1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2014 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;
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23 | using System.Collections.Generic;
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24 | using System.Linq;
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25 | using System.Text;
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26 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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27 | using Microsoft.VisualStudio.TestTools.UnitTesting;
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28 |
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29 | namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Tests {
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30 | public static class Util {
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31 | public static string GetSizeDistributionString(IList<ISymbolicExpressionTree> trees, int maxTreeLength, int binSize) {
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32 | int[] histogram = new int[maxTreeLength / binSize];
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33 | for (int i = 0; i < trees.Count; i++) {
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34 | int binIndex = Math.Min(histogram.Length - 1, trees[i].Length / binSize);
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35 | histogram[binIndex]++;
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36 | }
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37 | StringBuilder strBuilder = new StringBuilder();
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38 | for (int i = 0; i < histogram.Length - 1; i++) {
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39 | strBuilder.Append(Environment.NewLine);
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40 | strBuilder.Append("< "); strBuilder.Append((i + 1) * binSize);
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41 | strBuilder.Append(": "); strBuilder.AppendFormat("{0:#0.00%}", histogram[i] / (double)trees.Count);
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42 | }
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43 | strBuilder.Append(Environment.NewLine);
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44 | strBuilder.Append(">= "); strBuilder.Append(histogram.Length * binSize);
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45 | strBuilder.Append(": "); strBuilder.AppendFormat("{0:#0.00%}", histogram[histogram.Length - 1] / (double)trees.Count);
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46 |
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47 | return "Size distribution: " + strBuilder;
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48 | }
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49 |
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50 | public static string GetFunctionDistributionString(IList<ISymbolicExpressionTree> trees) {
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51 | Dictionary<string, int> occurances = new Dictionary<string, int>();
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52 | double n = 0.0;
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53 | for (int i = 0; i < trees.Count; i++) {
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54 | foreach (var node in trees[i].IterateNodesPrefix()) {
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55 | if (node.Subtrees.Count() > 0) {
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56 | if (!occurances.ContainsKey(node.Symbol.Name))
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57 | occurances[node.Symbol.Name] = 0;
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58 | occurances[node.Symbol.Name]++;
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59 | n++;
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60 | }
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61 | }
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62 | }
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63 | StringBuilder strBuilder = new StringBuilder();
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64 | foreach (var function in occurances.Keys) {
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65 | strBuilder.Append(Environment.NewLine);
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66 | strBuilder.Append(function); strBuilder.Append(": ");
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67 | strBuilder.AppendFormat("{0:#0.00%}", occurances[function] / n);
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68 | }
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69 | return "Function distribution: " + strBuilder;
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70 | }
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71 |
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72 | public static string GetNumberOfSubtreesDistributionString(IList<ISymbolicExpressionTree> trees) {
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73 | Dictionary<int, int> occurances = new Dictionary<int, int>();
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74 | double n = 0.0;
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75 | for (int i = 0; i < trees.Count; i++) {
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76 | foreach (var node in trees[i].IterateNodesPrefix()) {
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77 | if (!occurances.ContainsKey(node.Subtrees.Count()))
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78 | occurances[node.Subtrees.Count()] = 0;
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79 | occurances[node.Subtrees.Count()]++;
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80 | n++;
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81 | }
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82 | }
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83 | StringBuilder strBuilder = new StringBuilder();
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84 | foreach (var arity in occurances.Keys) {
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85 | strBuilder.Append(Environment.NewLine);
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86 | strBuilder.Append(arity); strBuilder.Append(": ");
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87 | strBuilder.AppendFormat("{0:#0.00%}", occurances[arity] / n);
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88 | }
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89 | return "Distribution of function arities: " + strBuilder;
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90 | }
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91 |
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92 |
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93 | public static string GetTerminalDistributionString(IList<ISymbolicExpressionTree> trees) {
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94 | Dictionary<string, int> occurances = new Dictionary<string, int>();
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95 | double n = 0.0;
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96 | for (int i = 0; i < trees.Count; i++) {
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97 | foreach (var node in trees[i].IterateNodesPrefix()) {
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98 | if (node.Subtrees.Count() == 0) {
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99 | if (!occurances.ContainsKey(node.Symbol.Name))
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100 | occurances[node.Symbol.Name] = 0;
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101 | occurances[node.Symbol.Name]++;
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102 | n++;
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103 | }
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104 | }
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105 | }
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106 | StringBuilder strBuilder = new StringBuilder();
