| 1 | #region License Information
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| 2 | /* HeuristicLab
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| 3 | * Copyright (C) 2002-2012 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.Linq;
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| 24 | using HeuristicLab.Common;
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| 25 | using HeuristicLab.Core;
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| 26 | using HeuristicLab.Data;
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| 27 | using HeuristicLab.Encodings.ConditionActionEncoding;
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| 28 | using HeuristicLab.Optimization;
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| 29 | using HeuristicLab.Parameters;
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| 30 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 31 | using HeuristicLab.Problems.Instances;
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| 32 |
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| 33 | namespace HeuristicLab.Problems.ConditionActionClassification {
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| 34 | [StorableClass]
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| 35 | public abstract class ConditionActionClassificationProblem<T, U, V> : HeuristicOptimizationProblem<XCSEvaluator, T>, IConditionActionProblem,
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| 36 | IProblemInstanceConsumer<V>
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| 37 | where T : class, ISolutionCreator
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| 38 | where U : class, IClassifierComparer
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| 39 | where V : class, IConditionActionProblemData {
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| 40 | private const string ClassifierFetcherParameterName = "ClassifierFetcher";
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| 41 | private const string ActionExecuterParameterName = "ActionExecuter";
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| 42 | private const string ActionSetSubsumptionOperatorParameterName = "ActionSetSubsumption";
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| 43 |
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| 44 | public abstract string ChildName { get; }
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| 45 |
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| 46 | IXCSEvaluator IConditionActionProblem.Evaluator {
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| 47 | get { return Evaluator; }
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| 48 | }
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| 49 |
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| 50 | #region parameter properties
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| 51 | public IValueParameter<V> ProblemDataParameter {
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| 52 | get { return (IValueParameter<V>)Parameters["ProblemData"]; }
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| 53 | }
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| 54 | public IValueParameter<ICoveringSolutionCreator> CoveringSolutionCreatorParameter {
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| 55 | get { return (IValueParameter<ICoveringSolutionCreator>)Parameters["CoveringSolutionCreator"]; }
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| 56 | }
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| 57 | public IFixedValueParameter<PercentValue> ChangeSymbolProbabilityInCoveringParameter {
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| 58 | get { return (IFixedValueParameter<PercentValue>)Parameters["ChangeSymbolProbabilityInCovering"]; }
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| 59 | }
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| 60 | public IFixedValueParameter<DoubleValue> PositiveRewardParameter {
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| 61 | get { return (IFixedValueParameter<DoubleValue>)Parameters["PositiveReward"]; }
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| 62 | }
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| 63 | public IFixedValueParameter<DoubleValue> NegativeRewardParameter {
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| 64 | get { return (IFixedValueParameter<DoubleValue>)Parameters["NegativeReward"]; }
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| 65 | }
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| 66 | public IFixedValueParameter<DoubleValue> InitialPredictionParameter {
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| 67 | get { return (IFixedValueParameter<DoubleValue>)Parameters["InitialPrediction"]; }
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| 68 | }
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| 69 | public IFixedValueParameter<DoubleValue> InitialErrorParameter {
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| 70 | get { return (IFixedValueParameter<DoubleValue>)Parameters["InitialError"]; }
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| 71 | }
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| 72 | public IFixedValueParameter<DoubleValue> InitialFitnessParameter {
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| 73 | get { return (IFixedValueParameter<DoubleValue>)Parameters["InitialFitness"]; }
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| 74 | }
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| 75 | public IFixedValueParameter<ItemSet<IAction>> PossibleActionsParameter {
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| 76 | get { return (IFixedValueParameter<ItemSet<IAction>>)Parameters["PossibleActions"]; }
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| 77 | }
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| 78 | public IFixedValueParameter<IntValue> ThetaMinimalNumberOfActionsParameter {
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| 79 | get { return (IFixedValueParameter<IntValue>)Parameters["ThetaMinimalNumberOfActions"]; }
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| 80 | }
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| 81 | #endregion
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| 82 |
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| 83 | #region properties
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| 84 | IParameter IConditionActionProblem.ProblemDataParameter {
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| 85 | get { return ProblemDataParameter; }
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| 86 | }
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| 87 | IConditionActionProblemData IConditionActionProblem.ProblemData {
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| 88 | get { return ProblemData; }
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| 89 | }
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| 90 | public virtual V ProblemData {
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| 91 | get { return ProblemDataParameter.Value; }
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| 92 | protected set {
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| 93 | ProblemDataParameter.Value = value;
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| 94 | }
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| 95 | }
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| 96 | IParameter IConditionActionProblem.PossibleActionsParameter {
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| 97 | get { return PossibleActionsParameter; }
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| 98 | }
