test_normal_distribution.cpp 2.9 KB

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  1. //---------------------------------------------------------------------------//
  2. // Copyright (c) 2013-2014 Kyle Lutz <kyle.r.lutz@gmail.com>
  3. //
  4. // Distributed under the Boost Software License, Version 1.0
  5. // See accompanying file LICENSE_1_0.txt or copy at
  6. // http://www.boost.org/LICENSE_1_0.txt
  7. //
  8. // See http://boostorg.github.com/compute for more information.
  9. //---------------------------------------------------------------------------//
  10. #define BOOST_TEST_MODULE TestNormalDistribution
  11. #include <boost/test/unit_test.hpp>
  12. #include <boost/compute/system.hpp>
  13. #include <boost/compute/command_queue.hpp>
  14. #include <boost/compute/algorithm/count_if.hpp>
  15. #include <boost/compute/container/vector.hpp>
  16. #include <boost/compute/random/default_random_engine.hpp>
  17. #include <boost/compute/random/normal_distribution.hpp>
  18. #include <boost/compute/lambda.hpp>
  19. #include <boost/accumulators/accumulators.hpp>
  20. #include <boost/accumulators/statistics/mean.hpp>
  21. #include <boost/accumulators/statistics/stats.hpp>
  22. #include <boost/accumulators/statistics/variance.hpp>
  23. #include "context_setup.hpp"
  24. template<class Stats, class T>
  25. boost::accumulators::accumulator_set<T, Stats>
  26. accumulate_statistics(const boost::compute::vector<T>& vector,
  27. boost::compute::command_queue& queue) {
  28. // copy vector to the host
  29. std::vector<T> host_vector(vector.size());
  30. boost::compute::copy(
  31. vector.begin(), vector.end(), host_vector.begin(), queue
  32. );
  33. // compute desired statistics and return accumulator object
  34. return std::for_each(
  35. host_vector.begin(),
  36. host_vector.end(),
  37. boost::accumulators::accumulator_set<T, Stats>()
  38. );
  39. }
  40. BOOST_AUTO_TEST_CASE(normal_distribution_doctest)
  41. {
  42. using boost::compute::lambda::_1;
  43. boost::compute::vector<float> vec(10, context);
  44. //! [generate]
  45. // initialize the default random engine
  46. boost::compute::default_random_engine engine(queue);
  47. // setup the normal distribution to produce floats centered at 5
  48. boost::compute::normal_distribution<float> distribution(5.0f, 1.0f);
  49. // generate the random values and store them to 'vec'
  50. distribution.generate(vec.begin(), vec.end(), engine, queue);
  51. //! [generate]
  52. }
  53. BOOST_AUTO_TEST_CASE(normal_distribution_statistics)
  54. {
  55. // generate normally distributed random numbers
  56. const size_t n = 10000;
  57. boost::compute::vector<float> vec(n, context);
  58. boost::compute::default_random_engine engine(queue);
  59. boost::compute::normal_distribution<float> distribution(10.0f, 2.0f);
  60. distribution.generate(vec.begin(), vec.end(), engine, queue);
  61. // compute mean and standard deviation
  62. using namespace boost::accumulators;
  63. accumulator_set<float, stats<tag::variance> > acc =
  64. accumulate_statistics<stats<tag::variance> >(vec, queue);
  65. // check mean and standard deviation are what we expect
  66. BOOST_CHECK_CLOSE(mean(acc), 10.f, 0.5f);
  67. BOOST_CHECK_CLOSE(std::sqrt(variance(acc)), 2.f, 0.5f);
  68. }
  69. BOOST_AUTO_TEST_SUITE_END()