#include #include #include #include #include #include #include #include #include #include "common.h" #define KERNEL_NAME "sgemm" #define FLOAT_ULP 6 #define CL_CHECK(_expr) \ do { \ cl_int _err = _expr; \ if (_err == CL_SUCCESS) \ break; \ printf("OpenCL Error: '%s' returned %d!\n", #_expr, (int)_err); \ cleanup(); \ exit(-1); \ } while (0) #define CL_CHECK2(_expr) \ ({ \ cl_int _err = CL_INVALID_VALUE; \ decltype(_expr) _ret = _expr; \ if (_err != CL_SUCCESS) { \ printf("OpenCL Error: '%s' returned %d!\n", #_expr, (int)_err); \ cleanup(); \ exit(-1); \ } \ _ret; \ }) template class Comparator {}; template <> class Comparator { public: static const char* type_str() { return "integer"; } static int generate() { return rand(); } static bool compare(int a, int b, int index, int errors) { if (a != b) { if (errors < 100) { printf("*** error: [%d] expected=%d, actual=%d\n", index, a, b); } return false; } return true; } }; template <> class Comparator { public: static const char* type_str() { return "float"; } static int generate() { return static_cast(rand()) / RAND_MAX; } static bool compare(float a, float b, int index, int errors) { union fi_t { float f; int32_t i; }; fi_t fa, fb; fa.f = a; fb.f = b; auto d = std::abs(fa.i - fb.i); if (d > FLOAT_ULP) { if (errors < 100) { printf("*** error: [%d] expected=%f, actual=%f\n", index, a, b); } return false; } return true; } }; /*static void sgemm_cpu(TYPE *C, const TYPE* A, const TYPE *B, int M, int N, int K) { for (int m = 0; m < M; ++m) { for (int n = 0; n < N; ++n) { TYPE acc = 0; for (int k = 0; k < K; ++k) { acc += A[k * M + m] * B[n * K + k]; } C[n * M + m] = acc; } } }*/ static int read_kernel_file(const char* filename, uint8_t** data, size_t* size) { if (nullptr == filename || nullptr == data || 0 == size) return -1; FILE* fp = fopen(filename, "r"); if (NULL == fp) { fprintf(stderr, "Failed to load kernel."); return -1; } fseek(fp , 0 , SEEK_END); long fsize = ftell(fp); rewind(fp); *data = (uint8_t*)malloc(fsize); *size = fread(*data, 1, fsize, fp); fclose(fp); return 0; } cl_device_id device_id = NULL; cl_context context = NULL; cl_command_queue commandQueue = NULL; cl_program program = NULL; cl_kernel kernel = NULL; cl_mem a_memobj = NULL; cl_mem b_memobj = NULL; cl_mem c_memobj = NULL; TYPE *h_a = NULL; TYPE *h_b = NULL; TYPE *h_c = NULL; uint8_t *kernel_bin = NULL; static void cleanup() { if (commandQueue) clReleaseCommandQueue(commandQueue); if (kernel) clReleaseKernel(kernel); if (program) clReleaseProgram(program); if (a_memobj) clReleaseMemObject(a_memobj); if (b_memobj) clReleaseMemObject(b_memobj); if (c_memobj) clReleaseMemObject(c_memobj); if (context) clReleaseContext(context); if (device_id) clReleaseDevice(device_id); if (kernel_bin) free(kernel_bin); if (h_a) free(h_a); if (h_b) free(h_b); if (h_c) free(h_c); } int size = 32; static void show_usage() { printf("Usage: [-n size] [-h: help]\n"); } static void parse_args(int argc, char **argv) { int c; while ((c = getopt(argc, argv, "n:h?")) != -1) { switch (c) { case 'n': size = atoi(optarg); break; case 'h': case '?': { show_usage(); exit(0); } break; default: show_usage(); exit(-1); } } if (size < 2) { printf("Error: invalid size!