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 | * Author: Sabine Winkler
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21 | */
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22 | #endregion
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23 |
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24 | using System;
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25 | using System.Collections.Generic;
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26 | using System.Linq;
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27 | using HeuristicLab.Common;
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28 | using HeuristicLab.Core;
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29 | using HeuristicLab.Data;
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30 | using HeuristicLab.Encodings.IntegerVectorEncoding;
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31 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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32 | using HeuristicLab.Optimization;
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33 | using HeuristicLab.Parameters;
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34 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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35 | using HeuristicLab.PluginInfrastructure;
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36 | using HeuristicLab.Problems.ArtificialAnt;
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37 | using HeuristicLab.Problems.ArtificialAnt.Analyzers;
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38 | using HeuristicLab.Problems.GrammaticalEvolution.Mappers;
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39 |
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40 | namespace HeuristicLab.Problems.GrammaticalEvolution {
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41 | [Item("Grammatical Evolution Artificial Ant Problem", "Represents the Artificial Ant problem, implemented in Grammatical Evolution.")]
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42 | [Creatable("Problems")]
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43 | [StorableClass]
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44 | public sealed class GEArtificialAntProblem : SingleObjectiveHeuristicOptimizationProblem<GEArtificialAntEvaluator, IIntegerVectorCreator>, IStorableContent {
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45 | public string Filename { get; set; }
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46 |
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47 | #region constant for default world (Santa Fe)
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48 | private readonly bool[,] santaFeAntTrail = new bool[,] {
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49 | {false, true, true, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
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50 | {false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
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51 | {false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, true, true, true, false, false, false, false},
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52 | {false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, true, false, false},
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53 | {false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, true, false, false},
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54 | {false, false, false, true, true, true, true, false, true, true, true, true, true, false, false, false, false, false, false, false, false, true, true, false, false, false, false, false, false, false, false, false},
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55 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false},
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56 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false},
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57 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false},
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58 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, true, false, false},
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59 | {false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false},
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60 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
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61 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false},
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62 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false},
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63 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, true, true, true, false, false, false},
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64 | {false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false, false, false, false},
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65 | {false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
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66 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
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67 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false},
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68 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, true, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false},
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69 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
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70 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
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71 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false},
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72 | {false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false},
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73 | {false, false, false, true, true, false, false, true, true, true, true, true, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
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74 | {false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
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75 | {false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
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76 | {false, true, false, false, false, false, false, false, true, true, true, true, true, true, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
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77 | {false, true, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
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78 | {false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
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79 | {false, false, true, true, true, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false },
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80 | {false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false }
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81 | };
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82 | #endregion
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83 |
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84 | #region Parameter Properties
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85 | public IValueParameter<ISymbolicExpressionGrammar> ArtificialAntExpressionGrammarParameter {
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86 | get { return (IValueParameter<ISymbolicExpressionGrammar>)Parameters["ArtificialAntExpressionGrammar"]; }
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87 | }
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88 | public IValueParameter<IntValue> MaxExpressionLengthParameter {
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89 | get { return (IValueParameter<IntValue>)Parameters["MaximumExpressionLength"]; }
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90 | }
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91 | public IValueParameter<BoolMatrix> WorldParameter {
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92 | get { return (IValueParameter<BoolMatrix>)Parameters["World"]; }
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93 | }
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94 | public IValueParameter<IntValue> MaxTimeStepsParameter {
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95 | get { return (IValueParameter<IntValue>)Parameters["MaximumTimeSteps"]; }
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96 | }
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97 | public IValueParameter<IntMatrix> BoundsParameter {
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98 | get { return (IValueParameter<IntMatrix>)Parameters["Bounds"]; }
