| 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 HeuristicLab.Common;
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| 23 | using HeuristicLab.Core;
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| 24 | using HeuristicLab.Data;
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| 25 | using HeuristicLab.Encodings.ConditionActionEncoding;
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| 26 | using HeuristicLab.Encodings.IntegerVectorEncoding;
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| 27 | using HeuristicLab.Operators;
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| 28 | using HeuristicLab.Optimization;
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| 29 | using HeuristicLab.Optimization.Operators;
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| 30 | using HeuristicLab.Parameters;
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| 31 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 32 | using HeuristicLab.Selection;
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| 33 |
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| 34 | namespace HeuristicLab.Algorithms.LearningClassifierSystems {
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| 35 | /// <summary>
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| 36 | /// An operator which represents the main loop of a learning classifier system.
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| 37 | /// </summary>
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| 38 | [Item("LearningClassifierSystemMainLoop", "An operator which represents the main loop of a learning classifier system.")]
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| 39 | [StorableClass]
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| 40 | public sealed class LearningClassifierSystemMainLoop : AlgorithmOperator {
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| 41 |
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| 42 | #region Parameter Properties
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| 43 | public IConstrainedValueParameter<ISelector> SelectorParameter {
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| 44 | get { return (IConstrainedValueParameter<ISelector>)Parameters["Selector"]; }
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| 45 | }
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| 46 | public IConstrainedValueParameter<ICrossover> CrossoverParameter {
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| 47 | get { return (IConstrainedValueParameter<ICrossover>)Parameters["Crossover"]; }
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| 48 | }
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| 49 | public IConstrainedValueParameter<IManipulator> MutatorParameter {
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| 50 | get { return (IConstrainedValueParameter<IManipulator>)Parameters["Mutator"]; }
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| 51 | }
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| 52 | public IConstrainedValueParameter<IOperator> AfterCrossoverParameter {
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| 53 | get { return (IConstrainedValueParameter<IOperator>)Parameters["AfterCrossover"]; }
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| 54 | }
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| 55 | #endregion
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| 56 |
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| 57 | #region private properties
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| 58 | private SolutionsCreator initialSolutionsCreator;
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| 59 | private MatchConditionOperator matchConditionOperator;
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| 60 | private PredictionArrayCalculator predictionArrayCalculator;
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| 61 | private ActionSelector actionSelector;
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| 62 | private DoDeletionBeforeCoveringOperator doDeletionBeforeCovering;
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| 63 | private CoveringOperator covering;
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| 64 | private ConditionalSelector subsumptionSelector;
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| 65 |
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| 66 | private Placeholder evaluator;
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| 67 | private Placeholder actionExecuter;
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| 68 | private Placeholder classifierFetcher;
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| 69 | private Placeholder actionSetSubsumption;
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| 70 | #endregion
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| 71 |
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| 72 | [StorableConstructor]
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| 73 | private LearningClassifierSystemMainLoop(bool deserializing) : base(deserializing) { }
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| 74 | private LearningClassifierSystemMainLoop(LearningClassifierSystemMainLoop original, Cloner cloner)
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| 75 | : base(original, cloner) {
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| 76 | }
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| 77 | public override IDeepCloneable Clone(Cloner cloner) {
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| 78 | return new LearningClassifierSystemMainLoop(this, cloner);
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| 79 | }
