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Diffstat (limited to 'boost/numeric/ublas/opencl/prod.hpp')
-rw-r--r-- | boost/numeric/ublas/opencl/prod.hpp | 364 |
1 files changed, 364 insertions, 0 deletions
diff --git a/boost/numeric/ublas/opencl/prod.hpp b/boost/numeric/ublas/opencl/prod.hpp new file mode 100644 index 0000000000..4318eff008 --- /dev/null +++ b/boost/numeric/ublas/opencl/prod.hpp @@ -0,0 +1,364 @@ +// Boost.uBLAS +// +// Copyright (c) 2018 Fady Essam +// Copyright (c) 2018 Stefan Seefeld +// +// Distributed under the Boost Software License, Version 1.0. +// (See accompanying file LICENSE_1_0.txt or +// copy at http://www.boost.org/LICENSE_1_0.txt) + +#ifndef boost_numeric_ublas_opencl_prod_hpp_ +#define boost_numeric_ublas_opencl_prod_hpp_ + +#include <boost/numeric/ublas/opencl/library.hpp> +#include <boost/numeric/ublas/opencl/vector.hpp> +#include <boost/numeric/ublas/opencl/matrix.hpp> +#include <boost/numeric/ublas/opencl/transpose.hpp> +#include <boost/compute/buffer.hpp> + +namespace boost { namespace numeric { namespace ublas { namespace opencl { + +#define ONE_DOUBLE_COMPLEX {{1.0, 00.0}} +#define ONE_FLOAT_COMPLEX {{1.0f, 00.0f}} + +template <typename T, typename L1, typename L2> +typename std::enable_if<is_numeric<T>::value>::type +prod(ublas::matrix<T, L1, opencl::storage> const &a, + ublas::matrix<T, L2, opencl::storage> const &b, + ublas::matrix<T, L1, opencl::storage> &result, + compute::command_queue &queue) +{ + assert(a.device() == b.device() && + a.device() == result.device() && + a.device() == queue.get_device()); + assert(a.size2() == b.size1()); + + result.fill(0, queue); + + //to hold matrix b with layout 1 if the b has different layout + std::unique_ptr<ublas::matrix<T, L1, opencl::storage>> bl1; + + cl_event event = NULL; + + cl_mem buffer_a = a.begin().get_buffer().get(); + cl_mem buffer_b = b.begin().get_buffer().get(); + cl_mem buffer_result = result.begin().get_buffer().get(); + + if (!(std::is_same<L1, L2>::value)) + { + bl1.reset(new ublas::matrix<T, L1, opencl::storage>(b.size1(), b.size2(), queue.get_context())); + change_layout(b, *bl1, queue); + buffer_b = bl1->begin().get_buffer().get(); + } + + clblasOrder Order = std::is_same<L1, ublas::basic_row_major<> >::value ? clblasRowMajor : clblasColumnMajor; + size_t lda = Order == clblasRowMajor ? a.size2() : a.size1(); + size_t ldb = Order == clblasRowMajor ? b.size2() : a.size2(); + size_t ldc = Order == clblasRowMajor ? b.size2() : a.size1(); + + if (std::is_same<T, float>::value) + clblasSgemm(Order, clblasNoTrans, clblasNoTrans, + a.size1(), b.size2(), a.size2(), + 1, buffer_a, 0, lda, + buffer_b, 0, ldb, 1, + buffer_result, 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + else if (std::is_same<T, double>::value) + clblasDgemm(Order, clblasNoTrans, clblasNoTrans, + a.size1(), b.size2(), a.size2(), + 1, buffer_a, 0, lda, + buffer_b, 0, ldb, 1, + buffer_result, 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + else if (std::is_same<T, std::complex<float>>::value) + clblasCgemm(Order, clblasNoTrans, clblasNoTrans, + a.size1(), b.size2(), a.size2(), + ONE_FLOAT_COMPLEX, buffer_a, 0, lda, + buffer_b, 0, ldb, ONE_FLOAT_COMPLEX, + buffer_result, 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + else if (std::is_same<T, std::complex<double>>::value) + clblasZgemm(Order, clblasNoTrans, clblasNoTrans, + a.size1(), b.size2(), a.size2(), + ONE_DOUBLE_COMPLEX, buffer_a, 0, lda, + buffer_b, 