#region License Information /* HeuristicLab * Copyright (C) 2002-2010 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.Linq; using HeuristicLab.Analysis; using HeuristicLab.Common; using HeuristicLab.Core; using HeuristicLab.Data; using HeuristicLab.Operators; using HeuristicLab.Optimization; using HeuristicLab.Optimization.Operators; using HeuristicLab.Parameters; using HeuristicLab.Persistence.Default.CompositeSerializers.Storable; using HeuristicLab.PluginInfrastructure; using HeuristicLab.Selection; namespace HeuristicLab.Algorithms.GeneticAlgorithm { /// /// An island genetic algorithm main loop operator. /// [Item("IslandGeneticAlgorithmMainLoop", "An island genetic algorithm main loop operator.")] [StorableClass] public sealed class IslandGeneticAlgorithmMainLoop : AlgorithmOperator { #region Parameter Properties public ValueLookupParameter RandomParameter { get { return (ValueLookupParameter)Parameters["Random"]; } } public ValueLookupParameter MaximizationParameter { get { return (ValueLookupParameter)Parameters["Maximization"]; } } public SubScopesLookupParameter QualityParameter { get { return (SubScopesLookupParameter)Parameters["Quality"]; } } public ValueLookupParameter BestKnownQualityParameter { get { return (ValueLookupParameter)Parameters["BestKnownQuality"]; } } public ValueLookupParameter NumberOfIslandsParameter { get { return (ValueLookupParameter)Parameters["NumberOfIslands"]; } } public ValueLookupParameter MigrationIntervalParameter { get { return (ValueLookupParameter)Parameters["MigrationInterval"]; } } public ValueLookupParameter MigrationRateParameter { get { return (ValueLookupParameter)Parameters["MigrationRate"]; } } public ValueLookupParameter MigratorParameter { get { return (ValueLookupParameter)Parameters["Migrator"]; } } public ValueLookupParameter EmigrantsSelectorParameter { get { return (ValueLookupParameter)Parameters["EmigrantsSelector"]; } } public ValueLookupParameter ImmigrationReplacerParameter { get { return (ValueLookupParameter)Parameters["ImmigrationReplacer"]; } } public ValueLookupParameter PopulationSizeParameter { get { return (ValueLookupParameter)Parameters["PopulationSize"]; } } public ValueLookupParameter MaximumGenerationsParameter { get { return (ValueLookupParameter)Parameters["MaximumGenerations"]; } } public ValueLookupParameter SelectorParameter { get { return (ValueLookupParameter)Parameters["Selector"]; } } public ValueLookupParameter CrossoverParameter { get { return (ValueLookupParameter)Parameters["Crossover"]; } } public ValueLookupParameter MutationProbabilityParameter { get { return (ValueLookupParameter)Parameters["MutationProbability"]; } } public ValueLookupParameter MutatorParameter { get { return (ValueLookupParameter)Parameters["Mutator"]; } } public ValueLookupParameter EvaluatorParameter { get { return (ValueLookupParameter)Parameters["Evaluator"]; } } public ValueLookupParameter ElitesParameter { get { return (ValueLookupParameter)Parameters["Elites"]; } } public ValueLookupParameter ResultsParameter { get { return (ValueLookupParameter)Parameters["Results"]; } } public ValueLookupParameter VisualizerParameter { get { return (ValueLookupParameter)Parameters["Visualizer"]; } } public LookupParameter VisualizationParameter { get { return (LookupParameter)Parameters["Visualization"]; } } #endregion [StorableConstructor] private IslandGeneticAlgorithmMainLoop(bool deserializing) : base() { } public IslandGeneticAlgorithmMainLoop() : base() { #region Create parameters Parameters.Add(new ValueLookupParameter("Random", "A pseudo random number generator.")); Parameters.Add(new ValueLookupParameter("Maximization", "True if the problem is a maximization problem, otherwise false.")); Parameters.Add(new SubScopesLookupParameter("Quality", "The value which represents the quality of a solution.")); Parameters.Add(new ValueLookupParameter("BestKnownQuality", "The best known