[15890] | 1 | using System;
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| 2 | using System.Linq;
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| 3 | using CommandLine;
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| 4 | using HeuristicLab.Data;
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| 5 | using HeuristicLab.Problems.GeneralizedQuadraticAssignment;
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| 6 | using HeuristicLab.Problems.GeneralizedQuadraticAssignment.Algorithms.Evolutionary;
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| 7 | using HeuristicLab.Problems.GeneralizedQuadraticAssignment.Algorithms.GRASP;
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| 8 | using HeuristicLab.Problems.GeneralizedQuadraticAssignment.Algorithms.LocalSearch;
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| 9 | using HeuristicLab.Problems.Instances.CordeauGQAP;
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| 10 |
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| 11 | namespace GQAPSolver {
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| 12 | public enum AlgorithmType { OSGA = 1, ILS = 2, ES = 3, GRASP = 4 }
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| 13 |
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| 14 | class CLOptions {
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| 15 | [Value(0, HelpText = "Configuration ID, set by irace.")]
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| 16 | public int ConfigId { get; set; }
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| 17 | [Value(1, HelpText = "Instance ID, set by irace.")]
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| 18 | public int InstanceId { get; set; }
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| 19 | [Value(2, HelpText = "Seed, set by irace.")]
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| 20 | public long Seed { get; set; }
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| 21 |
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| 22 | [Value(3, Default = "20-15-35", HelpText = "Name of the problem instance.", Required = true)]
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| 23 | public string ProblemInstance { get; set; }
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| 24 |
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| 25 | [Option('a', "alg", Default = AlgorithmType.OSGA, HelpText = "Either: OSGA, ILS, ES, GRASP")]
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| 26 | public AlgorithmType Algorithm { get; set; }
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| 27 |
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| 28 | [Option('t', "tries", Default = 1,
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| 29 | HelpText = "Number of repetitions to perform.")]
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| 30 | public int Tries { get; set; }
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| 31 | [Option('r', "maxrt", Default = 60,
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| 32 | HelpText = "Maximum runtime in seconds.")]
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| 33 | public int MaxRuntime { get; set; }
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| 34 | [Option('i', "maxiter", Default = 0,
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| 35 | HelpText = "Maximum number of iterations.")]
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| 36 | public int MaxIterations { get; set; }
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| 37 | [Option('e', "maxeval", Default = 0,
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| 38 | HelpText = "Maximum number of evaluations.")]
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| 39 | public int MaxEvaluations { get; set; }
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| 40 |
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| 41 | [Option("popsize", Default = 500, HelpText = "Population size (OSGA)")]
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| 42 | public int PopulationSize { get; set; }
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| 43 | [Option("mutprob", Default = 0.05, HelpText = "Mutation probability (OSGA)")]
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| 44 | public double MutationProbability { get; set; }
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| 45 |
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| 46 | [Option("pertstr", Default = 0.5, HelpText = "Perturbation strength (ILS)")]
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| 47 | public double PerturbationStrength { get; set; }
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| 48 |
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| 49 | [Option("mu", Default = 10, HelpText = "Parent population size (ES)")]
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| 50 | public int Mu { get; set; }
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| 51 | [Option("lambda", Default = 10, HelpText = "Offspring population size (ES)")]
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| 52 | public int Lambda { get; set; }
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| 53 | [Option("evosel", Default = ESSelection.Plus, HelpText = "Selection strategy + or , (ES)")]
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| 54 | public ESSelection Selection { get; set; }
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| 55 | [Option("recomb", Default = 0, HelpText = "Use recombination 0 or 1 (ES)")]
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| 56 | public int Recombination { get; set; }
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| 57 |
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| 58 | [Option("eliteset", Default = 10, HelpText = "Size of the elite set (GRASP)")]
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| 59 | public int EliteSetSize { get; set; }
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| 60 | [Option("mineliteset", Default = 2, HelpText = "Minimum size of the elite set (GRASP)")]
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| 61 | public int MinimumEliteSetSize { get; set; }
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| 62 | [Option("lsiters", Default = 100, HelpText = "Maximum local search iterations (GRASP)")]
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| 63 | public int MaximumLocalSearchIterations { get; set; }
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| 64 | [Option("candidatesize", Default = 0.5, HelpText = "Candidate Size Factor (GRASP)")]
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| 65 | public double CandidateSizeFactor { get; set; }
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| 66 | [Option("maxcandsize", Default = 10, HelpText = "Maximum candidate list size (GRASP)")]
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| 67 | public int MaximumCandidateListSize { get; set; }
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| 68 | [Option("onemoveprob", Default = 0.5, HelpText = "Probability for performing a 1-move (GRASP)")]
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| 69 | public double OneMoveProbability { get; set; }
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| 70 | [Option("mindiff", Default = 4, HelpText = "Minimum difference (GRASP)")]
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| 71 | public int MinimumDifference { get; set; }
