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authorCNugteren <web@cedricnugteren.nl>2015-06-13 11:01:20 +0200
committerCNugteren <web@cedricnugteren.nl>2015-06-13 11:01:20 +0200
commite522d1a74e6a877f32730da4807f54cf9a996679 (patch)
tree68ebcd40b52b3a671b5223885736a569606d5656 /test
parent7610a8b182b1579857b134b334228d8cff41f84f (diff)
Added initial version of GEMV including tester and performance client
Diffstat (limited to 'test')
-rw-r--r--test/correctness/routines/xgemv.cc94
-rw-r--r--test/correctness/testaxy.cc26
-rw-r--r--test/performance/client.cc94
-rw-r--r--test/performance/client.h6
-rw-r--r--test/performance/routines/xgemv.cc107
-rw-r--r--test/wrapper_clblas.h58
6 files changed, 368 insertions, 17 deletions
diff --git a/test/correctness/routines/xgemv.cc b/test/correctness/routines/xgemv.cc
new file mode 100644
index 00000000..94ae147f
--- /dev/null
+++ b/test/correctness/routines/xgemv.cc
@@ -0,0 +1,94 @@
+
+// =================================================================================================
+// This file is part of the CLBlast project. The project is licensed under the MIT license. This
+// project loosely follows the Google C++ styleguide and uses a tab-size of two spaces and a max-
+// width of 100 characters per line.
+//
+// Author(s):
+// Cedric Nugteren <www.cedricnugteren.nl>
+//
+// This file implements the tests for the Xgemv routine. It is based on the TestAXY class.
+//
+// =================================================================================================
+
+#include "wrapper_clblas.h"
+#include "correctness/testaxy.h"
+
+namespace clblast {
+// =================================================================================================
+
+// The correctness tester, containing the function calls to CLBlast and to clBLAS for comparison.
+template <typename T>
+void XgemvTest(int argc, char *argv[], const bool silent, const std::string &name) {
+
+ // Creates the CLBlast lambda
+ auto clblast_lambda = [](const Arguments<T> &args,
+ const Buffer &a_mat, const Buffer &x_vec, const Buffer &y_vec,
+ CommandQueue &queue) -> StatusCode {
+ auto queue_plain = queue();
+ auto event = cl_event{};
+ return Gemv(args.layout, args.a_transpose, args.m, args.n, args.alpha,
+ a_mat(), args.a_offset, args.a_ld,
+ x_vec(), args.x_offset, args.x_inc, args.beta,
+ y_vec(), args.y_offset, args.y_inc,
+ &queue_plain, &event);
+ };
+
+ // Creates the clBLAS lambda (for comparison)
+ auto clblas_lambda = [](const Arguments<T> &args,
+ const Buffer &a_mat, const Buffer &x_vec, const Buffer &y_vec,
+ CommandQueue &queue) -> StatusCode {
+ auto queue_plain = queue();
+ auto event = cl_event{};
+ auto status = clblasXgemv(static_cast<clblasOrder>(args.layout),
+ static_cast<clblasTranspose>(args.a_transpose),
+ args.m, args.n, args.alpha,
+ a_mat(), args.a_offset, args.a_ld,
+ x_vec(), args.x_offset, args.x_inc, args.beta,
+ y_vec(), args.y_offset, args.y_inc,
+ 1, &queue_plain, 0, nullptr, &event);
+ return static_cast<StatusCode>(status);
+ };
+
+ // Selects the platform and device on which to test (command-line options)
+ auto help = std::string{"Options given/available:\n"};
+ const auto platform_id = GetArgument(argc, argv, help, kArgPlatform, size_t{0});
+ const auto device_id = GetArgument(argc, argv, help, kArgDevice, size_t{0});
+ if (!silent) { fprintf(stdout, "\n* %s\n", help.c_str()); }
+
+ // Initializes the other arguments relevant for this routine
+ auto args = Arguments<T>{};
+ const auto options = std::vector<std::string>{kArgM, kArgN, kArgLayout, kArgATransp,
+ kArgALeadDim, kArgXInc, kArgYInc,
+ kArgAOffset, kArgXOffset, kArgYOffset};
+
+ // Creates a tester
+ TestAXY<T> tester{platform_id, device_id, name, options, clblast_lambda, clblas_lambda};
+
+ // Loops over the test-cases from a data-layout point of view
+ for (auto &layout: {Layout::kRowMajor, Layout::kColMajor}) {
+ args.layout = layout;
+ for (auto &a_transpose: {Transpose::kNo, Transpose::kYes}) {
