[6608] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[17181] | 3 | * Copyright (C) Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[6608] | 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.Optimization;
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| 23 | using HeuristicLab.Core;
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[17097] | 24 | using HEAL.Attic;
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[6608] | 25 | using HeuristicLab.Data;
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| 26 | using HeuristicLab.Common;
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| 27 | using HeuristicLab.Parameters;
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| 28 | using HeuristicLab.Problems.VehicleRouting.Interfaces;
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| 29 |
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| 30 | namespace HeuristicLab.Problems.VehicleRouting.Encodings.Alba {
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| 31 | [Item("AlbaLambdaInterchangeLocalImprovementOperator", "Takes a solution and finds the local optimum with respect to the lambda interchange neighborhood by decending along the steepest gradient.")]
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[17097] | 32 | [StorableType("84981F03-B886-4ADD-8DB5-C12628404335")]
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[12005] | 33 | public class AlbaLambdaInterchangeLocalImprovementOperator : VRPOperator, IStochasticOperator, ILocalImprovementOperator, ISingleObjectiveOperator {
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[6608] | 34 |
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| 35 | public IValueLookupParameter<IntValue> MaximumIterationsParameter {
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| 36 | get { return (IValueLookupParameter<IntValue>)Parameters["MaximumIterations"]; }
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| 37 | }
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| 38 |
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| 39 | public ILookupParameter<IntValue> EvaluatedSolutionsParameter {
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| 40 | get { return (ILookupParameter<IntValue>)Parameters["EvaluatedSolutions"]; }
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| 41 | }
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| 42 |
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| 43 | public ILookupParameter<ResultCollection> ResultsParameter {
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| 44 | get { return (ILookupParameter<ResultCollection>)Parameters["Results"]; }
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| 45 | }
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| 46 |
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| 47 | public ILookupParameter<IVRPEncoding> VRPToursParameter {
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| 48 | get { return (ILookupParameter<IVRPEncoding>)Parameters["VRPTours"]; }
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| 49 | }
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| 50 |
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| 51 | public ILookupParameter<DoubleValue> QualityParameter {
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| 52 | get { return (ILookupParameter<DoubleValue>)Parameters["Quality"]; }
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| 53 | }
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| 54 |
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| 55 | public IValueParameter<IntValue> LambdaParameter {
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| 56 | get { return (IValueParameter<IntValue>)Parameters["Lambda"]; }
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| 57 | }
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| 58 |
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| 59 | public IValueParameter<IntValue> SampleSizeParameter {
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| 60 | get { return (IValueParameter<IntValue>)Parameters["SampleSize"]; }
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| 61 | }
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| 62 |
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| 63 | public ILookupParameter<IRandom> RandomParameter {
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| 64 | get { return (ILookupParameter<IRandom>)Parameters["Random"]; }
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| 65 | }
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| 66 |
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| 67 | [StorableConstructor]
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[17097] | 68 | protected AlbaLambdaInterchangeLocalImprovementOperator(StorableConstructorFlag _) : base(_) { }
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[6608] | 69 | protected AlbaLambdaInterchangeLocalImprovementOperator(AlbaLambdaInterchangeLocalImprovementOperator original, Cloner cloner)
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| 70 | : base(original, cloner) {
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| 71 | }
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| 72 | public AlbaLambdaInterchangeLocalImprovementOperator()
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| 73 | : base() {
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| 74 | Parameters.Add(new ValueLookupParameter<IntValue>("MaximumIterations", "The maximum amount of iterations that should be performed (note that this operator will abort earlier when a local optimum is reached.", new IntValue(10000)));
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| 75 | Parameters.Add(new LookupParameter<IntValue>("EvaluatedSolutions", "The amount of evaluated solutions (here a move is counted only as 4/n evaluated solutions with n being the length of the permutation)."));
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| 76 | Parameters.Add(new LookupParameter<ResultCollection>("Results", "The collection where to store results."));
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| 77 | Parameters.Add(new LookupParameter<IVRPEncoding>("VRPTours", "The VRP tours to be manipulated."));
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| 78 | Parameters.Add(new LookupParameter<DoubleValue>("Quality", "The quality value of the assignment."));
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| 79 | Parameters.Add(new ValueParameter<IntValue>("Lambda", "The lambda value.", new IntValue(1)));
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| 80 | Parameters.Add(new ValueParameter<IntValue>("SampleSize", "The number of moves to generate.", new IntValue(2000)));
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| 81 | Parameters.Add(new LookupParameter<IRandom>("Random", "The random number generator."));
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| 82 | }
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| 83 |
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| 84 | public override IDeepCloneable Clone(Cloner cloner) {
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| 85 | return new AlbaLambdaInterchangeLocalImprovementOperator(this, cloner);
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| 86 | }
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| 87 |
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[11905] | 88 | public static void Apply(AlbaEncoding solution, int maxIterations,
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[6608] | 89 | int lambda, int samples, IRandom random, IVRPProblemInstance problemInstance, ref double quality, out int evaluatedSolutions) {
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| 90 | evaluatedSolutions = 0;
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| 91 |
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| 92 | for (int i = 0; i < maxIterations; i++) {
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| 93 | AlbaLambdaInterchangeMove bestMove = null;
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| 94 | foreach (AlbaLambdaInterchangeMove move in AlbaStochasticLambdaInterchangeMultiMoveGenerator.GenerateAllMoves(solution, problemInstance, lambda, samples, random)) {
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| 95 | AlbaEncoding newSolution = solution.Clone() as AlbaEncoding;
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| 96 | AlbaLambdaInterchangeMoveMaker.Apply(newSolution, move);
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| 97 | double moveQuality =
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| 98 | problemInstance.Evaluate(newSolution).Quality;
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| 99 |
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| 100 | evaluatedSolutions++;
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| 101 | if (moveQuality < quality || quality == -1) {
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| 102 | quality = moveQuality;
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| 103 | bestMove = move;
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| 104 | }
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| 105 | }
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[11905] | 106 | if (bestMove != null)
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[6608] | 107 | AlbaLambdaInterchangeMoveMaker.Apply(solution, bestMove);
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| 108 | }
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| 109 | }
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| 110 |
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[10507] | 111 | public override IOperation InstrumentedApply() {
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[6608] | 112 | int maxIterations = MaximumIterationsParameter.ActualValue.Value;
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| 113 | AlbaEncoding solution = null;
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| 114 |
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| 115 | if (VRPToursParameter.ActualValue is AlbaEncoding)
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| 116 | solution = VRPToursParameter.ActualValue as AlbaEncoding;
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| 117 | else
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| 118 | VRPToursParameter.ActualValue = solution = AlbaEncoding.ConvertFrom(VRPToursParameter.ActualValue, ProblemInstance);
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| 119 |
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| 120 | int lambda = LambdaParameter.Value.Value;
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| 121 | int samples = SampleSizeParameter.Value.Value;
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| 122 | IRandom random = RandomParameter.ActualValue;
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| 123 |
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| 124 | double quality = QualityParameter.ActualValue.Value;
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| 125 | int evaluatedSolutions;
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| 126 |
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| 127 | Apply(solution, maxIterations, lambda, samples, random, ProblemInstance, ref quality, out evaluatedSolutions);
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| 128 |
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| 129 | EvaluatedSolutionsParameter.ActualValue.Value += evaluatedSolutions;
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| 130 | QualityParameter.ActualValue.Value = quality;
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| 131 |
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[10507] | 132 | return base.InstrumentedApply();
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[6608] | 133 | }
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| 134 | }
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| 135 | }
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