[12762] | 1 | using System.Collections.ObjectModel;
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[12815] | 2 | using System.Security.AccessControl;
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[12824] | 3 | using System.Text;
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[12762] | 4 | using System.Threading;
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[12832] | 5 | using System.Threading.Tasks;
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[12824] | 6 | using System.Windows.Documents;
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[12840] | 7 | using System.Windows.Media;
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[12762] | 8 | using System.Xml.Serialization;
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[12503] | 9 | using Evaluation.ViewModel;
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| 10 | using HeuristicLab.Algorithms.Bandits;
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| 11 | using HeuristicLab.Algorithms.Bandits.BanditPolicies;
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| 12 | using HeuristicLab.Algorithms.GeneticProgramming;
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| 13 | using HeuristicLab.Algorithms.GrammaticalOptimization;
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| 14 | using HeuristicLab.Algorithms.MonteCarloTreeSearch;
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| 15 | using HeuristicLab.Algorithms.MonteCarloTreeSearch.Simulation;
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| 16 | using HeuristicLab.Problems.GrammaticalOptimization;
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| 17 | using Microsoft.Research.DynamicDataDisplay;
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| 18 | using Microsoft.Research.DynamicDataDisplay.DataSources;
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[12762] | 19 | using System;
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| 20 | using System.Collections.Generic;
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| 21 | using System.ComponentModel;
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| 22 | using System.Diagnostics;
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| 23 | using System.IO;
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| 24 | using System.Windows;
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| 25 | using System.Windows.Controls;
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| 26 | using System.Windows.Threading;
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| 27 | using Microsoft.Win32;
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| 28 | using WpfTestSvgSample;
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[12503] | 29 |
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| 30 | namespace Evaluation
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| 31 | {
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| 32 | /// <summary>
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| 33 | /// Interaction logic for MainWindow.xaml
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| 34 | /// </summary>
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| 35 | public partial class MainWindow : Window
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| 36 | {
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| 37 | private EvaluationViewModel vm;
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| 38 |
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[12762] | 39 | private DrawingPage treeDrawingPage;
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| 40 |
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[12503] | 41 | public MainWindow()
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| 42 | {
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| 43 | InitializeComponent();
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[12762] | 44 | CenterWindowOnScreen();
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[12503] | 45 | this.DataContext = vm = new EvaluationViewModel();
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[12840] | 46 | vm.MaxLen = 17;
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| 47 | vm.MaxIterations = 300000;
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[12829] | 48 | vm.NrRuns = 20;
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[12840] | 49 | vm.MaxThreads = 10;
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[12762] | 50 | }
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[12503] | 51 |
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[12762] | 52 | private void CenterWindowOnScreen()
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| 53 | {
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| 54 | double screenWidth = System.Windows.SystemParameters.PrimaryScreenWidth;
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| 55 | double screenHeight = System.Windows.SystemParameters.PrimaryScreenHeight;
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| 56 | double windowWidth = this.Width;
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| 57 | double windowHeight = this.Height;
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| 58 | this.Left = (screenWidth / 2) - (windowWidth / 2);
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| 59 | this.Top = (screenHeight / 2) - (windowHeight / 2);
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[12503] | 60 | }
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| 61 |
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[12815] | 62 | private void DrawQualityChart(Run run)
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[12503] | 63 | {
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[12781] | 64 | List<FoundSolution> solutions = new List<FoundSolution>(run.FoundSolutions);
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[12762] | 65 |
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[12781] | 66 | if (run.BestSolutionFoundAt < run.Evaluations)
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| 67 | {
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| 68 | solutions.Add(new FoundSolution(run.EndTime, run.Evaluations, run.BestQuality, run.BestSolution));
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| 69 | }
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[12762] | 70 |
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[12781] | 71 | var ds = new EnumerableDataSource<FoundSolution>(solutions);
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| 72 |
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| 73 |
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[12503] | 74 | ds.SetXMapping(x => x.Iteration);
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[12840] | 75 | ds.SetYMapping(y => y.Quality / run.BestKnownQuality);