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| 72 | }
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| 73 |
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| 74 | class Program {
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| 75 | static void Main(string[] args) {
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| 76 | var parsed = CommandLine.Parser.Default.ParseArguments<CLOptions>(args)
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| 77 | .WithParsed(x => Run(x));
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| 78 | }
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| 79 |
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| 80 | private static void Run(CLOptions opts) {
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| 81 | var provider = new CordeauGQAPInstanceProvider();
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| 82 | var descriptors = provider.GetDataDescriptors().ToList();
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| 83 | var avgBest = 0.0;
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| 84 | for (var t = 0; t < opts.Tries; t++) {
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| 85 | HeuristicLab.Optimization.IAlgorithm alg = null;
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| 86 | switch (opts.Algorithm) {
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| 87 | case AlgorithmType.OSGA:
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| 88 | alg = new OSGA() {
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| 89 | MaximumEvaluations = opts.MaxEvaluations,
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| 90 | MaximumIterations = opts.MaxIterations,
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| 91 | MaximumRuntime = TimeSpan.FromSeconds(opts.MaxRuntime),
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| 92 | PopulationSize = opts.PopulationSize,
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| 93 | MutationProbability = opts.MutationProbability,
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| 94 | StopAtBestKnownQuality = true,
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| 95 | Seed = (int)opts.Seed,
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| 96 | SetSeedRandomly = false
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| 97 | };
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| 98 | break;
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| 99 | case AlgorithmType.ILS:
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| 100 | alg = new IteratedLS() {
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| 101 | MaximumEvaluations = opts.MaxEvaluations,
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| 102 | MaximumIterations = opts.MaxIterations,
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| 103 | MaximumRuntime = TimeSpan.FromSeconds(opts.MaxRuntime),
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| 104 | PerturbationStrength = opts.PerturbationStrength,
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| 105 | StopAtBestKnownQuality = true,
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| 106 | Seed = (int)opts.Seed,
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| 107 | SetSeedRandomly = false
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| 108 | };
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| 109 | break;
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| 110 | case AlgorithmType.ES:
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| 111 | alg = new EvolutionStrategy() {
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| 112 | MaximumEvaluations = opts.MaxEvaluations,
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| 113 | MaximumIterations = opts.MaxIterations,
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| 114 | MaximumRuntime = TimeSpan.FromSeconds(opts.MaxRuntime),
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| 115 | Mu = opts.Mu,
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| 116 | Lambda = opts.Lambda,
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| 117 | Selection = opts.Selection,
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| 118 | UseRecombination = opts.Recombination > 0,
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| 119 | StopAtBestKnownQuality = true,
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| 120 | Seed = (int)opts.Seed,
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| 121 | SetSeedRandomly = false
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| 122 | };
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| 123 | break;
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| 124 | case AlgorithmType.GRASP:
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| 125 | alg = new GRASP() {
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| 126 | MaximumEvaluations = opts.MaxEvaluations,
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| 127 | MaximumIterations = opts.MaxIterations,
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| 128 | MaximumRuntime = TimeSpan.FromSeconds(opts.MaxRuntime),
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| 129 | EliteSetSize = opts.EliteSetSize,
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| 130 | MinimumEliteSetSize = opts.MinimumEliteSetSize,
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| 131 | MaximumLocalSearchIterations = opts.MaximumLocalSearchIterations,
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| 132 | CandidateSizeFactor = opts.CandidateSizeFactor,
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| 133 | MaximumCandidateListSize = opts.MaximumCandidateListSize,
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| 134 | OneMoveProbability = opts.OneMoveProbability,
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| 135 | MinimumDifference = opts.MinimumDifference,
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| 136 | StopAtBestKnownQuality = true,
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| 137 | Seed = (int)opts.Seed,
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| 138 | SetSeedRandomly = false
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| 139 | };
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| 140 | break;
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| 141 | }
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| 142 | if (alg == null) throw new InvalidOperationException("Unknown algorithm.");
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| 143 | var prob = alg.Problem as GQAP;
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| 144 | if (prob == null) alg.Problem = prob = new GQAP();
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| 145 | prob.Load(provider.LoadData(descriptors[opts.InstanceId-1]));
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| 146 | alg.Start();
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| 147 | avgBest += ((DoubleValue)alg.Results["BestQuality"].Value).Value;
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| 148 | }
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| 149 | Console.WriteLine(avgBest / opts.Tries);
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| 150 | }
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| 151 | }
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| 152 | }
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