1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2008 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.GP.StructureIdentification;
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23 | using Microsoft.VisualStudio.TestTools.UnitTesting;
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24 | using HeuristicLab.DataAnalysis;
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25 | using System;
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26 | using HeuristicLab.GP.Interfaces;
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27 | using HeuristicLab.Random;
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28 | using HeuristicLab.GP.Operators;
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29 | using System.Collections.Generic;
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30 | using System.Text;
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31 | using System.Diagnostics;
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32 | namespace HeuristicLab.GP.Test {
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33 |
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34 |
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35 | [TestClass()]
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36 | public class SimpleFunctionLibraryTest {
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37 | private const int N = 1000;
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38 | private TestContext testContextInstance;
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39 | private static IFunctionTree[] randomTrees;
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40 |
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41 | /// <summary>
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42 | ///Gets or sets the test context which provides
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43 | ///information about and functionality for the current test run.
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44 | ///</summary>
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45 | public TestContext TestContext {
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46 | get {
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47 | return testContextInstance;
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48 | }
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49 | set {
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50 | testContextInstance = value;
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51 | }
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52 | }
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53 |
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54 | [ClassInitialize()]
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55 | public static void CreateRandomNetworks(TestContext testContext) {
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56 | MersenneTwister twister = new MersenneTwister();
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57 | Dataset ds = Util.CreateRandomDataset(twister, 1, 20);
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58 | randomTrees = Util.CreateRandomTrees(twister, ds, SimpleFunctionLibraryInjector.Create(), N, 1, 100);
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59 | }
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60 |
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61 | [TestMethod()]
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62 | public void SimpleFunctionLibrarySizeDistributionTest() {
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63 | int[] histogram = new int[105 / 5];
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64 | for (int i = 0; i < randomTrees.Length; i++) {
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65 | histogram[randomTrees[i].GetSize() / 5]++;
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66 | }
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67 | StringBuilder strBuilder = new StringBuilder();
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68 | for (int i = 0; i < histogram.Length; i++) {
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69 | strBuilder.Append(Environment.NewLine);
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70 | strBuilder.Append("< "); strBuilder.Append((i + 1) * 5);
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71 | strBuilder.Append(": "); strBuilder.AppendFormat("{0:#0.00%}", histogram[i] / (double)randomTrees.Length);
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72 | }
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73 | Assert.Inconclusive("Size distribution of ProbabilisticTreeCreator: " + strBuilder);
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74 | }
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75 |
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76 | [TestMethod()]
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77 | public void SimpleFunctionLibraryFunctionDistributionTest() {
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78 | Dictionary<IFunction, int> occurances = new Dictionary<IFunction, int>();
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79 | double n = 0.0;
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80 | for (int i = 0; i < randomTrees.Length; i++) {
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81 | foreach (var node in FunctionTreeIterator.IteratePrefix(randomTrees[i])) {
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82 | if (node.SubTrees.Count > 0) {
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83 | if (!occurances.ContainsKey(node.Function))
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84 | occurances[node.Function] = 0;
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85 | occurances[node.Function]++;
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86 | n++;
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87 | }
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88 | }
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89 | }
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90 | StringBuilder strBuilder = new StringBuilder();
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91 | foreach (var function in occurances.Keys) {
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92 | strBuilder.Append(Environment.NewLine);
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93 | strBuilder.Append(function.Name); strBuilder.Append(": ");
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94 | strBuilder.AppendFormat("{0:#0.00%}", occurances[function] / n);
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95 | }
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96 | Assert.Inconclusive("Function distribution of ProbabilisticTreeCreator: " + strBuilder);
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97 | }
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98 |
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99 | [TestMethod()]
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100 | public void SimpleFunctionLibraryNumberOfSubTreesDistributionTest() {
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101 | Dictionary<int, int> occurances = new Dictionary<int, int>();
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102 | double n = 0.0;
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103 | for (int i = 0; i < randomTrees.Length; i++) {
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104 | foreach (var node in FunctionTreeIterator.IteratePrefix(randomTrees[i])) {
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105 | if (!occurances.ContainsKey(node.SubTrees.Count))
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106 | occurances[node.SubTrees.Count] = 0;
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107 | occurances[node.SubTrees.Count]++;
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108 | n++;
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109 | }
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110 | }
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111 | StringBuilder strBuilder = new StringBuilder();
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112 | foreach (var arity in occurances.Keys) {
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113 | strBuilder.Append(Environment.NewLine);
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114 | strBuilder.Append(arity); strBuilder.Append(": ");
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115 | strBuilder.AppendFormat("{0:#0.00%}", occurances[arity] / n);
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116 | }
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117 | Assert.Inconclusive("Distribution of function arities of ProbabilisticTreeCreator: " + strBuilder);
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118 | }
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119 |
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120 |
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121 | [TestMethod()]
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122 | public void SimpleFunctionLibraryTerminalDistributionTest() {
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123 | Dictionary<IFunction, int> occurances = new Dictionary<IFunction, int>();
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124 | double n = 0.0;
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125 | for (int i = 0; i < randomTrees.Length; i++) {
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126 | foreach (var node in FunctionTreeIterator.IteratePrefix(randomTrees[i])) {
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127 | if (node.SubTrees.Count == 0) {
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128 | if (!occurances.ContainsKey(node.Function))
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129 | occurances[node.Function] = 0;
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130 | occurances[node.Function]++;
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131 | n++;
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132 | }
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133 | }
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134 | }
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135 | StringBuilder strBuilder = new StringBuilder();
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136 | foreach (var function in occurances.Keys) {
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137 | strBuilder.Append(Environment.NewLine);
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138 | strBuilder.Append(function.Name); strBuilder.Append(": ");
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139 | strBuilder.AppendFormat("{0:#0.00%}", occurances[function] / n);
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140 | }
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141 | Assert.Inconclusive("Terminal distribution of ProbabilisticTreeCreator: " + strBuilder);
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142 | }
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143 | }
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144 | }
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