quality value found so far.")); Parameters.Add(new ValueLookupParameter("NumberOfIslands", "The number of islands.")); Parameters.Add(new ValueLookupParameter("MigrationInterval", "The number of generations that should pass between migration phases.")); Parameters.Add(new ValueLookupParameter("MigrationRate", "The proportion of individuals that should migrate between the islands.")); Parameters.Add(new ValueLookupParameter("Migrator", "The migration strategy.")); Parameters.Add(new ValueLookupParameter("EmigrantsSelector", "Selects the individuals that will be migrated.")); Parameters.Add(new ValueLookupParameter("ImmigrationReplacer", "Replaces some of the original population with the immigrants.")); Parameters.Add(new ValueLookupParameter("PopulationSize", "The size of the population of solutions.")); Parameters.Add(new ValueLookupParameter("MaximumGenerations", "The maximum number of generations that the algorithm should process.")); Parameters.Add(new ValueLookupParameter("Selector", "The operator used to select solutions for reproduction.")); Parameters.Add(new ValueLookupParameter("Crossover", "The operator used to cross solutions.")); Parameters.Add(new ValueLookupParameter("MutationProbability", "The probability that the mutation operator is applied on a solution.")); Parameters.Add(new ValueLookupParameter("Mutator", "The operator used to mutate solutions.")); Parameters.Add(new ValueLookupParameter("Evaluator", "The operator used to evaluate solutions.")); Parameters.Add(new ValueLookupParameter("Elites", "The numer of elite solutions which are kept in each generation.")); Parameters.Add(new ValueLookupParameter("Results", "The results collection to store the results.")); Parameters.Add(new ValueLookupParameter("Visualizer", "The operator used to visualize solutions.")); Parameters.Add(new LookupParameter("Visualization", "The item which represents the visualization of solutions.")); #endregion #region Create operators VariableCreator variableCreator = new VariableCreator(); UniformSubScopesProcessor uniformSubScopesProcessor0 = new UniformSubScopesProcessor(); VariableCreator islandVariableCreator = new VariableCreator(); BestQualityMemorizer islandBestQualityMemorizer1 = new BestQualityMemorizer(); BestAverageWorstQualityCalculator islandBestAverageWorstQualityCalculator1 = new BestAverageWorstQualityCalculator(); DataTableValuesCollector islandDataTableValuesCollector1 = new DataTableValuesCollector(); QualityDifferenceCalculator islandQualityDifferenceCalculator1 = new QualityDifferenceCalculator(); Placeholder islandVisualizer1 = new Placeholder(); ResultsCollector islandResultsCollector = new ResultsCollector(); BestQualityMemorizer bestQualityMemorizer1 = new BestQualityMemorizer(); BestQualityMemorizer bestQualityMemorizer2 = new BestQualityMemorizer(); BestAverageWorstQualityCalculator bestAverageWorstQualityCalculator1 = new BestAverageWorstQualityCalculator(); DataTableValuesCollector dataTableValuesCollector1 = new DataTableValuesCollector(); QualityDifferenceCalculator qualityDifferenceCalculator1 = new QualityDifferenceCalculator(); ResultsCollector resultsCollector = new ResultsCollector(); UniformSubScopesProcessor uniformSubScopesProcessor1 = new UniformSubScopesProcessor(); Placeholder selector = new Placeholder(); SubScopesProcessor subScopesProcessor1 = new SubScopesProcessor(); ChildrenCreator childrenCreator = new ChildrenCreator(); UniformSubScopesProcessor uniformSubScopesProcessor2 = new UniformSubScopesProcessor(); Placeholder crossover = new Placeholder(); StochasticBranch stochasticBranch = new StochasticBranch(); Placeholder mutator = new Placeholder(); Placeholder evaluator = new Placeholder(); SubScopesRemover subScopesRemover = new SubScopesRemover(); SubScopesProcessor subScopesProcessor2 = new SubScopesProcessor(); BestSelector bestSelector = new BestSelector(); RightReducer rightReducer = new