[10219] | 1 | #region License Information
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| 2 | /* HeuristicLab
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| 3 | * Copyright (C) 2002-2013 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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[10383] | 22 | using System;
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[10219] | 23 | using HeuristicLab.Common;
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| 24 | using HeuristicLab.Core;
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[10673] | 25 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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[10240] | 26 | using HeuristicLab.Optimization;
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[10221] | 27 | using HeuristicLab.Problems.DataAnalysis;
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[10673] | 28 | using HeuristicLab.Problems.DataAnalysis.Symbolic;
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[10676] | 29 | using Variable = HeuristicLab.Problems.DataAnalysis.Symbolic.Variable;
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[10783] | 30 | using HeuristicLab.DataPreprocessing.Implementations;
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| 31 | using HeuristicLab.DataPreprocessing.Interfaces;
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[10219] | 32 |
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| 33 | namespace HeuristicLab.DataPreprocessing {
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| 34 | [Item("PreprocessingContext", "PreprocessingContext")]
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[10383] | 35 | public class PreprocessingContext
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| 36 | : Item, IPreprocessingContext {
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| 37 |
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[10783] | 38 | public IFilteredPreprocessingData Data { get; private set; }
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[10614] | 39 |
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| 40 | public IDataAnalysisProblemData DataAnalysisProblemData { get; private set; }
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| 41 |
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| 42 | public IAlgorithm Algorithm { get; private set; }
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| 43 |
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[10676] | 44 | public IDataAnalysisProblem Problem { get; private set; }
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[10614] | 45 |
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[10676] | 46 | public PreprocessingContext(IDataAnalysisProblemData dataAnalysisProblemData, IAlgorithm algorithm, IDataAnalysisProblem problem) {
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[10783] | 47 |
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| 48 | TransactionalPreprocessingData transactionalPreprocessingData = new TransactionalPreprocessingData(dataAnalysisProblemData);
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| 49 |
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| 50 | Data = new FilteredPreprocessingData(transactionalPreprocessingData);
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[10221] | 51 | DataAnalysisProblemData = dataAnalysisProblemData;
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[10240] | 52 | Algorithm = algorithm;
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[10307] | 53 | Problem = problem;
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[10219] | 54 | }
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| 55 |
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| 56 | private PreprocessingContext(PreprocessingContext original, Cloner cloner)
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| 57 | : base(original, cloner) {
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| 58 | Data = cloner.Clone(original.Data);
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[10221] | 59 | DataAnalysisProblemData = original.DataAnalysisProblemData;
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[10240] | 60 | Algorithm = original.Algorithm;
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[10307] | 61 | Problem = original.Problem;
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[10219] | 62 | }
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| 63 |
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| 64 | public override IDeepCloneable Clone(Cloner cloner) {
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| 65 | return new PreprocessingContext(this, cloner);
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| 66 | }
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[10383] | 67 |
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| 68 | public IItem ExportAlgorithmOrProblem() {
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| 69 | if (Algorithm != null) {
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| 70 | return ExportAlgorithm();
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| 71 | }
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[10676] | 72 | return ExportProblem();
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[10383] | 73 | }
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[10676] | 74 |
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[10383] | 75 | public IProblem ExportProblem() {
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| 76 | return Export(Problem, SetupProblem);
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| 77 | }
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[10614] | 78 | public IAlgorithm ExportAlgorithm() {
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| 79 | return Export(Algorithm, SetupAlgorithm);
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| 80 | }
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[10383] | 81 |
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[10676] | 82 | private IDataAnalysisProblem SetupProblem(IProblem problem) {
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| 83 | return (IDataAnalysisProblem)problem;
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[10383] | 84 | }
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[10676] | 85 | private IDataAnalysisProblem SetupAlgorithm(IAlgorithm algorithm) {
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[10536] | 86 | algorithm.Name = algorithm.Name + "(Preprocessed)";
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[10383] | 87 | algorithm.Runs.Clear();
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[10676] | 88 | return (IDataAnalysisProblem)algorithm.Problem;
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[10383] | 89 | }
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[10676] | 90 | private T Export<T>(T original, Func<T, IDataAnalysisProblem> setup)
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[10536] | 91 | where T : IItem {
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[10383] | 92 | var creator = new ProblemDataCreator(this);
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| 93 | var data = creator.CreateProblemData();
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| 94 |
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| 95 | var clone = (T)original.Clone(new Cloner());
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| 96 |
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| 97 | var problem = setup(clone);
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| 98 | problem.ProblemDataParameter.ActualValue = data;
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[10536] | 99 | problem.Name = "Preprocessed " + problem.Name;
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[10383] | 100 | return clone;
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| 101 | }
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[10219] | 102 | }
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| 103 | }
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