[10219] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[14185] | 3 | * Copyright (C) 2002-2016 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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[14927] | 27 | using HeuristicLab.Persistence;
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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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[14927] | 32 | [StorableType("a051828e-2406-4efc-b2db-b47da57fa9cf")]
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[13502] | 33 | public class PreprocessingContext : NamedItem, IStorableContent {
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[10383] | 34 |
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[13502] | 35 | public string Filename { get; set; }
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[10990] | 36 |
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[13502] | 37 | [Storable]
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[10783] | 38 | public IFilteredPreprocessingData Data { get; private set; }
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[10990] | 39 |
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[13502] | 40 | [Storable]
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| 41 | private IItem Source { get; set; }
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[10614] | 42 |
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[13508] | 43 | public event EventHandler Reset;
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[10990] | 44 |
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[13508] | 45 | #region Constructors
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| 46 | public PreprocessingContext(IDataAnalysisProblemData problemData, IItem source = null)
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[13507] | 47 | : base("Data Preprocessing") {
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[13508] | 48 | if (problemData == null) throw new ArgumentNullException("problemData");
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| 49 | Import(problemData, source);
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[10219] | 50 | }
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| 51 |
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[13502] | 52 | [StorableConstructor]
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[15018] | 53 | protected PreprocessingContext(StorableConstructorFlag deserializing)
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[13502] | 54 | : base(deserializing) { }
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[11114] | 55 | protected PreprocessingContext(PreprocessingContext original, Cloner cloner)
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[10219] | 56 | : base(original, cloner) {
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[13502] | 57 | Source = cloner.Clone(original.Source);
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[10219] | 58 | Data = cloner.Clone(original.Data);
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| 59 | }
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| 60 | public override IDeepCloneable Clone(Cloner cloner) {
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| 61 | return new PreprocessingContext(this, cloner);
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| 62 | }
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[13508] | 63 | #endregion
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[10383] | 64 |
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[13502] | 65 | #region Import
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[13508] | 66 | public void Import(IDataAnalysisProblemData problemData, IItem source = null) {
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| 67 | if (problemData == null) throw new ArgumentNullException("problemData");
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| 68 | if (source != null && ExtractProblemData(source) != problemData)
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[14332] | 69 | source = null; // ignore the source if the source's problem data is different
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[13508] | 70 | Source = source ?? problemData;
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| 71 | var namedSource = Source as INamedItem;
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| 72 | if (namedSource != null)
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| 73 | Name = "Preprocessing " + namedSource.Name;
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| 74 | Data = new FilteredPreprocessingData(new TransactionalPreprocessingData(problemData));
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| 75 | OnReset();
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| 76 | // Reset GUI:
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| 77 | // - OnContentChanged for PreprocessingView!
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| 78 | // event? task(async import)?
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[13502] | 79 | }
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| 80 | private IDataAnalysisProblemData ExtractProblemData(IItem source) {
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| 81 | var algorithm = source as Algorithm;
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| 82 | var problem = algorithm != null ? algorithm.Problem as IDataAnalysisProblem : source as IDataAnalysisProblem;
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| 83 | var problemData = problem != null ? problem.ProblemData : source as IDataAnalysisProblemData;
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| 84 | return problemData;
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| 85 | }
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| 86 | #endregion
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| 87 |
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| 88 | #region Export
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[13508] | 89 | public bool CanExport {
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| 90 | get { return Source is IAlgorithm || Source is IDataAnalysisProblem || Source is IDataAnalysisProblemData; }
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[10383] | 91 | }
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[13508] | 92 | public IEnumerable<KeyValuePair<string, Func<IItem>>> GetSourceExportOptions() {
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| 93 | var algorithm = Source as IAlgorithm;
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| 94 | if (algorithm != null)
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| 95 | yield return new KeyValuePair<string, Func<IItem>>(
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| 96 | algorithm.GetType().GetPrettyName(),
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| 97 | () => ExportAlgorithm(algorithm));
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| 98 |
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| 99 | var problem = algorithm != null ? algorithm.Problem as IDataAnalysisProblem : Source as IDataAnalysisProblem;
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| 100 | if (problem != null)
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| 101 | yield return new KeyValuePair<string, Func<IItem>>(
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| 102 | problem.GetType().GetPrettyName(),
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| 103 | () => ExportProblem(problem));
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| 104 |
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| 105 | var problemData = problem != null ? problem.ProblemData : Source as IDataAnalysisProblemData;
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| 106 | if (problemData != null)
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| 107 | yield return new KeyValuePair<string, Func<IItem>>(
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| 108 | problemData.GetType().GetPrettyName(),
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| 109 | () => ExportProblemData(problemData));
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| 110 | }
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| 111 |
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[13502] | 112 | private IAlgorithm ExportAlgorithm(IAlgorithm source) {
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| 113 | var preprocessedAlgorithm = (IAlgorithm)source.Clone();
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[10990] | 114 | preprocessedAlgorithm.Name = preprocessedAlgorithm.Name + "(Preprocessed)";
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[13502] | 115 | preprocessedAlgorithm.Runs.Clear();
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[10990] | 116 | var problem = (IDataAnalysisProblem)preprocessedAlgorithm.Problem;
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[13508] | 117 | problem.ProblemDataParameter.ActualValue = CreateNewProblemData();
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[10990] | 118 | return preprocessedAlgorithm;
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[10614] | 119 | }
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[13502] | 120 | private IDataAnalysisProblem ExportProblem(IDataAnalysisProblem source) {
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| 121 | var preprocessedProblem = (IDataAnalysisProblem)source.Clone();
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[13508] | 122 | preprocessedProblem.ProblemDataParameter.ActualValue = CreateNewProblemData();
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[10990] | 123 | return preprocessedProblem;
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| 124 | }
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[13502] | 125 | private IDataAnalysisProblemData ExportProblemData(IDataAnalysisProblemData source) {
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[13508] | 126 | return CreateNewProblemData();
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| 127 | }
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| 128 |
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| 129 | public IDataAnalysisProblemData CreateNewProblemData() {
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[13502] | 130 | var creator = new ProblemDataCreator(this);
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[13508] | 131 | var oldProblemData = ExtractProblemData(Source);
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| 132 | var newProblemData = creator.CreateProblemData(oldProblemData);
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| 133 | newProblemData.Name = "Preprocessed " + oldProblemData.Name;
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| 134 | return newProblemData;
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[10383] | 135 | }
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[13508] | 136 | #endregion
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| 137 |
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| 138 | protected virtual void OnReset() {
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| 139 | if (Reset != null)
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| 140 | Reset(this, EventArgs.Empty);
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[10383] | 141 | }
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[10219] | 142 | }
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| 143 | }
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