提交 2f34bb9a 编写于 作者: I Ilya Lavrenov

added cv::gemm to T-API

上级 11071dd2
......@@ -48,6 +48,7 @@ namespace cv { namespace ocl {
CV_EXPORTS bool haveOpenCL();
CV_EXPORTS bool useOpenCL();
CV_EXPORTS bool haveAmdBlas();
CV_EXPORTS void setUseOpenCL(bool flag);
CV_EXPORTS void finish2();
......
......@@ -41,6 +41,7 @@
//M*/
#include "precomp.hpp"
#include "opencv2/core/opencl/runtime/opencl_clamdblas.hpp"
#ifdef HAVE_IPP
#include "ippversion.h"
......@@ -693,11 +694,102 @@ static void GEMMStore_64fc( const Complexd* c_data, size_t c_step,
GEMMStore(c_data, c_step, d_buf, d_buf_step, d_data, d_step, d_size, alpha, beta, flags);
}
#ifdef HAVE_CLAMDBLAS
static bool ocl_gemm( InputArray matA, InputArray matB, double alpha,
InputArray matC, double beta, OutputArray matD, int flags )
{
int type = matA.type(), esz = CV_ELEM_SIZE(type);
bool haveC = matC.kind() != cv::_InputArray::NONE;
Size sizeA = matA.size(), sizeB = matB.size(), sizeC = haveC ? matC.size() : Size(0, 0);
bool atrans = (flags & GEMM_1_T) != 0, btrans = (flags & GEMM_2_T) != 0, ctrans = (flags & GEMM_3_T) != 0;
if (atrans)
sizeA = Size(sizeA.height, sizeA.width);
if (btrans)
sizeB = Size(sizeB.height, sizeB.width);
if (haveC && ctrans)
sizeC = Size(sizeC.height, sizeC.width);
Size sizeD(sizeB.width, sizeA.height);
CV_Assert( matB.type() == type && (!haveC || matC.type() == type) );
CV_Assert( sizeA.width == sizeB.height && (!haveC || sizeC == sizeD) );
matD.create(sizeD, type);
if ( matA.offset() % esz != 0 || matA.step() % esz != 0 ||
matB.offset() % esz != 0 || matB.step() % esz != 0 ||
(haveC && (matC.offset() % esz != 0 || matC.step() % esz != 0)) )
return false;
UMat A = matA.getUMat(), B = matB.getUMat(), D = matD.getUMat();
if (haveC)
ctrans ? transpose(matC, D) : matC.getMat().copyTo(D); // TODO fix it as soon as .copyTo works as expected
else
D.setTo(Scalar::all(0));
int M = sizeD.height, N = sizeD.width, K = sizeA.width;
int lda = (int)A.step / esz, ldb = (int)B.step / esz, ldc = (int)D.step / esz;
int offa = (int)A.offset / esz, offb = (int)B.offset / esz, offc = (int)D.offset / esz;
cl_command_queue clq = (cl_command_queue)ocl::Queue::getDefault().ptr();
clAmdBlasTranspose transA = atrans ? clAmdBlasTrans : clAmdBlasNoTrans;
clAmdBlasTranspose transB = btrans ? clAmdBlasTrans : clAmdBlasNoTrans;
clAmdBlasOrder order = clAmdBlasRowMajor;
clAmdBlasStatus status = clAmdBlasSuccess;
if (type == CV_32FC1)
status = clAmdBlasSgemmEx(order, transA, transB, M, N, K,
(cl_float)alpha, (const cl_mem)A.handle(ACCESS_READ), offa, lda,
(const cl_mem)B.handle(ACCESS_READ), offb, ldb,
(cl_float)beta, (cl_mem)D.handle(ACCESS_RW), offc, ldc,
1, &clq, 0, NULL, NULL);
else if (type == CV_64FC1)
status = clAmdBlasDgemmEx(order, transA, transB, M, N, K,
alpha, (const cl_mem)A.handle(ACCESS_READ), offa, lda,
(const cl_mem)B.handle(ACCESS_READ), offb, ldb,
beta, (cl_mem)D.handle(ACCESS_RW), offc, ldc,
1, &clq, 0, NULL, NULL);
else if (type == CV_32FC2)
{
cl_float2 alpha_2 = { { (cl_float)alpha, 0 } };
cl_float2 beta_2 = { { (cl_float)beta, 0 } };
status = clAmdBlasCgemmEx(order, transA, transB, M, N, K,
alpha_2, (const cl_mem)A.handle(ACCESS_READ), offa, lda,
(const cl_mem)B.handle(ACCESS_READ), offb, ldb,
beta_2, (cl_mem)D.handle(ACCESS_RW), offc, ldc,
1, &clq, 0, NULL, NULL);
}
else if (type == CV_64FC2)
{
cl_double2 alpha_2 = { { alpha, 0 } };
cl_double2 beta_2 = { { beta, 0 } };
status = clAmdBlasZgemmEx(order, transA, transB, M, N, K,
alpha_2, (const cl_mem)A.handle(ACCESS_READ), offa, lda,
(const cl_mem)B.handle(ACCESS_READ), offb, ldb,
beta_2, (cl_mem)D.handle(ACCESS_RW), offc, ldc,
1, &clq, 0, NULL, NULL);
}
else
CV_Error(Error::StsUnsupportedFormat, "");
return status == clAmdBlasSuccess;
}
#endif
}
void cv::gemm( InputArray matA, InputArray matB, double alpha,
InputArray matC, double beta, OutputArray _matD, int flags )
{
#ifdef HAVE_CLAMDBLAS
if (ocl::haveAmdBlas() && matA.dims() <= 2 && matB.dims() <= 2 && matC.dims() <= 2 &&
ocl::useOpenCL() && _matD.isUMat() &&
ocl_gemm(matA, matB, alpha, matC, beta, _matD, flags))
return;
#endif
const int block_lin_size = 128;
const int block_size = block_lin_size * block_lin_size;
......
