/********************************************************************** Copyright ©2012 Advanced Micro Devices, Inc. All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: • Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. • Redistributions 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. 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 COPYRIGHT HOLDER 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. ********************************************************************/ #include "SobelFilter.hpp" #include int SobelFilter::readInputImage(std::string inputImageName) { // load input bitmap image inputBitmap.load(inputImageName.c_str()); // error if image did not load if(!inputBitmap.isLoaded()) { std::cout << "Failed to load input image!"; return SDK_FAILURE; } // get width and height of input image height = inputBitmap.getHeight(); width = inputBitmap.getWidth(); // allocate memory for input & output image data inputImageData = (cl_uchar4*)malloc(width * height * sizeof(cl_uchar4)); CHECK_ALLOCATION(inputImageData, "Failed to allocate memory! (inputImageData)"); // allocate memory for output image data outputImageData = (cl_uchar4*)malloc(width * height * sizeof(cl_uchar4)); CHECK_ALLOCATION(outputImageData, "Failed to allocate memory! (outputImageData)"); // initializa the Image data to NULL memset(outputImageData, 0, width * height * pixelSize); // get the pointer to pixel data pixelData = inputBitmap.getPixels(); if(pixelData == NULL) { std::cout << "Failed to read pixel Data!"; return SDK_FAILURE; } // Copy pixel data into inputImageData memcpy(inputImageData, pixelData, width * height * pixelSize); // allocate memory for verification output verificationOutput = (cl_uchar*)malloc(width * height * pixelSize); CHECK_ALLOCATION(verificationOutput, "verificationOutput heap allocation failed!"); // initialize the data to NULL memset(verificationOutput, 0, width * height * pixelSize); return SDK_SUCCESS; } int SobelFilter::writeOutputImage(std::string outputImageName) { // copy output image data back to original pixel data memcpy(pixelData, outputImageData, width * height * pixelSize); // write the output bmp file if(!inputBitmap.write(outputImageName.c_str())) { std::cout << "Failed to write output image!"; return SDK_FAILURE; } return SDK_SUCCESS; } int SobelFilter::genBinaryImage() { streamsdk::bifData binaryData; binaryData.kernelName = std::string("SobelFilter_Kernels.cl"); binaryData.flagsStr = std::string(""); if(isComplierFlagsSpecified()) binaryData.flagsFileName = std::string(flags.c_str()); binaryData.binaryName = std::string(dumpBinary.c_str()); int status = sampleCommon->generateBinaryImage(binaryData); return status; } int SobelFilter::setupCL() { cl_int status = CL_SUCCESS; cl_device_type dType; if(deviceType.compare("cpu") == 0) { dType = CL_DEVICE_TYPE_CPU; } else //deviceType = "gpu" { dType = CL_DEVICE_TYPE_GPU; if(isThereGPU() == false) { std::cout << "GPU not found. Falling back to CPU device" << std::endl; dType = CL_DEVICE_TYPE_CPU; } } /* * Have a look at the available platforms and pick either * the AMD one if available or a reasonable default. */ cl_platform_id platform = NULL; int retValue = sampleCommon->getPlatform(platform, platformId, isPlatformEnabled()); CHECK_ERROR(retValue, SDK_SUCCESS, "sampleCommon::getPlatform() failed"); // Display available devices. retValue = sampleCommon->displayDevices(platform, dType); CHECK_ERROR(retValue, SDK_SUCCESS, "sampleCommon::displayDevices() failed"); // If we could find our platform, use it. Otherwise use just available platform. cl_context_properties cps[3] = { CL_CONTEXT_PLATFORM, (cl_context_properties)platform, 0 }; context = clCreateContextFromType( cps, dType, NULL, NULL, &status); CHECK_OPENCL_ERROR( status, "clCreateContextFromType