[10071] | 1 | #region License Information
|
---|
| 2 | /* HeuristicLab
|
---|
[12012] | 3 | * Copyright (C) 2002-2015 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
[10071] | 4 | *
|
---|
| 5 | * This file is part of HeuristicLab.
|
---|
| 6 | *
|
---|
| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
| 8 | * it under the terms of the GNU General Public License as published by
|
---|
| 9 | * the Free Software Foundation, either version 3 of the License, or
|
---|
| 10 | * (at your option) any later version.
|
---|
| 11 | *
|
---|
| 12 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
| 15 | * GNU General Public License for more details.
|
---|
| 16 | *
|
---|
| 17 | * You should have received a copy of the GNU General Public License
|
---|
| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
[10968] | 19 | *
|
---|
| 20 | * Author: Sabine Winkler
|
---|
[10071] | 21 | */
|
---|
| 22 | #endregion
|
---|
| 23 |
|
---|
| 24 | using System;
|
---|
| 25 | using System.Collections.Generic;
|
---|
| 26 | using System.Linq;
|
---|
| 27 | using HeuristicLab.Common;
|
---|
| 28 | using HeuristicLab.Core;
|
---|
| 29 | using HeuristicLab.Data;
|
---|
| 30 | using HeuristicLab.Encodings.IntegerVectorEncoding;
|
---|
| 31 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
|
---|
| 32 | using HeuristicLab.Optimization;
|
---|
| 33 | using HeuristicLab.Parameters;
|
---|
| 34 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
| 35 | using HeuristicLab.PluginInfrastructure;
|
---|
| 36 | using HeuristicLab.Problems.ArtificialAnt;
|
---|
| 37 | using HeuristicLab.Problems.ArtificialAnt.Analyzers;
|
---|
| 38 | using HeuristicLab.Problems.GrammaticalEvolution.Mappers;
|
---|
| 39 |
|
---|
| 40 | namespace HeuristicLab.Problems.GrammaticalEvolution {
|
---|
| 41 | [Item("Grammatical Evolution Artificial Ant Problem", "Represents the Artificial Ant problem, implemented in Grammatical Evolution.")]
|
---|
| 42 | [Creatable("Problems")]
|
---|
| 43 | [StorableClass]
|
---|
| 44 | public sealed class GEArtificialAntProblem : SingleObjectiveHeuristicOptimizationProblem<GEArtificialAntEvaluator, IIntegerVectorCreator>, IStorableContent {
|
---|
| 45 | public string Filename { get; set; }
|
---|
| 46 |
|
---|
| 47 | #region constant for default world (Santa Fe)
|
---|
| 48 | private readonly bool[,] santaFeAntTrail = new bool[,] {
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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},
|
---|
| 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 },
|
---|
| 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 }
|
---|
| 81 | };
|
---|
| 82 | #endregion
|
---|
| 83 |
|
---|
| 84 | #region Parameter Properties
|
---|
| 85 | public IValueParameter<ISymbolicExpressionGrammar> ArtificialAntExpressionGrammarParameter {
|
---|
| 86 | get { return (IValueParameter<ISymbolicExpressionGrammar>)Parameters["ArtificialAntExpressionGrammar"]; }
|
---|
| 87 | }
|
---|
| 88 | public IValueParameter<IntValue> MaxExpressionLengthParameter {
|
---|
| 89 | get { return (IValueParameter<IntValue>)Parameters["MaximumExpressionLength"]; }
|
---|
| 90 | }
|
---|
| 91 | public IValueParameter<BoolMatrix> WorldParameter {
|
---|
| 92 | get { return (IValueParameter<BoolMatrix>)Parameters["World"]; }
|
---|
| 93 | }
|
---|
| 94 | public IValueParameter<IntValue> MaxTimeStepsParameter {
|
---|
| 95 | get { return (IValueParameter<IntValue>)Parameters["MaximumTimeSteps"]; }