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| 99 | public ItemSet<IAction> PossibleActions {
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| 100 | get { return PossibleActionsParameter.Value; }
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| 101 | }
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| 102 | public IActionExecuter ActionExecuter {
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| 103 | get { return ActionExecuterParameter.Value; }
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| 104 | }
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| 105 | public ValueParameter<IActionExecuter> ActionExecuterParameter {
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| 106 | get { return (ValueParameter<IActionExecuter>)Parameters[ActionExecuterParameterName]; }
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| 107 | }
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| 108 | IParameter IConditionActionProblem.ActionExecuterParameter { get { return ActionExecuterParameter; } }
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| 109 | public ClassifierFetcher ClassifierFetcher {
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| 110 | get { return ClassifierFetcherParameter.Value; }
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| 111 | }
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| 112 | public ValueParameter<ClassifierFetcher> ClassifierFetcherParameter {
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| 113 | get { return (ValueParameter<ClassifierFetcher>)Parameters[ClassifierFetcherParameterName]; }
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| 114 | }
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| 115 | IClassifierFetcher IConditionActionProblem.ClassifierFetcher { get { return ClassifierFetcher; } }
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| 116 | IParameter IConditionActionProblem.ClassifierFetcherParameter { get { return ClassifierFetcherParameter; } }
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| 117 | public ActionSetSubsumptionOperator ActionSetSubsumptionOperator {
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| 118 | get { return ActionSetSubsumptionOperatorParameter.Value; }
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| 119 | }
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| 120 | public ValueParameter<ActionSetSubsumptionOperator> ActionSetSubsumptionOperatorParameter {
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| 121 | get { return (ValueParameter<ActionSetSubsumptionOperator>)Parameters[ActionSetSubsumptionOperatorParameterName]; }
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| 122 | }
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| 123 | IActionSetSubsumption IConditionActionProblem.ActionSetSubsumptionOperator { get { return ActionSetSubsumptionOperator; } }
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| 124 | IParameter IConditionActionProblem.ActionSetSubsumptionOperatorParameter { get { return ActionSetSubsumptionOperatorParameter; } }
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| 125 |
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| 126 | protected IntValue ThetaMinimalNumberOfActions {
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| 127 | get { return ThetaMinimalNumberOfActionsParameter.Value; }
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| 128 | }
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| 129 | IParameter IConditionActionProblem.ThetaMinimalNumberOfActionsParameter {
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| 130 | get { return ThetaMinimalNumberOfActionsParameter; }
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| 131 | }
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| 132 | public ICoveringSolutionCreator CoveringSolutionCreator {
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| 133 | get { return CoveringSolutionCreatorParameter.Value; }
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| 134 | }
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| 135 | IParameter IConditionActionProblem.CoveringSolutionCreatorParameter {
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| 136 | get { return CoveringSolutionCreatorParameter; }
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| 137 | }
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| 138 | IParameter IConditionActionProblem.ClassifierComparerParameter {
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| 139 | get { return ClassifierComparerParameter; }
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| 140 | }
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| 141 |
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| 142 | public abstract IFixedValueParameter<U> ClassifierComparerParameter { get; }
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| 143 | #endregion
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| 144 |
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| 145 | [StorableConstructor]
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| 146 | protected ConditionActionClassificationProblem(bool deserializing) : base(deserializing) { }
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| 147 | protected ConditionActionClassificationProblem(ConditionActionClassificationProblem<T, U, V> original, Cloner cloner)
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| 148 | : base(original, cloner) {
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| 149 | }
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| 150 |
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| 151 | public ConditionActionClassificationProblem(V problemData, XCSEvaluator evaluator, T solutionCreator, ICoveringSolutionCreator coveringSolutionCreator)
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| 152 | : base(evaluator, solutionCreator) {
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| 153 | Parameters.Add(new ValueParameter<V>("ProblemData", "", problemData));
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| 154 | Parameters.Add(new FixedValueParameter<DoubleValue>("PositiveReward", "", new DoubleValue(1000)));
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| 155 | Parameters.Add(new FixedValueParameter<DoubleValue>("NegativeReward", "", new DoubleValue(0)));
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| 156 | Parameters.Add(new FixedValueParameter<DoubleValue>("InitialPrediction", "Initial Presiction", new DoubleValue(0)));
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| 157 | Parameters.Add(new FixedValueParameter<DoubleValue>("InitialError", "Initial Error", new DoubleValue(0)));
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| 158 | Parameters.Add(new FixedValueParameter<DoubleValue>("InitialFitness", "Initial Fitness", new DoubleValue(0)));
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| 159 |
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| 160 | Parameters.Add(new ValueParameter<IActionExecuter>(ActionExecuterParameterName, "", new ActionExecuter()));
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| 161 | Parameters.Add(new ValueParameter<ClassifierFetcher>(ClassifierFetcherParameterName, "", new ClassifierFetcher()));
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| 162 | Parameters.Add(new FixedValueParameter<IntValue>("ThetaMinimalNumberOfActions", "Minimal number of actions, which have to be present in the match set, or else covering will occure.", new IntValue(1)));
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| 163 |
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| 164 | Parameters.Add(new ValueParameter<ICoveringSolutionCreator>("CoveringSolutionCreator", "", coveringSolutionCreator));