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| 80 | public LearningClassifierSystemMainLoop()
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| 81 | : base() {
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| 82 | Initialize();
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| 83 | }
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| 84 |
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| 85 | private void Initialize() {
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| 86 | #region Create parameters
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| 87 | Parameters.Add(new ConstrainedValueParameter<ISelector>("Selector", "The operator used to select solutions for reproduction.", new ItemSet<ISelector>() { new ProportionalSelector() }, new ProportionalSelector()));
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| 88 | Parameters.Add(new ConstrainedValueParameter<ICrossover>("Crossover", "The operator used to cross solutions.", new ItemSet<ICrossover>() { new HeuristicLab.Encodings.CombinedIntegerVectorEncoding.SinglePointCrossover() }, new HeuristicLab.Encodings.CombinedIntegerVectorEncoding.SinglePointCrossover()));
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| 89 | Parameters.Add(new ValueLookupParameter<IOperator>("Evaluator", "The operator used to evaluate solutions. This operator is executed in parallel, if an engine is used which supports parallelization."));
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| 90 | UniformOnePositionManipulator test = new UniformOnePositionManipulator();
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| 91 | test.IntegerVectorParameter.ActualName = "CombinedIntegerVector";
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| 92 | Parameters.Add(new OptionalConstrainedValueParameter<IManipulator>("Mutator", "The operator used to mutate solutions.", new ItemSet<IManipulator>() { new UniformOnePositionManipulator() }, test));
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| 93 | XCSAfterCrossoverOperator afterCrossover = new XCSAfterCrossoverOperator();
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| 94 | Parameters.Add(new ConstrainedValueParameter<IOperator>("AfterCrossover", "The operator used to select solutions for reproduction.", new ItemSet<IOperator>() { new XCSAfterCrossoverOperator() }, afterCrossover));
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| 95 | #endregion
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| 96 |
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| 97 | #region Create operators
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| 98 | VariableCreator variableCreator = new VariableCreator();
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| 99 | ConditionalBranch initialPopulationConditionalBranch = new ConditionalBranch();
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| 100 | initialSolutionsCreator = new SolutionsCreator();
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| 101 | Assigner initialPopulationSizeAssigner = new Assigner();
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| 102 | IntCounter iterationCounter = new IntCounter();
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| 103 | UniformSubScopesProcessor matchCondtionSubScopesProcessor = new UniformSubScopesProcessor();
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| 104 | matchConditionOperator = new MatchConditionOperator();
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| 105 | predictionArrayCalculator = new PredictionArrayCalculator();
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| 106 | actionSelector = new ActionSelector();
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| 107 | UniformSubScopesProcessor matchActionSubScopesProcessor = new UniformSubScopesProcessor();
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| 108 | MatchActionOperator matchActionOperator = new MatchActionOperator();
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| 109 | ConditionalSelector conditionMatchSelector = new ConditionalSelector();
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| 110 | ConditionalSelector actionMatchSelector = new ConditionalSelector();
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| 111 | SubScopesProcessor matchSetSubScopesProcessor = new SubScopesProcessor();
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| 112 | CountNumberOfUniqueActions countNumberOfUniqueActions = new CountNumberOfUniqueActions();
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| 113 | doDeletionBeforeCovering = new DoDeletionBeforeCoveringOperator();
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| 114 | ConditionalBranch doDeletionBeforeCoveringConditionalBranch = new ConditionalBranch();
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| 115 | MergingReducer matchSetMergingReducerForDeletion = new MergingReducer();
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| 116 | SubScopeVariableCopier subscopeVariableCopier = new SubScopeVariableCopier();
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| 117 | XCSDeletionOperator deletionOperator = new XCSDeletionOperator();
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| 118 | ConditionalSelector deletionSelector = new ConditionalSelector();
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| 119 | LeftReducer leftReducerAfterDeletionSelection = new LeftReducer();
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| 120 | UniformSubScopesProcessor matchConditionAfterDeletionSubScopesProcessor = new UniformSubScopesProcessor();
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| 121 | ConditionalSelector conditionMatchSelectorAfterDeletion = new ConditionalSelector();
