[10753] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[15281] | 3 | * Copyright (C) 2002-2016 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[10753] | 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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[15281] | 22 | using System;
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[11786] | 23 | using System.Collections.Generic;
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[10753] | 24 | using System.Linq;
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| 25 | using HeuristicLab.Common;
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| 26 | using HeuristicLab.Core;
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[11753] | 27 | using HeuristicLab.Data;
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| 28 | using HeuristicLab.Parameters;
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[10753] | 29 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 30 |
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[11949] | 31 | namespace HeuristicLab.Optimization {
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[10753] | 32 | [StorableClass]
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[11814] | 33 | public abstract class SingleObjectiveBasicProblem<TEncoding> : BasicProblem<TEncoding, SingleObjectiveEvaluator>,
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[11753] | 34 | ISingleObjectiveProblemDefinition, ISingleObjectiveHeuristicOptimizationProblem
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[11739] | 35 | where TEncoding : class, IEncoding {
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[11990] | 36 |
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| 37 | protected IValueParameter<DoubleValue> BestKnownQualityParameter {
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| 38 | get { return (IValueParameter<DoubleValue>)Parameters["BestKnownQuality"]; }
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| 39 | }
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| 40 |
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| 41 | public double BestKnownQuality {
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| 42 | get {
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| 43 | if (BestKnownQualityParameter.Value == null) return double.NaN;
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| 44 | return BestKnownQualityParameter.Value.Value;
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| 45 | }
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| 46 | set {
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| 47 | if (BestKnownQualityParameter.Value == null) BestKnownQualityParameter.Value = new DoubleValue(value);
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| 48 | else BestKnownQualityParameter.Value.Value = value;
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| 49 | }
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| 50 | }
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| 51 |
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[10753] | 52 | [StorableConstructor]
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[11814] | 53 | protected SingleObjectiveBasicProblem(bool deserializing) : base(deserializing) { }
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[10753] | 54 |
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[11814] | 55 | protected SingleObjectiveBasicProblem(SingleObjectiveBasicProblem<TEncoding> original, Cloner cloner)
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[10753] | 56 | : base(original, cloner) {
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[11739] | 57 | ParameterizeOperators();
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[10753] | 58 | }
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| 59 |
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[11814] | 60 | protected SingleObjectiveBasicProblem()
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[11739] | 61 | : base() {
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[11996] | 62 | Parameters.Add(new FixedValueParameter<BoolValue>("Maximization", "Set to false if the problem should be minimized.", (BoolValue)new BoolValue(Maximization).AsReadOnly()) { Hidden = true });
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[11753] | 63 | Parameters.Add(new OptionalValueParameter<DoubleValue>("BestKnownQuality", "The quality of the best known solution of this problem."));
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[10753] | 64 |
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[11753] | 65 | Operators.Add(Evaluator);
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[11396] | 66 | Operators.Add(new SingleObjectiveAnalyzer());
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[11753] | 67 | Operators.Add(new SingleObjectiveImprover());
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| 68 | Operators.Add(new SingleObjectiveMoveEvaluator());
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| 69 | Operators.Add(new SingleObjectiveMoveGenerator());
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| 70 | Operators.Add(new SingleObjectiveMoveMaker());
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[10753] | 71 |
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[11739] | 72 | ParameterizeOperators();
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[10753] | 73 | }
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| 74 |
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| 75 | [StorableHook(HookType.AfterDeserialization)]
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| 76 | private void AfterDeserialization() {
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[11739] | 77 | ParameterizeOperators();
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[10753] | 78 | }
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| 79 |
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[11739] | 80 | public abstract bool Maximization { get; }
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| 81 | public abstract double Evaluate(Individual individual, IRandom random);
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[11880] | 82 | public virtual void Analyze(Individual[] individuals, double[] qualities, ResultCollection results, IRandom random) { }
