1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351
|
/*
* The example of interoperability between SYCL/OpenCL and OpenCV.
* - SYCL: https://www.khronos.org/sycl/
* - SYCL runtime parameters: https://github.com/intel/llvm/blob/sycl/sycl/doc/EnvironmentVariables.md
*/
#include <CL/sycl.hpp>
#include <opencv2/core.hpp>
#include <opencv2/highgui.hpp>
#include <opencv2/videoio.hpp>
#include <opencv2/imgproc.hpp>
#include <opencv2/core/ocl.hpp>
class sycl_inverse_kernel; // can be omitted - modern SYCL versions doesn't require this
using namespace cv;
class App
{
public:
App(const CommandLineParser& cmd);
~App();
void initVideoSource();
void initSYCL();
void process_frame(cv::Mat& frame);
/// to check result with CPU-only reference code
Mat process_frame_reference(const cv::Mat& frame);
int run();
bool isRunning() { return m_running; }
bool doProcess() { return m_process; }
void setRunning(bool running) { m_running = running; }
void setDoProcess(bool process) { m_process = process; }
protected:
void handleKey(char key);
private:
bool m_running;
bool m_process;
bool m_show_ui;
int64 m_t0;
int64 m_t1;
float m_time;
float m_frequency;
std::string m_file_name;
int m_camera_id;
cv::VideoCapture m_cap;
cv::Mat m_frame;
cl::sycl::queue sycl_queue;
};
App::App(const CommandLineParser& cmd)
{
m_camera_id = cmd.get<int>("camera");
m_file_name = cmd.get<std::string>("video");
m_running = false;
m_process = false;
} // ctor
App::~App()
{
// nothing
}
void App::initSYCL()
{
using namespace cl::sycl;
// Configuration details: https://github.com/intel/llvm/blob/sycl/sycl/doc/EnvironmentVariables.md
cl::sycl::default_selector selector;
sycl_queue = cl::sycl::queue(selector, [](cl::sycl::exception_list l)
{
// exception_handler
for (auto ep : l)
{
try
{
std::rethrow_exception(ep);
}
catch (const cl::sycl::exception& e)
{
std::cerr << "SYCL exception: " << e.what() << std::endl;
}
}
});
auto device = sycl_queue.get_device();
auto platform = device.get_platform();
std::cout << "SYCL device: " << device.get_info<info::device::name>()
<< " @ " << device.get_info<info::device::driver_version>()
<< " (platform: " << platform.get_info<info::platform::name>() << ")" << std::endl;
if (device.is_host())
{
std::cerr << "SYCL can't select OpenCL device. Host is used for computations, interoperability is not available" << std::endl;
}
else
{
// bind OpenCL context/device/queue from SYCL to OpenCV
try
{
auto ctx = cv::ocl::OpenCLExecutionContext::create(
platform.get_info<info::platform::name>(),
platform.get(),
sycl_queue.get_context().get(),
device.get()
);
ctx.bind();
}
catch (const cv::Exception& e)
{
std::cerr << "OpenCV: Can't bind SYCL OpenCL context/device/queue: " << e.what() << std::endl;
}
std::cout << "OpenCV uses OpenCL: " << (cv::ocl::useOpenCL() ? "True" : "False") << std::endl;
}
} // initSYCL()
void App::initVideoSource()
{
if (!m_file_name.empty() && m_camera_id == -1)
{
m_cap.open(samples::findFileOrKeep(m_file_name));
if (!m_cap.isOpened())
throw std::runtime_error(std::string("can't open video stream: ") + m_file_name);
}
else if (m_camera_id != -1)
{
m_cap.open(m_camera_id);
if (!m_cap.isOpened())
throw std::runtime_error(std::string("can't open camera: ") + std::to_string(m_camera_id));
}
else
throw std::runtime_error(std::string("specify video source"));
} // initVideoSource()
void App::process_frame(cv::Mat& frame)
{
using namespace cl::sycl;
// cv::Mat => cl::sycl::buffer
{
CV_Assert(frame.isContinuous());
CV_CheckTypeEQ(frame.type(), CV_8UC1, "");
buffer<uint8_t, 2> frame_buffer(frame.data, range<2>(frame.rows, frame.cols));