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[12503] | 76 |
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| 77 | LineGraph graph = new LineGraph(ds);
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| 78 |
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| 79 | graph.StrokeThickness = 2;
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[12815] | 80 | graph.AddToPlotter(QualityChartPlotter);
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[12503] | 81 | }
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[12762] | 82 |
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[12815] | 83 | private void DrawSelectionChart(Run run)
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| 84 | {
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[12840] | 85 | // quality line
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| 86 | List<FoundSolution> solutions = new List<FoundSolution>(run.FoundSolutions);
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[12815] | 87 |
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[12840] | 88 | if (run.BestSolutionFoundAt < run.Evaluations)
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| 89 | {
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| 90 | solutions.Add(new FoundSolution(run.EndTime, run.Evaluations, run.BestQuality, run.BestSolution));
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| 91 | }
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[12815] | 92 |
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[12840] | 93 | var ds = new EnumerableDataSource<FoundSolution>(solutions);
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[12815] | 94 |
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[12840] | 95 |
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| 96 | ds.SetXMapping(x => x.Iteration);
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| 97 | ds.SetYMapping(y => y.Quality / run.BestKnownQuality);
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| 98 |
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[12815] | 99 | LineGraph graph = new LineGraph(ds);
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[12840] | 100 | graph.StrokeThickness = 2;
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| 101 | graph.AddToPlotter(SelectionChartPlotter);
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[12815] | 102 |
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[12840] | 103 | // selection indicator line
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| 104 | List<SelectionIndicator> selectionIndicators = new List<SelectionIndicator>(run.SelectionIndicators);
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| 105 |
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| 106 | var dssi = new EnumerableDataSource<SelectionIndicator>(selectionIndicators);
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| 107 |
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| 108 | dssi.SetXMapping(x => x.Evaluation);
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| 109 | dssi.SetYMapping(y => y.Indicator);
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| 110 |
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| 111 | graph = new LineGraph(dssi);
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[12815] | 112 | graph.StrokeThickness = 2;
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[12840] | 113 | graph.Stroke = Brushes.Red;
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[12815] | 114 | graph.AddToPlotter(SelectionChartPlotter);
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| 115 | }
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| 116 |
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[12762] | 117 | private void DrawTreeChart(Run run)
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| 118 | {
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| 119 | if (!string.IsNullOrEmpty(run.SvgFile))
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| 120 | {
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| 121 | treeDrawingPage.LoadDocument(run.SvgFile);
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| 122 | }
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| 123 | }
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| 124 |
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[12781] | 125 | private void DoRun(Object threadContext)
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| 126 | {
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| 127 | Run run = (Run)threadContext;
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| 128 | run.RunState = RunState.Running;
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| 129 | run.StartTime = DateTime.Now;
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[12762] | 130 |
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[12815] | 131 | run.Solver.Run(run.MaxIterations);
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[12781] | 132 |
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| 133 | run.EndTime = DateTime.Now;
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| 134 | run.RunState = RunState.Analyzing;
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| 135 |
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| 136 | if (run.FoundSolutions.Count > 0)
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| 137 | {
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| 138 | if (run.Solver is MonteCarloTreeSearch)
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| 139 | {
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| 140 | MonteCarloTreeSearch mctsSolver = (MonteCarloTreeSearch)run.Solver;
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| 141 |
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| 142 | run.TreeInfos = mctsSolver.GetTreeInfos();
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| 143 |
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| 144 | //byte[] output = mctsSolver.GenerateSvg();
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| 145 | //if (output != null && output.Length > 0)
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| 146 | //{
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| 147 | // run.SvgFile = string.Format("MCTS_SVG_#{0}_{1}.svg", run.RunNumber, DateTime.Now.Ticks);
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| 148 | // File.WriteAllBytes(run.SvgFile, mctsSolver.GenerateSvg());
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| 149 | //}
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[12832] | 150 | mctsSolver.FreeAll();
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[12781] | 151 | }
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| 152 | }
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| 153 | run.RunState = RunState.Finished;