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[11786] | 83 | public virtual IEnumerable<Individual> GetNeighbors(Individual individual, IRandom random) {
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| 84 | return Enumerable.Empty<Individual>();
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| 85 | }
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[10753] | 86 |
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[15281] | 87 | protected Tuple<Individual, double> GetBestIndividual(Individual[] individuals, double[] qualities) {
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| 88 | return GetBestIndividual(individuals, qualities, Maximization);
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| 89 | }
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| 90 | public static Tuple<Individual, double> GetBestIndividual(Individual[] individuals, double[] qualities, bool maximization) {
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| 91 | var zipped = individuals.Zip(qualities, (i, q) => new { Individual = i, Quality = q });
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| 92 | var best = (maximization ? zipped.OrderByDescending(z => z.Quality) : zipped.OrderBy(z => z.Quality)).First();
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| 93 | return Tuple.Create(best.Individual, best.Quality);
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| 94 | }
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| 95 |
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[11970] | 96 | protected override void OnOperatorsChanged() {
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| 97 | base.OnOperatorsChanged();
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| 98 | if (Encoding != null) {
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| 99 | PruneMultiObjectiveOperators(Encoding);
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| 100 | var multiEncoding = Encoding as MultiEncoding;
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| 101 | if (multiEncoding != null) {
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| 102 | foreach (var encoding in multiEncoding.Encodings.ToList()) {
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| 103 | PruneMultiObjectiveOperators(encoding);
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| 104 | }
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| 105 | }
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| 106 | }
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| 107 | }
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| 108 |
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| 109 | private void PruneMultiObjectiveOperators(IEncoding encoding) {
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| 110 | if (encoding.Operators.Any(x => x is IMultiObjectiveOperator && !(x is ISingleObjectiveOperator)))
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| 111 | encoding.Operators = encoding.Operators.Where(x => !(x is IMultiObjectiveOperator) || x is ISingleObjectiveOperator).ToList();
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[15281] | 112 |
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| 113 | foreach (var multiOp in Encoding.Operators.OfType<IMultiOperator>()) {
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| 114 | foreach (var moOp in multiOp.Operators.Where(x => x is IMultiObjectiveOperator).ToList()) {
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| 115 | multiOp.RemoveOperator(moOp);
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| 116 | }
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| 117 | }
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[11970] | 118 | }
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| 119 |
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[11396] | 120 | protected override void OnEvaluatorChanged() {
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| 121 | base.OnEvaluatorChanged();
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[11739] | 122 | ParameterizeOperators();
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[11396] | 123 | }
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| 124 |
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[11786] | 125 | private void ParameterizeOperators() {
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[11739] | 126 | foreach (var op in Operators.OfType<ISingleObjectiveEvaluationOperator>())
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| 127 | op.EvaluateFunc = Evaluate;
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| 128 | foreach (var op in Operators.OfType<ISingleObjectiveAnalysisOperator>())
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| 129 | op.AnalyzeAction = Analyze;
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[11786] | 130 | foreach (var op in Operators.OfType<INeighborBasedOperator>())
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| 131 | op.GetNeighborsFunc = GetNeighbors;
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[11393] | 132 | }
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| 133 |
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[11753] | 134 | #region ISingleObjectiveHeuristicOptimizationProblem Members
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| 135 | IParameter ISingleObjectiveHeuristicOptimizationProblem.MaximizationParameter {
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| 136 | get { return Parameters["Maximization"]; }
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| 137 | }
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| 138 | IParameter ISingleObjectiveHeuristicOptimizationProblem.BestKnownQualityParameter {
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| 139 | get { return Parameters["BestKnownQuality"]; }
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| 140 | }
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| 141 | ISingleObjectiveEvaluator ISingleObjectiveHeuristicOptimizationProblem.Evaluator {
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| 142 | get { return Evaluator; }
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| 143 | }
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| 144 | #endregion
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[10753] | 145 | }
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| 146 | }
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