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| 122 | SubScopesProcessor matchSetAfterDeletionSubScopesProcessor = new SubScopesProcessor();
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| 123 | CountNumberOfUniqueActions countNumberOfUniqueActionsAfterDeletion = new CountNumberOfUniqueActions();
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| 124 | SubScopesProcessor coveringAfterDeletionSubScopesProcessor = new SubScopesProcessor();
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| 125 | covering = new CoveringOperator();
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| 126 | MergingReducer actionSetMergingReducer = new MergingReducer();
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| 127 | MergingReducer matchSetMergingReducer = new MergingReducer();
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| 128 | evaluator = new Placeholder();
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| 129 | SubScopesProcessor actionSetSubScopesProcessor = new SubScopesProcessor();
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| 130 | DataReducer actionSetSizeDataReducer = new DataReducer();
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| 131 | UniformSubScopesProcessor accuracySubScopesProcessor = new UniformSubScopesProcessor();
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| 132 | CalculateAccuracy calculateAccuracy = new CalculateAccuracy();
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| 133 | SumAccuracy sumAccuracy = new SumAccuracy();
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| 134 | UniformSubScopesProcessor updateParametersSubScopesProcessor = new UniformSubScopesProcessor();
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| 135 | ConditionalBranch actionSetSubsumptionBranch = new ConditionalBranch();
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| 136 | subsumptionSelector = new ConditionalSelector();
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| 137 | LeftReducer leftReducer = new LeftReducer();
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| 138 | XCSCheckIfGAShouldBeApplied checkIfGAShouldRun = new XCSCheckIfGAShouldBeApplied();
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| 139 | ConditionalBranch runGAConditionalBranch = new ConditionalBranch();
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| 140 | UniformSubScopesProcessor timestampAssignerSubscopeProcessor = new UniformSubScopesProcessor();
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| 141 | Assigner timestampAssigner = new Assigner();
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| 142 | LCSAdaptedGeneticAlgorithm adaptedGeneticAlgorithmMainLoop = new LCSAdaptedGeneticAlgorithm();
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| 143 | IntCounter currentPopulationSizeCounter = new IntCounter();
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| 144 | CalculateNumberOfDeletionsOperator calculateNumberOfDeletions = new CalculateNumberOfDeletionsOperator();
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| 145 | XCSDeletionOperator deletionOperatorAfterGA = new XCSDeletionOperator();
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| 146 | ConditionalSelector deletionSelectorAfterGA = new ConditionalSelector();
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| 147 | LeftReducer leftReducerAfterGA = new LeftReducer();
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| 148 |
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| 149 | classifierFetcher = new Placeholder();
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| 150 | actionExecuter = new Placeholder();
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| 151 | actionSetSubsumption = new Placeholder();
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| 152 |
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| 153 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("ZeroIntValue", new IntValue(0)));
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| 154 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("OneIntValue", new IntValue(1)));
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| 155 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("Iteration", new IntValue(0)));
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| 156 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("CurrentPopulationSize", new IntValue(0)));
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| 157 |
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| 158 | initialPopulationConditionalBranch.ConditionParameter.ActualName = "CreateInitialPopulation";
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| 159 |
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| 160 | initialSolutionsCreator.NumberOfSolutionsParameter.ActualName = "N";
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| 161 |
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| 162 | initialPopulationSizeAssigner.LeftSideParameter.ActualName = "CurrentPopulationSize";
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| 163 | initialPopulationSizeAssigner.RightSideParameter.ActualName = "N";
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| 164 |
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| 165 | iterationCounter.ValueParameter.ActualName = "Iteration";
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| 166 | iterationCounter.IncrementParameter.ActualName = "OneIntValue";
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| 167 |
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| 168 | matchConditionOperator.MatchParameter.ActualName = "CombinedIntegerVector";
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| 169 |
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| 170 | conditionMatchSelector.CopySelected = new BoolValue(false);