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107 | foreach (var function in occurances.Keys) {
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108 | strBuilder.Append(Environment.NewLine);
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109 | strBuilder.Append(function); strBuilder.Append(": ");
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110 | strBuilder.AppendFormat("{0:#0.00%}", occurances[function] / n);
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111 | }
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112 | return "Terminal distribution: " + strBuilder;
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113 | }
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114 |
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115 | public static void IsValid(ISymbolicExpressionTree tree) {
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116 | int reportedSize = tree.Length;
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117 | int actualSize = tree.IterateNodesPostfix().Count();
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118 | Assert.AreEqual(actualSize, reportedSize);
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119 |
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120 | foreach (var defunTreeNode in tree.Root.Subtrees.OfType<DefunTreeNode>()) {
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121 | int arity = defunTreeNode.NumberOfArguments;
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122 |
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123 | foreach (var argTreenode in defunTreeNode.IterateNodesPrefix().OfType<ArgumentTreeNode>()) {
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124 | Assert.IsTrue(argTreenode.SubtreeCount == 0);
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125 | Assert.IsTrue(((Argument)argTreenode.Symbol).ArgumentIndex < arity);
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126 | }
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127 |
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128 | foreach (var argSymbol in Enumerable.Range(0, defunTreeNode.NumberOfArguments).Select(x => new Argument(x))) {
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129 | Assert.IsTrue(defunTreeNode.Grammar.ContainsSymbol(argSymbol));
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130 | Assert.IsTrue(defunTreeNode.Grammar.GetMaximumSubtreeCount(argSymbol) == 0);
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131 | Assert.IsTrue(defunTreeNode.Grammar.GetMinimumSubtreeCount(argSymbol) == 0);
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132 | }
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133 |
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134 | var invoke = new InvokeFunction(defunTreeNode.FunctionName);
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135 | foreach (var otherRootNode in tree.Root.Subtrees) {
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136 | if (otherRootNode.Grammar.ContainsSymbol(invoke)) {
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137 | Assert.IsTrue(otherRootNode.Grammar.GetMinimumSubtreeCount(invoke) == arity);
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138 | Assert.IsTrue(otherRootNode.Grammar.GetMaximumSubtreeCount(invoke) == arity);
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139 | Assert.IsFalse(otherRootNode.Grammar.IsAllowedChildSymbol(invoke, invoke));
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140 | for (int i = 0; i < arity; i++) {
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141 | Assert.IsFalse(otherRootNode.Grammar.IsAllowedChildSymbol(invoke, invoke, i));
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142 | }
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143 | }
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144 | }
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145 |
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146 | }
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147 |
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148 | foreach (var subtree in tree.Root.Subtrees) {
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149 | Assert.AreNotSame(subtree.Grammar, tree.Root.Grammar);
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150 | IsValid(subtree.Grammar);
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151 | }
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152 |
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153 | IsValid(tree.Root.Grammar);
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154 | IsValid(tree.Root);
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155 | }
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156 |
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157 | public static void IsValid(ISymbolicExpressionTreeGrammar grammar) {
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158 | Assert.IsTrue(grammar.Symbols.Count() == grammar.Symbols.Distinct().Count());
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159 | foreach (ISymbol symbol in grammar.AllowedSymbols) {
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160 | Assert.IsTrue(grammar.GetAllowedChildSymbols(symbol).Count() == grammar.GetAllowedChildSymbols(symbol).Distinct().Count());
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161 | for (int i = 0; i < grammar.GetMaximumSubtreeCount(symbol); i++) {
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162 | Assert.IsTrue(grammar.GetAllowedChildSymbols(symbol, i).Count() == grammar.GetAllowedChildSymbols(symbol, i).Distinct().Count());
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163 | }
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164 | }
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165 |
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166 | foreach (var symbol in grammar.ModifyableSymbols) {
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167 | //check if every symbol has at least one allowed child
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168 | for (int i = 0; i < grammar.GetMaximumSubtreeCount(symbol); i++)
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169 | Assert.IsTrue(grammar.GetAllowedChildSymbols(symbol, i).Any());
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170 | }
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171 | }
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172 |
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173 | public static void IsValid(ISymbolicExpressionTreeNode treeNode) {
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174 | var matchingSymbol = (from symb in treeNode.Grammar.Symbols
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175 | where symb.Name == treeNode.Symbol.Name
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176 | select symb).SingleOrDefault();
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177 | Assert.IsTrue(treeNode.Subtrees.Count() >= treeNode.Grammar.GetMinimumSubtreeCount(matchingSymbol));
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178 | Assert.IsTrue(treeNode.Subtrees.Count() <= treeNode.Grammar.GetMaximumSubtreeCount(matchingSymbol));
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179 | Assert.AreNotEqual(0.0, matchingSymbol.InitialFrequency); // check that no deactivated symbols occur in the tree
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180 | for (int i = 0; i < treeNode.Subtrees.Count(); i++) {
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181 | Assert.IsTrue(treeNode.Grammar.GetAllowedChildSymbols(treeNode.Symbol, i).Select(x => x.Name).Contains(treeNode.GetSubtree(i).Symbol.Name));
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182 | IsValid(treeNode.GetSubtree(i));
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183 | }
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184 | }
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185 | }
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186 | }
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