#region License Information /* HeuristicLab * Copyright (C) 2002-2017 Heuristic and Evolutionary Algorithms Laboratory (HEAL) * * This file is part of HeuristicLab. * * HeuristicLab is free software: you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation, either version 3 of the License, or * (at your option) any later version. * * HeuristicLab is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with HeuristicLab. If not, see . */ #endregion using System; using System.Diagnostics; using System.Linq; using System.Threading; using HeuristicLab.Analysis; using HeuristicLab.Common; using HeuristicLab.Core; using HeuristicLab.Data; using HeuristicLab.Optimization; using HeuristicLab.Parameters; using HeuristicLab.Persistence.Default.CompositeSerializers.Storable; namespace HeuristicLab.Problems.GeneralizedQuadraticAssignment.Algorithms { [Item("Context-based Algorithm", "Algorithms that make use of contexts to facilitate applying operators.")] [StorableClass] public abstract class ContextAlgorithm : BasicAlgorithm where TContext : class, IContext, new() where TEncoding : class, IEncoding { public override Type ProblemType { get { return typeof(SingleObjectiveBasicProblem); } } public new SingleObjectiveBasicProblem Problem { get { return (SingleObjectiveBasicProblem)base.Problem; } set { base.Problem = value; } } [Storable] private TContext context; public TContext Context { get { return context; } } [Storable] private ValueParameter analyzerParameter; public IValueParameter AnalyzerParameter { get { return analyzerParameter; } } [Storable] private FixedValueParameter maximumIterationsParameter; public IFixedValueParameter MaximumIterationsParameter { get { return maximumIterationsParameter; } } [Storable] private FixedValueParameter maximumEvaluationsParameter; public IFixedValueParameter MaximumEvaluationsParameter { get { return maximumEvaluationsParameter; } } [Storable] private FixedValueParameter maximumRuntimeParameter; public IFixedValueParameter MaximumRuntimeParameter { get { return maximumRuntimeParameter; } } [Storable] private FixedValueParameter stopAtBestKnownQualityParameter; public IFixedValueParameter StopAtBestKnownQualityParameter { get { return stopAtBestKnownQualityParameter; } } public IAnalyzer Analyzer { get { return analyzerParameter.Value; } set { analyzerParameter.Value = value; } } public int MaximumIterations { get { return maximumIterationsParameter.Value.Value; } set { maximumIterationsParameter.Value.Value = value; } } public int MaximumEvaluations { get { return maximumEvaluationsParameter.Value.Value; } set { maximumEvaluationsParameter.Value.Value = value; } } public TimeSpan MaximumRuntime { get { return maximumRuntimeParameter.Value.Value; } set { maximumRuntimeParameter.Value.Value = value; } } public bool StopAtBestKnownQuality { get { return stopAtBestKnownQualityParameter.Value.Value; } set { stopAtBestKnownQualityParameter.Value.Value = value; } } private Stopwatch stopwatch; [Storable] private TimeSpan elapsed; [Storable] private IndexedDataTable qualityPerClock; [Storable] private IndexedDataRow firstHitGraph; [StorableConstructor] protected ContextAlgorithm(bool deserializing) : base(deserializing) { } protected ContextAlgorithm(ContextAlgorithm original, Cloner cloner) : base(original, cloner) { context = cloner.Clone(original.context); analyzerParameter = cloner.Clone(original.analyzerParameter); maximumIterationsParameter = cloner.Clone(original.maximumIterationsParameter); maximumEvaluationsParameter = cloner.Clone(original.maximumEvaluationsParameter); maximumRuntimeParameter = cloner.Clone(original.maximumRuntimeParameter); stopAtBestKnownQualityParameter = cloner.Clone(original.stopAtBestKnownQualityParameter); elapsed = original.elapsed; qualityPerClock = cloner.Clone(original.qualityPerClock); firstHitGraph = cloner.Clone(original.firstHitGraph); if (context != null) context.BestQualityChanged += ContextOnBestQualityChanged; } protected ContextAlgorithm() : base() { Parameters.Add(analyzerParameter = new ValueParameter("Analyzer", "The analyzers that are used to perform an analysis of the solutions.", new MultiAnalyzer())); Parameters.Add(maximumIterationsParameter = new FixedValueParameter("MaximumIterations", "The number of iterations that the algorithm should run or < 1 to ignore.", new IntValue(0))); Parameters.Add(maximumEvaluationsParameter = new FixedValueParameter("MaximumEvaluations", "The number of evaluated solutions that the algorithm should perform or < 1 to ignore.", new IntValue(0))); Parameters.Add(maximumRuntimeParameter = new FixedValueParameter("MaximumRuntime", "The timespan that the algorithm is allowed to run.", new TimeSpanValue(TimeSpan.FromMinutes(1)))); Parameters.Add(stopAtBestKnownQualityParameter = new FixedValueParameter("StopAtBestKnownQuality", "Whether the algorithm should terminate if the best known quality has been found.", new BoolValue(true))); } protected override void Initialize(CancellationToken cancellationToken) { base.Initialize(cancellationToken); context = new TContext(); context.Scope.Variables.Add(new Variable("Results", Results)); context.BestQualityChanged += ContextOnBestQualityChanged; IExecutionContext ctxt = null; foreach (var item in Problem.ExecutionContextItems) ctxt = new Core.ExecutionContext(ctxt, item, Context.Scope); ctxt = new Core.ExecutionContext(ctxt, this, Context.Scope); context.Parent = ctxt; context.Iterations = 0; context.EvaluatedSolutions = 0; context.BestQuality = double.NaN; qualityPerClock = new IndexedDataTable("Quality Per Clock"); firstHitGraph = new IndexedDataRow("First-hit Graph"); qualityPerClock.Rows.Add(firstHitGraph); Results.Add(new Result("QualityPerClock", qualityPerClock)); elapsed = TimeSpan.Zero; stopwatch = Stopwatch.StartNew(); } protected override void Run(CancellationToken cancellationToken) { if (stopwatch == null || !stopwatch.IsRunning) stopwatch = Stopwatch.StartNew(); } private void ContextOnBestQualityChanged(object sender, EventArgs e) { if (double.IsNaN(Context.BestQuality)) return; var newEntry = Tuple.Create((elapsed + stopwatch.Elapsed).TotalSeconds, Context.BestQuality); if (firstHitGraph.Values.Count == 0) { firstHitGraph.Values.Add(newEntry); // record the first data firstHitGraph.Values.Add(Tuple.Create(newEntry.Item1, newEntry.Item2)); // last entry records max number of evaluations return; } var improvement = firstHitGraph.Values.Last().Item2 != newEntry.Item2; if (improvement) { firstHitGraph.Values[firstHitGraph.Values.Count - 1] = newEntry; // record the improvement firstHitGraph.Values.Add(Tuple.Create(newEntry.Item1, newEntry.Item2)); // last entry records max number of evaluations } else { firstHitGraph.Values[firstHitGraph.Values.Count - 1] = Tuple.Create(newEntry.Item1, newEntry.Item2); } } public override void Prepare() { if (context != null) { context.BestQualityChanged -= ContextOnBestQualityChanged; context = null; } base.Prepare(); } protected override void OnPaused() { elapsed += stopwatch.Elapsed; stopwatch.Reset(); firstHitGraph.Values[firstHitGraph.Values.Count - 1] = Tuple.Create(elapsed.TotalSeconds, Context.BestQuality); base.OnPaused(); } protected override void OnStopped() { if (stopwatch.IsRunning) { elapsed += stopwatch.Elapsed; stopwatch.Reset(); firstHitGraph.Values[firstHitGraph.Values.Count - 1] = Tuple.Create(elapsed.TotalSeconds, Context.BestQuality); } // base call must be done last as the results will be cloned and a run is created base.OnStopped(); } [StorableHook(HookType.AfterDeserialization)] private void AfterDeserialization() { if (context != null) context.BestQualityChanged += ContextOnBestQualityChanged; } protected virtual bool StoppingCriterion() { return MaximumIterations > 0 && Context.Iterations > MaximumIterations || MaximumEvaluations > 0 && Context.EvaluatedSolutions > MaximumEvaluations || MaximumRuntime > TimeSpan.Zero && ExecutionTime > MaximumRuntime || StopAtBestKnownQuality && !double.IsNaN(Problem.BestKnownQuality) && Context.BestQuality.IsAlmost(Problem.BestKnownQuality); } } }