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| 165 | Parameters.Add(new FixedValueParameter<PercentValue>("ChangeSymbolProbabilityInCovering", "", new PercentValue(0.33)));
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| 166 |
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| 167 | Parameters.Add(new ValueParameter<ActionSetSubsumptionOperator>(ActionSetSubsumptionOperatorParameterName, "", new ActionSetSubsumptionOperator()));
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| 168 |
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| 169 | Evaluator.InitialErrorParameter.ActualName = "InitialError";
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| 170 | Evaluator.InitialFitnessParameter.ActualName = "InitialFitness";
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| 171 | Evaluator.InitialPredictionParameter.ActualName = "InitialPrediction";
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| 172 |
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| 173 | coveringSolutionCreator.ChangeSymbolProbabilityParameter.ActualName = ChangeSymbolProbabilityInCoveringParameter.Name;
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| 174 | coveringSolutionCreator.CoverInputParameter.ActualName = ClassifierFetcher.CurrentInputToMatchParameter.ActualName;
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| 175 | coveringSolutionCreator.CreatedClassifierParameter.ActualName = ChildName;
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| 176 |
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| 177 | ClassifierFetcher.ProblemDataParameter.ActualName = ProblemDataParameter.Name;
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| 178 |
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| 179 | ActionExecuter.CurrentActionToMatchParameter.ActualName = ClassifierFetcher.CurrentActionToMatchParameter.ActualName;
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| 180 | ActionExecuter.NegativeRewardParameter.ActualName = NegativeRewardParameter.Name;
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| 181 | ActionExecuter.PositiveRewardParameter.ActualName = PositiveRewardParameter.Name;
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| 182 |
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| 183 | ActionSetSubsumptionOperator.ClassifiersParameter.ActualName = ChildName;
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| 184 |
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| 185 | InitializeOperators();
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| 186 |
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| 187 | //test event handlers after deserialization
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| 188 | RegisterEventHandlers();
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| 189 | }
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| 190 |
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| 191 | private void RegisterEventHandlers() {
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| 192 | ProblemDataParameter.ValueChanged += new EventHandler(ProblemDataParameter_ValueChanged);
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| 193 | if (ProblemDataParameter.Value != null) ProblemDataParameter.Value.Changed += new EventHandler(ProblemData_Changed);
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| 194 | }
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| 195 |
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| 196 | private void ProblemDataParameter_ValueChanged(object sender, EventArgs e) {
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| 197 | ProblemDataParameter.Value.Changed += new EventHandler(ProblemData_Changed);
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| 198 | SetProblemDataSettings();
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| 199 | OnReset();
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| 200 | }
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| 201 |
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| 202 | private void ProblemData_Changed(object sender, EventArgs e) {
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| 203 | SetProblemDataSettings();
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| 204 | }
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| 205 |
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| 206 | protected abstract void SetProblemDataSettings();
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| 207 |
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| 208 | private void InitializeOperators() {
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| 209 | Operators.Add(new BestTrainingXCSSolutionAnalyzer());
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| 210 | Operators.Add(new CurrentXCSSolutionAnalyzer());
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| 211 | }
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| 212 |
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| 213 | protected void ParameterizeOperators() {
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| 214 | foreach (XCSSolutionAnalyzer xcsAnalyzer in Operators.OfType<XCSSolutionAnalyzer>()) {
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| 215 | xcsAnalyzer.ClassifierParameter.ActualName = ChildName;
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| 216 | xcsAnalyzer.PredictionParameter.ActualName = Evaluator.PredictionParameter.ActualName;
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| 217 | xcsAnalyzer.ErrorParameter.ActualName = Evaluator.ErrorParameter.ActualName;
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| 218 | xcsAnalyzer.FitnessParameter.ActualName = Evaluator.FitnessParameter.ActualName;
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| 219 | xcsAnalyzer.ExperienceParameter.ActualName = Evaluator.ExperienceParameter.ActualName;
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| 220 | xcsAnalyzer.AverageActionSetSizeParameter.ActualName = Evaluator.AverageActionSetSizeParameter.ActualName;
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| 221 | xcsAnalyzer.NumerosityParameter.ActualName = Evaluator.NumerosityParameter.ActualName;
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| 222 | xcsAnalyzer.TimestampParameter.ActualName = Evaluator.TimestampParameter.ActualName;
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| 223 | xcsAnalyzer.ProblemDataParameter.ActualName = ProblemDataParameter.Name;
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| 224 | xcsAnalyzer.ResultsParameter.ActualName = "Results";
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| 225 | xcsAnalyzer.ClassifierComparerParameter.ActualName = ClassifierComparerParameter.Name;
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| 226 | }
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| 227 | }
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| 228 |
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| 229 | protected abstract void SetPossibleActions();
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| 230 |
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| 231 | public void Load(V data) {
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| 232 | Name = data.Name;
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| 233 | Description = data.Description;
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| 234 | ProblemData = data;
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| 235 | }
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| 236 | }
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| 237 | }
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