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99 | }
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100 | public IValueParameter<IGenotypeToPhenotypeMapper> GenotypeToPhenotypeMapperParameter {
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101 | get { return (IValueParameter<IGenotypeToPhenotypeMapper>)Parameters["GenotypeToPhenotypeMapper"]; }
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102 | }
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103 | #endregion
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104 |
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105 | #region Properties
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106 | public BoolMatrix World {
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107 | get { return WorldParameter.Value; }
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108 | set { WorldParameter.Value = value; }
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109 | }
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110 | public IntValue MaxTimeSteps {
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111 | get { return MaxTimeStepsParameter.Value; }
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112 | set { MaxTimeStepsParameter.Value = value; }
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113 | }
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114 | public IntValue MaxExpressionLength {
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115 | get { return MaxExpressionLengthParameter.Value; }
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116 | set { MaxExpressionLengthParameter.Value = value; }
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117 | }
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118 | public ArtificialAntExpressionGrammar ArtificialAntExpressionGrammar {
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119 | get { return (ArtificialAntExpressionGrammar)ArtificialAntExpressionGrammarParameter.Value; }
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120 | }
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121 | public IEnumerable<IAntTrailAnalyzer> AntTrailAnalyzers {
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122 | get { return Operators.OfType<IAntTrailAnalyzer>(); }
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123 | }
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124 | public IntMatrix Bounds {
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125 | get { return BoundsParameter.Value; }
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126 | set { BoundsParameter.Value = value; }
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127 | }
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128 | #endregion
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129 |
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130 | [StorableConstructor]
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131 | private GEArtificialAntProblem(bool deserializing) : base(deserializing) { }
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132 | [StorableHook(HookType.AfterDeserialization)]
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133 | private void AfterDeserialization() {
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134 | RegisterEventHandlers();
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135 | }
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136 |
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137 | private GEArtificialAntProblem(GEArtificialAntProblem original, Cloner cloner)
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138 | : base(original, cloner) {
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139 | RegisterEventHandlers();
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140 | }
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141 |
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142 | public override IDeepCloneable Clone(Cloner cloner) {
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143 | return new GEArtificialAntProblem(this, cloner);
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144 | }
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145 |
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146 | public GEArtificialAntProblem()
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147 | : base(new GEArtificialAntEvaluator(), new UniformRandomIntegerVectorCreator()) {
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148 | BoolMatrix world = new BoolMatrix(santaFeAntTrail);
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149 | Parameters.Add(new ValueParameter<IntValue>("MaximumExpressionLength", "Maximal length of the expression to control the artificial ant (genotype length).", new IntValue(30)));
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150 | Parameters.Add(new ValueParameter<ISymbolicExpressionGrammar>("ArtificialAntExpressionGrammar", "The grammar that should be used for artificial ant expressions.", new ArtificialAntExpressionGrammar()));
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151 | Parameters.Add(new ValueParameter<BoolMatrix>("World", "The world for the artificial ant with scattered food items.", world));
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152 | Parameters.Add(new ValueParameter<IntValue>("MaximumTimeSteps", "The number of time steps the artificial ant has available to collect all food items.", new IntValue(600)));
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153 | IntMatrix m = new IntMatrix(new int[,] { { 0, 100 } });
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154 | Parameters.Add(new ValueParameter<IntMatrix>("Bounds", "The integer number range in which the single genomes of a genotype are created.", m));
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155 | Parameters.Add(new ValueParameter<IGenotypeToPhenotypeMapper>("GenotypeToPhenotypeMapper", "Maps the genotype (an integer vector) to the phenotype (a symbolic expression tree).", new DepthFirstMapper()));
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156 |
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157 | Maximization.Value = true;
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158 | MaximizationParameter.Hidden = true;
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159 | BestKnownQuality = new DoubleValue(89);
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160 |
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161 | SolutionCreator.IntegerVectorParameter.ActualName = "AntTrailSolutionIntegerVector";
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162 | Evaluator.SymbolicExpressionTreeParameter.ActualName = "AntTrailSolutionTree";
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163 | Evaluator.SymbolicExpressionTreeGrammarParameter.ActualName = "ArtificialAntExpressionGrammar";
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164 | Evaluator.QualityParameter.ActualName = "FoodEaten";
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165 |
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166 | InitializeOperators();
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167 | RegisterEventHandlers();
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168 | }
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169 |
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170 | #region Events
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171 | protected override void OnSolutionCreatorChanged() {
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172 | base.OnSolutionCreatorChanged();
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173 |
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174 | SolutionCreator.IntegerVectorParameter.ActualName = "AntTrailSolutionIntegerVector";
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175 | SolutionCreator.IntegerVectorParameter.ActualNameChanged += new EventHandler(SolutionCreator_IntegerVectorParameter_ActualNameChanged);
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176 |
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177 | ParameterizeAnalyzers();
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178 | ParameterizeOperators();
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179 | }
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180 |
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181 | protected override void OnEvaluatorChanged() {
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182 | base.OnEvaluatorChanged();
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183 |
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184 | Evaluator.SymbolicExpressionTreeParameter.ActualName = "AntTrailSolutionTree";
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185 | Evaluator.SymbolicExpressionTreeGrammarParameter.ActualName = "ArtificialAntExpressionGrammar";
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186 | Evaluator.QualityParameter.ActualName = "FoodEaten";