|
---|
| 96 | }
|
---|
| 97 | public IValueParameter<IntMatrix> BoundsParameter {
|
---|
| 98 | get { return (IValueParameter<IntMatrix>)Parameters["Bounds"]; }
|
---|
| 99 | }
|
---|
| 100 | public IValueParameter<IGenotypeToPhenotypeMapper> GenotypeToPhenotypeMapperParameter {
|
---|
| 101 | get { return (IValueParameter<IGenotypeToPhenotypeMapper>)Parameters["GenotypeToPhenotypeMapper"]; }
|
---|
| 102 | }
|
---|
| 103 | #endregion
|
---|
| 104 |
|
---|
| 105 | #region Properties
|
---|
| 106 | public BoolMatrix World {
|
---|
| 107 | get { return WorldParameter.Value; }
|
---|
| 108 | set { WorldParameter.Value = value; }
|
---|
| 109 | }
|
---|
| 110 | public IntValue MaxTimeSteps {
|
---|
| 111 | get { return MaxTimeStepsParameter.Value; }
|
---|
| 112 | set { MaxTimeStepsParameter.Value = value; }
|
---|
| 113 | }
|
---|
| 114 | public IntValue MaxExpressionLength {
|
---|
| 115 | get { return MaxExpressionLengthParameter.Value; }
|
---|
| 116 | set { MaxExpressionLengthParameter.Value = value; }
|
---|
| 117 | }
|
---|
| 118 | public ArtificialAntExpressionGrammar ArtificialAntExpressionGrammar {
|
---|
| 119 | get { return (ArtificialAntExpressionGrammar)ArtificialAntExpressionGrammarParameter.Value; }
|
---|
| 120 | }
|
---|
| 121 | public IEnumerable<IAntTrailAnalyzer> AntTrailAnalyzers {
|
---|
| 122 | get { return Operators.OfType<IAntTrailAnalyzer>(); }
|
---|
| 123 | }
|
---|
| 124 | public IntMatrix Bounds {
|
---|
| 125 | get { return BoundsParameter.Value; }
|
---|
| 126 | set { BoundsParameter.Value = value; }
|
---|
| 127 | }
|
---|
| 128 | #endregion
|
---|
| 129 |
|
---|
| 130 | [StorableConstructor]
|
---|
| 131 | private GEArtificialAntProblem(bool deserializing) : base(deserializing) { }
|
---|
| 132 | [StorableHook(HookType.AfterDeserialization)]
|
---|
| 133 | private void AfterDeserialization() {
|
---|
| 134 | RegisterEventHandlers();
|
---|
| 135 | }
|
---|
| 136 |
|
---|
| 137 | private GEArtificialAntProblem(GEArtificialAntProblem original, Cloner cloner)
|
---|
| 138 | : base(original, cloner) {
|
---|
| 139 | RegisterEventHandlers();
|
---|
| 140 | }
|
---|
| 141 |
|
---|
| 142 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
| 143 | return new GEArtificialAntProblem(this, cloner);
|
---|
| 144 | }
|
---|
| 145 |
|
---|
| 146 | public GEArtificialAntProblem()
|
---|
| 147 | : base(new GEArtificialAntEvaluator(), new UniformRandomIntegerVectorCreator()) {
|
---|
| 148 | BoolMatrix world = new BoolMatrix(santaFeAntTrail);
|
---|
[10328] | 149 | Parameters.Add(new ValueParameter<IntValue>("MaximumExpressionLength", "Maximal length of the expression to control the artificial ant (genotype length).", new IntValue(30)));
|
---|
[10071] | 150 | Parameters.Add(new ValueParameter<ISymbolicExpressionGrammar>("ArtificialAntExpressionGrammar", "The grammar that should be used for artificial ant expressions.", new ArtificialAntExpressionGrammar()));
|
---|
| 151 | Parameters.Add(new ValueParameter<BoolMatrix>("World", "The world for the artificial ant with scattered food items.", world));
|
---|
| 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)));
|
---|
| 153 | IntMatrix m = new IntMatrix(new int[,] { { 0, 100 } });
|
---|
| 154 | Parameters.Add(new ValueParameter<IntMatrix>("Bounds", "The integer number range in which the single genomes of a genotype are created.", m));
|
---|