+ args.a_transpose = a_transpose;
+ const auto case_name = ToString(layout)+" "+ToString(a_transpose);
+
+ // Runs the tests
+ tester.TestRegular(args, case_name);
+ tester.TestInvalidBufferSizes(args, case_name);
+ }
+ }
+}
+
+// =================================================================================================
+} // namespace clblast
+
+// Main function (not within the clblast namespace)
+int main(int argc, char *argv[]) {
+ clblast::XgemvTest<float>(argc, argv, false, "SGEMV");
+ //clblast::XgemvTest<double>(argc, argv, true, "DGEMV");
+ //clblast::XgemvTest<clblast::float2>(argc, argv, true, "CGEMV");
+ //clblast::XgemvTest<clblast::double2>(argc, argv, true, "ZGEMV");
+ return 0;
+}
+
+// =================================================================================================
diff --git a/test/correctness/testaxy.cc b/test/correctness/testaxy.cc
index 1e01a0e8..ed0b06ab 100644
--- a/test/correctness/testaxy.cc
+++ b/test/correctness/testaxy.cc
@@ -49,12 +49,6 @@ template <typename T>
void TestAXY<T>::TestRegular(Arguments<T> &args, const std::string &name) {
TestStart("regular behaviour", name);
- // Computes whether or not the matrix is transposed. Note that we assume a default of
- // column-major and no-transpose. If one of them is different (but not both), then rotated
- // is considered true.
- auto a_rotated = (args.layout == Layout::kColMajor && args.a_transpose != Transpose::kNo) ||
- (args.layout == Layout::kRowMajor && args.a_transpose == Transpose::kNo);
-
// Iterates over the dimension for the matrix and vectors
for (auto &m: kMatrixVectorDims) {
args.m = m;
@@ -62,7 +56,12 @@ void TestAXY<T>::TestRegular(Arguments<T> &args, const std::string &name) {
args.n = n;
// Computes the second dimension of the matrix taking the rotation into account
- auto a_two = (a_rotated) ? m : n;
+ auto a_two = (args.layout == Layout::kRowMajor) ? args.m : args.n;
+
+ // Computes the vector sizes in case the matrix is transposed
+ auto a_transposed = (args.a_transpose == Transpose::kYes);
+ auto m_real = (a_transposed) ? n : m;
+ auto n_real = (a_transposed) ? m : n;
// Iterates over the leading-dimension values and the offsets of the matrix
for (auto &a_ld: kMatrixVectorDims) {
@@ -82,8 +81,8 @@ void TestAXY<T>::TestRegular(Arguments<T> &args, const std::string &name) {
// Computes the buffer sizes
auto a_size = a_two * a_ld + a_offset;
- auto x_size = n * x_inc + x_offset;
- auto y_size = n * y_inc + y_offset;
+ auto x_size = n_real * x_inc + x_offset;
+ auto y_size = m_real * y_inc + y_offset;
if (a_size < 1 || x_size < 1 || y_size < 1) { continue; }
// Creates the OpenCL buffers
@@ -124,15 +123,15 @@ void TestAXY<T>::TestRegular(Arguments<T> &args, const std::string &name) {
// Checks for differences in the output
auto errors = size_t{0};
- for (auto idn=size_t{0}; idn<n; ++idn) {
- auto index = idn*y_inc + y_offset;
+ for (auto idm=size_t{0}; idm<m_real; ++idm) {
+ auto index = idm*y_inc + y_offset;
if (!TestSimilarity(r_result[index], s_result[index], kErrorMargin)) {
errors++;
}
}
// Tests the error count (should be zero)
- TestErrorCount(errors, n, args);
+ TestErrorCount(errors, m_real, args);
}
}
}
@@ -158,6 +157,9 @@ void TestAXY<T>::TestInvalidBufferSizes(Arguments<T> &args, const std::string &n
args.m = kBufferSize;
args.n = kBufferSize;
args.a_ld = kBufferSize;
+ args.a_offset = 0;
+ args.x_offset = 0;
+ args.y_offset = 0;
// Iterates over test buffer sizes
const std::vector<size_t> kMatrixSizes = {0, kBufferSize*kBufferSize-1, kBufferSize*kBufferSize};
diff --git a/test/performance/client.cc b/test/performance/client.cc
index ddaea0e1..3b07970c 100644
--- a/test/performance/client.cc
+++ b/test/performance/client.cc
@@ -26,8 +26,12 @@ template <typename T>
void ClientXY(int argc, char *argv[], Routine2<T> client_routine,
const std::vector<std::string> &options) {
+ // Function to determine how to find the default value of the leading dimension of matrix A.