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| 171 | conditionMatchSelector.ConditionParameter.ActualName = "MatchCondition";
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| 172 |
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| 173 | conditionMatchSelectorAfterDeletion.CopySelected = new BoolValue(false);
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| 174 | conditionMatchSelectorAfterDeletion.ConditionParameter.ActualName = "MatchCondition";
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| 175 |
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| 176 | countNumberOfUniqueActions.ClassifiersParameter.ActualName = "CombinedIntegerVector";
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| 177 |
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| 178 | countNumberOfUniqueActionsAfterDeletion.ClassifiersParameter.ActualName = "CombinedIntegerVector";
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| 179 |
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| 180 | subscopeVariableCopier.SubScopeIndexParameter.Value = new IntValue(1);
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| 181 |
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| 182 | doDeletionBeforeCovering.CurrentPopulationSizeParameter.ActualName = "CurrentPopulationSize";
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| 183 | doDeletionBeforeCovering.NumberOfUniqueActionsParameter.ActualName = countNumberOfUniqueActions.NumberOfUniqueActionsParameter.ActualName;
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| 184 | doDeletionBeforeCovering.PopulationSizeParameter.ActualName = "N";
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| 185 |
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| 186 | doDeletionBeforeCoveringConditionalBranch.ConditionParameter.ActualName = doDeletionBeforeCovering.DoDeletionParameter.ActualName;
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| 187 |
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| 188 | deletionOperator.NumberToDeleteParameter.ActualName = doDeletionBeforeCovering.NumberToDeleteParameter.ActualName;
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| 189 | deletionOperator.AverageActionSetSizesParameter.ActualName = "AverageActionSetSize";
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| 190 | deletionOperator.FitnessesParameter.ActualName = "Fitness";
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| 191 | deletionOperator.NumerositiesParameter.ActualName = "Numerosity";
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| 192 | deletionOperator.ExperiencesParameter.ActualName = "Experience";
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| 193 | deletionOperator.ThetaDeletionParameter.ActualName = "ThetaDeletion";
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| 194 | deletionOperator.DeltaParameter.ActualName = "Delta";
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| 195 | deletionOperator.RandomParameter.ActualName = "Random";
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| 196 |
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| 197 | deletionSelector.ConditionParameter.ActualName = deletionOperator.HasToBeDeletedVariableName;
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| 198 | deletionSelector.CopySelected = new BoolValue(false);
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| 199 |
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| 200 | covering.ActionsInMatchSetParameter.ActualName = countNumberOfUniqueActions.UniqueActionsParameter.ActualName;
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| 201 | covering.ParallelParameter.Value.Value = true;
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| 202 | covering.RandomParameter.ActualName = "Random";
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| 203 | covering.CurrentPopulationSizeParameter.ActualName = "CurrentPopulationSize";
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| 204 |
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| 205 | matchActionSubScopesProcessor.Operator = matchActionOperator;
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| 206 |
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| 207 | matchActionOperator.MatchParameter.ActualName = "CombinedIntegerVector";
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| 208 | matchActionOperator.TargetMatchParameter.ActualName = actionSelector.SelectedActionParameter.ActualName;
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| 209 |
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| 210 | predictionArrayCalculator.MatchParameter.ActualName = "CombinedIntegerVector";
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| 211 |
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| 212 | actionSelector.PredictionArrayParameter.ActualName = predictionArrayCalculator.PredictionArrayParameter.Name;
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| 213 | actionSelector.RandomParameter.ActualName = "Random";
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| 214 | actionSelector.ExplorationProbabilityParameter.ActualName = "ExplorationProbability";
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| 215 |
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| 216 | actionMatchSelector.CopySelected = new BoolValue(false);
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| 217 | actionMatchSelector.ConditionParameter.ActualName = "MatchAction";
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| 218 |
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| 219 | actionSetSubsumptionBranch.ConditionParameter.ActualName = "DoActionSetSubsumption";
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| 220 |
