | OpenPhrases.Store(new SearchNode(phrase0Hash, 0.0, 0.0, phrase0));
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287 | }
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288 |
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289 | int maxSentenceLength = GetMaxSentenceLength();
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290 | var errorWeight = ErrorWeight;
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291 | var variableImportanceWeight = VariableImportanceWeight;
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292 | // main search loop
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293 | while (OpenPhrases.Count > 0) {
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294 | if (cancellationToken.IsCancellationRequested)
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295 | break;
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296 |
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297 | SearchNode fetchedSearchNode = OpenPhrases.GetNext();
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298 |
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299 | if (fetchedSearchNode == null)
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300 | continue;
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301 |
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302 | SymbolString currPhrase = fetchedSearchNode.SymbolString;
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303 |
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304 | OnPhraseFetched(fetchedSearchNode.Hash, currPhrase);
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305 |
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306 | ArchivedPhrases.Add(fetchedSearchNode.Hash);
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307 |
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308 | // expand next nonterminal symbols
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309 | int nonterminalSymbolIndex = currPhrase.NextNonterminalIndex();
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310 | NonterminalSymbol expandedSymbol = (NonterminalSymbol)currPhrase[nonterminalSymbolIndex];
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311 | var appliedProductions = Grammar.Productions[expandedSymbol];
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312 |
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313 | for (int i = 0; i < appliedProductions.Count; i++) {
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314 | PhraseExpansionCount++;
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315 |
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316 | SymbolString newPhrase = currPhrase.DerivePhrase(nonterminalSymbolIndex, appliedProductions[i]);
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317 | int newPhraseComplexity = Grammar.GetComplexity(newPhrase);
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318 |
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319 | if (newPhraseComplexity > MaxComplexity)
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320 | continue;
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321 |
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322 | var phraseHash = Grammar.Hasher.CalcHashCode(newPhrase);
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323 |
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324 | OnPhraseDerived(fetchedSearchNode.Hash, fetchedSearchNode.SymbolString, phraseHash, newPhrase, expandedSymbol, appliedProductions[i]);
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325 |
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326 | if (newPhrase.IsSentence()) {
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327 | AllGeneratedSentencesCount++;
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328 |
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329 | OnSentenceGenerated(fetchedSearchNode.Hash, fetchedSearchNode.SymbolString, phraseHash, newPhrase, expandedSymbol, appliedProductions[i]);
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330 |
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331 | // Is the best solution found? (only if RSquaredEvaluator is activated)
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332 | if (Results.ContainsKey(RSquaredEvaluator.BestTrainingQualityResultName)) {
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333 | double r2 = ((DoubleValue)Results[RSquaredEvaluator.BestTrainingQualityResultName].Value).Value;
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334 | if (r2.IsAlmost(1.0)) {
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335 | UpdateView(force: true);
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336 | return;
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337 | }
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338 | }
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339 |
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340 | if (!DistinctSentencesComplexity.ContainsKey(phraseHash) || DistinctSentencesComplexity[phraseHash] > newPhraseComplexity) {
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341 | if (DistinctSentencesComplexity.ContainsKey(phraseHash)) OverwrittenSentencesCount++; // for analysis only
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342 |
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343 | DistinctSentencesComplexity[phraseHash] = newPhraseComplexity;
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344 | OnDistinctSentenceGenerated(fetchedSearchNode.Hash, fetchedSearchNode.SymbolString, phraseHash, newPhrase, expandedSymbol, appliedProductions[i]);
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345 | }
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346 | UpdateView();
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347 |
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348 | } else if (!OpenPhrases.Contains(phraseHash) && !ArchivedPhrases.Contains(phraseHash)) {
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349 |
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350 | double r2 = GetR2(newPhrase, fetchedSearchNode.R2);
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351 | double phrasePriority = GetPriority(newPhrase, r2, maxSentenceLength, errorWeight, variableImportanceWeight);
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352 |
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353 | SearchNode newSearchNode = new SearchNode(phraseHash, phrasePriority, r2, newPhrase);
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354 | OpenPhrases.Store(newSearchNode);
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355 | }
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356 | }
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357 | }
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358 | UpdateView(force: true);
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359 | }
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360 |
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361 | protected double GetPriority(SymbolString phrase, double r2, int maxSentenceLength, double errorWeight, double variableImportanceWeight) {
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362 | var distinctVars = phrase.OfType<VariableTerminalSymbol>().Distinct();
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363 |
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364 | var sum = 0d;
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365 | foreach (var v in distinctVars) {
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366 | sum += variableImportance[v];
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367 | }
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368 | var phraseVariableImportance = 1 - sum;
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369 |
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370 | double relLength = (double)phrase.Count() / maxSentenceLength;
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371 | double error = 1.0 - r2;
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372 |
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373 | return relLength + errorWeight * error + variableImportanceWeight * phraseVariableImportance;
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374 | }
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375 |
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376 | private double GetR2(SymbolString phrase, double parentR2) {
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377 | int length = phrase.Count();
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378 |
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379 | // If the only nonterminal symbol is Expr, we can need to evaluate the sentence. Otherwise
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380 | // the phrase has the same r2 as its parent, from which it was derived.
