[12163] | 1 | #region License Information
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| 2 | /* HeuristicLab
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| 3 | * Copyright (C) 2002-2015 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.Linq;
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| 23 | using HeuristicLab.Analysis;
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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.Optimization;
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| 28 | using HeuristicLab.Parameters;
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| 29 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 30 |
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[15771] | 31 | namespace HeuristicLab.Problems.ProgramSynthesis {
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[12163] | 32 | [Item("SelectionSchemeAnalyzer", "An analyzer which gives information about the relative amount of individuals that get selected each generation")]
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| 33 | [StorableClass]
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| 34 | public class SelectionSchemeAnalyzer : EvolutionTrackingAnalyzer {
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| 35 | private const string StoreHistoryParameterName = "StoreHistory";
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| 36 |
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| 37 | public IFixedValueParameter<BoolValue> StoreHistoryParameter {
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| 38 | get { return (IFixedValueParameter<BoolValue>)Parameters[StoreHistoryParameterName]; }
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| 39 | }
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| 40 |
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| 41 | public SelectionSchemeAnalyzer() {
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| 42 | UpdateCounterParameter.ActualName = "SelectionSchemeAnalyzerUpdateCounter";
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| 43 | Parameters.Add(new FixedValueParameter<BoolValue>(StoreHistoryParameterName, new BoolValue(false)));
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| 44 | }
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| 45 |
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| 46 | public bool StoreHistory { get { return StoreHistoryParameter.Value.Value; } }
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| 47 |
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| 48 | [StorableConstructor]
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| 49 | protected SelectionSchemeAnalyzer(bool deserializing) : base(deserializing) { }
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| 50 |
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| 51 | protected SelectionSchemeAnalyzer(SelectionSchemeAnalyzer original, Cloner cloner) : base(original, cloner) { }
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| 52 |
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| 53 | public override IDeepCloneable Clone(Cloner cloner) {
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| 54 | return new SelectionSchemeAnalyzer(this, cloner);
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| 55 | }
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| 56 |
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| 57 | public override IOperation Apply() {
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| 58 | int updateInterval = UpdateIntervalParameter.Value.Value;
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| 59 | IntValue updateCounter = UpdateCounterParameter.ActualValue;
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| 60 | // if counter does not yet exist then initialize it with update interval
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| 61 | // to make sure the solutions are analyzed on the first application of this operator
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| 62 | if (updateCounter == null) {
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[12894] | 63 | updateCounter = new IntValue(0);
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[12163] | 64 | UpdateCounterParameter.ActualValue = updateCounter;
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| 65 | }
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[12894] | 66 | updateCounter.Value++;
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[12163] | 67 | //analyze solutions only every 'updateInterval' times
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[12894] | 68 | if (updateCounter.Value != updateInterval) return base.Apply();
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| 69 | updateCounter.Value = 0;
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[12163] | 70 |
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| 71 | if (PopulationGraph == null)
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| 72 | return base.Apply();
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| 73 | double selectionRatio = 1;
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| 74 |
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| 75 | if (Generations.Value > 0) {
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| 76 | var previousRank = PopulationGraph.GetByRank(Generation.Value - 1);
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| 77 | selectionRatio = (double)previousRank.Count(x => x.OutDegree > 0) / PopulationSize.Value;
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| 78 | }
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| 79 |
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| 80 | // the selection ratio represents the percentage of the old population that survived to reproduce
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| 81 | DataTable table;
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| 82 | if (!Results.ContainsKey("SelectionRatio")) {
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| 83 | table = new DataTable("Selection ratio");
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| 84 | Results.Add(new Result("SelectionRatio", table));
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| 85 | var row = new DataRow("Selection ratio") { VisualProperties = { StartIndexZero = true } };
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| 86 | row.Values.Add(selectionRatio);
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| 87 | table.Rows.Add(row);
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| 88 | } else {
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| 89 | table = (DataTable)Results["SelectionRatio"].Value;
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| 90 | table.Rows["Selection ratio"].Values.Add(selectionRatio);
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| 91 | }
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| 92 | DataTable contributionCountTable;
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| 93 | var contributions = PopulationGraph.GetByRank(Generation.Value - 1).OrderByDescending(x => x.Quality).Select(x => (double)x.OutDegree);
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| 94 | if (Results.ContainsKey("ContributionCount")) {
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| 95 | contributionCountTable = (DataTable)Results["ContributionCount"].Value;
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| 96 |
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| 97 | var row = contributionCountTable.Rows["Contribution count"];
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| 98 | row.Values.Replace(contributions);
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| 99 | } else {
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| 100 | contributionCountTable = new DataTable("Contribution count");
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| 101 | Results.Add(new Result("ContributionCount", contributionCountTable));
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| 102 | var row = new DataRow("Contribution count") {
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| 103 | VisualProperties = { StartIndexZero = true, ChartType = DataRowVisualProperties.DataRowChartType.Columns }
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| 104 | };
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| 105 | row.Values.AddRange(contributions);
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| 106 | contributionCountTable.Rows.Add(row);
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| 107 | }
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| 108 |
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| 109 | if (StoreHistory) {
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| 110 | DataTableHistory history;
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| 111 | if (Results.ContainsKey("ContributionCountHistory")) {
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| 112 | history = (DataTableHistory)Results["ContributionCountHistory"].Value;
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| 113 | } else {
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| 114 | history = new DataTableHistory();
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| 115 | Results.Add(new Result("ContributionCountHistory", history));
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| 116 | }
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| 117 | history.Add((DataTable)contributionCountTable.Clone());
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| 118 | }
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| 119 | return base.Apply();
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| 120 | }
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| 121 | }
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| 122 | }
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