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| 221 | subsumptionSelector.CopySelected = new BoolValue(false);
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| 222 |
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| 223 | SelectorParameter.Value.CopySelected = new BoolValue(true);
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| 224 | SelectorParameter.Value.NumberOfSelectedSubScopesParameter.Value = new IntValue(4);
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| 225 |
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| 226 | evaluator.Name = "Evaluator";
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| 227 |
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| 228 | classifierFetcher.Name = "ClassifierFetcher";
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| 229 |
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| 230 | actionExecuter.Name = "ActionExecuter";
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| 231 |
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| 232 | actionSetSizeDataReducer.TargetParameter.ActualName = "CurrentActionSetSize";
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| 233 | actionSetSizeDataReducer.ParameterToReduce.ActualName = "Numerosity";
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| 234 | actionSetSizeDataReducer.ReductionOperation.Value = new ReductionOperation(ReductionOperations.Sum);
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| 235 | actionSetSizeDataReducer.TargetOperation.Value = new ReductionOperation(ReductionOperations.Assign);
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| 236 |
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| 237 | calculateAccuracy.AlphaParameter.ActualName = "Alpha";
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| 238 | calculateAccuracy.ErrorParameter.ActualName = "Error";
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| 239 | calculateAccuracy.ErrorZeroParameter.ActualName = "ErrorZero";
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| 240 | calculateAccuracy.PowerParameter.ActualName = "v";
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| 241 |
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| 242 | sumAccuracy.AccuracyParameter.ActualName = calculateAccuracy.AccuracyParameter.ActualName;
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| 243 | sumAccuracy.NumerosityParameter.ActualName = "Numerosity";
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| 244 |
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| 245 | //BEGIN parameters have to be set differently
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| 246 | checkIfGAShouldRun.TimeStampsParameter.ActualName = "Timestamp";
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| 247 | checkIfGAShouldRun.NumerositiesParameter.ActualName = "Numerosity";
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| 248 | checkIfGAShouldRun.ThetaGAParameter.ActualName = "ThetaGA";
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| 249 | //END
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| 250 | checkIfGAShouldRun.IterationParameter.ActualName = iterationCounter.ValueParameter.ActualName;
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| 251 |
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| 252 | runGAConditionalBranch.ConditionParameter.ActualName = checkIfGAShouldRun.RunGAParameter.ActualName;
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| 253 |
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| 254 | timestampAssigner.LeftSideParameter.ActualName = "Timestamp";
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| 255 | timestampAssigner.RightSideParameter.ActualName = iterationCounter.ValueParameter.ActualName;
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| 256 |
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| 257 | afterCrossover.NumerosityParameter.ActualName = "Numerosity";
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| 258 | afterCrossover.ExperienceParameter.ActualName = "Experience";
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| 259 | afterCrossover.TimestampParameter.ActualName = "Timestamp";
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| 260 | afterCrossover.CurrentIterationParameter.ActualName = "Iteration";
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| 261 | afterCrossover.FitnessParameter.ActualName = "Fitness";
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| 262 | afterCrossover.AverageActionSetSizeParameter.ActualName = "AverageActionSetSize";
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| 263 | afterCrossover.PredictionParameter.ActualName = "Prediction";
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| 264 | afterCrossover.ErrorParameter.ActualName = "Error";
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| 265 | afterCrossover.ParentFitnessParameter.ActualName = "Fitness";
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| 266 | afterCrossover.ParentErrorParameter.ActualName = "Error";
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| 267 | afterCrossover.ParentPredictionParameter.ActualName = "Prediction";
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| 268 | afterCrossover.ParentAverageActionSetSizeParameter.ActualName = "AverageActionSetSize";
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| 269 |
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| 270 | adaptedGeneticAlgorithmMainLoop.SelectorParameter.ActualName = SelectorParameter.Name;
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| 271 | adaptedGeneticAlgorithmMainLoop.CrossoverParameter.ActualName = CrossoverParameter.Name;
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| 272 | adaptedGeneticAlgorithmMainLoop.MutatorParameter.ActualName = MutatorParameter.Name;