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381 | for (int i = 0; i < length; i++) {
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382 | if (phrase[i] is NonterminalSymbol && phrase[i] != Grammar.Expr) {
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383 | return parentR2;
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384 | }
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385 | }
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386 |
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387 | return Grammar.EvaluatePhrase(phrase, Problem.ProblemData, OptimizeConstants);
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388 | }
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389 |
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390 | private int GetMaxSentenceLength() {
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391 | SymbolString s = new SymbolString(Grammar.StartSymbol);
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392 |
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393 | while (!s.IsSentence() && Grammar.GetComplexity(s) <= MaxComplexity) {
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394 | int expandedSymbolIndex = s.NextNonterminalIndex();
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395 | NonterminalSymbol expandedSymbol = (NonterminalSymbol)s[expandedSymbolIndex];
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396 |
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397 | var productions = Grammar.Productions[expandedSymbol];
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398 | var longestProduction = productions // Find production with most terminal symbols to expand as much as possible...
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399 | .OrderBy(CountTerminals) // but with lowest complexity/nonterminal count to keep complexity low.
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400 | .ThenByDescending(CountNonTerminals)
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401 | .First();
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402 |
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403 | s = s.DerivePhrase(expandedSymbolIndex, longestProduction);
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404 | }
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405 |
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406 | return s.Count();
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407 | }
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408 |
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409 | private int CountTerminals(Production p) {
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410 | return p.Count(s => s is TerminalSymbol);
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411 | }
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412 |
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413 | private int CountNonTerminals(Production p) {
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414 | return p.Count(s => s is NonterminalSymbol);
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415 | }
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416 |
|
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417 | #region pause support
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418 | private ExecutionState previousExecutionState;
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419 | protected override void OnPaused() {
|
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420 | previousExecutionState = this.ExecutionState;
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421 | base.OnPaused();
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422 | }
|
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423 | protected override void OnPrepared() {
|
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424 | previousExecutionState = this.ExecutionState;
|
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425 | base.OnPrepared();
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426 | }
|
---|
427 | protected override void OnStarted() {
|
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428 | previousExecutionState = this.ExecutionState;
|
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429 | base.OnStarted();
|
---|
430 | }
|
---|
431 | protected override void OnStopped() {
|
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432 | previousExecutionState = this.ExecutionState;
|
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433 |
|
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434 | if (BestTrainingSentence == null) {
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435 | base.OnStopped();
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---|
436 | return;
|
---|
437 | }
|
---|
438 |
|
---|
439 | // free memory at the end of the run (this saves a lot of memory)
|
---|
440 | ArchivedPhrases.Clear();
|
---|
441 | OpenPhrases.Clear();
|
---|
442 | DistinctSentencesComplexity.Clear();
|
---|
443 |
|
---|
444 | var tree = Grammar.ParseSymbolicExpressionTree(BestTrainingSentence);
|
---|
445 | var model = new SymbolicRegressionModel(Problem.ProblemData.TargetVariable, tree, new SymbolicDataAnalysisExpressionTreeLinearInterpreter());
|
---|
446 | model.Scale(Problem.ProblemData);
|
---|
447 | var bestTrainingSolution = new SymbolicRegressionSolution(model, Problem.ProblemData);
|
---|
448 | Results.AddOrUpdateResult(BestTrainingModelResultName, model);
|
---|
449 | Results.AddOrUpdateResult(BestTrainingSolutionResultName, bestTrainingSolution);
|
---|
450 | Results.AddOrUpdateResult(BestComplexityResultName, new IntValue(Grammar.GetComplexity(BestTrainingSentence)));
|
---|
451 | base.OnStopped();
|
---|
452 | }
|
---|
453 | #endregion
|
---|
454 |
|
---|
455 | #region Visualization in HL
|
---|
456 | // Initialize entries in result set.