+ // Note: this is not relevant for this client but given anyway.
+ auto default_ld_a = [](const Arguments<T> args) { return args.n; };
+
// Simple command line argument parser with defaults
- auto args = ParseArguments<T>(argc, argv, options);
+ auto args = ParseArguments<T>(argc, argv, options, default_ld_a);
if (args.print_help) { return; }
// Prints the header of the output table
@@ -81,13 +85,94 @@ template void ClientXY<double2>(int, char **, Routine2<double2>, const std::vect
// =================================================================================================
+// This is the matrix-vector-vector variant of the set-up/tear-down client routine.
+template <typename T>
+void ClientAXY(int argc, char *argv[], Routine3<T> client_routine,
+ const std::vector<std::string> &options) {
+
+ // Function to determine how to find the default value of the leading dimension of matrix A
+ auto default_ld_a = [](const Arguments<T> args) { return args.n; };
+
+ // Simple command line argument parser with defaults
+ auto args = ParseArguments<T>(argc, argv, options, default_ld_a);
+ if (args.print_help) { return; }
+
+ // Prints the header of the output table
+ PrintTableHeader(args.silent, options);
+
+ // Initializes OpenCL and the libraries
+ auto platform = Platform(args.platform_id);
+ auto device = Device(platform, kDeviceType, args.device_id);
+ auto context = Context(device);
+ auto queue = CommandQueue(context, device);
+ if (args.compare_clblas) { clblasSetup(); }
+
+ // Iterates over all "num_step" values jumping by "step" each time
+ auto s = size_t{0};
+ while(true) {
+
+ // Computes the second dimension of the matrix taking the rotation into account
+ auto a_two = (args.layout == Layout::kRowMajor) ? args.m : args.n;
+
+ // Computes the vector sizes in case the matrix is transposed
+ auto a_transposed = (args.a_transpose == Transpose::kYes);
+ auto m_real = (a_transposed) ? args.n : args.m;
+ auto n_real = (a_transposed) ? args.m : args.n;
+
+ // Computes the data sizes
+ auto a_size = a_two * args.a_ld + args.a_offset;
+ auto x_size = n_real*args.x_inc + args.x_offset;
+ auto y_size = m_real*args.y_inc + args.y_offset;
+
+ // Populates input host vectors with random data
+ std::vector<T> a_source(a_size);
+ std::vector<T> x_source(x_size);
+ std::vector<T> y_source(y_size);
+ PopulateVector(a_source);
+ PopulateVector(x_source);
+ PopulateVector(y_source);
+
+ // Creates the vectors on the device
+ auto a_buffer = Buffer(context, CL_MEM_READ_WRITE, a_size*sizeof(T));
+ auto x_buffer = Buffer(context, CL_MEM_READ_WRITE, x_size*sizeof(T));
+ auto y_buffer = Buffer(context, CL_MEM_READ_WRITE, y_size*sizeof(T));
+ a_buffer.WriteBuffer(queue, a_size*sizeof(T), a_source);
+ x_buffer.WriteBuffer(queue, x_size*sizeof(T), x_source);
+ y_buffer.WriteBuffer(queue, y_size*sizeof(T), y_source);
+
+ // Runs the routine-specific code
+ client_routine(args, a_buffer, x_buffer, y_buffer, queue);
+
+ // Makes the jump to the next step
+ ++s;
+ if (s >= args.num_steps) { break; }
+ args.m += args.step;
+ args.n += args.step;
+ args.a_ld += args.step;
+ }
+
+ // Cleans-up and returns
+ if (args.compare_clblas) { clblasTeardown(); }
+}
+
+// Compiles the above function
+template void ClientAXY<float>(int, char **, Routine3<float>, const std::vector<std::string>&);
+template void ClientAXY<double>(int, char **, Routine3<double>, const std::vector<std::string>&);
+template void ClientAXY<float2>(int, char **, Routine3<float2>, const std::vector<std::string>&);
+template void ClientAXY<double2>(int, char **, Routine3<double2>, const std::vector<std::string>&);
+
+// =================================================================================================
+
// This is the matrix-matrix-matrix variant of the set-up/tear-down client routine.
