source: trunk/sources/HeuristicLab.Problems.Instances.DataAnalysis/3.3/Classification/ResourceClassificationInstanceProvider.cs @ 8012

#region License Information
/* HeuristicLab
 * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
 *
 * This file is part of HeuristicLab.
 *
 * HeuristicLab is free software: you can redistribute it and/or modify
 * it under the terms of the GNU General Public License as published by
 * the Free Software Foundation, either version 3 of the License, or
 * (at your option) any later version.
 *
 * HeuristicLab is distributed in the hope that it will be useful,
 * but WITHOUT ANY WARRANTY; without even the implied warranty of
 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 * GNU General Public License for more details.
 *
 * You should have received a copy of the GNU General Public License
 * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
 */
#endregion

using System;
using System.Collections.Generic;
using System.Globalization;
using System.IO;
using System.Linq;
using System.Reflection;
using System.Text.RegularExpressions;
using HeuristicLab.Problems.DataAnalysis;
using ICSharpCode.SharpZipLib.Zip;

namespace HeuristicLab.Problems.Instances.DataAnalysis {
  public abstract class ResourceClassificationInstanceProvider : ClassificationInstanceProvider {

    protected abstract string FileName { get; }

    public override IEnumerable<IDataDescriptor> GetDataDescriptors() {
      var solutionsArchiveName = GetResourceName(FileName + @"\.zip");
      if (!String.IsNullOrEmpty(solutionsArchiveName)) {
        using (var solutionsZipFile = new ZipInputStream(GetType().Assembly.GetManifestResourceStream(solutionsArchiveName))) {
          IList<string> entries = new List<string>();
          ZipEntry curEntry;
          while ((curEntry = solutionsZipFile.GetNextEntry()) != null) {
            entries.Add(curEntry.Name);
          }
          foreach (var entry in entries.OrderBy(x => x)) {
            yield return new ResourceClassificationDataDescriptor(Path.GetFileNameWithoutExtension(entry), Description, entry);
          }
        }
      }
    }

    public override IClassificationProblemData LoadData(IDataDescriptor id) {
      var descriptor = (ResourceClassificationDataDescriptor)id;

      var instanceArchiveName = GetResourceName(FileName + @"\.zip");
      using (var instancesZipFile = new ZipFile(GetType().Assembly.GetManifestResourceStream(instanceArchiveName))) {
        var entry = instancesZipFile.GetEntry(descriptor.ResourceName);
        NumberFormatInfo numberFormat;
        DateTimeFormatInfo dateFormat;
        char separator;
        using (Stream stream = instancesZipFile.GetInputStream(entry)) {
          TableFileParser.DetermineFileFormat(stream, out numberFormat, out dateFormat, out separator);
        }

        TableFileParser csvFileParser = new TableFileParser();
        using (Stream stream = instancesZipFile.GetInputStream(entry)) {
          csvFileParser.Parse(stream, numberFormat, dateFormat, separator);
        }

        Dataset dataset = new Dataset(csvFileParser.VariableNames, csvFileParser.Values);
        string targetVar = csvFileParser.VariableNames.Where(x => dataset.DoubleVariables.Contains(x)).Last();
        IEnumerable<string> allowedInputVars = dataset.DoubleVariables.Where(x => !x.Equals(targetVar));

        ClassificationProblemData claData = new ClassificationProblemData(dataset, allowedInputVars, targetVar);

        int trainingPartEnd = csvFileParser.Rows * 2 / 3;
        claData.TrainingPartition.Start = 0;
        claData.TrainingPartition.End = trainingPartEnd;
        claData.TestPartition.Start = trainingPartEnd;
        claData.TestPartition.End = csvFileParser.Rows;

        claData.Name = descriptor.Name;
        claData.Description = descriptor.Description;
        return claData;
      }
    }

    protected virtual string GetResourceName(string fileName) {
      return Assembly.GetExecutingAssembly().GetManifestResourceNames()
              .Where(x => Regex.Match(x, @".*\.Data\." + fileName).Success).SingleOrDefault();
    }
  }
}