......@@ -42,6 +42,8 @@
#include "precomp.hpp"
#include <map>
#include "opencv2/core/opencl/runtime/opencl_clamdblas.hpp"
#ifdef HAVE_OPENCL
#include "opencv2/core/opencl/runtime/opencl_core.hpp"
#else
......@@ -1309,29 +1311,23 @@ inline bool operator < (const HashKey& h1, const HashKey& h2)
return h1.a < h2.a || (h1.a == h2.a && h1.b < h2.b);
}
static bool g_isInitialized = false;
static bool g_isOpenCLInitialized = false;
static bool g_isOpenCLAvailable = false;
bool haveOpenCL()
{
if (!g_isInitialized)
if (!g_isOpenCLInitialized)
{
if (!g_isInitialized)
try
{
try
{
cl_uint n = 0;
cl_int err = ::clGetPlatformIDs(0, NULL, &n);
if (err != CL_SUCCESS)
g_isOpenCLAvailable = false;
else
g_isOpenCLAvailable = true;
}
catch (...)
{
g_isOpenCLAvailable = false;
}
g_isInitialized = true;
cl_uint n = 0;
g_isOpenCLAvailable = ::clGetPlatformIDs(0, NULL, &n) == CL_SUCCESS;
}
catch (...)
{
g_isOpenCLAvailable = false;
}
g_isOpenCLInitialized = true;
}
return g_isOpenCLAvailable;
}
......@@ -1353,6 +1349,80 @@ void setUseOpenCL(bool flag)
}
}
#ifdef HAVE_CLAMDBLAS
class AmdBlasHelper
{
public:
static AmdBlasHelper & getInstance()
{
static AmdBlasHelper amdBlas;
return amdBlas;
}
bool isAvailable() const
{
return g_isAmdBlasAvailable;
}
~AmdBlasHelper()
{
try
{
clAmdBlasTeardown();
}
catch (...) { }
}
protected:
AmdBlasHelper()
{
if (!g_isAmdBlasInitialized)
{
AutoLock lock(m);
if (!g_isAmdBlasInitialized && haveOpenCL())
{
try
{
g_isAmdBlasAvailable = clAmdBlasSetup() == clAmdBlasSuccess;
}
catch (...)
{
g_isAmdBlasAvailable = false;
}
}
else
g_isAmdBlasAvailable = false;
g_isAmdBlasInitialized = true;
}
}
private:
static Mutex m;
static bool g_isAmdBlasInitialized;
static bool g_isAmdBlasAvailable;
};
bool AmdBlasHelper::g_isAmdBlasAvailable = false;
bool AmdBlasHelper::g_isAmdBlasInitialized = false;
Mutex AmdBlasHelper::m;
bool haveAmdBlas()
{
return AmdBlasHelper::getInstance().isAvailable();
}
#else
bool haveAmdBlas()
{
return false;
}
#endif
void finish2()
{
Queue::getDefault().finish();
......
/*M///////////////////////////////////////////////////////////////////////////////////////
//
// IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
//
// By downloading, copying, installing or using the software you agree to this license.
// If you do not agree to this license, do not download, install,
// copy or use the software.
//
//
// License Agreement
// For Open Source Computer Vision Library
//
// Copyright (C) 2010-2012, Multicoreware, Inc., all rights reserved.
// Copyright (C) 2010-2012, Advanced Micro Devices, Inc., all rights reserved.
// Third party copyrights are property of their respective owners.