template <typename T>
void ClientABC(int argc, char *argv[], Routine3<T> client_routine,
const std::vector<std::string> &options) {
+ // Function to determine how to find the default value of the leading dimension of matrix A
+ auto default_ld_a = [](const Arguments<T> args) { return args.m; };
+
// Simple command line argument parser with defaults
- auto args = ParseArguments<T>(argc, argv, options);
+ auto args = ParseArguments<T>(argc, argv, options, default_ld_a);
if (args.print_help) { return; }
// Prints the header of the output table
@@ -167,7 +252,8 @@ template void ClientABC<double2>(int, char **, Routine3<double2>, const std::vec
// applicable, but are searched for anyway to be able to create one common argument parser. All
// arguments have a default value in case they are not found.
template <typename T>
-Arguments<T> ParseArguments(int argc, char *argv[], const std::vector<std::string> &options) {
+Arguments<T> ParseArguments(int argc, char *argv[], const std::vector<std::string> &options,
+ const std::function<size_t(const Arguments<T>)> default_ld_a) {
auto args = Arguments<T>{};
auto help = std::string{"Options given/available:\n"};
@@ -193,7 +279,7 @@ Arguments<T> ParseArguments(int argc, char *argv[], const std::vector<std::strin
if (o == kArgYOffset) { args.y_offset = GetArgument(argc, argv, help, kArgYOffset, size_t{0}); }
// Matrix arguments
- if (o == kArgALeadDim) { args.a_ld = GetArgument(argc, argv, help, kArgALeadDim, args.k); }
+ if (o == kArgALeadDim) { args.a_ld = GetArgument(argc, argv, help, kArgALeadDim, default_ld_a(args)); }
if (o == kArgBLeadDim) { args.b_ld = GetArgument(argc, argv, help, kArgBLeadDim, args.n); }
if (o == kArgCLeadDim) { args.c_ld = GetArgument(argc, argv, help, kArgCLeadDim, args.n); }
if (o == kArgAOffset) { args.a_offset = GetArgument(argc, argv, help, kArgAOffset, size_t{0}); }
diff --git a/test/performance/client.h b/test/performance/client.h
index 2b9991fe..5125844a 100644
--- a/test/performance/client.h
+++ b/test/performance/client.h
@@ -49,6 +49,9 @@ template <typename T>
void ClientXY(int argc, char *argv[], Routine2<T> client_routine,
const std::vector<std::string> &options);
template <typename T>
+void ClientAXY(int argc, char *argv[], Routine3<T> client_routine,
+ const std::vector<std::string> &options);
+template <typename T>
void ClientABC(int argc, char *argv[], Routine3<T> client_routine,
const std::vector<std::string> &options);
@@ -57,7 +60,8 @@ void ClientABC(int argc, char *argv[], Routine3<T> client_routine,
// Parses all command-line arguments, filling in the arguments structure. If no command-line
// argument is given for a particular argument, it is filled in with a default value.
template <typename T>
-Arguments<T> ParseArguments(int argc, char *argv[], const std::vector<std::string> &options);
+Arguments<T> ParseArguments(int argc, char *argv[], const std::vector<std::string> &options,
+ const std::function<size_t(const Arguments<T>)> default_ld_a);
// Retrieves only the precision command-line argument, since the above function is templated based
// on the precision
diff --git a/test/performance/routines/xgemv.cc b/test/performance/routines/xgemv.cc
new file mode 100644
index 00000000..43222396
--- /dev/null
+++ b/test/performance/routines/xgemv.cc
@@ -0,0 +1,107 @@
+
+// =================================================================================================
+// This file is part of the CLBlast project. The project is licensed under Apache Version 2.0. This
+// project loosely follows the Google C++ styleguide and uses a tab-size of two spaces and a max-
+// width of 100 characters per line.
+//
+// Author(s):
+// Cedric Nugteren <www.cedricnugteren.nl>
+//
+// This file implements the Xgemv command-line interface tester.
