1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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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 System;
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23 | using System.Collections.Generic;
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24 | using HeuristicLab.Common;
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25 | using HeuristicLab.Core;
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26 | using HeuristicLab.Optimization;
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27 | using HEAL.Attic;
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28 | using HeuristicLab.Problems.DataAnalysis;
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29 |
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30 | namespace HeuristicLab.DataPreprocessing {
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31 | [Item("PreprocessingContext", "PreprocessingContext")]
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32 | [StorableType("52D31B2B-7D48-482B-B875-5FCE0F8397A8")]
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33 | public class PreprocessingContext : NamedItem, IStorableContent {
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34 | public string Filename { get; set; }
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35 |
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36 | [Storable]
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37 | public IFilteredPreprocessingData Data { get; private set; }
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38 |
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39 | [Storable]
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40 | private IItem Source { get; set; }
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41 |
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42 | public event EventHandler Reset;
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43 |
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44 | #region Constructors
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45 | public PreprocessingContext(IDataAnalysisProblemData problemData, IItem source = null)
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46 | : base("Data Preprocessing") {
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47 | if (problemData == null) throw new ArgumentNullException("problemData");
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48 | Import(problemData, source);
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49 | }
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50 |
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51 | [StorableConstructor]
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52 | protected PreprocessingContext(StorableConstructorFlag _) : base(_) { }
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53 | protected PreprocessingContext(PreprocessingContext original, Cloner cloner)
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54 | : base(original, cloner) {
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55 | Source = cloner.Clone(original.Source);
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56 | Data = cloner.Clone(original.Data);
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57 | }
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58 | public override IDeepCloneable Clone(Cloner cloner) {
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59 | return new PreprocessingContext(this, cloner);
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60 | }
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61 | #endregion
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62 |
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63 | #region Import
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64 | public void Import(IDataAnalysisProblemData problemData, IItem source = null) {
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65 | if (problemData == null) throw new ArgumentNullException("problemData");
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66 | if (source != null && ExtractProblemData(source) != problemData)
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67 | source = null; // ignore the source if the source's problem data is different
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68 | Source = source ?? problemData;
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69 | var namedSource = Source as INamedItem;
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70 | if (namedSource != null)
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71 | Name = "Preprocessing " + namedSource.Name;
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72 | Data = new FilteredPreprocessingData(new PreprocessingData(problemData));
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73 | OnReset();
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74 | // Reset GUI:
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75 | // - OnContentChanged for PreprocessingView!
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76 | // event? task(async import)?
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77 | }
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78 | private IDataAnalysisProblemData ExtractProblemData(IItem source) {
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79 | var algorithm = source as Algorithm;
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80 | var problem = algorithm != null ? algorithm.Problem as IDataAnalysisProblem : source as IDataAnalysisProblem;
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81 | var problemData = problem != null ? problem.ProblemData : source as IDataAnalysisProblemData;
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82 | return problemData;
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83 | }
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84 | #endregion
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85 |
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86 | #region Export
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87 | public bool CanExport {
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88 | get { return Source is IAlgorithm || Source is IDataAnalysisProblem || Source is IDataAnalysisProblemData; }
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89 | }
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90 | public IEnumerable<KeyValuePair<string, Func<IItem>>> GetSourceExportOptions() {
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91 | var algorithm = Source as IAlgorithm;
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92 | if (algorithm != null)
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93 | yield return new KeyValuePair<string, Func<IItem>>(
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94 | algorithm.GetType().GetPrettyName(),
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95 | () => ExportAlgorithm(algorithm));
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96 |
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97 | var problem = algorithm != null ? algorithm.Problem as IDataAnalysisProblem : Source as IDataAnalysisProblem;
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98 | if (problem != null)
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99 | yield return new KeyValuePair<string, Func<IItem>>(
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100 | problem.GetType().GetPrettyName(),
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101 | () => ExportProblem(problem));
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102 |
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103 | var problemData = problem != null ? problem.ProblemData : Source as IDataAnalysisProblemData;
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104 | if (problemData != null)
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105 | yield return new KeyValuePair<string, Func<IItem>>(
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106 | problemData.GetType().GetPrettyName(),
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107 | () => ExportProblemData(problemData));
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108 | }
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109 |
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110 | private IAlgorithm ExportAlgorithm(IAlgorithm source) {
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111 | var preprocessedAlgorithm = (IAlgorithm)source.Clone();
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112 | preprocessedAlgorithm.Name = preprocessedAlgorithm.Name + "(Preprocessed)";
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113 | preprocessedAlgorithm.Runs.Clear();
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114 | var problem = (IDataAnalysisProblem)preprocessedAlgorithm.Problem;
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115 | problem.ProblemDataParameter.ActualValue = CreateNewProblemData();
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116 | return preprocessedAlgorithm;
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117 | }
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118 | private IDataAnalysisProblem ExportProblem(IDataAnalysisProblem source) {
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119 | var preprocessedProblem = (IDataAnalysisProblem)source.Clone();
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120 | preprocessedProblem.ProblemDataParameter.ActualValue = CreateNewProblemData();
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121 | return preprocessedProblem;
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122 | }
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123 | private IDataAnalysisProblemData ExportProblemData(IDataAnalysisProblemData source) {
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124 | return CreateNewProblemData();
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125 | }
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126 |
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127 | public IDataAnalysisProblemData CreateNewProblemData() {
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128 | var creator = new ProblemDataCreator(this);
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129 | var oldProblemData = ExtractProblemData(Source);
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130 | var newProblemData = creator.CreateProblemData(oldProblemData);
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131 | newProblemData.Name = "Preprocessed " + oldProblemData.Name;
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132 | return newProblemData;
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133 | }
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134 | #endregion
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135 |
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136 | protected virtual void OnReset() {
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137 | if (Reset != null)
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138 | Reset(this, EventArgs.Empty);
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139 | }
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140 | }
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141 | }
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