\n"); exit(-1); } printf("Workload size=%d\n", size); } int main (int argc, char **argv) { // parse command arguments parse_args(argc, argv); uint32_t num_points = size * size; cl_platform_id platform_id; size_t kernel_size; cl_int binary_status; srand(50); // read kernel binary from file if (0 != read_kernel_file("kernel.pocl", &kernel_bin, &kernel_size)) return -1; // Getting platform and device information CL_CHECK(clGetPlatformIDs(1, &platform_id, NULL)); CL_CHECK(clGetDeviceIDs(platform_id, CL_DEVICE_TYPE_DEFAULT, 1, &device_id, NULL)); printf("Create context\n"); context = CL_CHECK2(clCreateContext(NULL, 1, &device_id, NULL, NULL, &_err)); // Allocate device buffers size_t nbytes = num_points * sizeof(TYPE); a_memobj = CL_CHECK2(clCreateBuffer(context, CL_MEM_READ_ONLY, nbytes, NULL, &_err)); b_memobj = CL_CHECK2(clCreateBuffer(context, CL_MEM_READ_ONLY, nbytes, NULL, &_err)); c_memobj = CL_CHECK2(clCreateBuffer(context, CL_MEM_WRITE_ONLY, nbytes, NULL, &_err)); printf("Create program from kernel source\n"); program = CL_CHECK2(clCreateProgramWithBinary( context, 1, &device_id, &kernel_size, (const uint8_t**)&kernel_bin, &binary_status, &_err)); if (program == NULL) { cleanup(); return -1; } // Build program CL_CHECK(clBuildProgram(program, 1, &device_id, NULL, NULL, NULL)); // Create kernel kernel = CL_CHECK2(clCreateKernel(program, KERNEL_NAME, &_err)); // Set kernel arguments int width = size; CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), (void *)&a_memobj)); CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_mem), (void *)&b_memobj)); CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), (void *)&c_memobj)); CL_CHECK(clSetKernelArg(kernel, 3, sizeof(width), (void*)&width)); // Allocate memories for input arrays and output arrays. h_a = (TYPE*)malloc(nbytes); h_b = (TYPE*)malloc(nbytes); h_c = (TYPE*)malloc(nbytes); // Generate input values for (uint32_t i = 0; i < num_points; ++i) { h_a[i] = Comparator::generate(); h_b[i] = Comparator::generate(); } size_t global_offset[2] = {0, 0}; size_t global_work_size[2] = {size, size}; size_t local_work_size[2] = {1, 1}; std::vector ref_vec(num_points); // reference generation size_t num_groups_y = global_work_size[1] / local_work_size[1]; size_t num_groups_x = global_work_size[0] / local_work_size[0]; for (size_t workgroup_id_y = 0; workgroup_id_y < num_groups_y; ++workgroup_id_y) { for (size_t workgroup_id_x = 0; workgroup_id_x < num_groups_x; ++workgroup_id_x) { for (size_t local_id_y = 0; local_id_y < local_work_size[1]; ++local_id_y) { for (size_t local_id_x = 0; local_id_x < local_work_size[0]; ++local_id_x) { // Calculate global ID for the work-item int global_id_x = global_offset[0] + local_work_size[0] * workgroup_id_x + local_id_x; int global_id_y = global_offset[1] + local_work_size[1] * workgroup_id_y + local_id_y; // kernel operation int r = global_id_x; int c = global_id_y; TYPE acc = 0; for (int k = 0; k < width; k++) { acc += h_a[k * width + r] * h_b[c * width + k]; } ref_vec[c * width + r] = acc; } } } } // Creating command queue commandQueue = CL_CHECK2(clCreateCommandQueue(context, device_id, 0, &_err)); printf("Upload source buffers\n"); CL_CHECK(clEnqueueWriteBuffer(commandQueue, a_memobj, CL_TRUE, 0, nbytes, h_a, 0, NULL, NULL)); CL_CHECK(clEnqueueWriteBuffer(commandQueue, b_memobj, CL_TRUE, 0, nbytes, h_b, 0, NULL, NULL)); printf("Execute the kernel\n"); auto time_start = std::chrono::high_resolution_clock::now(); CL_CHECK(clEnqueueNDRangeKernel(commandQueue, kernel, 2, global_offset, global_work_size, local_work_size, 0, NULL, NULL)); CL_CHECK(clFinish(commandQueue)); auto time_end = std::chrono::high_resolution_clock::now(); double elapsed = std::chrono::duration_cast(time_end - time_start).count(); printf("Elapsed time: %lg ms\n", elapsed); printf("Download destination buffer\n"); CL_CHECK(clEnqueueReadBuffer(commandQueue, c_memobj, CL_TRUE, 0, nbytes, h_c, 0, NULL, NULL)); printf("Verify result\n"); int errors = 0; for (uint32_t i = 0; i < num_points; ++i) { if (!Comparator::compare(h_c[i], ref_vec[i], i, errors)) { ++errors; } } if (errors != 0) { printf("FAILED! - %d errors\n", errors); } else { printf("PASSED!\n"); } // Clean up cleanup(); return errors; }