failed."); // getting device on which to run the sample status = sampleCommon->getDevices(context,&devices,deviceId,isDeviceIdEnabled()); CHECK_ERROR(status, SDK_SUCCESS, "sampleCommon::getDevices() failed"); { // The block is to move the declaration of prop closer to its use cl_command_queue_properties prop = 0; commandQueue = clCreateCommandQueue( context, devices[deviceId], prop, &status); CHECK_OPENCL_ERROR( status, "clCreateCommandQueue failed."); } //Set device info of given cl_device_id retValue = deviceInfo.setDeviceInfo(devices[deviceId]); CHECK_ERROR(retValue, 0, "SDKDeviceInfo::setDeviceInfo() failed"); // Create and initialize memory objects // Set Presistent memory only for AMD platform cl_mem_flags inMemFlags = CL_MEM_READ_ONLY; if(isAmdPlatform()) inMemFlags |= CL_MEM_USE_PERSISTENT_MEM_AMD; // Create memory object for input Image inputImageBuffer = clCreateBuffer( context, inMemFlags, width * height * pixelSize, 0, &status); CHECK_OPENCL_ERROR(status, "clCreateBuffer failed. (inputImageBuffer)"); // Create memory objects for output Image outputImageBuffer = clCreateBuffer(context, CL_MEM_WRITE_ONLY | CL_MEM_USE_HOST_PTR, width * height * pixelSize, outputImageData, &status); CHECK_OPENCL_ERROR(status, "clCreateBuffer failed. (outputImageBuffer)"); // create a CL program using the kernel source streamsdk::buildProgramData buildData; buildData.kernelName = std::string("SobelFilter_Kernels.cl"); buildData.devices = devices; buildData.deviceId = deviceId; buildData.flagsStr = std::string(""); if(isLoadBinaryEnabled()) buildData.binaryName = std::string(loadBinary.c_str()); if(isComplierFlagsSpecified()) buildData.flagsFileName = std::string(flags.c_str()); retValue = sampleCommon->buildOpenCLProgram(program, context, buildData); CHECK_ERROR(retValue, 0, "sampleCommon::buildOpenCLProgram() failed"); // get a kernel object handle for a kernel with the given name kernel = clCreateKernel( program, "sobel_filter", &status); CHECK_OPENCL_ERROR(status, "clCreateKernel failed."); status = kernelInfo.setKernelWorkGroupInfo(kernel,devices[deviceId]); CHECK_ERROR(status, SDK_SUCCESS,"kernelInfo.setKernelWorkGroupInfo() failed"); if((blockSizeX * blockSizeY) > kernelInfo.kernelWorkGroupSize) { if(!quiet) { std::cout << "Out of Resources!" << std::endl; std::cout << "Group Size specified : " << blockSizeX * blockSizeY << std::endl; std::cout << "Max Group Size supported on the kernel : " << kernelWorkGroupSize << std::endl; std::cout << "Falling back to " << kernelInfo.kernelWorkGroupSize << std::endl; } // Three possible cases if(blockSizeX > kernelInfo.kernelWorkGroupSize) { blockSizeX = kernelInfo.kernelWorkGroupSize; blockSizeY = 1; } } return SDK_SUCCESS; } int SobelFilter::runCLKernels() { cl_int status; // Set input data cl_event writeEvt; status = clEnqueueWriteBuffer( commandQueue, inputImageBuffer, CL_FALSE, 0, width * height * pixelSize, inputImageData, 0, NULL, &writeEvt); CHECK_OPENCL_ERROR(status, "clEnqueueWriteBuffer failed. (inputImageBuffer)"); status = clFlush(commandQueue); CHECK_OPENCL_ERROR(status, "clFlush failed."); status = sampleCommon->waitForEventAndRelease(&writeEvt); CHECK_ERROR(status, SDK_SUCCESS, "WaitForEventAndRelease(writeEvt) Failed"); // Set appropriate arguments to the kernel // input buffer image status = clSetKernelArg( kernel, 0, sizeof(cl_mem), &inputImageBuffer); CHECK_OPENCL_ERROR(status, "clSetKernelArg failed. (inputImageBuffer)") // outBuffer imager status = clSetKernelArg( kernel, 1, sizeof(cl_mem), &outputImageBuffer); CHECK_OPENCL_ERROR(status, "clSetKernelArg failed. (outputImageBuffer)"); // Enqueue a kernel run call. size_t globalThreads[] = {width, height}; size_t localThreads[] = {blockSizeX, blockSizeY}; cl_event ndrEvt; status = clEnqueueNDRangeKernel( commandQueue, kernel, 