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| 154 | lock (vm.CompletedRuns)
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| 155 | {
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| 156 | int completed = 0;
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| 157 | foreach (Run r in vm.Runs)
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| 158 | {
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| 159 | if (r.RunState == RunState.Finished)
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| 160 | {
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| 161 | completed++;
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| 162 | }
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| 163 | }
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| 164 | vm.CompletedRuns = string.Format("{0}/{1}", completed, vm.Runs.Count);
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| 165 | if (completed == vm.NrRuns)
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| 166 | {
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| 167 | Dispatcher.Invoke(AllRunsFinished);
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| 168 | }
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| 169 | }
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| 170 | }
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| 171 |
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| 172 | private void AllRunsFinished()
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[12503] | 173 | {
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[12781] | 174 | ButtonRun.IsEnabled = true;
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[12815] | 175 | TextBoxMaxIterations.IsEnabled = true;
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[12781] | 176 | TextBoxMaxLen.IsEnabled = true;
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| 177 | TextBoxRuns.IsEnabled = true;
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[12833] | 178 | TextBoxMaxThreads.IsEnabled = true;
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[12503] | 179 | }
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| 180 |
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[12781] | 181 | private void StartRuns()
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[12503] | 182 | {
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[12781] | 183 | vm.CompletedRuns = string.Format("0/{0}", vm.NrRuns);
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[12762] | 184 |
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[12503] | 185 | Type algorithmType = vm.SelectedAlgorithm;
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| 186 |
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| 187 | ISymbolicExpressionTreeProblem problem = vm.SelectedProblem;
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| 188 |
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| 189 | Type policy = vm.SelectedPolicy;
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| 190 | IBanditPolicy policyInstance = null;
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| 191 |
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| 192 | if (policy == typeof(UCTPolicy))
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| 193 | {
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| 194 | policyInstance = new UCTPolicy();
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| 195 | }
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[12762] | 196 | else if (policy == typeof(ThresholdAscentPolicy))
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[12503] | 197 | {
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| 198 | policyInstance = new ThresholdAscentPolicy();
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| 199 | }
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[12815] | 200 | else if (policy == typeof(BoltzmannExplorationPolicy))
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| 201 | {
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| 202 | policyInstance = new BoltzmannExplorationPolicy(2);
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| 203 | }
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[12840] | 204 | else if (policy == typeof(EpsGreedyPolicy))
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[12833] | 205 | {
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| 206 | policyInstance = new EpsGreedyPolicy(vm.Epsylon);
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| 207 | }
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[12503] | 208 | else
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| 209 | {
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| 210 | policyInstance = (IBanditPolicy)Activator.CreateInstance(policy);
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| 211 | }
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| 212 |
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[12762] | 213 | for (int i = 0; i < vm.NrRuns; i++)
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| 214 | {
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| 215 | ISolver solver = null;
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[12830] | 216 |
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[12828] | 217 | Random random = new Random(Guid.NewGuid().GetHashCode());
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[12503] | 218 |
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[12781] | 219 | if (algorithmType == typeof(MonteCarloTreeSearch_PruneLeaves))
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[12762] | 220 | {
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[12781] | 221 | solver = new MonteCarloTreeSearch_PruneLeaves(problem, vm.MaxLen, random, policyInstance, new RandomSimulation(problem, random, vm.MaxLen));
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| 222 | }
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| 223 | else if (algorithmType == typeof(MonteCarloTreeSearch))
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| 224 | {
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[12762] | 225 | solver = new MonteCarloTreeSearch(problem, vm.MaxLen, random, policyInstance, new RandomSimulation(problem, random, vm.MaxLen));
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| 226 | }
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| 227 | else if (algorithmType == typeof(SequentialSearch))
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| 228 | {
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| 229 | solver = new SequentialSearch(problem, vm.MaxLen, random, 0,
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| 230 | new HeuristicLab.Algorithms.Bandits.GrammarPolicies.GenericGrammarPolicy(problem, policyInstance));
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| 231 | }