RightReducer(); MergingReducer mergingReducer = new MergingReducer(); BestQualityMemorizer islandBestQualityMemorizer2 = new BestQualityMemorizer(); BestAverageWorstQualityCalculator islandBestAverageWorstQualityCalculator2 = new BestAverageWorstQualityCalculator(); DataTableValuesCollector islandDataTableValuesCollector2 = new DataTableValuesCollector(); QualityDifferenceCalculator islandQualityDifferenceCalculator2 = new QualityDifferenceCalculator(); Placeholder islandVisualizer2 = new Placeholder(); IntCounter generationsCounter = new IntCounter(); IntCounter generationsSinceLastMigrationCounter = new IntCounter(); Comparator migrationComparator = new Comparator(); ConditionalBranch migrationBranch = new ConditionalBranch(); Assigner resetGenerationsSinceLastMigrationAssigner = new Assigner(); IntCounter migrationsCounter = new IntCounter(); UniformSubScopesProcessor uniformSubScopesProcessor3 = new UniformSubScopesProcessor(); Placeholder emigrantsSelector = new Placeholder(); Placeholder migrator = new Placeholder(); UniformSubScopesProcessor uniformSubScopesProcessor4 = new UniformSubScopesProcessor(); Placeholder immigrationReplacer = new Placeholder(); Comparator generationsComparator = new Comparator(); BestQualityMemorizer bestQualityMemorizer3 = new BestQualityMemorizer(); BestQualityMemorizer bestQualityMemorizer4 = new BestQualityMemorizer(); BestAverageWorstQualityCalculator bestAverageWorstQualityCalculator2 = new BestAverageWorstQualityCalculator(); DataTableValuesCollector dataTableValuesCollector2 = new DataTableValuesCollector(); QualityDifferenceCalculator qualityDifferenceCalculator2 = new QualityDifferenceCalculator(); ConditionalBranch generationsTerminationCondition = new ConditionalBranch(); variableCreator.CollectedValues.Add(new ValueParameter("Migrations", new IntValue(0))); variableCreator.CollectedValues.Add(new ValueParameter("GenerationsSinceLastMigration", new IntValue(0))); variableCreator.CollectedValues.Add(new ValueParameter("Generations", new IntValue(0))); islandVariableCreator.CollectedValues.Add(new ValueParameter("IslandResults", new ResultCollection())); islandBestQualityMemorizer1.BestQualityParameter.ActualName = "BestQuality"; islandBestQualityMemorizer1.MaximizationParameter.ActualName = MaximizationParameter.Name; islandBestQualityMemorizer1.QualityParameter.ActualName = QualityParameter.Name; islandBestAverageWorstQualityCalculator1.AverageQualityParameter.ActualName = "CurrentAverageQuality"; islandBestAverageWorstQualityCalculator1.BestQualityParameter.ActualName = "CurrentBestQuality"; islandBestAverageWorstQualityCalculator1.MaximizationParameter.ActualName = MaximizationParameter.Name; islandBestAverageWorstQualityCalculator1.QualityParameter.ActualName = QualityParameter.Name; islandBestAverageWorstQualityCalculator1.WorstQualityParameter.ActualName = "CurrentWorstQuality"; islandDataTableValuesCollector1.CollectedValues.Add(new LookupParameter("Current Best Quality", null, "CurrentBestQuality")); islandDataTableValuesCollector1.CollectedValues.Add(new LookupParameter("Current Average Quality", null, "CurrentAverageQuality")); islandDataTableValuesCollector1.CollectedValues.Add(new LookupParameter("Current Worst Quality", null, "CurrentWorstQuality")); islandDataTableValuesCollector1.CollectedValues.Add(new LookupParameter("Best Quality", null, "BestQuality")); islandDataTableValuesCollector1.CollectedValues.Add(new LookupParameter("Best Known Quality", null, "BestKnownQuality")); islandDataTableValuesCollector1.DataTableParameter.ActualName = "Qualities"; islandQualityDifferenceCalculator1.AbsoluteDifferenceParameter.ActualName = "AbsoluteDifferenceBestKnownToBest"; islandQualityDifferenceCalculator1.FirstQualityParameter.ActualName = BestKnownQualityParameter.Name; islandQualityDifferenceCalculator1.RelativeDifferenceParameter.ActualName = "RelativeDifferenceBestKnownToBest"; islandQualityDifferenceCalculator1.SecondQualityParameter.ActualName = "BestQuality"; islandVisualizer1.Name = "Visualizer"; islandVisualizer1.OperatorParameter.ActualName = "Visualizer"; islandResultsCollector.CollectedValues.Add(new LookupParameter("Generations")); islandResultsCollector.CollectedValues.Add(new LookupParameter("Current Best Quality", null, "CurrentBestQuality")); islandResultsCollector.CollectedValues.Add(new LookupParameter("Current Average Quality", null, "CurrentAverageQuality")); islandResultsCollector.CollectedValues.Add(new LookupParameter("Current Worst Quality", null, "CurrentWorstQuality")); islandResultsCollector.CollectedValues.Add(new LookupParameter("Best Quality", null, "BestQuality")); islandResultsCollector.CollectedValues.Add(new LookupParameter("Best Known Quality", null, "BestKnownQuality")); islandResultsCollector.CollectedValues.Add(new LookupParameter("Absolute Difference of Best Known Quality to Best Quality", null, "AbsoluteDifferenceBestKnownToBest")); islandResultsCollector.CollectedValues.Add(new LookupParameter("Relative Difference of Best Known Quality to Best Quality", null, "RelativeDifferenceBestKnownToBest")); islandResultsCollector.CollectedValues.Add(new LookupParameter("Solution Visualization", null, "Visualization")); islandResultsCollector.CollectedValues.Add(new LookupParameter("Qualities")); islandResultsCollector.ResultsParameter.ActualName = "IslandResults"; bestQualityMemorizer1.BestQualityParameter.ActualName = "BestQuality"; bestQualityMemorizer1.MaximizationParameter.ActualName = MaximizationParameter.Name; bestQualityMemorizer1.QualityParameter.ActualName = "BestQuality"; bestQualityMemorizer2.BestQualityParameter.ActualName = BestKnownQualityParameter.Name; bestQualityMemorizer2.MaximizationParameter.ActualName = MaximizationParameter.Name; bestQualityMemorizer2.QualityParameter.ActualName = "BestQuality"; bestAverageWorstQualityCalculator1.AverageQualityParameter.ActualName = "CurrentAverageBestQuality"; bestAverageWorstQualityCalculator1.BestQualityParameter.ActualName = "CurrentBestBestQuality"; bestAverageWorstQualityCalculator1.MaximizationParameter.ActualName = MaximizationParameter.Name; bestAverageWorstQualityCalculator1.QualityParameter.ActualName = "CurrentBestQuality"; bestAverageWorstQualityCalculator1.WorstQualityParameter.ActualName = "CurrentWorstBestQuality"; dataTableValuesCollector1.CollectedValues.Add(new LookupParameter("Current Best BestQuality", null, "CurrentBestBestQuality")); dataTableValuesCollector1.CollectedValues.Add(new LookupParameter("Current Average BestQuality", null, "CurrentAverageBestQuality")); dataTableValuesCollector1.CollectedValues.Add(new LookupParameter("Current Worst BestQuality", null, "CurrentWorstBestQuality")); dataTableValuesCollector1.CollectedValues.Add(new LookupParameter("Best Quality", null, "BestQuality")); dataTableValuesCollector1.CollectedValues.Add(new LookupParameter("Best Known Quality", null, BestKnownQualityParameter.Name)); dataTableValuesCollector1.DataTableParameter.ActualName = "BestQualities"; qualityDifferenceCalculator1.AbsoluteDifferenceParameter.ActualName = "AbsoluteDifferenceBestKnownToBest"; qualityDifferenceCalculator1.FirstQualityParameter.ActualName = BestKnownQualityParameter.Name; qualityDifferenceCalculator1.RelativeDifferenceParameter.ActualName = "RelativeDifferenceBestKnownToBest"; qualityDifferenceCalculator1.SecondQualityParameter.ActualName = "BestQuality"; resultsCollector.CollectedValues.Add(new LookupParameter("Migrations")); resultsCollector.CollectedValues.Add(new LookupParameter("Current Best BestQuality", null, "CurrentBestBestQuality")); resultsCollector.CollectedValues.Add(new LookupParameter("Current Average BestQuality", null, "CurrentAverageBestQuality")); resultsCollector.CollectedValues.Add(new LookupParameter("Current Worst BestQuality", null, "CurrentWorstBestQuality")); resultsCollector.CollectedValues.Add(new