2, NULL, globalThreads, localThreads, 0, NULL, &ndrEvt); CHECK_OPENCL_ERROR(status, "clEnqueueNDRangeKernel failed."); status = clFlush(commandQueue); CHECK_OPENCL_ERROR(status, "clFlush failed."); status = sampleCommon->waitForEventAndRelease(&ndrEvt); CHECK_ERROR(status, SDK_SUCCESS, "WaitForEventAndRelease(ndrEvt) Failed"); // Enqueue readBuffer cl_event readEvt; status = clEnqueueReadBuffer( commandQueue, outputImageBuffer, CL_FALSE, 0, width * height * pixelSize, outputImageData, 0, NULL, &readEvt); CHECK_OPENCL_ERROR(status, "clEnqueueReadBuffer failed."); status = clFlush(commandQueue); CHECK_OPENCL_ERROR(status, "clFlush failed."); status = sampleCommon->waitForEventAndRelease(&readEvt); CHECK_ERROR(status, SDK_SUCCESS, "WaitForEventAndRelease(readEvt) Failed"); return SDK_SUCCESS; } int SobelFilter::initialize() { cl_int status = 0; // Call base class Initialize to get default configuration status = this->SDKSample::initialize(); CHECK_ERROR(status, SDK_SUCCESS, "OpenCL Initialization failed"); streamsdk::Option* iteration_option = new streamsdk::Option; CHECK_ALLOCATION(iteration_option, "Memory Allocation error.\n"); iteration_option->_sVersion = "i"; iteration_option->_lVersion = "iterations"; iteration_option->_description = "Number of iterations to execute kernel"; iteration_option->_type = streamsdk::CA_ARG_INT; iteration_option->_value = &iterations; sampleArgs->AddOption(iteration_option); delete iteration_option; return SDK_SUCCESS; } int SobelFilter::setup() { cl_int status = 0; // Allocate host memory and read input image std::string filePath = sampleCommon->getPath() + std::string(INPUT_IMAGE); status = readInputImage(filePath); CHECK_ERROR(status, SDK_SUCCESS, "Read InputImage failed"); // create and initialize timers int timer = sampleCommon->createTimer(); sampleCommon->resetTimer(timer); sampleCommon->startTimer(timer); status = setupCL(); if(status != SDK_SUCCESS) return status; sampleCommon->stopTimer(timer); // Compute setup time setupTime = (double)(sampleCommon->readTimer(timer)); return SDK_SUCCESS; } int SobelFilter::run() { cl_int status = 0; if(!byteRWSupport) return SDK_SUCCESS; for(int i = 0; i < 2 && iterations != 1; i++) { // Set kernel arguments and run kernel if(runCLKernels() != SDK_SUCCESS) return SDK_FAILURE; } std::cout << "Executing kernel for " << iterations << " iterations" <createTimer(); sampleCommon->resetTimer(timer); sampleCommon->startTimer(timer); for(int i = 0; i < iterations; i++) { // Set kernel arguments and run kernel if(runCLKernels() != SDK_SUCCESS) return SDK_FAILURE; } sampleCommon->stopTimer(timer); // Compute kernel time kernelTime = (double)(sampleCommon->readTimer(timer)) / iterations; // write the output image to bitmap file status = writeOutputImage(OUTPUT_IMAGE); CHECK_ERROR(status, SDK_SUCCESS, "write Output Image Failed"); return SDK_SUCCESS; } int SobelFilter::cleanup() { if(!byteRWSupport) return SDK_SUCCESS; // Releases OpenCL resources (Context, Memory etc.) cl_int status; status = clReleaseKernel(kernel); CHECK_OPENCL_ERROR(status, "clReleaseKernel failed."); status = clReleaseProgram(program); CHECK_OPENCL_ERROR(status, "clReleaseProgram failed."); status = clReleaseMemObject(inputImageBuffer); CHECK_OPENCL_ERROR(status, "clReleaseMemObject failed."); status = clReleaseMemObject(outputImageBuffer); CHECK_OPENCL_ERROR(status, "clReleaseMemObject failed."); status = clReleaseCommandQueue(commandQueue); CHECK_OPENCL_ERROR(status, "clReleaseCommandQueue failed."); status = clReleaseContext(context); CHECK_OPENCL_ERROR(status, "clReleaseContext failed."); // release program resources (input memory etc.) FREE(inputImageData); FREE(outputImageData); FREE(verificationOutput); FREE(devices); return SDK_SUCCESS; } void SobelFilter::sobelFilterCPUReference() { // x-axis