#region License Information
/* HeuristicLab
* Copyright (C) 2002-2011 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
*
* This file is part of HeuristicLab.
*
* HeuristicLab is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* HeuristicLab is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with HeuristicLab. If not, see .
*/
#endregion
using System;
using System.Collections.Generic;
using System.Drawing;
using System.Linq;
using HeuristicLab.Common;
using HeuristicLab.Core;
using HeuristicLab.Data;
using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Analyzers;
using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Creators;
using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Interfaces;
using HeuristicLab.Optimization;
using HeuristicLab.Parameters;
using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
using HeuristicLab.PluginInfrastructure;
using HeuristicLab.Problems.ArtificialAnt.Analyzers;
namespace HeuristicLab.Problems.ArtificialAnt {
[Item("Artificial Ant Problem", "Represents the Artificial Ant problem.")]
[StorableClass]
[NonDiscoverableType]
public sealed class ArtificialAntProblem : ParameterizedNamedItem, ISingleObjectiveHeuristicOptimizationProblem, IStorableContent {
public string Filename { get; set; }
public override Image ItemImage {
get { return HeuristicLab.Common.Resources.VSImageLibrary.Type; }
}
#region constant for default world (Santa Fe)
private readonly bool[,] santaFeAntTrail = new bool[,] {
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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},
{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 },
{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 }
};
#endregion
#region Parameter Properties
public ValueParameter MaximizationParameter {
get { return (ValueParameter)Parameters["Maximization"]; }
}
IParameter ISingleObjectiveHeuristicOptimizationProblem.MaximizationParameter {
get { return MaximizationParameter; }
}
public ValueParameter SolutionCreatorParameter {
get { return (ValueParameter)Parameters["SolutionCreator"]; }
}
IParameter IHeuristicOptimizationProblem.SolutionCreatorParameter {
get { return SolutionCreatorParameter; }
}
public ValueParameter EvaluatorParameter {
get { return (ValueParameter)Parameters["Evaluator"]; }
}
IParameter IHeuristicOptimizationProblem.EvaluatorParameter {
get { return EvaluatorParameter; }
}
public ValueParameter ArtificialAntExpressionGrammarParameter {
get { return (ValueParameter)Parameters["ArtificialAntExpressionGrammar"]; }
}
public ValueParameter MaxExpressionLengthParameter {
get { return (ValueParameter)Parameters["MaxExpressionLength"]; }
}
public ValueParameter MaxExpressionDepthParameter {
get { return (ValueParameter)Parameters["MaxExpressionDepth"]; }
}
public ValueParameter MaxFunctionDefinitionsParameter {
get { return (ValueParameter)Parameters["MaxFunctionDefinitions"]; }
}
public ValueParameter MaxFunctionArgumentsParameter {
get { return (ValueParameter)Parameters["MaxFunctionArguments"]; }
}
public ValueParameter WorldParameter {
get { return (ValueParameter)Parameters["World"]; }
}
public ValueParameter MaxTimeStepsParameter {
get { return (ValueParameter)Parameters["MaxTimeSteps"]; }
}
public ValueParameter BestKnownQualityParameter {
get { return (ValueParameter)Parameters["BestKnownQuality"]; }
}
IParameter ISingleObjectiveHeuristicOptimizationProblem.BestKnownQualityParameter {
get { return BestKnownQualityParameter; }
}
#endregion
#region Properties
public BoolMatrix World {