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187 |
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188 | Evaluator.SymbolicExpressionTreeParameter.ActualNameChanged += new EventHandler(Evaluator_SymbolicExpressionTreeParameter_ActualNameChanged);
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189 | Evaluator.SymbolicExpressionTreeGrammarParameter.ActualNameChanged += new EventHandler(Evaluator_SymbolicExpressionTreeGrammarParameter_ActualNameChanged);
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190 | Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
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191 |
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192 | ParameterizeAnalyzers();
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193 | ParameterizeOperators();
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194 | }
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195 |
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196 | private void SolutionCreator_IntegerVectorParameter_ActualNameChanged(object sender, EventArgs e) {
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197 | ParameterizeAnalyzers();
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198 | ParameterizeOperators();
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199 | }
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200 |
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201 | private void Evaluator_SymbolicExpressionTreeParameter_ActualNameChanged(object sender, EventArgs e) {
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202 | ParameterizeAnalyzers();
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203 | ParameterizeOperators();
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204 | }
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205 |
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206 | private void Evaluator_SymbolicExpressionTreeGrammarParameter_ActualNameChanged(object sender, EventArgs e) {
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207 | ParameterizeAnalyzers();
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208 | ParameterizeOperators();
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209 | }
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210 |
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211 | private void Evaluator_QualityParameter_ActualNameChanged(object sender, EventArgs e) {
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212 | ParameterizeAnalyzers();
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213 | ParameterizeOperators();
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214 | }
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215 | #endregion
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216 |
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217 | #region Helpers
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218 | private void RegisterEventHandlers() {
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219 | SolutionCreator.IntegerVectorParameter.ActualNameChanged += new EventHandler(SolutionCreator_IntegerVectorParameter_ActualNameChanged);
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220 | Evaluator.SymbolicExpressionTreeParameter.ActualNameChanged += new EventHandler(Evaluator_SymbolicExpressionTreeParameter_ActualNameChanged);
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221 | Evaluator.SymbolicExpressionTreeGrammarParameter.ActualNameChanged += new EventHandler(Evaluator_SymbolicExpressionTreeGrammarParameter_ActualNameChanged);
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222 | Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
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223 | }
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224 |
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225 | private void InitializeOperators() {
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226 | Operators.AddRange(ApplicationManager.Manager.GetInstances<IIntegerVectorOperator>().OfType<IOperator>());
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227 | Operators.Add(new BestAntTrailAnalyzer());
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228 | Operators.Add(new MinAverageMaxSymbolicExpressionTreeLengthAnalyzer());
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229 | Operators.Add(new SymbolicExpressionSymbolFrequencyAnalyzer());
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230 | ParameterizeAnalyzers();
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231 | ParameterizeOperators();
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232 | }
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233 |
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234 | private void ParameterizeAnalyzers() {
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235 | foreach (IAntTrailAnalyzer analyzer in AntTrailAnalyzers) {
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236 | analyzer.QualityParameter.ActualName = Evaluator.QualityParameter.ActualName;
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237 | analyzer.SymbolicExpressionTreeParameter.ActualName = Evaluator.SymbolicExpressionTreeParameter.ActualName;
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238 | analyzer.WorldParameter.ActualName = WorldParameter.Name;
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239 | analyzer.MaxTimeStepsParameter.ActualName = MaxTimeStepsParameter.Name;
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240 | }
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241 | foreach (ISymbolicExpressionTreeAnalyzer analyzer in Operators.OfType<ISymbolicExpressionTreeAnalyzer>()) {
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242 | analyzer.SymbolicExpressionTreeParameter.ActualName = Evaluator.SymbolicExpressionTreeParameter.ActualName;
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243 | }
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244 | }
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245 |
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246 | private void ParameterizeOperators() {
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247 | var operators = Parameters.OfType<IValueParameter>().Select(p => p.Value).OfType<IOperator>().Union(Operators);
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248 |
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249 | foreach (ISymbolicExpressionTreeGrammarBasedOperator op in operators.OfType<ISymbolicExpressionTreeGrammarBasedOperator>()) {
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250 | op.SymbolicExpressionTreeGrammarParameter.ActualName = ArtificialAntExpressionGrammarParameter.Name;
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251 | }
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252 | foreach (GEArtificialAntEvaluator op in operators.OfType<GEArtificialAntEvaluator>()) {
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253 | op.IntegerVectorParameter.ActualName = SolutionCreator.IntegerVectorParameter.ActualName;
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254 | op.MaxTimeStepsParameter.ActualName = MaxTimeStepsParameter.Name;
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255 | op.WorldParameter.ActualName = WorldParameter.Name;
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256 | }
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257 | foreach (IIntegerVectorCrossover op in operators.OfType<IIntegerVectorCrossover>()) {
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258 | op.ParentsParameter.ActualName = SolutionCreator.IntegerVectorParameter.ActualName;
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259 | op.ChildParameter.ActualName = SolutionCreator.IntegerVectorParameter.ActualName;
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260 | }
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261 | foreach (IIntegerVectorManipulator op in operators.OfType<IIntegerVectorManipulator>()) {
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262 | op.IntegerVectorParameter.ActualName = SolutionCreator.IntegerVectorParameter.ActualName;
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263 | }
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264 | foreach (IIntegerVectorCreator op in operators.OfType<IIntegerVectorCreator>()) {
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265 | op.BoundsParameter.ActualName = BoundsParameter.Name;
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266 | op.LengthParameter.ActualName = MaxExpressionLengthParameter.Name;
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267 | }
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268 | }
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269 | #endregion
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270 | }
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271 | } |
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