| 155 | Parameters.Add(new ValueParameter<IGenotypeToPhenotypeMapper>("GenotypeToPhenotypeMapper", "Maps the genotype (an integer vector) to the phenotype (a symbolic expression tree).", new DepthFirstMapper()));
|
---|
| 156 |
|
---|
| 157 | Maximization.Value = true;
|
---|
| 158 | MaximizationParameter.Hidden = true;
|
---|
| 159 | BestKnownQuality = new DoubleValue(89);
|
---|
| 160 |
|
---|
| 161 | SolutionCreator.IntegerVectorParameter.ActualName = "AntTrailSolutionIntegerVector";
|
---|
| 162 | Evaluator.SymbolicExpressionTreeParameter.ActualName = "AntTrailSolutionTree";
|
---|
| 163 | Evaluator.SymbolicExpressionTreeGrammarParameter.ActualName = "ArtificialAntExpressionGrammar";
|
---|
| 164 | Evaluator.QualityParameter.ActualName = "FoodEaten";
|
---|
| 165 |
|
---|
| 166 | InitializeOperators();
|
---|
| 167 | RegisterEventHandlers();
|
---|
| 168 | }
|
---|
| 169 |
|
---|
| 170 | #region Events
|
---|
| 171 | protected override void OnSolutionCreatorChanged() {
|
---|
| 172 | base.OnSolutionCreatorChanged();
|
---|
| 173 |
|
---|
| 174 | SolutionCreator.IntegerVectorParameter.ActualName = "AntTrailSolutionIntegerVector";
|
---|
| 175 | SolutionCreator.IntegerVectorParameter.ActualNameChanged += new EventHandler(SolutionCreator_IntegerVectorParameter_ActualNameChanged);
|
---|
| 176 |
|
---|
| 177 | ParameterizeAnalyzers();
|
---|
| 178 | ParameterizeOperators();
|
---|
| 179 | }
|
---|
| 180 |
|
---|
| 181 | protected override void OnEvaluatorChanged() {
|
---|
| 182 | base.OnEvaluatorChanged();
|
---|
| 183 |
|
---|
| 184 | Evaluator.SymbolicExpressionTreeParameter.ActualName = "AntTrailSolutionTree";
|
---|
| 185 | Evaluator.SymbolicExpressionTreeGrammarParameter.ActualName = "ArtificialAntExpressionGrammar";
|
---|
| 186 | Evaluator.QualityParameter.ActualName = "FoodEaten";
|
---|
| 187 |
|
---|
| 188 | Evaluator.SymbolicExpressionTreeParameter.ActualNameChanged += new EventHandler(Evaluator_SymbolicExpressionTreeParameter_ActualNameChanged);
|
---|
| 189 | Evaluator.SymbolicExpressionTreeGrammarParameter.ActualNameChanged += new EventHandler(Evaluator_SymbolicExpressionTreeGrammarParameter_ActualNameChanged);
|
---|
| 190 | Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
|
---|
| 191 |
|
---|
| 192 | ParameterizeAnalyzers();
|
---|
| 193 | ParameterizeOperators();
|
---|
| 194 | }
|
---|
| 195 |
|
---|
| 196 | private void SolutionCreator_IntegerVectorParameter_ActualNameChanged(object sender, EventArgs e) {
|
---|
| 197 | ParameterizeAnalyzers();
|
---|
| 198 | ParameterizeOperators();
|
---|
| 199 | }
|
---|
| 200 |
|
---|
| 201 | private void Evaluator_SymbolicExpressionTreeParameter_ActualNameChanged(object sender, EventArgs e) {
|
---|
| 202 | ParameterizeAnalyzers();
|
---|
| 203 | ParameterizeOperators();
|
---|
| 204 | }
|
---|
| 205 |
|
---|
| 206 | private void Evaluator_SymbolicExpressionTreeGrammarParameter_ActualNameChanged(object sender, EventArgs e) {
|
---|
| 207 | ParameterizeAnalyzers();
|
---|
| 208 | ParameterizeOperators();
|
---|
| 209 | }
|
---|
| 210 |
|
---|
| 211 | private void Evaluator_QualityParameter_ActualNameChanged(object sender, EventArgs e) {
|
---|
| 212 | ParameterizeAnalyzers();
|
---|
| 213 | ParameterizeOperators();
|
---|
| 214 | }
|
---|
| 215 | #endregion
|
---|
| 216 |
|
---|
| 217 | #region Helpers
|
---|
| 218 | private void RegisterEventHandlers() {
|
---|
| 219 | SolutionCreator.IntegerVectorParameter.ActualNameChanged += new EventHandler(SolutionCreator_IntegerVectorParameter_ActualNameChanged);
|
---|