+//
+// =================================================================================================
+
+#include <string>
+#include <vector>
+#include <exception>
+
+#include "wrapper_clblas.h"
+#include "performance/client.h"
+
+namespace clblast {
+// =================================================================================================
+
+// The client, used for performance testing. It contains the function calls to CLBlast and to other
+// libraries to compare against.
+template <typename T>
+void PerformanceXgemv(const Arguments<T> &args,
+ const Buffer &a_mat, const Buffer &x_vec, const Buffer &y_vec,
+ CommandQueue &queue) {
+
+ // Creates the CLBlast lambda
+ auto clblast_lambda = [&args, &a_mat, &x_vec, &y_vec, &queue]() {
+ auto queue_plain = queue();
+ auto event = cl_event{};
+ auto status = Gemv(args.layout, args.a_transpose, args.m, args.n, args.alpha,
+ a_mat(), args.a_offset, args.a_ld,
+ x_vec(), args.x_offset, args.x_inc, args.beta,
+ y_vec(), args.y_offset, args.y_inc,
+ &queue_plain, &event);
+ clWaitForEvents(1, &event);
+ if (status != StatusCode::kSuccess) {
+ throw std::runtime_error("CLBlast error: "+ToString(static_cast<int>(status)));
+ }
+ };
+
+ // Creates the clBLAS lambda (for comparison)
+ auto clblas_lambda = [&args, &a_mat, &x_vec, &y_vec, &queue]() {
+ auto queue_plain = queue();
+ auto event = cl_event{};
+ auto status = clblasXgemv(static_cast<clblasOrder>(args.layout),
+ static_cast<clblasTranspose>(args.a_transpose),
+ args.m, args.n, args.alpha,
+ a_mat(), args.a_offset, args.a_ld,
+ x_vec(), args.x_offset, args.x_inc, args.beta,
+ y_vec(), args.y_offset, args.y_inc,
+ 1, &queue_plain, 0, nullptr, &event);
+ clWaitForEvents(1, &event);
+ if (status != CL_SUCCESS) {
+ throw std::runtime_error("clBLAS error: "+ToString(static_cast<int>(status)));
+ }
+ };
+
+ // Runs the routines and collect the timings
+ auto ms_clblast = TimedExecution(args.num_runs, clblast_lambda);
+ auto ms_clblas = TimedExecution(args.num_runs, clblas_lambda);
+
+ // Prints the performance of both libraries
+ const auto flops = 2 * args.m * args.n;
+ const auto bytes = (args.m*args.n + 2*args.m + args.n) * sizeof(T);
+ const auto output_ints = std::vector<size_t>{args.m, args.n,
+ static_cast<size_t>(args.layout),
+ static_cast<size_t>(args.a_transpose),
+ args.a_ld, args.x_inc, args.y_inc,
+ args.a_offset, args.x_offset, args.y_offset};
+ const auto output_strings = std::vector<std::string>{ToString(args.alpha),
+ ToString(args.beta)};
+ PrintTableRow(output_ints, output_strings, args.no_abbrv,
+ ms_clblast, ms_clblas, flops, bytes);
+}
+
+// =================================================================================================
+
+// Main function which calls the common client code with the routine-specific function as argument.
+void ClientXgemv(int argc, char *argv[]) {
+ const auto o = std::vector<std::string>{kArgM, kArgN, kArgLayout, kArgATransp,
+ kArgALeadDim, kArgXInc, kArgYInc,
+ kArgAOffset, kArgXOffset, kArgYOffset,
+ kArgAlpha, kArgBeta};
+ switch(GetPrecision(argc, argv)) {
+ case Precision::kHalf: throw std::runtime_error("Unsupported precision mode");
+ case Precision::kSingle: ClientAXY<float>(argc, argv, PerformanceXgemv<float>, o); break;
+ case Precision::kDouble: ClientAXY<double>(argc, argv, PerformanceXgemv<double>, o); break;
+ case Precision::kComplexSingle: ClientAXY<float2>(argc, argv, PerformanceXgemv<float2>, o); break;
+ case Precision::kComplexDouble: ClientAXY<double2>(argc, argv, PerformanceXgemv<double2>, o); break;
+ }
+}
+
+// =================================================================================================
+} // namespace clblast
+
+// Main function (not within the clblast namespace)
+int main(int argc, char *argv[]) {
+ clblast::ClientXgemv(argc, argv);
+ return 0;
+}
+
+// =================================================================================================
diff --git a/test/wrapper_clblas.h b/test/wrapper_clblas.h
index 7c71fcaa..093a8742 100644
--- a/test/wrapper_clblas.h
+++ b/test/wrapper_clblas.h
@@ -74,6 +74,64 @@ clblasStatus clblasXaxpy(
// =================================================================================================
// BLAS level-2 (matrix-vector) routines
+// Calls {clblasSgemv, clblasDgemv, clblasCgemv, clblasZgemv} with the arguments forwarded.