// done automatically: frame_buffer.set_write_back(true);
sycl_queue.submit([&](handler& cgh) {
auto pixels = frame_buffer.get_access<access::mode::read_write>(cgh);
cgh.parallel_for<class sycl_inverse_kernel>(range<2>(frame.rows, frame.cols), [=](item<2> item) {
uint8_t v = pixels[item];
pixels[item] = ~v;
});
});
sycl_queue.wait_and_throw();
}
// No way to extract cl_mem from cl::sycl::buffer (ref: 3.6.11 "Interfacing with OpenCL" of SYCL 1.2.1)
// We just reusing OpenCL context/device/queue from SYCL here (see initSYCL() bind part) and call UMat processing
{
UMat blurResult;
{
UMat umat_buffer = frame.getUMat(ACCESS_RW);
cv::blur(umat_buffer, blurResult, Size(3, 3)); // UMat doesn't support inplace
}
Mat result;
blurResult.copyTo(result);
swap(result, frame);
}
}
Mat App::process_frame_reference(const cv::Mat& frame)
{
Mat result;
cv::bitwise_not(frame, result);
Mat blurResult;
cv::blur(result, blurResult, Size(3, 3)); // avoid inplace
blurResult.copyTo(result);
return result;
}
int App::run()
{
std::cout << "Initializing..." << std::endl;
initSYCL();
initVideoSource();
std::cout << "Press ESC to exit" << std::endl;
std::cout << " 'p' to toggle ON/OFF processing" << std::endl;
m_running = true;
m_process = true;
m_show_ui = true;
int processedFrames = 0;
cv::TickMeter timer;
// Iterate over all frames
while (isRunning() && m_cap.read(m_frame))
{
Mat m_frameGray;
cvtColor(m_frame, m_frameGray, COLOR_BGR2GRAY);
bool checkWithReference = (processedFrames == 0);
Mat reference_result;
if (checkWithReference)
{
reference_result = process_frame_reference(m_frameGray);
}
timer.reset();
timer.start();
if (m_process)
{
process_frame(m_frameGray);
}
timer.stop();
if (checkWithReference)
{
double diffInf = cv::norm(reference_result, m_frameGray, NORM_INF);
if (diffInf > 0)
{
std::cerr << "Result is not accurate. diffInf=" << diffInf << std::endl;
imwrite("reference.png", reference_result);
imwrite("actual.png", m_frameGray);
}
}
Mat img_to_show = m_frameGray;
std::ostringstream msg;
msg << "Frame " << processedFrames << " (" << m_frame.size
<< ") Time: " << cv::format("%.2f", timer.getTimeMilli()) << " msec"
<< " (process: " << (m_process ? "True" : "False") << ")";
std::cout << msg.str() << std::endl;
putText(img_to_show, msg.str(), Point(5, 150), FONT_HERSHEY_SIMPLEX, 1., Scalar(255, 100, 0), 2);
if (m_show_ui)
{
try
{
imshow("sycl_interop", img_to_show);
int key = waitKey(1);
switch (key)
{
case 27: // ESC
m_running = false;
break;
case 'p': // fallthru
case 'P':
m_process = !m_process;
break;
default:
break;
}
}
catch (const std::exception& e)
{
std::cerr << "ERROR(OpenCV UI): " << e.what() << std::endl;
if (processedFrames > 0)
throw;
m_show_ui = false; // UI is not available
}
}
processedFrames++;
if (!m_show_ui)
{
if (processedFrames > 100)
m_running = false;
}
}
return 0;
}
int main(int argc, char** argv)
{
const char* keys =
"{ help h ? | | print help message }"
"{ camera c | -1 | use camera as input }"
"{ video v | | use video as input }";
CommandLineParser cmd(argc, argv, keys);
if (cmd.has("help"))
{
cmd.printMessage();
return EXIT_SUCCESS;
}
try
{
App app(cmd);
if (!cmd.check())
{
cmd.printErrors();
return 1;
}
app.run();
}
catch (const cv::Exception& e)
{
std::cout << "FATAL: OpenCV error: " << e.what() << std::endl;
return 1;
}
catch (const std::exception& e)
{
std::cout << "FATAL: C++ error: " << e.what() << std::endl;
return 1;
}
catch (...)
{
std::cout << "FATAL: unknown C++ exception" << std::endl;
return 1;
}
return EXIT_SUCCESS;
} // main()
|