[4086] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[11185] | 3 | * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[4086] | 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.Collections.Generic;
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| 24 | using System.Linq;
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| 25 | using System.Text;
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| 26 | using HeuristicLab.Operators;
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| 27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 28 | using HeuristicLab.Core;
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| 29 | using HeuristicLab.Data;
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| 30 | using HeuristicLab.Optimization;
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| 31 | using HeuristicLab.Parameters;
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[4902] | 32 | using HeuristicLab.Common;
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[4086] | 33 |
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| 34 | namespace HeuristicLab.Algorithms.NSGA2 {
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| 35 | [Item("BasicMultiObjectiveSolutionAnalyzer", "Basic analyzer for multiobjective problems that collects and presents the current pareto front as double matrix.")]
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| 36 | [StorableClass]
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| 37 | public class BasicMultiObjectiveQualityAnalyzer : SingleSuccessorOperator, IAnalyzer {
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| 38 | public IScopeTreeLookupParameter<IntValue> RankParameter {
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| 39 | get { return (IScopeTreeLookupParameter<IntValue>)Parameters["Rank"]; }
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| 40 | }
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| 41 | public IScopeTreeLookupParameter<DoubleArray> QualitiesParameter {
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| 42 | get { return (IScopeTreeLookupParameter<DoubleArray>)Parameters["Qualities"]; }
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| 43 | }
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| 44 | public ILookupParameter<ResultCollection> ResultsParameter {
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| 45 | get { return (ILookupParameter<ResultCollection>)Parameters["Results"]; }
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| 46 | }
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| 47 |
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[4902] | 48 | [StorableConstructor]
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| 49 | protected BasicMultiObjectiveQualityAnalyzer(bool deserializing) : base(deserializing) { }
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| 50 | protected BasicMultiObjectiveQualityAnalyzer(BasicMultiObjectiveQualityAnalyzer original, Cloner cloner) : base(original, cloner) { }
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[4086] | 51 | public BasicMultiObjectiveQualityAnalyzer() {
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| 52 | Parameters.Add(new ScopeTreeLookupParameter<IntValue>("Rank", "The rank of solution describes to which front it belongs."));
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| 53 | Parameters.Add(new ScopeTreeLookupParameter<DoubleArray>("Qualities", "The vector of qualities of each solution."));
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| 54 | Parameters.Add(new LookupParameter<ResultCollection>("Results", "The result collection to store the front to."));
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| 55 | }
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| 56 |
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| 57 | public override IOperation Apply() {
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| 58 | ItemArray<IntValue> ranks = RankParameter.ActualValue;
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| 59 | ItemArray<DoubleArray> qualities = QualitiesParameter.ActualValue;
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| 60 | ResultCollection results = ResultsParameter.ActualValue;
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[4601] | 61 |
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| 62 | bool populationLevel = RankParameter.Depth == 1;
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[4086] | 63 |
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| 64 | int objectives = qualities[0].Length;
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| 65 | int frontSize = ranks.Count(x => x.Value == 0);
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[4601] | 66 | ItemArray<IScope> paretoArchive = null;
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| 67 | if (populationLevel) paretoArchive = new ItemArray<IScope>(frontSize);
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[4086] | 68 |
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| 69 | DoubleMatrix front = new DoubleMatrix(frontSize, objectives);
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| 70 | int counter = 0;
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| 71 | for (int i = 0; i < ranks.Length; i++) {
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| 72 | if (ranks[i].Value == 0) {
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| 73 | for (int k = 0; k < objectives; k++)
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| 74 | front[counter, k] = qualities[i][k];
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[4601] | 75 | if (populationLevel) {
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| 76 | paretoArchive[counter] = (IScope)ExecutionContext.Scope.SubScopes[i].Clone();
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| 77 | }
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[4086] | 78 | counter++;
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| 79 | }
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| 80 | }
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| 81 |
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| 82 | if (results.ContainsKey("Pareto Front"))
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| 83 | results["Pareto Front"].Value = front;
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| 84 | else results.Add(new Result("Pareto Front", front));
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| 85 |
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[4601] | 86 | if (populationLevel) {
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| 87 | if (results.ContainsKey("Pareto Archive"))
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| 88 | results["Pareto Archive"].Value = paretoArchive;
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| 89 | else results.Add(new Result("Pareto Archive", paretoArchive));
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| 90 | }
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[4086] | 91 | return base.Apply();
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| 92 | }
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[4902] | 93 |
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| 94 | public override IDeepCloneable Clone(Cloner cloner) {
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| 95 | return new BasicMultiObjectiveQualityAnalyzer(this, cloner);
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| 96 | }
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[4086] | 97 | }
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| 98 | }
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