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| 232 | else if (algorithmType == typeof(RandomSearch))
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| 233 | {
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| 234 | solver = new RandomSearch(problem, random, vm.MaxLen);
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| 235 | }
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| 236 | else if (algorithmType == typeof(StandardGP))
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| 237 | {
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| 238 | solver = new StandardGP(problem, random);
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| 239 | }
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| 240 | else if (algorithmType == typeof(OffspringSelectionGP))
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| 241 | {
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| 242 | solver = new OffspringSelectionGP(problem, random);
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| 243 | }
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[12503] | 244 |
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[12815] | 245 | Run run = new Run(problem, policyInstance, solver, i + 1, vm.MaxIterations, vm.MaxLen);
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[12762] | 246 |
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[12781] | 247 | vm.Runs.Add(run);
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[12762] | 248 | }
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[12832] | 249 | Task.Run(() =>
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[12840] | 250 | Parallel.For(0, vm.NrRuns, new ParallelOptions { MaxDegreeOfParallelism = vm.MaxThreads },
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[12832] | 251 | i => DoRun(vm.Runs[i])));
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[12762] | 252 | }
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[12503] | 253 |
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[12815] | 254 | private void ClearQualityChart()
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[12762] | 255 | {
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[12815] | 256 | QualityChartPlotter.Children.RemoveAll<LineGraph>();
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[12503] | 257 | }
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| 258 |
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[12781] | 259 | private void ClearComparisonChart()
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| 260 | {
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| 261 | ComparisonChartPlotter.Children.RemoveAll<LineGraph>();
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| 262 | }
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| 263 |
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[12815] | 264 | private void ClearSelectionChart()
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| 265 | {
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| 266 | SelectionChartPlotter.Children.RemoveAll<LineGraph>();
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| 267 | }
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| 268 |
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[12503] | 269 | private void ButtonRun_OnClick(object sender, RoutedEventArgs e)
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| 270 | {
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[12815] | 271 | ClearQualityChart();
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[12781] | 272 | ClearComparisonChart();
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[12815] | 273 | ClearSelectionChart();
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[12781] | 274 |
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[12762] | 275 | vm.Runs.Clear();
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[12781] | 276 | vm.SelectedRun = null;
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[12503] | 277 | ButtonRun.IsEnabled = false;
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[12815] | 278 | TextBoxMaxIterations.IsEnabled = false;
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[12762] | 279 | TextBoxMaxLen.IsEnabled = false;
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| 280 | TextBoxRuns.IsEnabled = false;
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[12781] | 281 | StartRuns();
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[12503] | 282 | }
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| 283 |
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| 284 | private void ButtonPause_OnClick(object sender, RoutedEventArgs e)
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| 285 | {
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[12762] | 286 | //if (vm.SelectedAlgorithm == typeof(MonteCarloTreeSearch))
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| 287 | //{
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| 288 | // MonteCarloTreeSearch mcts = (MonteCarloTreeSearch)solver;
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| 289 | // mcts.PauseContinue();
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| 290 | // if (mcts.IsPaused)
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| 291 | // {
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| 292 | // ButtonPause.Content = "Continue";
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| 293 | // }
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| 294 | // else
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| 295 | // {
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| 296 | // ButtonPause.Content = "Pause";
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| 297 | // }
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| 298 | //}
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[12503] | 299 | }
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| 300 |
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| 301 | private void ButtonStop_OnClick(object sender, RoutedEventArgs e)
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| 302 | {
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[12781] | 303 | //worker.CancelAsync();
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[12503] | 304 | }
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| 305 |
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| 306 | private void ComboBoxAlgorithms_OnSelectionChanged(object sender, SelectionChangedEventArgs e)
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| 307 | {
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[12781] | 308 | if (vm.SelectedAlgorithm == typeof(MonteCarloTreeSearch) || vm.SelectedAlgorithm == typeof(MonteCarloTreeSearch_PruneLeaves))
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[12503] | 309 | {
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| 310 | ComboBoxPolicies.IsEnabled = true;