0, ldb, ONE_DOUBLE_COMPLEX, + buffer_result, 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + clWaitForEvents(1, &event); +} + +template <typename T, typename L1, typename L2, typename A> +typename std::enable_if<is_numeric<T>::value>::type +prod(ublas::matrix<T, L1, A> const &a, + ublas::matrix<T, L2, A> const &b, + ublas::matrix<T, L1, A> &result, + compute::command_queue &queue) +{ + ublas::matrix<T, L1, opencl::storage> adev(a, queue); + ublas::matrix<T, L2, opencl::storage> bdev(b, queue); + ublas::matrix<T, L1, opencl::storage> rdev(a.size1(), b.size2(), queue.get_context()); + prod(adev, bdev, rdev, queue); + rdev.to_host(result,queue); +} + +template <typename T, typename L1, typename L2, typename A> +typename std::enable_if<is_numeric<T>::value, ublas::matrix<T, L1, A>>::type +prod(ublas::matrix<T, L1, A> const &a, + ublas::matrix<T, L2, A> const &b, + compute::command_queue &queue) +{ + ublas::matrix<T, L1, A> result(a.size1(), b.size2()); + prod(a, b, result, queue); + return result; +} + +template <typename T, typename L> +typename std::enable_if<is_numeric<T>::value>::type +prod(ublas::matrix<T, L, opencl::storage> const &a, + ublas::vector<T, opencl::storage> const &b, + ublas::vector<T, opencl::storage> &result, + compute::command_queue &queue) +{ + assert(a.device() == b.device() && + a.device() == result.device() && + a.device() == queue.get_device()); + assert(a.size2() == b.size()); + result.fill(0, queue); + + cl_event event = NULL; + clblasOrder Order = std::is_same<L, ublas::basic_row_major<> >::value ? clblasRowMajor : clblasColumnMajor; + int lda = Order == clblasRowMajor ? a.size2() : a.size1(); + int ldb = Order == clblasRowMajor ? 1 : a.size2(); + int ldc = Order == clblasRowMajor ? 1 : a.size1(); + + if (std::is_same<T, float>::value) + clblasSgemm(Order, clblasNoTrans, clblasNoTrans, + a.size1(), 1, a.size2(), + 1, a.begin().get_buffer().get(), 0, lda, + b.begin().get_buffer().get(), 0, ldb, 1, + result.begin().get_buffer().get(), 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + else if (std::is_same<T, double>::value) + clblasDgemm(Order, clblasNoTrans, clblasNoTrans, + a.size1(), 1, a.size2(), + 1, a.begin().get_buffer().get(), 0, lda, + b.begin().get_buffer().get(), 0, ldb, 1, + result.begin().get_buffer().get(), 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + else if (std::is_same<T, std::complex<float>>::value) + clblasCgemm(Order, clblasNoTrans, clblasNoTrans, + a.size1(), 1, a.size2(), + ONE_FLOAT_COMPLEX, a.begin().get_buffer().get(), 0, lda, + b.begin().get_buffer().get(), 0, ldb, ONE_FLOAT_COMPLEX, + result.begin().get_buffer().get(), 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + else if (std::is_same<T, std::complex<double>>::value) + clblasZgemm(Order, clblasNoTrans, clblasNoTrans, + a.size1(), 1, a.size2(), + ONE_DOUBLE_COMPLEX, a.begin().get_buffer().get(), 0, lda, + b.begin().get_buffer().get(), 0, ldb, ONE_DOUBLE_COMPLEX, + result.begin().get_buffer().get(), 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + clWaitForEvents(1, &event); +} + +template <typename T, typename L, typename A> +typename std::enable_if<is_numeric<T>::value>::type +prod(ublas::matrix<T, L, A> const &a, + ublas::vector<T, A> const &b, + ublas::vector<T, A> &result, + compute::command_queue &queue) +{ + ublas::matrix<T, L, opencl::storage> adev(a, queue); + ublas::vector<T, opencl::storage> bdev(b, queue); + ublas::vector<T, opencl::storage> rdev(a.size1(), queue.get_context()); + prod(adev, bdev, rdev, queue); + rdev.to_host(result, queue); +} + +template <typename T, typename L, typename A> +typename std::enable_if<is_numeric<T>::value, ublas::vector<T, A>>::type +prod(ublas::matrix<T, L, A> const &a, + ublas::vector<T, A> const &b, + compute::command_queue &queue) +{ + ublas::vector<T, A> result(a.size1()); + prod(a, b, result, queue); + return result; +} + +template <typename T, typename L> +typename std::enable_if<is_numeric<T>::value>::type +prod(ublas::vector<T, opencl::storage> const &a, + ublas::matrix<T, L, opencl::storage> const &b, + ublas::vector<T, opencl::storage> &result, + compute::command_queue &queue) +{ + assert(a.device() == b.device() && + a.device() == result.device() && + a.device() == queue.get_device()); + assert(a.size() == b.size1()); + result.fill(0, queue); + cl_event event = NULL; + clblasOrder Order = std::is_same<L, ublas::basic_row_major<> >::value ? clblasRowMajor : clblasColumnMajor; + size_t lda = Order == clblasRowMajor ? a.size() : 1; + size_t ldb = Order == clblasRowMajor ? b.size2() : a.size(); + size_t ldc = Order == clblasRowMajor ? b.size2() : 1; + + if (std::is_same<T, float>::value) + clblasSgemm(Order, clblasNoTrans, clblasNoTrans, + 1, b.size2(), a.size(), + 1, a.begin().get_buffer().get(), 0, lda, + b.begin().get_buffer().get(), 0, ldb, 1, + result.begin().get_buffer().get(), 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + else if (std::is_same<T, double>::value) + clblasDgemm(Order, clblasNoTrans, clblasNoTrans, + 1, b.size2(), a.size(), + 1, a.begin().get_buffer().get(), 0, lda, + b.begin().get_buffer().get(), 0, ldb, 1, + result.begin().get_buffer().get(), 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + else if (std::is_same<T, std::complex<float>>::value) + clblasCgemm(Order, clblasNoTrans, clblasNoTrans, + 1, b.size2(), a.size(), + ONE_FLOAT_COMPLEX, a.begin().get_buffer().get(), 0, lda, + b.begin().get_buffer().get(), 0, ldb, ONE_FLOAT_COMPLEX, + result.begin().get_buffer().get(), 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + else if (std::is_same<T, std::complex<double>>::value) + clblasZgemm(Order, clblasNoTrans, clblasNoTrans, + 1, b.size2(), a.size(), + ONE_DOUBLE_COMPLEX, a.begin().get_buffer().get(), 0, lda, + b.begin().get_buffer().get(), 0, ldb, ONE_DOUBLE_COMPLEX, + result.begin().get_buffer().get(), 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + clWaitForEvents(1, &event); +} + +template <class T, class L, class A> +typename std::enable_if<is_numeric<T>::value>::type +prod(ublas::vector<T, A> const &a, + ublas::matrix<T, L, A> const &b, + ublas::vector<T, A> &result, + compute::command_queue &queue) +{ + ublas::vector<T, opencl::storage> adev(a, queue); + ublas::matrix<T, L, opencl::storage> bdev(b, queue); + ublas::vector<T, opencl::storage> rdev(b.size2(), queue.get_context()); + prod(adev, bdev, rdev, queue); + rdev.to_host(result, queue); +} + +template <class T, class L, class A> +typename std::enable_if<is_numeric<T>::value, ublas::vector<T, A>>::type +prod(ublas::vector<T, A> const &a, + ublas::matrix<T, L, A> const &b, + compute::command_queue &queue) +{ + ublas::vector<T, A> result(b.size2()); + prod(a, b, result, queue); + return result; +} + +template<class T> +typename std::enable_if<std::is_fundamental<T>::value, T>::type +inner_prod(ublas::vector<T, opencl::storage> const &a, + ublas::vector<T, opencl::storage> const &b, + compute::command_queue &queue) +{ + assert(a.device() == b.device() && a.device() == queue.get_device()); + assert(a.size() == b.size()); + return compute::inner_product(a.begin(), a.end(), b.begin(), T(0), queue); +} + +template<class T, class A> +typename std::enable_if<std::is_fundamental<T>::value, T>::type +inner_prod(ublas::vector<T, A> const &a, + ublas::vector<T, A> const &b, + compute::command_queue& queue) +{ + ublas::vector<T, opencl::storage> adev(a, queue); + ublas::vector<T, opencl::storage> bdev(b, queue); + return inner_prod(adev, bdev, queue); +} + +template <class T, class L> +typename std::enable_if<is_numeric<T>::value>::type +outer_prod(ublas::vector<T, opencl::storage> const &a, + ublas::vector<T, opencl::storage> const &b, + ublas::matrix<T, L, opencl::storage> &result, + compute::command_queue & queue) +{ + assert(a.device() == b.device() && + a.device() == result.device() && + a.device() == queue.get_device()); + result.fill(0, queue); + cl_event event = NULL; + clblasOrder Order = std::is_same<L, ublas::basic_row_major<> >::value ? clblasRowMajor : clblasColumnMajor; + size_t lda = Order == clblasRowMajor ? 1 : a.size(); + size_t ldb = Order == clblasRowMajor ? b.size() : 1; + size_t ldc = Order == clblasRowMajor ? b.size() : a.size(); + + if (std::is_same<T, float>::value) + clblasSgemm(Order, clblasNoTrans, clblasNoTrans, + a.size(), b.size(), 1, + 1, a.begin().get_buffer().get(), 0, lda, + b.begin().get_buffer().get(), 0, ldb, 1, + result.begin().get_buffer().get(), 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + else if (std::is_same<T, double>::value) + clblasDgemm(Order, clblasNoTrans, clblasNoTrans, + a.size(), b.size(), 1, + 1, a.begin().get_buffer().get(), 0, lda, + b.begin().get_buffer().get(), 0, ldb, 1, + result.begin().get_buffer().get(), 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + else if (std::is_same<T, std::complex<float>>::value) + clblasCgemm(Order, clblasNoTrans, clblasNoTrans, + a.size(), b.size(), 1, + ONE_FLOAT_COMPLEX, a.begin().get_buffer().get(), 0, lda, + b.begin().get_buffer().get(), 0, ldb, ONE_FLOAT_COMPLEX, + result.begin().get_buffer().get(), 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + else if (std::is_same<T, std::complex<double>>::value) + clblasZgemm(Order, clblasNoTrans, clblasNoTrans, + a.size(), b.size(), 1, + ONE_DOUBLE_COMPLEX, a.begin().get_buffer().get(), 0, lda, + b.begin().get_buffer().get(), 0, ldb, ONE_DOUBLE_COMPLEX, + result.begin().get_buffer().get(), 0, ldc, + 1, &(queue.get()), 0, NULL, &event); + clWaitForEvents(1, &event); +} + +template <class T, class L, class A> +typename std::enable_if<is_numeric<T>::value>::type +outer_prod(ublas::vector<T, A> const &a, + ublas::vector<T, A> const &b, + ublas::matrix<T, L, A> &result, + compute::command_queue &queue) +{ + ublas::vector<T, opencl::storage> adev(a, queue); + ublas::vector<T, opencl::storage> bdev(b, queue); + ublas::matrix<T, L, opencl::storage> rdev(a.size(), b.size(), queue.get_context()); + outer_prod(adev, bdev, rdev, queue); + rdev.to_host(result, queue); +} + +template <class T,class L = ublas::basic_row_major<>, class A> +typename std::enable_if<is_numeric<T>::value, ublas::matrix<T, L, A>>::type +outer_prod(ublas::vector<T, A> const &a, + ublas::vector<T, A> const &b, + compute::command_queue &queue) +{ + ublas::matrix<T, L, A> result(a.size(), b.size()); + outer_prod(a, b, result, queue); + return result; +} + +#undef ONE_DOUBLE_COMPLEX +#undef ONE_FLOAT_COMPLEX + +}}}} + +#endif |