+clblasStatus clblasXgemv(
+ clblasOrder layout, clblasTranspose tran_a, size_t m, size_t n, float alpha,
+ const cl_mem a_mat, size_t a_offset, size_t a_ld,
+ const cl_mem x_vec, size_t x_offset, size_t x_inc, float beta,
+ const cl_mem y_vec, size_t y_offset, size_t y_inc,
+ cl_uint num_queues, cl_command_queue *queues,
+ cl_uint num_wait_events, const cl_event *wait_events, cl_event *events) {
+ return clblasSgemv(layout, tran_a, m, n, alpha,
+ a_mat, a_offset, a_ld,
+ x_vec, x_offset, static_cast<int>(x_inc), beta,
+ y_vec, y_offset, static_cast<int>(y_inc),
+ num_queues, queues, num_wait_events, wait_events, events);
+}
+clblasStatus clblasXgemv(
+ clblasOrder layout, clblasTranspose tran_a, size_t m, size_t n, double alpha,
+ const cl_mem a_mat, size_t a_offset, size_t a_ld,
+ const cl_mem x_vec, size_t x_offset, size_t x_inc, double beta,
+ const cl_mem y_vec, size_t y_offset, size_t y_inc,
+ cl_uint num_queues, cl_command_queue *queues,
+ cl_uint num_wait_events, const cl_event *wait_events, cl_event *events) {
+ return clblasDgemv(layout, tran_a, m, n, alpha,
+ a_mat, a_offset, a_ld,
+ x_vec, x_offset, static_cast<int>(x_inc), beta,
+ y_vec, y_offset, static_cast<int>(y_inc),
+ num_queues, queues, num_wait_events, wait_events, events);
+}
+clblasStatus clblasXgemv(
+ clblasOrder layout, clblasTranspose tran_a, size_t m, size_t n, float2 alpha,
+ const cl_mem a_mat, size_t a_offset, size_t a_ld,
+ const cl_mem x_vec, size_t x_offset, size_t x_inc, float2 beta,
+ const cl_mem y_vec, size_t y_offset, size_t y_inc,
+ cl_uint num_queues, cl_command_queue *queues,
+ cl_uint num_wait_events, const cl_event *wait_events, cl_event *events) {
+ auto cl_alpha = cl_float2{{alpha.real(), alpha.imag()}};
+ auto cl_beta = cl_float2{{beta.real(), beta.imag()}};
+ return clblasCgemv(layout, tran_a, m, n, cl_alpha,
+ a_mat, a_offset, a_ld,
+ x_vec, x_offset, static_cast<int>(x_inc), cl_beta,
+ y_vec, y_offset, static_cast<int>(y_inc),
+ num_queues, queues, num_wait_events, wait_events, events);
+}
+clblasStatus clblasXgemv(
+ clblasOrder layout, clblasTranspose tran_a, size_t m, size_t n, double2 alpha,
+ const cl_mem a_mat, size_t a_offset, size_t a_ld,
+ const cl_mem x_vec, size_t x_offset, size_t x_inc, double2 beta,
+ const cl_mem y_vec, size_t y_offset, size_t y_inc,
+ cl_uint num_queues, cl_command_queue *queues,
+ cl_uint num_wait_events, const cl_event *wait_events, cl_event *events) {
+ auto cl_alpha = cl_double2{{alpha.real(), alpha.imag()}};
+ auto cl_beta = cl_double2{{beta.real(), beta.imag()}};
+ return clblasZgemv(layout, tran_a, m, n, cl_alpha,
+ a_mat, a_offset, a_ld,
+ x_vec, x_offset, static_cast<int>(x_inc), cl_beta,
+ y_vec, y_offset, static_cast<int>(y_inc),
+ num_queues, queues, num_wait_events, wait_events, events);
+}
+
// =================================================================================================
// BLAS level-3 (matrix-matrix) routines