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[12762] | 311 | TabItemTree.IsEnabled = true;
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[12503] | 312 | }
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[12762] | 313 | else if (vm.SelectedAlgorithm == typeof(SequentialSearch))
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| 314 | {
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| 315 | ComboBoxPolicies.IsEnabled = true;
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| 316 | TabItemTree.IsEnabled = false;
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| 317 | }
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[12503] | 318 | else
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| 319 | {
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| 320 | ComboBoxPolicies.IsEnabled = false;
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[12762] | 321 | TabItemTree.IsEnabled = false;
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[12503] | 322 | }
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| 323 | }
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[12762] | 324 |
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| 325 | private void Window_Loaded(object sender, RoutedEventArgs e)
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| 326 | {
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| 327 | treeDrawingPage = treeDrawing.Content as DrawingPage;
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| 328 | }
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| 329 |
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| 330 | private void ListBoxRuns_OnSelectionChanged(object sender, SelectionChangedEventArgs e)
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| 331 | {
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[12781] | 332 | if (vm.SelectedRun != null)
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| 333 | {
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| 334 | vm.SelectedRun.Solver.FoundNewBestSolution -= SelectedRun_FoundNewBestSolution;
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| 335 | }
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[12762] | 336 | if (ListBoxRuns.SelectedItem != null)
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| 337 | {
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[12781] | 338 | vm.SelectedRun = (Run)ListBoxRuns.SelectedItem;
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| 339 |
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| 340 | vm.SelectedRun.Solver.FoundNewBestSolution += SelectedRun_FoundNewBestSolution;
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| 341 |
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[12815] | 342 | ClearQualityChart();
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| 343 | DrawQualityChart(vm.SelectedRun);
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| 344 |
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| 345 | if (vm.SelectedRun.RunState == RunState.Finished)
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| 346 | {
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| 347 | ClearSelectionChart();
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| 348 | DrawSelectionChart(vm.SelectedRun);
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| 349 | }
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[12781] | 350 | //DrawTreeChart(vm.SelectedRun);
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[12762] | 351 | }
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[12781] | 352 | else
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| 353 | {
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| 354 | vm.SelectedRun = null;
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| 355 | }
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[12762] | 356 | }
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| 357 |
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[12781] | 358 | void SelectedRun_FoundNewBestSolution(string arg1, double arg2)
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| 359 | {
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| 360 | Dispatcher.BeginInvoke(new Action(() =>
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| 361 | {
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[12815] | 362 | ClearQualityChart();
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| 363 | DrawQualityChart(vm.SelectedRun);
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[12781] | 364 | }));
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| 365 | }
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| 366 |
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[12762] | 367 | public void SaveToFile()
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| 368 | {
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| 369 | SaveFileDialog dlg = new SaveFileDialog();
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| 370 | dlg.FileName = "runs"; // Default file name
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| 371 | dlg.DefaultExt = ".xml"; // Default file extension
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| 372 |
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| 373 | // Show save file dialog box
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| 374 | Nullable<bool> result = dlg.ShowDialog();
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| 375 |
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| 376 | // Process save file dialog box results
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| 377 | if (result == true)
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| 378 | {
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| 379 | // Save document
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| 380 | string filename = dlg.FileName;
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| 381 |
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| 382 | XmlSerializer serializer = new XmlSerializer(typeof(ObservableCollection<Run>));
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| 383 | using (TextWriter writer = new StreamWriter(filename))
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| 384 | {
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| 385 | serializer.Serialize(writer, vm.Runs);
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| 386 | }
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| 387 | }
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| 388 |
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| 389 | }
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| 390 |
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| 391 | public void LoadFromFile()
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| 392 | {
