libmlpack-dev 2.2.5-1build1 / usr / include / mlpack / tests / serialization.hpp

/**
 * @file serialization.hpp
 * @author Ryan Curtin
 *
 * Miscellaneous utility functions for serialization tests.
 *
 * mlpack is free software; you may redistribute it and/or modify it under the
 * terms of the 3-clause BSD license.  You should have received a copy of the
 * 3-clause BSD license along with mlpack.  If not, see
 * http://www.opensource.org/licenses/BSD-3-Clause for more information.
 */
#ifndef MLPACK_TESTS_SERIALIZATION_HPP
#define MLPACK_TESTS_SERIALIZATION_HPP

#include <boost/serialization/serialization.hpp>
#include <boost/archive/xml_iarchive.hpp>
#include <boost/archive/xml_oarchive.hpp>
#include <boost/archive/text_iarchive.hpp>
#include <boost/archive/text_oarchive.hpp>
#include <boost/archive/binary_iarchive.hpp>
#include <boost/archive/binary_oarchive.hpp>
#include <mlpack/core.hpp>

#include <boost/test/unit_test.hpp>
#include "test_tools.hpp"

namespace mlpack {

// Test function for loading and saving Armadillo objects.
template<typename CubeType,
         typename IArchiveType,
         typename OArchiveType>
void TestArmadilloSerialization(arma::Cube<CubeType>& x)
{
  // First save it.
  std::ofstream ofs("test", std::ios::binary);
  OArchiveType o(ofs);

  bool success = true;
  try
  {
    o << BOOST_SERIALIZATION_NVP(x);
  }
  catch (boost::archive::archive_exception& e)
  {
    success = false;
  }

  BOOST_REQUIRE_EQUAL(success, true);
  ofs.close();

  // Now load it.
  arma::Cube<CubeType> orig(x);
  success = true;
  std::ifstream ifs("test", std::ios::binary);
  IArchiveType i(ifs);

  try
  {
    i >> BOOST_SERIALIZATION_NVP(x);
  }
  catch (boost::archive::archive_exception& e)
  {
    success = false;
  }

  BOOST_REQUIRE_EQUAL(success, true);

  BOOST_REQUIRE_EQUAL(x.n_rows, orig.n_rows);
  BOOST_REQUIRE_EQUAL(x.n_cols, orig.n_cols);
  BOOST_REQUIRE_EQUAL(x.n_elem_slice, orig.n_elem_slice);
  BOOST_REQUIRE_EQUAL(x.n_slices, orig.n_slices);
  BOOST_REQUIRE_EQUAL(x.n_elem, orig.n_elem);

  for(size_t slice = 0; slice != x.n_slices; ++slice){
	auto const &orig_slice = orig.slice(slice);
	auto const &x_slice = x.slice(slice);
    for (size_t i = 0; i < x.n_cols; ++i){
      for (size_t j = 0; j < x.n_rows; ++j){
        if (double(orig_slice(j, i)) == 0.0)
          BOOST_REQUIRE_SMALL(double(x_slice(j, i)), 1e-8);
        else
          BOOST_REQUIRE_CLOSE(double(orig_slice(j, i)), double(x_slice(j, i)), 1e-8);
	  }
	}
  }

  remove("test");
}

// Test all serialization strategies.
template<typename CubeType>
void TestAllArmadilloSerialization(arma::Cube<CubeType>& x)
{
  TestArmadilloSerialization<CubeType, boost::archive::xml_iarchive,
      boost::archive::xml_oarchive>(x);
  TestArmadilloSerialization<CubeType, boost::archive::text_iarchive,
      boost::archive::text_oarchive>(x);
  TestArmadilloSerialization<CubeType, boost::archive::binary_iarchive,
      boost::archive::binary_oarchive>(x);
}

// Test function for loading and saving Armadillo objects.
template<typename MatType,
         typename IArchiveType,
         typename OArchiveType>
void TestArmadilloSerialization(MatType& x)
{
  // First save it.
  std::ofstream ofs("test", std::ios::binary);
  OArchiveType o(ofs);

  bool success = true;
  try
  {
    o << BOOST_SERIALIZATION_NVP(x);
  }
  catch (boost::archive::archive_exception& e)
  {
    success = false;
  }

  BOOST_REQUIRE_EQUAL(success, true);
  ofs.close();

  // Now load it.
  MatType orig(x);
  success = true;
  std::ifstream ifs("test", std::ios::binary);
  IArchiveType i(ifs);

  try
  {
    i >> BOOST_SERIALIZATION_NVP(x);
  }
  catch (boost::archive::archive_exception& e)
  {
    success = false;
  }