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| 273 | adaptedGeneticAlgorithmMainLoop.RandomParameter.ActualName = "Random";
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| 274 | adaptedGeneticAlgorithmMainLoop.MaximumGenerationsParameter.ActualName = "ZeroIntValue";
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| 275 | adaptedGeneticAlgorithmMainLoop.QualityParameter.ActualName = "Fitness";
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| 276 | adaptedGeneticAlgorithmMainLoop.MutationProbabilityParameter.Value = new PercentValue(10);
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| 277 | adaptedGeneticAlgorithmMainLoop.MaximizationParameter.Value = new BoolValue(true);
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| 278 | adaptedGeneticAlgorithmMainLoop.AfterCrossoverParameter.ActualName = AfterCrossoverParameter.Name;
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| 279 |
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| 280 | currentPopulationSizeCounter.ValueParameter.ActualName = "CurrentPopulationSize";
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| 281 | currentPopulationSizeCounter.Increment = new IntValue(2);
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| 282 |
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| 283 | calculateNumberOfDeletions.CurrentPopulationSizeParameter.ActualName = "CurrentPopulationSize";
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| 284 | calculateNumberOfDeletions.PopulationSizeParameter.ActualName = "N";
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| 285 |
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| 286 | deletionOperatorAfterGA.NumberToDeleteParameter.ActualName = calculateNumberOfDeletions.NumberOfDeletionsParameter.ActualName;
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| 287 | deletionOperatorAfterGA.AverageActionSetSizesParameter.ActualName = "AverageActionSetSize";
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| 288 | deletionOperatorAfterGA.FitnessesParameter.ActualName = "Fitness";
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| 289 | deletionOperatorAfterGA.NumerositiesParameter.ActualName = "Numerosity";
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| 290 | deletionOperatorAfterGA.ExperiencesParameter.ActualName = "Experience";
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| 291 | deletionOperatorAfterGA.ThetaDeletionParameter.ActualName = "ThetaDeletion";
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| 292 | deletionOperatorAfterGA.DeltaParameter.ActualName = "Delta";
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| 293 | deletionOperatorAfterGA.RandomParameter.ActualName = "Random";
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| 294 |
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| 295 | deletionSelectorAfterGA.ConditionParameter.ActualName = deletionOperatorAfterGA.HasToBeDeletedVariableName;
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| 296 | deletionSelectorAfterGA.CopySelected = new BoolValue(false);
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| 297 | #endregion
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| 298 |
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| 299 | #region Create operator graph
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| 300 | OperatorGraph.InitialOperator = variableCreator;
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| 301 |
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| 302 | variableCreator.Successor = initialPopulationConditionalBranch;
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| 303 | initialPopulationConditionalBranch.TrueBranch = initialSolutionsCreator;
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| 304 | initialSolutionsCreator.Successor = initialPopulationSizeAssigner;
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| 305 | initialPopulationConditionalBranch.FalseBranch = new EmptyOperator();
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| 306 | initialPopulationConditionalBranch.Successor = classifierFetcher;
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| 307 | classifierFetcher.Successor = matchCondtionSubScopesProcessor;
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| 308 | matchCondtionSubScopesProcessor.Operator = matchConditionOperator;
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| 309 | matchCondtionSubScopesProcessor.Successor = conditionMatchSelector;
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| 310 | conditionMatchSelector.Successor = matchSetSubScopesProcessor;
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| 311 | matchSetSubScopesProcessor.Operators.Add(new EmptyOperator());
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| 312 | matchSetSubScopesProcessor.Operators.Add(countNumberOfUniqueActions);
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| 313 | matchSetSubScopesProcessor.Successor = subscopeVariableCopier;
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| 314 | subscopeVariableCopier.Successor = doDeletionBeforeCovering;
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| 315 | doDeletionBeforeCovering.Successor = doDeletionBeforeCoveringConditionalBranch;
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| 316 | doDeletionBeforeCoveringConditionalBranch.TrueBranch = matchSetMergingReducerForDeletion;
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| 317 | matchSetMergingReducerForDeletion.Successor = deletionOperator;
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| 318 | deletionOperator.Successor = deletionSelector;
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| 319 | deletionSelector.Successor = leftReducerAfterDeletionSelection;