//
// @Authors
// Peng Xiao, pengxiao@multicorewareinc.com
// Redistribution and use in source and binary forms, with or without modification,
// are permitted provided that the following conditions are met:
//
// * Redistribution's of source code must retain the above copyright notice,
// this list of conditions and the following disclaimer.
//
// * Redistribution's in binary form must reproduce the above copyright notice,
// this list of conditions and the following disclaimer in the documentation
// and/or other materials provided with the distribution.
//
// * The name of the copyright holders may not be used to endorse or promote products
// derived from this software without specific prior written permission.
//
// This software is provided by the copyright holders and contributors as is and
// any express or implied warranties, including, but not limited to, the implied
// warranties of merchantability and fitness for a particular purpose are disclaimed.
// In no event shall the Intel Corporation or contributors be liable for any direct,
// indirect, incidental, special, exemplary, or consequential damages
// (including, but not limited to, procurement of substitute goods or services;
// loss of use, data, or profits; or business interruption) however caused
// and on any theory of liability, whether in contract, strict liability,
// or tort (including negligence or otherwise) arising in any way out of
// the use of this software, even if advised of the possibility of such damage.
//
//M*/
#include "test_precomp.hpp"
#include "opencv2/ts/ocl_test.hpp"
#ifdef HAVE_OPENCL
namespace cvtest {
namespace ocl {
////////////////////////////////////////////////////////////////////////////
// GEMM
PARAM_TEST_CASE(Gemm,
MatType,
bool, // GEMM_1_T
bool, // GEMM_2_T
bool, // GEMM_3_T
bool // ROI
)
{
bool use_roi;
int type, flags;
bool atrans, btrans, ctrans;
double alpha, beta;
TEST_DECLARE_INPUT_PARAMETER(A)
TEST_DECLARE_INPUT_PARAMETER(B)
TEST_DECLARE_INPUT_PARAMETER(C)
TEST_DECLARE_OUTPUT_PARAMETER(D)
virtual void SetUp()
{
atrans = btrans = ctrans = false;
type = GET_PARAM(0);
use_roi = GET_PARAM(4);
flags = 0;
if (GET_PARAM(1))
flags |= GEMM_1_T, atrans = true;
if (GET_PARAM(2))
flags |= GEMM_2_T, btrans = true;
if (GET_PARAM(3))
flags |= GEMM_3_T, ctrans = true;
}
void generateTestData()
{
Size ARoiSize = randomSize(1, MAX_VALUE);
Border ABorder = randomBorder(0, use_roi ? MAX_VALUE : 0);
randomSubMat(A, A_roi, ARoiSize, ABorder, type, -11, 11);
if (atrans)
ARoiSize = Size(ARoiSize.height, ARoiSize.width);
Size BRoiSize = randomSize(1, MAX_VALUE);
if (btrans)
BRoiSize.width = ARoiSize.width;
else
BRoiSize.height = ARoiSize.width;
Border BBorder = randomBorder(0, use_roi ? MAX_VALUE : 0);
randomSubMat(B, B_roi, BRoiSize, BBorder, type, -11, 11);
if (btrans)
BRoiSize = Size(BRoiSize.height, BRoiSize.width);
Size DRoiSize = Size(BRoiSize.width, ARoiSize.height), CRoiSizeT(DRoiSize.height, DRoiSize.width);
Border CBorder = randomBorder(0, use_roi ? MAX_VALUE : 0);
randomSubMat(C, C_roi, ctrans ? CRoiSizeT : DRoiSize, CBorder, type, -11, 11);
Border DBorder = randomBorder(0, use_roi ? MAX_VALUE : 0);
randomSubMat(D, D_roi, DRoiSize, DBorder, type, -11, 11);
alpha = randomDouble(-4, 4);
beta = randomDouble(-4, 4);
UMAT_UPLOAD_INPUT_PARAMETER(A)
UMAT_UPLOAD_INPUT_PARAMETER(B)
UMAT_UPLOAD_INPUT_PARAMETER(C)
UMAT_UPLOAD_OUTPUT_PARAMETER(D)
}
};
OCL_TEST_P(Gemm, Accuracy)
{
for (int i = 0; i < test_loop_times; ++i)
{
generateTestData();
OCL_OFF(cv::gemm(A_roi, B_roi, alpha, C_roi, beta, D_roi, flags));
OCL_ON(cv::gemm(uA_roi, uB_roi, alpha, uC_roi, beta, uD_roi, flags));
double eps = D_roi.size().area() * 1e-4;
OCL_EXPECT_MATS_NEAR(D, eps);
}
}
OCL_INSTANTIATE_TEST_CASE_P(Core, Gemm, ::testing::Combine(
testing::Values(CV_32FC1, CV_32FC2, CV_64FC1, CV_64FC2),
Bool(), Bool(), Bool(), Bool()));
} } // namespace cvtest::ocl
#endif // HAVE_OPENCL
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