[10219] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[16453] | 3 | * Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[10219] | 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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[13502] | 22 | using System;
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| 23 | using System.Collections.Generic;
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[10219] | 24 | using HeuristicLab.Common;
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| 25 | using HeuristicLab.Core;
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[10240] | 26 | using HeuristicLab.Optimization;
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[16559] | 27 | using HEAL.Attic;
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[10221] | 28 | using HeuristicLab.Problems.DataAnalysis;
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[10219] | 29 |
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| 30 | namespace HeuristicLab.DataPreprocessing {
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| 31 | [Item("PreprocessingContext", "PreprocessingContext")]
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[16462] | 32 | [StorableType("52D31B2B-7D48-482B-B875-5FCE0F8397A8")]
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[13502] | 33 | public class PreprocessingContext : NamedItem, IStorableContent {
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| 34 | public string Filename { get; set; }
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[10990] | 35 |
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[13502] | 36 | [Storable]
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[10783] | 37 | public IFilteredPreprocessingData Data { get; private set; }
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[10990] | 38 |
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[13502] | 39 | [Storable]
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| 40 | private IItem Source { get; set; }
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[10614] | 41 |
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[13508] | 42 | public event EventHandler Reset;
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[10990] | 43 |
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[13508] | 44 | #region Constructors
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| 45 | public PreprocessingContext(IDataAnalysisProblemData problemData, IItem source = null)
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[13507] | 46 | : base("Data Preprocessing") {
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[13508] | 47 | if (problemData == null) throw new ArgumentNullException("problemData");
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| 48 | Import(problemData, source);
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[10219] | 49 | }
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| 50 |
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[13502] | 51 | [StorableConstructor]
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[16462] | 52 | protected PreprocessingContext(StorableConstructorFlag _) : base(_) { }
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[11114] | 53 | protected PreprocessingContext(PreprocessingContext original, Cloner cloner)
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[10219] | 54 | : base(original, cloner) {
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[13502] | 55 | Source = cloner.Clone(original.Source);
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[10219] | 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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[13508] | 61 | #endregion
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[10383] | 62 |
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[13502] | 63 | #region Import
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[13508] | 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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[14332] | 67 | source = null; // ignore the source if the source's problem data is different
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[13508] | 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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[15518] | 72 | Data = new FilteredPreprocessingData(new PreprocessingData(problemData));
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[13508] | 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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[13502] | 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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[13508] | 87 | public bool CanExport {
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| 88 | get { return Source is IAlgorithm || Source is IDataAnalysisProblem || Source is IDataAnalysisProblemData; }
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[10383] | 89 | }
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[13508] | 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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[13502] | 110 | private IAlgorithm ExportAlgorithm(IAlgorithm source) {
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| 111 | var preprocessedAlgorithm = (IAlgorithm)source.Clone();
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[10990] | 112 | preprocessedAlgorithm.Name = preprocessedAlgorithm.Name + "(Preprocessed)";
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[13502] | 113 | preprocessedAlgorithm.Runs.Clear();
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[10990] | 114 | var problem = (IDataAnalysisProblem)preprocessedAlgorithm.Problem;
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[13508] | 115 | problem.ProblemDataParameter.ActualValue = CreateNewProblemData();
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[10990] | 116 | return preprocessedAlgorithm;
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[10614] | 117 | }
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[13502] | 118 | private IDataAnalysisProblem ExportProblem(IDataAnalysisProblem source) {
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| 119 | var preprocessedProblem = (IDataAnalysisProblem)source.Clone();
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[13508] | 120 | preprocessedProblem.ProblemDataParameter.ActualValue = CreateNewProblemData();
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[10990] | 121 | return preprocessedProblem;
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| 122 | }
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[13502] | 123 | private IDataAnalysisProblemData ExportProblemData(IDataAnalysisProblemData source) {
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[13508] | 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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[13502] | 128 | var creator = new ProblemDataCreator(this);
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[13508] | 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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[10383] | 133 | }
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[13508] | 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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[10383] | 139 | }
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[10219] | 140 | }
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| 141 | }
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