|
---|
457 | private void InitResults() {
|
---|
458 | Results.Clear();
|
---|
459 | Results.Add(new Result(GeneratedPhrasesName, new IntValue(0)));
|
---|
460 | Results.Add(new Result(SearchStructureSizeName, new IntValue(0)));
|
---|
461 | Results.Add(new Result(GeneratedSentencesName, new IntValue(0)));
|
---|
462 | Results.Add(new Result(DistinctSentencesName, new IntValue(0)));
|
---|
463 | Results.Add(new Result(PhraseExpansionsName, new IntValue(0)));
|
---|
464 | Results.Add(new Result(OverwrittenSentencesName, new IntValue(0)));
|
---|
465 | Results.Add(new Result(AverageSentenceComplexityName, new DoubleValue(1.0)));
|
---|
466 | Results.Add(new Result(ExpansionsPerSecondName, "In Thousand expansions per second", new IntValue(0)));
|
---|
467 | }
|
---|
468 |
|
---|
469 | // Update the view for intermediate results in an algorithm run.
|
---|
470 | private int updates;
|
---|
471 | private void UpdateView(bool force = false) {
|
---|
472 | updates++;
|
---|
473 |
|
---|
474 | if (force || updates % GuiUpdateInterval == 1) {
|
---|
475 | ((IntValue)Results[GeneratedPhrasesName].Value).Value = ArchivedPhrases.Count;
|
---|
476 | ((IntValue)Results[SearchStructureSizeName].Value).Value = OpenPhrases.Count;
|
---|
477 | ((IntValue)Results[GeneratedSentencesName].Value).Value = AllGeneratedSentencesCount;
|
---|
478 | ((IntValue)Results[DistinctSentencesName].Value).Value = DistinctSentencesComplexity.Count;
|
---|
479 | ((IntValue)Results[PhraseExpansionsName].Value).Value = PhraseExpansionCount;
|
---|
480 | ((DoubleValue)Results[AverageSentenceComplexityName].Value).Value = DistinctSentencesComplexity.Count > 0
|
---|
481 | ? DistinctSentencesComplexity.Select(pair => pair.Value).Average()
|
---|
482 | : 0;
|
---|
483 | ((IntValue)Results[OverwrittenSentencesName].Value).Value = OverwrittenSentencesCount;
|
---|
484 | ((IntValue)Results[ExpansionsPerSecondName].Value).Value = (int)((PhraseExpansionCount /
|
---|
485 | ExecutionTime.TotalSeconds) / 1000.0);
|
---|
486 | }
|
---|
487 | }
|
---|
488 | #endregion
|
---|
489 |
|
---|
490 | #region events
|
---|
491 |
|
---|
492 | // private event handlers for analyzers
|
---|
493 | private void Analyzers_CheckedItemsChanged(object sender, CollectionItemsChangedEventArgs<IGrammarEnumerationAnalyzer> args) {
|
---|
494 | // newly added items
|
---|
495 | foreach (var item in args.Items.Except(args.OldItems).Union(args.OldItems.Except(args.Items))) {
|
---|
496 | if (Analyzers.ItemChecked(item)) {
|
---|
497 | item.Register(this);
|
---|
498 | } else {
|
---|
499 | item.Deregister(this);
|
---|
500 | }
|
---|
501 | }
|
---|
502 | }
|
---|
503 |
|
---|
504 | public event EventHandler<PhraseEventArgs> PhraseFetched;
|
---|
505 | private void OnPhraseFetched(int hash, SymbolString symbolString) {
|
---|
506 | if (PhraseFetched != null) {
|
---|
507 | PhraseFetched(this, new PhraseEventArgs(hash, symbolString));
|
---|
508 | }
|
---|
509 | }
|
---|
510 |
|
---|