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| 393 | OpenFileDialog dlg = new OpenFileDialog();
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| 394 |
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| 395 | // Show save file dialog box
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| 396 | Nullable<bool> result = dlg.ShowDialog();
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| 397 |
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| 398 | // Process save file dialog box results
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| 399 | if (result == true)
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| 400 | {
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| 401 | // Load document
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| 402 | string filename = dlg.FileName;
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| 403 |
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| 404 | XmlSerializer deserializer = new XmlSerializer(typeof(ObservableCollection<Run>));
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| 405 | using (TextReader reader = new StreamReader(filename))
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| 406 | {
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| 407 | object obj = deserializer.Deserialize(reader);
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| 408 | vm.Runs = (ObservableCollection<Run>)obj;
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| 409 |
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| 410 | }
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| 411 | }
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| 412 | }
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| 413 |
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| 414 | private void LoadButton_OnClick(object sender, RoutedEventArgs e)
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| 415 | {
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[12781] | 416 | LoadFromFile();
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[12762] | 417 | }
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| 418 |
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| 419 | private void SaveButton_OnClick(object sender, RoutedEventArgs e)
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| 420 | {
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| 421 | SaveToFile();
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| 422 | }
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[12824] | 423 |
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| 424 | private void MenuItemCopyToClipboard_OnClick(object sender, RoutedEventArgs e)
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| 425 | {
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| 426 | StringBuilder tableExport = new StringBuilder();
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[12827] | 427 | tableExport.Append(
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[12824] | 428 | "Run\tMaxIterations\tEvaluations\tBestKnownQuality\tQuality\tQuality %\tFoundAt\tTotalTime\tSolutionTime\tEvaluationsPerSecond\tSolution");
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[12830] | 429 | if (ListViewRuns.Items.Count > 0 && ((Run)ListViewRuns.Items[0]).TreeInfos != null)
|
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[12827] | 430 | {
|
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| 431 | tableExport.Append("\tTotalNodes\tUnexpandedNodes\tExpandedNodes\tLeaveNodes\tDeepestLevel");
|
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| 432 | }
|
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| 433 | tableExport.AppendLine();
|
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[12824] | 434 | for (int i = 0; i < ListViewRuns.Items.Count; i++)
|
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| 435 | {
|
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| 436 | Run run = (Run)ListViewRuns.Items[i];
|
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[12827] | 437 | tableExport.Append(string.Format("{0}\t{1}\t{2}\t{3}\t{4}\t{5}\t{6}\t{7}\t{8}\t{9}\t{10}", run.RunNumber,
|
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[12824] | 438 | run.MaxIterations, run.Evaluations, run.BestKnownQuality, run.BestQuality,
|
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| 439 | run.BestQuality / run.BestKnownQuality, run.BestSolutionFoundAt, run.TotalTime, run.BestSolutionTime,
|
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| 440 | run.EvaluationsPerSecond, run.BestSolution));
|
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[12827] | 441 |
|
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| 442 | if (run.TreeInfos != null)
|
---|
| 443 | {
|
---|
| 444 | tableExport.Append(string.Format("\t{0}\t{1}\t{2}\t{3}\t{4}", run.TreeInfos.TotalNodes,
|
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| 445 | run.TreeInfos.UnexpandedNodes, run.TreeInfos.ExpandedNodes, run.TreeInfos.LeaveNodes,
|
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| 446 | run.TreeInfos.DeepestLevel));
|
---|
| 447 | }
|
---|
| 448 |
|
---|
| 449 | tableExport.AppendLine();
|
---|
[12824] | 450 | }
|
---|
| 451 | Clipboard.SetData(DataFormats.Text, tableExport.ToString());
|
---|
| 452 | }
|
---|
[12833] | 453 |
|
---|
| 454 | private void ComboBoxPolicies_OnSelectionChanged(object sender, SelectionChangedEventArgs e)
|
---|
| 455 | {
|
---|
[12840] | 456 | if (vm.SelectedPolicy == typeof(EpsGreedyPolicy))
|
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[12833] | 457 | {
|
---|
| 458 | TextBoxEpsylon.Visibility = Visibility.Visible;
|
---|
| 459 | TextBlockEpsylon.Visibility = Visibility.Visible;
|
---|
| 460 | }
|
---|
| 461 | else
|
---|
| 462 | {
|
---|
| 463 | TextBoxEpsylon.Visibility = Visibility.Hidden;
|
---|
| 464 | TextBlockEpsylon.Visibility = Visibility.Hidden;
|
---|
| 465 | }
|
---|
| 466 | }
|
---|
[12840] | 467 |
|
---|
| 468 | private void Selector_OnSelectionChanged(object sender, SelectionChangedEventArgs e)
|
---|
| 469 | {
|
---|
| 470 | if (ChartSelector.SelectedItem == TabSelectionIndicator)
|
---|
| 471 | {
|
---|
| 472 | if (vm.SelectedRun != null)
|
---|
| 473 | {
|
---|
| 474 | if (vm.SelectedRun.RunState == RunState.Finished)
|
---|
| 475 | {
|
---|
| 476 | ClearSelectionChart();
|
---|
| 477 | DrawSelectionChart(vm.SelectedRun);
|
---|
| 478 | }
|
---|
| 479 | }
|
---|
| 480 | }
|
---|
| 481 | else if (ChartSelector.SelectedItem == TabQualityChart)
|
---|
| 482 | {
|
---|
| 483 | if (vm.SelectedRun != null)
|
---|
| 484 | {
|
---|
| 485 | if (vm.SelectedRun.RunState == RunState.Finished)
|
---|
| 486 | {
|
---|
| 487 | ClearQualityChart();
|
---|
| 488 | DrawQualityChart(vm.SelectedRun);
|
---|
| 489 | }
|
---|
| 490 | }
|
---|
| 491 | }
|
---|
| 492 | }
|
---|
[12503] | 493 | }
|
---|
| 494 | }
|
---|