| 220 | Evaluator.SymbolicExpressionTreeParameter.ActualNameChanged += new EventHandler(Evaluator_SymbolicExpressionTreeParameter_ActualNameChanged);
|
---|
| 221 | Evaluator.SymbolicExpressionTreeGrammarParameter.ActualNameChanged += new EventHandler(Evaluator_SymbolicExpressionTreeGrammarParameter_ActualNameChanged);
|
---|
| 222 | Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
|
---|
| 223 | }
|
---|
| 224 |
|
---|
| 225 | private void InitializeOperators() {
|
---|
| 226 | Operators.AddRange(ApplicationManager.Manager.GetInstances<IIntegerVectorOperator>().OfType<IOperator>());
|
---|
| 227 | Operators.Add(new BestAntTrailAnalyzer());
|
---|
| 228 | Operators.Add(new MinAverageMaxSymbolicExpressionTreeLengthAnalyzer());
|
---|
| 229 | Operators.Add(new SymbolicExpressionSymbolFrequencyAnalyzer());
|
---|
| 230 | ParameterizeAnalyzers();
|
---|
| 231 | ParameterizeOperators();
|
---|
| 232 | }
|
---|
| 233 |
|
---|
| 234 | private void ParameterizeAnalyzers() {
|
---|
| 235 | foreach (IAntTrailAnalyzer analyzer in AntTrailAnalyzers) {
|
---|
| 236 | analyzer.QualityParameter.ActualName = Evaluator.QualityParameter.ActualName;
|
---|
| 237 | analyzer.SymbolicExpressionTreeParameter.ActualName = Evaluator.SymbolicExpressionTreeParameter.ActualName;
|
---|
| 238 | analyzer.WorldParameter.ActualName = WorldParameter.Name;
|
---|
| 239 | analyzer.MaxTimeStepsParameter.ActualName = MaxTimeStepsParameter.Name;
|
---|
| 240 | }
|
---|
| 241 | foreach (ISymbolicExpressionTreeAnalyzer analyzer in Operators.OfType<ISymbolicExpressionTreeAnalyzer>()) {
|
---|
| 242 | analyzer.SymbolicExpressionTreeParameter.ActualName = Evaluator.SymbolicExpressionTreeParameter.ActualName;
|
---|
| 243 | }
|
---|
| 244 | }
|
---|
| 245 |
|
---|
| 246 | private void ParameterizeOperators() {
|
---|
| 247 | var operators = Parameters.OfType<IValueParameter>().Select(p => p.Value).OfType<IOperator>().Union(Operators);
|
---|
| 248 |
|
---|
| 249 | foreach (ISymbolicExpressionTreeGrammarBasedOperator op in operators.OfType<ISymbolicExpressionTreeGrammarBasedOperator>()) {
|
---|
| 250 | op.SymbolicExpressionTreeGrammarParameter.ActualName = ArtificialAntExpressionGrammarParameter.Name;
|
---|
| 251 | }
|
---|
| 252 | foreach (GEArtificialAntEvaluator op in operators.OfType<GEArtificialAntEvaluator>()) {
|
---|
| 253 | op.IntegerVectorParameter.ActualName = SolutionCreator.IntegerVectorParameter.ActualName;
|
---|
| 254 | op.MaxTimeStepsParameter.ActualName = MaxTimeStepsParameter.Name;
|
---|
| 255 | op.WorldParameter.ActualName = WorldParameter.Name;
|
---|
| 256 | }
|
---|
| 257 | foreach (IIntegerVectorCrossover op in operators.OfType<IIntegerVectorCrossover>()) {
|
---|
| 258 | op.ParentsParameter.ActualName = SolutionCreator.IntegerVectorParameter.ActualName;
|
---|
| 259 | op.ChildParameter.ActualName = SolutionCreator.IntegerVectorParameter.ActualName;
|
---|
| 260 | }
|
---|
| 261 | foreach (IIntegerVectorManipulator op in operators.OfType<IIntegerVectorManipulator>()) {
|
---|
| 262 | op.IntegerVectorParameter.ActualName = SolutionCreator.IntegerVectorParameter.ActualName;
|
---|
| 263 | }
|
---|
| 264 | foreach (IIntegerVectorCreator op in operators.OfType<IIntegerVectorCreator>()) {
|
---|
| 265 | op.BoundsParameter.ActualName = BoundsParameter.Name;
|
---|
| 266 | op.LengthParameter.ActualName = MaxExpressionLengthParameter.Name;
|
---|
| 267 | }
|
---|
| 268 | }
|
---|
| 269 | #endregion
|
---|
| 270 | }
|
---|
| 271 | } |
---|