source: branches/3040_VectorBasedGP/HeuristicLab.MathNet.Numerics/VectorTransformer.cs @ 17460

#region License Information
/* HeuristicLab
 * Copyright (C) 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.IO;
using System.Linq;
using System.Numerics;
using System.Runtime.Serialization;
using Google.Protobuf;
using HEAL.Attic;
using MathNet.Numerics;
using MathNet.Numerics.LinearAlgebra;
using MathNet.Numerics.LinearAlgebra.Storage;

namespace HeuristicLab.MathNet.Numerics {
  #region Vector Transformer
  public abstract class VectorTransformer<T> : BoxTransformer<Vector<T>> where T : struct, IEquatable<T>, IFormattable {

    public override bool CanTransformType(Type type) {
      return typeof(Vector<T>).IsAssignableFrom(type);
    }

    public override Box CreateBox(object o, Mapper mapper) {
      var box = base.CreateBox(o, mapper);
      box.Value = new ScalarValueBox();
      return box;
    }

    protected override void Populate(Box box, Vector<T> vector, Mapper mapper) {
      var storageId = mapper.GetBoxId(vector.Storage);
      box.Value.ULong = storageId;
    }

    protected override Vector<T> Extract(Box box, Type type, Mapper mapper) {
      var storageId = (uint)box.Value.ULong;
      var storage = (VectorStorage<T>)mapper.GetObject(storageId);
      return Vector<T>.Build.OfStorage(storage);
    }
  }

  [Transformer("76A21F63-36B4-4073-ABBC-56623ECBF42E", 400)]
  public class DoubleVectorTransformer : VectorTransformer<double> { }

  [Transformer("78276F91-D075-4472-B81B-3A736184CC22", 400)]
  public class SingleVectorTransformer : VectorTransformer<float> { }

  [Transformer("9B131989-4528-4A59-B64D-0FE07693714F", 400)]
  public class ComplexVectorTransformer : VectorTransformer<Complex> { }

  [Transformer("2D978104-A174-4AE2-AEA1-20FD50CADF0D", 400)]
  public class Complex32VectorTransformer : VectorTransformer<Complex32> { }
  #endregion

  #region Dense Vector Storage Transformer
  public abstract class DenseVectorStorageTransformer<T> : BoxTransformer<DenseVectorStorage<T>> where T : struct, IEquatable<T>, IFormattable {

    public override Box CreateBox(object o, Mapper mapper) {
      var box = base.CreateBox(o, mapper);
      box.Value = new ScalarValueBox();
      return box;
    }

    protected override void Populate(Box box, DenseVectorStorage<T> storage, Mapper mapper) {
      var dataId = mapper.GetBoxId(storage.Data);
      box.Value.ULong = dataId;
    }

    protected override DenseVectorStorage<T> Extract(Box box, Type type, Mapper mapper) {
      var dataId = (uint)box.Value.ULong;
      var data = (T[])mapper.GetObject(dataId);
      return DenseVectorStorage<T>.OfEnumerable(data);
    }

    public override void FillFromBox(object obj, Box box, Mapper mapper) {
      var storage = (DenseVectorStorage<T>)obj;
      var dataId = (uint)box.Value.ULong;
      var data = (T[])mapper.GetObject(dataId);
      Array.Copy(data, storage.Data, data.Length);
    }
  }

  [Transformer("24705F16-FDB8-487A-ABEA-F69D58B50D60", 200)]
  public class DoubleDenseVectorStorageTransform : DenseVectorStorageTransformer<double> { }

  [Transformer("87FBC62F-E8A0-4C50-9289-CAD2B7F448E4", 200)]
  public class SingleDenseVectorStorageTransform : DenseVectorStorageTransformer<float> { }

  [Transformer("4391F230-2C0C-4876-B2EF-DE43197F4557", 200)]
  public class ComplexDenseVectorStorageTransform : DenseVectorStorageTransformer<Complex> { }

  [Transformer("6E07F8A9-DF19-4A2F-B7A3-209917B58355", 200)]
  public class Complex32DenseVectorStorageTransform : DenseVectorStorageTransformer<Complex32> { }
  #endregion

  #region Sparse Vector Storage Transformer
  public abstract class SparseVectorStorageTransformer<T> : BoxTransformer<SparseVectorStorage<T>> where T : struct, IEquatable<T>, IFormattable {

    public override Box CreateBox(object o, Mapper mapper) {
      var box = base.CreateBox(o, mapper);
      box.Values = new RepeatedValueBox() {
        UInts = new RepeatedUIntBox()
      };
      return box;
    }

    protected override void Populate(Box box, SparseVectorStorage<T> storage, Mapper mapper) {
      var valueCount = storage.ValueCount;
      var valuesId = mapper.GetBoxId(storage.Values);
      var indicesId = mapper.GetBoxId(storage.Indices);
      box.Values.UInts.Values.AddRange(new[] { (uint)valueCount, valuesId, indicesId });
    }

    protected override SparseVectorStorage<T> Extract(Box box, Type type, Mapper mapper) {
      var boxValues = box.Values.UInts.Values;
      int valueCount = (int)boxValues[0];
      uint valuesId = boxValues[1];
      uint indicesId = boxValues[2];
      var values = (T[])mapper.GetObject(valuesId);
      var indices = (int[])mapper.GetObject(indicesId);

      var data = indices.Zip(values, Tuple.Create);
      return SparseVectorStorage<T>.OfIndexedEnumerable(valueCount, data);
    }
  }

  [Transformer("AC9ACF75-7E50-460F-B81A-57D7269548AE", 200)]
  public class DoubleSparseVectorStorageTransform : SparseVectorStorageTransformer<double> { }

  [Transformer("28BD551A-ACF1-48D0-B83F-C328902C8AB1", 200)]
  public class SingleSparseVectorStorageTransform : SparseVectorStorageTransformer<float> { }

  [Transformer("B3CF9306-8359-4DEF-B68C-83F1D936A86F", 200)]
  public class ComplexSparseVectorStorageTransform : SparseVectorStorageTransformer<Complex> { }

  [Transformer("57674C51-02BC-44D2-81C5-D8F5F6322C87", 200)]
  public class Complex32SparseVectorStorageTransform : SparseVectorStorageTransformer<Complex32> { }
  #endregion
}