511 | public event EventHandler<PhraseAddedEventArgs> PhraseDerived;
|
---|
512 | private void OnPhraseDerived(int parentHash, SymbolString parentSymbolString, int addedHash, SymbolString addedSymbolString, Symbol expandedSymbol, Production expandedProduction) {
|
---|
513 | if (PhraseDerived != null) {
|
---|
514 | PhraseDerived(this, new PhraseAddedEventArgs(parentHash, parentSymbolString, addedHash, addedSymbolString, expandedSymbol, expandedProduction));
|
---|
515 | }
|
---|
516 | }
|
---|
517 |
|
---|
518 | public event EventHandler<PhraseAddedEventArgs> SentenceGenerated;
|
---|
519 | private void OnSentenceGenerated(int parentHash, SymbolString parentSymbolString, int addedHash, SymbolString addedSymbolString, Symbol expandedSymbol, Production expandedProduction) {
|
---|
520 | if (SentenceGenerated != null) {
|
---|
521 | SentenceGenerated(this, new PhraseAddedEventArgs(parentHash, parentSymbolString, addedHash, addedSymbolString, expandedSymbol, expandedProduction));
|
---|
522 | }
|
---|
523 | }
|
---|
524 |
|
---|
525 | public event EventHandler<PhraseAddedEventArgs> DistinctSentenceGenerated;
|
---|
526 | private void OnDistinctSentenceGenerated(int parentHash, SymbolString parentSymbolString, int addedHash, SymbolString addedSymbolString, Symbol expandedSymbol, Production expandedProduction) {
|
---|
527 | if (DistinctSentenceGenerated != null) {
|
---|
528 | DistinctSentenceGenerated(this, new PhraseAddedEventArgs(parentHash, parentSymbolString, addedHash, addedSymbolString, expandedSymbol, expandedProduction));
|
---|
529 | }
|
---|
530 | }
|
---|
531 |
|
---|
532 | #endregion
|
---|
533 |
|
---|
534 | }
|
---|
535 |
|
---|
536 | #region events for analysis
|
---|
537 |
|
---|
538 | public class PhraseEventArgs : EventArgs {
|
---|
539 | public int Hash { get; }
|
---|
540 |
|
---|
541 | public SymbolString Phrase { get; }
|
---|
542 |
|
---|
543 | public PhraseEventArgs(int hash, SymbolString phrase) {
|
---|
544 | Hash = hash;
|
---|
545 | Phrase = phrase;
|
---|
546 | }
|
---|
547 | }
|
---|
548 |
|
---|
549 | public class PhraseAddedEventArgs : EventArgs {
|
---|
550 | public int ParentHash { get; }
|
---|
551 | public int NewHash { get; }
|
---|
552 |
|
---|
553 | public SymbolString ParentPhrase { get; }
|
---|
554 | public SymbolString NewPhrase { get; }
|
---|
555 |
|
---|
556 | public Symbol ExpandedSymbol { get; }
|
---|
557 |
|
---|
558 | public Production ExpandedProduction { get; }
|
---|
559 |
|
---|
560 | public PhraseAddedEventArgs(int parentHash, SymbolString parentPhrase, int newHash, SymbolString newPhrase, Symbol expandedSymbol, Production expandedProduction) {
|
---|
561 | ParentHash = parentHash;
|
---|
562 | ParentPhrase = parentPhrase;
|
---|
563 | NewHash = newHash;
|
---|
564 | NewPhrase = newPhrase;
|
---|
565 | ExpandedSymbol = expandedSymbol;
|
---|
566 | ExpandedProduction = expandedProduction;
|
---|
567 | }
|
---|
568 | }
|
---|
569 |
|
---|
570 | #endregion
|
---|
571 | } |
---|