LookupParameter("Best Quality", null, "BestQuality")); resultsCollector.CollectedValues.Add(new LookupParameter("Best Known Quality", null, BestKnownQualityParameter.Name)); resultsCollector.CollectedValues.Add(new LookupParameter("Absolute Difference of Best Known Quality to Best Quality", null, "AbsoluteDifferenceBestKnownToBest")); resultsCollector.CollectedValues.Add(new LookupParameter("Relative Difference of Best Known Quality to Best Quality", null, "RelativeDifferenceBestKnownToBest")); resultsCollector.CollectedValues.Add(new LookupParameter("BestQualities")); resultsCollector.CollectedValues.Add(new SubScopesLookupParameter("IslandResults", "Result set for each island")); resultsCollector.ResultsParameter.ActualName = ResultsParameter.Name; selector.Name = "Selector (placeholder)"; selector.OperatorParameter.ActualName = SelectorParameter.Name; childrenCreator.ParentsPerChild = new IntValue(2); crossover.Name = "Crossover (placeholder)"; crossover.OperatorParameter.ActualName = CrossoverParameter.Name; stochasticBranch.ProbabilityParameter.ActualName = MutationProbabilityParameter.Name; stochasticBranch.RandomParameter.ActualName = RandomParameter.Name; mutator.Name = "Mutator (placeholder)"; mutator.OperatorParameter.ActualName = MutatorParameter.Name; evaluator.Name = "Evaluator (placeholder)"; evaluator.OperatorParameter.ActualName = EvaluatorParameter.Name; subScopesRemover.RemoveAllSubScopes = true; bestSelector.CopySelected = new BoolValue(false); bestSelector.MaximizationParameter.ActualName = MaximizationParameter.Name; bestSelector.NumberOfSelectedSubScopesParameter.ActualName = ElitesParameter.Name; bestSelector.QualityParameter.ActualName = QualityParameter.Name; islandBestQualityMemorizer2.BestQualityParameter.ActualName = "BestQuality"; islandBestQualityMemorizer2.MaximizationParameter.ActualName = MaximizationParameter.Name; islandBestQualityMemorizer2.QualityParameter.ActualName = QualityParameter.Name; islandBestAverageWorstQualityCalculator2.AverageQualityParameter.ActualName = "CurrentAverageQuality"; islandBestAverageWorstQualityCalculator2.BestQualityParameter.ActualName = "CurrentBestQuality"; islandBestAverageWorstQualityCalculator2.MaximizationParameter.ActualName = MaximizationParameter.Name; islandBestAverageWorstQualityCalculator2.QualityParameter.ActualName = QualityParameter.Name; islandBestAverageWorstQualityCalculator2.WorstQualityParameter.ActualName = "CurrentWorstQuality"; islandDataTableValuesCollector2.CollectedValues.Add(new LookupParameter("Current Best Quality", null, "CurrentBestQuality")); islandDataTableValuesCollector2.CollectedValues.Add(new LookupParameter("Current Average Quality", null, "CurrentAverageQuality")); islandDataTableValuesCollector2.CollectedValues.Add(new LookupParameter("Current Worst Quality", null, "CurrentWorstQuality")); islandDataTableValuesCollector2.CollectedValues.Add(new LookupParameter("Best Quality", null, "BestQuality")); islandDataTableValuesCollector2.CollectedValues.Add(new LookupParameter("Best Known Quality", null, BestKnownQualityParameter.Name)); islandDataTableValuesCollector2.DataTableParameter.ActualName = "Qualities"; islandQualityDifferenceCalculator2.AbsoluteDifferenceParameter.ActualName = "AbsoluteDifferenceBestKnownToBest"; islandQualityDifferenceCalculator2.FirstQualityParameter.ActualName = BestKnownQualityParameter.Name; islandQualityDifferenceCalculator2.RelativeDifferenceParameter.ActualName = "RelativeDifferenceBestKnownToBest"; islandQualityDifferenceCalculator2.SecondQualityParameter.ActualName = "BestQuality"; islandVisualizer2.Name = "Visualizer"; islandVisualizer2.OperatorParameter.ActualName = "Visualizer"; generationsCounter.Name = "Generations + 1"; generationsCounter.Increment = new IntValue(1); generationsCounter.ValueParameter.ActualName = "Generations"; generationsSinceLastMigrationCounter.Name = "GenerationsSinceLastMigration + 1"; generationsSinceLastMigrationCounter.ValueParameter.ActualName = "GenerationsSinceLastMigration"; generationsSinceLastMigrationCounter.Increment = new IntValue(1); migrationComparator.Name = "GenerationsSinceLastMigration = MigrationInterval ?"; migrationComparator.LeftSideParameter.ActualName = "GenerationsSinceLastMigration"; migrationComparator.Comparison = new Comparison(ComparisonType.Equal); migrationComparator.RightSideParameter.ActualName = MigrationIntervalParameter.Name; migrationComparator.ResultParameter.ActualName = "Migrate"; migrationBranch.Name = "Migrate?"; migrationBranch.ConditionParameter.ActualName = "Migrate"; resetGenerationsSinceLastMigrationAssigner.Name = "Reset GenerationsSinceLastMigration"; resetGenerationsSinceLastMigrationAssigner.LeftSideParameter.ActualName = "GenerationsSinceLastMigration"; resetGenerationsSinceLastMigrationAssigner.RightSideParameter.Value = new IntValue(0); migrationsCounter.Name = "Migrations + 1"; migrationsCounter.IncrementParameter.Value = new IntValue(1); migrationsCounter.ValueParameter.ActualName = "Migrations"; emigrantsSelector.Name = "Emigrants Selector (placeholder)"; emigrantsSelector.OperatorParameter.ActualName = EmigrantsSelectorParameter.Name; migrator.Name = "Migrator (placeholder)"; migrator.OperatorParameter.ActualName = MigratorParameter.Name; immigrationReplacer.Name = "Immigration Replacer (placeholder)"; immigrationReplacer.OperatorParameter.ActualName = ImmigrationReplacerParameter.Name; generationsComparator.Name = "Generations >= MaximumGenerations ?"; generationsComparator.Comparison = new Comparison(ComparisonType.GreaterOrEqual); generationsComparator.LeftSideParameter.ActualName = "Generations"; generationsComparator.ResultParameter.ActualName = "TerminateGenerations"; generationsComparator.RightSideParameter.ActualName = MaximumGenerationsParameter.Name; bestQualityMemorizer3.BestQualityParameter.ActualName = "BestQuality"; bestQualityMemorizer3.MaximizationParameter.ActualName = MaximizationParameter.Name; bestQualityMemorizer3.QualityParameter.ActualName = "BestQuality"; bestQualityMemorizer4.BestQualityParameter.ActualName = BestKnownQualityParameter.Name; bestQualityMemorizer4.MaximizationParameter.ActualName = MaximizationParameter.Name; bestQualityMemorizer4.QualityParameter.ActualName = "BestQuality"; bestAverageWorstQualityCalculator2.AverageQualityParameter.ActualName = "CurrentAverageBestQuality"; bestAverageWorstQualityCalculator2.BestQualityParameter.ActualName = "CurrentBestBestQuality"; bestAverageWorstQualityCalculator2.MaximizationParameter.ActualName = MaximizationParameter.Name; bestAverageWorstQualityCalculator2.QualityParameter.ActualName = "CurrentBestQuality"; bestAverageWorstQualityCalculator2.WorstQualityParameter.ActualName = "CurrentWorstBestQuality"; dataTableValuesCollector2.CollectedValues.Add(new LookupParameter("Current Best BestQuality", null, "CurrentBestBestQuality")); dataTableValuesCollector2.CollectedValues.Add(new LookupParameter("Current Average BestQuality", null, "CurrentAverageBestQuality")); dataTableValuesCollector2.CollectedValues.Add(new LookupParameter("Current Worst BestQuality", null, "CurrentWorstBestQuality")); dataTableValuesCollector2.CollectedValues.Add(new LookupParameter("Best Quality", null, "BestQuality")); dataTableValuesCollector2.CollectedValues.Add(new LookupParameter("Best Known Quality", null, BestKnownQualityParameter.Name)); dataTableValuesCollector2.DataTableParameter.ActualName = "BestQualities"; qualityDifferenceCalculator2.AbsoluteDifferenceParameter.ActualName = "AbsoluteDifferenceBestKnownToBest"; qualityDifferenceCalculator2.FirstQualityParameter.ActualName = BestKnownQualityParameter.Name; qualityDifferenceCalculator2.RelativeDifferenceParameter.ActualName = "RelativeDifferenceBestKnownToBest"; qualityDifferenceCalculator2.SecondQualityParameter.ActualName = "BestQuality"; generationsTerminationCondition.Name = "Terminate?"; generationsTerminationCondition.ConditionParameter.ActualName = "TerminateGenerations"; #endregion #region Create operator graph OperatorGraph.InitialOperator = variableCreator; variableCreator.Successor = uniformSubScopesProcessor0; uniformSubScopesProcessor0.Operator = islandVariableCreator; uniformSubScopesProcessor0.Successor = bestQualityMemorizer1; islandVariableCreator.Successor = islandBestQualityMemorizer1; islandBestQualityMemorizer1.Successor = islandBestAverageWorstQualityCalculator1; islandBestAverageWorstQualityCalculator1.Successor = islandDataTableValuesCollector1; islandDataTableValuesCollector1.Successor = islandQualityDifferenceCalculator1; islandQualityDifferenceCalculator1.Successor = islandVisualizer1; islandVisualizer1.Successor = islandResultsCollector; bestQualityMemorizer1.Successor = bestQualityMemorizer2; bestQualityMemorizer2.Successor = bestAverageWorstQualityCalculator1; bestAverageWorstQualityCalculator1.Successor = dataTableValuesCollector1; dataTableValuesCollector1.Successor = qualityDifferenceCalculator1; qualityDifferenceCalculator1.Successor = resultsCollector; resultsCollector.Successor = uniformSubScopesProcessor1; uniformSubScopesProcessor1.Operator = selector; uniformSubScopesProcessor1.Successor = generationsCounter; selector.Successor = subScopesProcessor1; subScopesProcessor1.Operators.Add(new EmptyOperator()); subScopesProcessor1.Operators.Add(childrenCreator); subScopesProcessor1.Successor = subScopesProcessor2; childrenCreator.Successor = uniformSubScopesProcessor2; uniformSubScopesProcessor2.Operator = crossover; uniformSubScopesProcessor2.Successor = null; crossover.Successor = stochasticBranch; stochasticBranch.FirstBranch = mutator; stochasticBranch.SecondBranch = null; stochasticBranch.Successor = evaluator; mutator.Successor = null; evaluator.Successor = subScopesRemover; subScopesRemover.Successor = null; subScopesProcessor2.Operators.Add(bestSelector); subScopesProcessor2.Operators.Add(new EmptyOperator()); subScopesProcessor2.Successor = mergingReducer; bestSelector.Successor = rightReducer; rightReducer.Successor = null; mergingReducer.Successor = islandBestQualityMemorizer2; islandBestQualityMemorizer2.Successor = islandBestAverageWorstQualityCalculator2; islandBestAverageWorstQualityCalculator2.Successor = islandDataTableValuesCollector2; islandDataTableValuesCollector2.Successor = islandQualityDifferenceCalculator2; islandQualityDifferenceCalculator2.Successor = islandVisualizer2; islandVisualizer2.Successor = null; generationsCounter.Successor = generationsSinceLastMigrationCounter; generationsSinceLastMigrationCounter.Successor = migrationComparator; migrationComparator.Successor = migrationBranch; migrationBranch.TrueBranch = resetGenerationsSinceLastMigrationAssigner; migrationBranch.FalseBranch = null; migrationBranch.Successor = generationsComparator; resetGenerationsSinceLastMigrationAssigner.Successor = migrationsCounter; migrationsCounter.Successor = uniformSubScopesProcessor3; uniformSubScopesProcessor3.Operator = emigrantsSelector; uniformSubScopesProcessor3.Successor = migrator; migrator.Successor = uniformSubScopesProcessor4; uniformSubScopesProcessor4.Operator = immigrationReplacer; uniformSubScopesProcessor4.Successor = null; generationsComparator.Successor = bestQualityMemorizer3; bestQualityMemorizer3.Successor = bestQualityMemorizer4; bestQualityMemorizer4.Successor = bestAverageWorstQualityCalculator2; bestAverageWorstQualityCalculator2.Successor = dataTableValuesCollector2; dataTableValuesCollector2.Successor = qualityDifferenceCalculator2; qualityDifferenceCalculator2.Successor = generationsTerminationCondition; generationsTerminationCondition.TrueBranch = null; generationsTerminationCondition.FalseBranch = uniformSubScopesProcessor1; generationsTerminationCondition.Successor = null; #endregion } } }