get { return WorldParameter.Value; }
set { WorldParameter.Value = value; }
}
public IntValue MaxTimeSteps {
get { return MaxTimeStepsParameter.Value; }
set { MaxTimeStepsParameter.Value = value; }
}
public IntValue MaxExpressionLength {
get { return MaxExpressionLengthParameter.Value; }
set { MaxExpressionLengthParameter.Value = value; }
}
public IntValue MaxExpressionDepth {
get { return MaxExpressionDepthParameter.Value; }
set { MaxExpressionDepthParameter.Value = value; }
}
public IntValue MaxFunctionDefinitions {
get { return MaxFunctionDefinitionsParameter.Value; }
set { MaxFunctionDefinitionsParameter.Value = value; }
}
public IntValue MaxFunctionArguments {
get { return MaxFunctionArgumentsParameter.Value; }
set { MaxFunctionArgumentsParameter.Value = value; }
}
public SymbolicExpressionTreeCreator SolutionCreator {
get { return SolutionCreatorParameter.Value; }
set { SolutionCreatorParameter.Value = value; }
}
ISolutionCreator IHeuristicOptimizationProblem.SolutionCreator {
get { return SolutionCreatorParameter.Value; }
}
public Evaluator Evaluator {
get { return EvaluatorParameter.Value; }
set { EvaluatorParameter.Value = value; }
}
ISingleObjectiveEvaluator ISingleObjectiveHeuristicOptimizationProblem.Evaluator {
get { return EvaluatorParameter.Value; }
}
IEvaluator IHeuristicOptimizationProblem.Evaluator {
get { return EvaluatorParameter.Value; }
}
public GlobalSymbolicExpressionGrammar ArtificialAntExpressionGrammar {
get { return (GlobalSymbolicExpressionGrammar)ArtificialAntExpressionGrammarParameter.Value; }
}
public DoubleValue BestKnownQuality {
get { return BestKnownQualityParameter.Value; }
}
public IEnumerable Operators {
get { return operators; }
}
public IEnumerable AntTrailAnalyzers {
get { return operators.OfType(); }
}
#endregion
[Storable]
private List operators;
[StorableConstructor]
private ArtificialAntProblem(bool deserializing) : base(deserializing) { }
[StorableHook(HookType.AfterDeserialization)]
private void AfterDeserialization() {
// BackwardsCompatibility3.3
#region Backwards compatible code (remove with 3.4)
if (operators == null) InitializeOperators();
#endregion
AttachEventHandlers();
}
private ArtificialAntProblem(ArtificialAntProblem original, Cloner cloner)
: base(original, cloner) {
operators = original.operators.Select(x => cloner.Clone(x)).ToList();
AttachEventHandlers();
}
public override IDeepCloneable Clone(Cloner cloner) {
return new ArtificialAntProblem(this, cloner);
}
public ArtificialAntProblem()
: base() {
SymbolicExpressionTreeCreator creator = new ProbabilisticTreeCreator();
Evaluator evaluator = new Evaluator();
BoolMatrix world = new BoolMatrix(santaFeAntTrail);
ISymbolicExpressionGrammar grammar = new GlobalSymbolicExpressionGrammar(new ArtificialAntExpressionGrammar());
Parameters.Add(new ValueParameter("Maximization", "Set to true as the Artificial Ant Problem is a maximization problem.", new BoolValue(true)));
Parameters.Add(new ValueParameter("SolutionCreator", "The operator which should be used to create new artificial ant solutions.", creator));
Parameters.Add(new ValueParameter("Evaluator", "The operator which should be used to evaluate artificial ant solutions.", evaluator));
Parameters.Add(new ValueParameter("BestKnownQuality", "The quality of the best known solution of this artificial ant instance.", new DoubleValue(89)));
Parameters.Add(new ValueParameter("MaxExpressionLength", "Maximal length of the expression to control the artificial ant.", new IntValue(100)));