  BOOST_REQUIRE_EQUAL(success, true);

  BOOST_REQUIRE_EQUAL(x.n_rows, orig.n_rows);
  BOOST_REQUIRE_EQUAL(x.n_cols, orig.n_cols);
  BOOST_REQUIRE_EQUAL(x.n_elem, orig.n_elem);

  for (size_t i = 0; i < x.n_cols; ++i)
    for (size_t j = 0; j < x.n_rows; ++j)
      if (double(orig(j, i)) == 0.0)
        BOOST_REQUIRE_SMALL(double(x(j, i)), 1e-8);
      else
        BOOST_REQUIRE_CLOSE(double(orig(j, i)), double(x(j, i)), 1e-8);

  remove("test");
}

// Test all serialization strategies.
template<typename MatType>
void TestAllArmadilloSerialization(MatType& x)
{
  TestArmadilloSerialization<MatType, boost::archive::xml_iarchive,
      boost::archive::xml_oarchive>(x);
  TestArmadilloSerialization<MatType, boost::archive::text_iarchive,
      boost::archive::text_oarchive>(x);
  TestArmadilloSerialization<MatType, boost::archive::binary_iarchive,
      boost::archive::binary_oarchive>(x);
}

// Save and load an mlpack object.
// The re-loaded copy is placed in 'newT'.
template<typename T, typename IArchiveType, typename OArchiveType>
void SerializeObject(T& t, T& newT)
{
  std::ofstream ofs("test", std::ios::binary);
  OArchiveType o(ofs);

  bool success = true;
  try
  {
    o << data::CreateNVP(t, "t");
  }
  catch (boost::archive::archive_exception& e)
  {
    success = false;
  }
  ofs.close();

  BOOST_REQUIRE_EQUAL(success, true);

  std::ifstream ifs("test", std::ios::binary);
  IArchiveType i(ifs);

  try
  {
    i >> data::CreateNVP(newT, "t");
  }
  catch (boost::archive::archive_exception& e)
  {
    success = false;
  }
  ifs.close();

  BOOST_REQUIRE_EQUAL(success, true);
}

// Test mlpack serialization with all three archive types.
template<typename T>
void SerializeObjectAll(T& t, T& xmlT, T& textT, T& binaryT)
{
  SerializeObject<T, boost::archive::text_iarchive,
      boost::archive::text_oarchive>(t, textT);
  SerializeObject<T, boost::archive::binary_iarchive,
      boost::archive::binary_oarchive>(t, binaryT);
  SerializeObject<T, boost::archive::xml_iarchive,
      boost::archive::xml_oarchive>(t, xmlT);
}

// Save and load a non-default-constructible mlpack object.
template<typename T, typename IArchiveType, typename OArchiveType>
void SerializePointerObject(T* t, T*& newT)
{
  std::ofstream ofs("test", std::ios::binary);
  OArchiveType o(ofs);

  bool success = true;
  try
  {
    o << data::CreateNVP(*t, "t");
  }
  catch (boost::archive::archive_exception& e)
  {
    success = false;
  }
  ofs.close();

  BOOST_REQUIRE_EQUAL(success, true);

  std::ifstream ifs("test", std::ios::binary);
  IArchiveType i(ifs);

  try
  {
    newT = new T(i);
  }
  catch (std::exception& e)
  {
    success = false;
  }
  ifs.close();

  BOOST_REQUIRE_EQUAL(success, true);
}

template<typename T>
void SerializePointerObjectAll(T* t, T*& xmlT, T*& textT, T*& binaryT)
{
  SerializePointerObject<T, boost::archive::text_iarchive,
      boost::archive::text_oarchive>(t, textT);
  SerializePointerObject<T, boost::archive::binary_iarchive,
      boost::archive::binary_oarchive>(t, binaryT);
  SerializePointerObject<T, boost::archive::xml_iarchive,
      boost::archive::xml_oarchive>(t, xmlT);
}

// Utility function to check the equality of two Armadillo matrices.
void CheckMatrices(const arma::mat& x,
                   const arma::mat& xmlX,
                   const arma::mat& textX,
                   const arma::mat& binaryX);

void CheckMatrices(const arma::Mat<size_t>& x,
                   const arma::Mat<size_t>& xmlX,
                   const arma::Mat<size_t>& textX,
                   const arma::Mat<size_t>& binaryX);

} // namespace mlpack

#endif