gradient mask const int kx[][3] = { { 1, 2, 1}, { 0, 0, 0}, { -1,-2,-1} }; // y-axis gradient mask const int ky[][3] = { { 1, 0, -1}, { 2, 0, -2}, { 1, 0, -1} }; int gx = 0; int gy = 0; // pointer to input image data cl_uchar *ptr = (cl_uchar*)malloc(width * height * pixelSize); memcpy(ptr, inputImageData, width * height * pixelSize); // each pixel has 4 uchar components int w = width * 4; int k = 1; // apply filter on each pixel (except boundary pixels) for(int i = 0; i < (int)(w * (height - 1)) ; i++) { if(i < (k+1)*w - 4 && i >= 4 + k*w) { gx = kx[0][0] * *(ptr + i - 4 - w) + kx[0][1] * *(ptr + i - w) + kx[0][2] * *(ptr + i + 4 - w) + kx[1][0] * *(ptr + i - 4) + kx[1][1] * *(ptr + i) + kx[1][2] * *(ptr + i + 4) + kx[2][0] * *(ptr + i - 4 + w) + kx[2][1] * *(ptr + i + w) + kx[2][2] * *(ptr + i + 4 + w); gy = ky[0][0] * *(ptr + i - 4 - w) + ky[0][1] * *(ptr + i - w) + ky[0][2] * *(ptr + i + 4 - w) + ky[1][0] * *(ptr + i - 4) + ky[1][1] * *(ptr + i) + ky[1][2] * *(ptr + i + 4) + ky[2][0] * *(ptr + i - 4 + w) + ky[2][1] * *(ptr + i + w) + ky[2][2] * *(ptr + i + 4 + w); float gx2 = pow((float)gx, 2); float gy2 = pow((float)gy, 2); *(verificationOutput + i) = (cl_uchar)(sqrt(gx2 + gy2) / 2.0); } // if reached at the end of its row then incr k if(i == (k + 1) * w - 5) { k++; } } free(ptr); } int SobelFilter::verifyResults() { if(!byteRWSupport) return SDK_SUCCESS; if(verify) { // reference implementation sobelFilterCPUReference(); float *outputDevice = new float[width * height * pixelSize]; CHECK_ALLOCATION(outputDevice, "Failed to allocate host memory! (outputDevice)"); float *outputReference = new float[width * height * pixelSize]; CHECK_ALLOCATION(outputReference, "Failed to allocate host memory!" "(outputReference)"); // copy uchar data to float array for(int i = 0; i < (int)(width * height); i++) { outputDevice[i * 4 + 0] = outputImageData[i].s[0]; outputDevice[i * 4 + 1] = outputImageData[i].s[1]; outputDevice[i * 4 + 2] = outputImageData[i].s[2]; outputDevice[i * 4 + 3] = outputImageData[i].s[3]; outputReference[i * 4 + 0] = verificationOutput[i * 4 + 0]; outputReference[i * 4 + 1] = verificationOutput[i * 4 + 1]; outputReference[i * 4 + 2] = verificationOutput[i * 4 + 2]; outputReference[i * 4 + 3] = verificationOutput[i * 4 + 3]; } // compare the results and see if they match if(sampleCommon->compare(outputReference, outputDevice, width * height * 4)) { std::cout << "Passed!\n" << std::endl; delete[] outputDevice; delete[] outputReference; return SDK_SUCCESS; } else { std::cout << "Failed\n" << std::endl; delete[] outputDevice; delete[] outputReference; return SDK_FAILURE; } } return SDK_SUCCESS; } void SobelFilter::printStats() { std::string strArray[4] = { "Width", "Height", "Time(sec)", "[Transfer+Kernel]Time(sec)" }; std::string stats[4]; totalTime = setupTime + kernelTime; stats[0] = sampleCommon->toString(width, std::dec); stats[1] = sampleCommon->toString(height, std::dec); stats[2] = sampleCommon->toString(totalTime, std::dec); stats[3] = sampleCommon->toString(kernelTime, std::dec); this->SDKSample::printStats(strArray, stats, 4); } int main(int argc, char * argv[]) { cl_int status = 0; SobelFilter clSobelFilter("OpenCL SobelFilter"); if(clSobelFilter.initialize() != SDK_SUCCESS) return SDK_FAILURE; if(clSobelFilter.parseCommandLine(argc, argv) != SDK_SUCCESS) return SDK_FAILURE; if(clSobelFilter.isDumpBinaryEnabled()) { return clSobelFilter.genBinaryImage(); } status = clSobelFilter.setup(); if(status != SDK_SUCCESS) return (status == SDK_EXPECTED_FAILURE) ? SDK_SUCCESS : SDK_FAILURE; if(clSobelFilter.run() != SDK_SUCCESS) return SDK_FAILURE; if(clSobelFilter.verifyResults() != SDK_SUCCESS) return SDK_FAILURE; if(clSobelFilter.cleanup() != SDK_SUCCESS) return SDK_FAILURE; clSobelFilter.printStats(); return SDK_SUCCESS; }