Parameters.Add(new ValueParameter("MaxExpressionDepth", "Maximal depth of the expression to control the artificial ant.", new IntValue(10)));
Parameters.Add(new ValueParameter("MaxFunctionDefinitions", "Maximal number of automatically defined functions in the expression to control the artificial ant.", new IntValue(3)));
Parameters.Add(new ValueParameter("MaxFunctionArguments", "Maximal number of arguments of automatically defined functions in the expression to control the artificial ant.", new IntValue(3)));
Parameters.Add(new ValueParameter("ArtificialAntExpressionGrammar", "The grammar that should be used for artificial ant expressions.", grammar));
Parameters.Add(new ValueParameter("World", "The world for the artificial ant with scattered food items.", world));
Parameters.Add(new ValueParameter("MaxTimeSteps", "The number of time steps the artificial ant has available to collect all food items.", new IntValue(600)));
creator.SymbolicExpressionTreeParameter.ActualName = "AntTrailSolution";
evaluator.QualityParameter.ActualName = "FoodEaten";
ParameterizeSolutionCreator();
ParameterizeEvaluator();
InitializeOperators();
AttachEventHandlers();
}
#region Events
public event EventHandler SolutionCreatorChanged;
private void OnSolutionCreatorChanged() {
EventHandler handler = SolutionCreatorChanged;
if (handler != null) handler(this, EventArgs.Empty);
}
public event EventHandler EvaluatorChanged;
private void OnEvaluatorChanged() {
EventHandler handler = EvaluatorChanged;
if (handler != null) handler(this, EventArgs.Empty);
}
public event EventHandler OperatorsChanged;
private void OnOperatorsChanged() {
EventHandler handler = OperatorsChanged;
if (handler != null) handler(this, EventArgs.Empty);
}
public event EventHandler Reset;
private void OnReset() {
EventHandler handler = Reset;
if (handler != null) handler(this, EventArgs.Empty);
}
private void SolutionCreatorParameter_ValueChanged(object sender, EventArgs e) {
SolutionCreator.SymbolicExpressionTreeParameter.ActualNameChanged += new EventHandler(SolutionCreator_SymbolicExpressionTreeParameter_ActualNameChanged);
ParameterizeSolutionCreator();
ParameterizeEvaluator();
ParameterizeAnalyzers();
ParameterizeOperators();
OnSolutionCreatorChanged();
}
private void SolutionCreator_SymbolicExpressionTreeParameter_ActualNameChanged(object sender, EventArgs e) {
ParameterizeEvaluator();
ParameterizeAnalyzers();
ParameterizeOperators();
}
private void EvaluatorParameter_ValueChanged(object sender, EventArgs e) {
Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
ParameterizeEvaluator();
ParameterizeAnalyzers();
OnEvaluatorChanged();
}
private void Evaluator_QualityParameter_ActualNameChanged(object sender, EventArgs e) {
ParameterizeAnalyzers();
}
#endregion
#region Helpers
private void AttachEventHandlers() {
SolutionCreatorParameter.ValueChanged += new EventHandler(SolutionCreatorParameter_ValueChanged);
SolutionCreator.SymbolicExpressionTreeParameter.ActualNameChanged += new EventHandler(SolutionCreator_SymbolicExpressionTreeParameter_ActualNameChanged);
EvaluatorParameter.ValueChanged += new EventHandler(EvaluatorParameter_ValueChanged);
Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
MaxFunctionArgumentsParameter.ValueChanged += new EventHandler(MaxFunctionArgumentsParameter_ValueChanged);
MaxFunctionArguments.ValueChanged += new EventHandler(MaxFunctionArgumentsParameter_ValueChanged);
MaxFunctionDefinitionsParameter.ValueChanged += new EventHandler(MaxFunctionDefinitionsParameter_ValueChanged);
MaxFunctionDefinitions.ValueChanged += new EventHandler(MaxFunctionDefinitionsParameter_ValueChanged);