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| 320 | leftReducerAfterDeletionSelection.Successor = matchConditionAfterDeletionSubScopesProcessor;
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| 321 | doDeletionBeforeCoveringConditionalBranch.FalseBranch = coveringAfterDeletionSubScopesProcessor;
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| 322 | coveringAfterDeletionSubScopesProcessor.Operators.Add(new EmptyOperator());
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| 323 | coveringAfterDeletionSubScopesProcessor.Operators.Add(covering);
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| 324 | coveringAfterDeletionSubScopesProcessor.Successor = matchSetMergingReducer;
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| 325 | matchConditionAfterDeletionSubScopesProcessor.Operator = matchConditionOperator;
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| 326 | matchConditionAfterDeletionSubScopesProcessor.Successor = conditionMatchSelectorAfterDeletion;
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| 327 | conditionMatchSelectorAfterDeletion.Successor = matchSetAfterDeletionSubScopesProcessor;
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| 328 | matchSetAfterDeletionSubScopesProcessor.Operators.Add(new EmptyOperator());
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| 329 | matchSetAfterDeletionSubScopesProcessor.Operators.Add(countNumberOfUniqueActionsAfterDeletion);
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| 330 | matchSetAfterDeletionSubScopesProcessor.Successor = matchSetMergingReducer;
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| 331 | countNumberOfUniqueActionsAfterDeletion.Successor = covering;
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| 332 |
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| 333 | covering.Successor = predictionArrayCalculator;
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| 334 | predictionArrayCalculator.Successor = actionSelector;
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| 335 | actionSelector.Successor = matchActionSubScopesProcessor;
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| 336 | matchActionSubScopesProcessor.Successor = actionMatchSelector;
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| 337 | actionMatchSelector.Successor = actionExecuter;
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| 338 | actionExecuter.Successor = actionSetSubScopesProcessor;
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| 339 | actionSetSubScopesProcessor.Operators.Add(new EmptyOperator());
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| 340 | actionSetSubScopesProcessor.Operators.Add(actionSetSizeDataReducer);
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| 341 | actionSetSizeDataReducer.Successor = accuracySubScopesProcessor;
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| 342 | accuracySubScopesProcessor.Operator = calculateAccuracy;
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| 343 | accuracySubScopesProcessor.Successor = sumAccuracy;
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| 344 | sumAccuracy.Successor = updateParametersSubScopesProcessor;
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| 345 | updateParametersSubScopesProcessor.Operator = evaluator;
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| 346 | updateParametersSubScopesProcessor.Successor = actionSetSubsumptionBranch;
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| 347 | actionSetSubsumptionBranch.TrueBranch = actionSetSubsumption;
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| 348 | actionSetSubsumption.Successor = subsumptionSelector;
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| 349 | subsumptionSelector.Successor = leftReducer;
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| 350 | actionSetSubsumptionBranch.FalseBranch = new EmptyOperator();
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| 351 | actionSetSubsumptionBranch.Successor = checkIfGAShouldRun;
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| 352 | checkIfGAShouldRun.Successor = runGAConditionalBranch;
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| 353 | runGAConditionalBranch.TrueBranch = timestampAssignerSubscopeProcessor;
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| 354 | runGAConditionalBranch.FalseBranch = new EmptyOperator();
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| 355 | timestampAssignerSubscopeProcessor.Operator = timestampAssigner;
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| 356 | timestampAssignerSubscopeProcessor.Successor = adaptedGeneticAlgorithmMainLoop;
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| 357 | adaptedGeneticAlgorithmMainLoop.Successor = currentPopulationSizeCounter;
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| 358 |
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| 359 | actionSetSubScopesProcessor.Successor = actionSetMergingReducer;
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| 360 |
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| 361 | matchSetMergingReducer.Successor = calculateNumberOfDeletions;
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| 362 | calculateNumberOfDeletions.Successor = deletionOperatorAfterGA;
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| 363 | deletionOperatorAfterGA.Successor = deletionSelectorAfterGA;
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| 364 | deletionSelectorAfterGA.Successor = leftReducerAfterGA;
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| 365 | leftReducerAfterGA.Successor = iterationCounter;
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| 366 | iterationCounter.Successor = classifierFetcher;
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| 367 | #endregion
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| 368 | }
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| 369 |
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| 370 | private void ParameterizeStochasticOperator(IOperator op) {
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| 371 | IStochasticOperator stochasticOp = op as IStochasticOperator;
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| 372 | if (stochasticOp != null) {
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| 373 | stochasticOp.RandomParameter.ActualName = "Random";
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| 374 | stochasticOp.RandomParameter.Hidden = true;
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| 375 | }
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| 376 | }
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| 377 |
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| 378 | internal void SetCurrentProblem(IConditionActionProblem problem) {
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| 379 | initialSolutionsCreator.SolutionCreatorParameter.ActualName = problem.SolutionCreatorParameter.Name;
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| 380 | initialSolutionsCreator.EvaluatorParameter.ActualName = problem.EvaluatorParameter.Name;
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| 381 |
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| 382 | problem.ActionExecuter.SelectedActionParameter.ActualName = actionSelector.SelectedActionParameter.ActualName;
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| 383 |
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| 384 | problem.ClassifierFetcher.IterationParameter.ActualName = "Iteration";
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| 385 |
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| 386 | evaluator.OperatorParameter.ActualName = problem.EvaluatorParameter.Name;
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| 387 |
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| 388 | classifierFetcher.OperatorParameter.ActualName = problem.ClassifierFetcherParameter.Name;
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| 389 |
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| 390 | actionExecuter.OperatorParameter.ActualName = problem.ActionExecuterParameter.Name;
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| 391 |
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| 392 | problem.ActionSetSubsumptionOperator.ThetaSubsumptionParameter.ActualName = "ThetaSubsumption";
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| 393 | problem.ActionSetSubsumptionOperator.ErrorsParameter.ActualName = "Error";
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| 394 | problem.ActionSetSubsumptionOperator.ErrorZeroParameter.ActualName = "ErrorZero";
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| 395 | problem.ActionSetSubsumptionOperator.ExperiencesParameter.ActualName = "Experience";
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|---|
| 396 | problem.ActionSetSubsumptionOperator.NumerositiesParameter.ActualName = "Numerosity";
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| 397 |
|
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| 398 | subsumptionSelector.ConditionParameter.ActualName = problem.ActionSetSubsumptionOperator.HasBeenSubsumedParameterName;
|
|---|
| 399 |
|
|---|
| 400 | actionSetSubsumption.OperatorParameter.ActualName = problem.ActionSetSubsumptionOperatorParameter.Name;
|
|---|
| 401 |
|
|---|
| 402 | matchConditionOperator.TargetMatchParameter.ActualName = problem.ClassifierFetcher.CurrentClassifierToMatchParameter.ActualName;
|
|---|
| 403 |
|
|---|
| 404 | doDeletionBeforeCovering.MinimalNumberOfUniqueActionsParameter.ActualName = problem.ThetaMinimalNumberOfActionsParameter.Name;
|
|---|
| 405 |
|
|---|
| 406 | covering.SolutionCreatorParameter.ActualName = problem.CoveringSolutionCreatorParameter.Name;
|
|---|
| 407 | covering.EvaluatorParameter.ActualName = problem.EvaluatorParameter.Name;
|
|---|
| 408 | covering.MinimalNumberOfUniqueActionsParameter.ActualName = problem.ThetaMinimalNumberOfActionsParameter.Name;
|
|---|
| 409 | covering.PossibleActionsParameter.ActualName = problem.PossibleActionsParameter.Name;
|
|---|
| 410 |
|
|---|
| 411 | predictionArrayCalculator.PredictionParameter.ActualName = problem.Evaluator.PredictionParameter.ActualName;
|
|---|
| 412 | predictionArrayCalculator.FitnessParameter.ActualName = problem.Evaluator.FitnessParameter.ActualName;
|
|---|
| 413 | }
|
|---|
| 414 | //private void ParameterizeSelectors() {
|
|---|
| 415 | // foreach (ISelector selector in SelectorParameter.ValidValues) {
|
|---|
| 416 | // selector.CopySelected = new BoolValue(true);
|
|---|
| 417 | // //set value by parameter!
|
|---|
| 418 | // selector.NumberOfSelectedSubScopesParameter.Value = new IntValue(5);
|
|---|
| 419 | // selector.NumberOfSelectedSubScopesParameter.Hidden = true;
|
|---|
| 420 | // ParameterizeStochasticOperator(selector);
|
|---|
| 421 | // }
|
|---|
| 422 | // if (Problem != null) {
|
|---|
| 423 | // foreach (ISingleObjectiveSelector selector in SelectorParameter.ValidValues.OfType<ISingleObjectiveSelector>()) {
|
|---|
| 424 | // selector.MaximizationParameter.Value = new BoolValue(true);
|
|---|
| 425 | // selector.MaximizationParameter.Hidden = true;
|
|---|
| 426 | // selector.QualityParameter.ActualName = Problem.Evaluator.QualityParameter.ActualName;
|
|---|
| 427 | // selector.QualityParameter.Hidden = true;
|
|---|
| 428 | // }
|
|---|
| 429 | // }
|
|---|
| 430 | //}
|
|---|
| 431 | }
|
|---|
| 432 | }
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