}
void MaxFunctionDefinitionsParameter_ValueChanged(object sender, EventArgs e) {
ArtificialAntExpressionGrammar.MaxFunctionDefinitions = MaxFunctionDefinitions.Value;
}
void MaxFunctionArgumentsParameter_ValueChanged(object sender, EventArgs e) {
ArtificialAntExpressionGrammar.MaxFunctionArguments = MaxFunctionArguments.Value;
}
private void InitializeOperators() {
operators = new List();
operators.AddRange(ApplicationManager.Manager.GetInstances().OfType());
operators.Add(new BestAntTrailAnalyzer());
operators.Add(new MinAverageMaxSymbolicExpressionTreeSizeAnalyzer());
operators.Add(new SymbolicExpressionSymbolFrequencyAnalyzer());
ParameterizeAnalyzers();
ParameterizeOperators();
}
private void ParameterizeSolutionCreator() {
SolutionCreator.SymbolicExpressionGrammarParameter.ActualName = ArtificialAntExpressionGrammarParameter.Name;
SolutionCreator.MaxTreeHeightParameter.ActualName = MaxExpressionDepthParameter.Name;
SolutionCreator.MaxTreeSizeParameter.ActualName = MaxExpressionLengthParameter.Name;
}
private void ParameterizeEvaluator() {
Evaluator.SymbolicExpressionTreeParameter.ActualName = SolutionCreator.SymbolicExpressionTreeParameter.ActualName;
Evaluator.MaxTimeStepsParameter.ActualName = MaxTimeStepsParameter.Name;
Evaluator.WorldParameter.ActualName = WorldParameter.Name;
}
private void ParameterizeAnalyzers() {
foreach (IAntTrailAnalyzer analyzer in AntTrailAnalyzers) {
analyzer.QualityParameter.ActualName = Evaluator.QualityParameter.ActualName;
analyzer.SymbolicExpressionTreeParameter.ActualName = SolutionCreator.SymbolicExpressionTreeParameter.ActualName;
analyzer.WorldParameter.ActualName = WorldParameter.Name;
analyzer.MaxTimeStepsParameter.ActualName = MaxTimeStepsParameter.Name;
}
foreach (ISymbolicExpressionTreeAnalyzer analyzer in Operators.OfType()) {
analyzer.SymbolicExpressionTreeParameter.ActualName = SolutionCreator.SymbolicExpressionTreeParameter.ActualName;
}
}
private void ParameterizeOperators() {
foreach (ISymbolicExpressionTreeOperator op in Operators.OfType()) {
op.MaxTreeHeightParameter.ActualName = MaxExpressionDepthParameter.Name;
op.MaxTreeSizeParameter.ActualName = MaxExpressionLengthParameter.Name;
op.SymbolicExpressionGrammarParameter.ActualName = ArtificialAntExpressionGrammarParameter.Name;
}
foreach (Evaluator op in Operators.OfType()) {
op.SymbolicExpressionTreeParameter.ActualName = SolutionCreator.SymbolicExpressionTreeParameter.ActualName;
op.MaxTimeStepsParameter.ActualName = MaxTimeStepsParameter.Name;
op.WorldParameter.ActualName = WorldParameter.Name;
}
foreach (ISymbolicExpressionTreeCrossover op in Operators.OfType()) {
op.ParentsParameter.ActualName = SolutionCreator.SymbolicExpressionTreeParameter.ActualName;
op.ChildParameter.ActualName = SolutionCreator.SymbolicExpressionTreeParameter.ActualName;
}
foreach (ISymbolicExpressionTreeManipulator op in Operators.OfType()) {
op.SymbolicExpressionTreeParameter.ActualName = SolutionCreator.SymbolicExpressionTreeParameter.ActualName;
}
foreach (ISymbolicExpressionTreeArchitectureManipulator op in Operators.OfType()) {
op.MaxFunctionDefinitionsParameter.ActualName = MaxFunctionDefinitionsParameter.Name;
op.MaxFunctionArgumentsParameter.ActualName = MaxFunctionArgumentsParameter.Name;
}
foreach (SymbolicExpressionTreeCreator op in Operators.OfType()) {
op.MaxFunctionArgumentsParameter.ActualName = MaxFunctionArgumentsParameter.Name;
op.MaxFunctionDefinitionsParameter.ActualName = MaxFunctionDefinitionsParameter.Name;
}
}
#endregion
}
}