#include "mat_mul.h" #include #include #define TS 64 #define WPT 32 #define MAX_DEV 4 #define CHECK_ERROR(err) \ if (err != CL_SUCCESS) { \ printf("[%s:%d] OpenCL error %d\n", __FILE__, __LINE__, err); \ exit(EXIT_FAILURE); \ } static cl_int err ; static cl_platform_id platform ; static cl_device_id device [MAX_DEV] ; static cl_context context ; static cl_command_queue queue [MAX_DEV] ; static cl_program program ; static cl_kernel kernel [MAX_DEV] ; static cl_mem a_d [MAX_DEV] ; static cl_mem b_d [MAX_DEV] ; static cl_mem c_d [MAX_DEV] ; static float *A, *B, *C; static int M, N, K; static int ndev ; static int M_str[MAX_DEV]; static int M_siz[MAX_DEV]; int func_align(int A, int B){ return ( (A + B - 1) / B) * B ; //int C ; //C = A % B ; //if (C == 0) return A ; //else { // return (A / B + 1) * B ; //} } void mat_mul(float *_A, float *_B, float *_C, int _M, int _N, int _K) { A = _A, B = _B, C = _C; M = _M, N = _N, K = _K; for (int i = 0 ; i < ndev ; i++){ // Setup kernel arguments err = clSetKernelArg(kernel[i], 0, sizeof(cl_mem), &a_d[i]); CHECK_ERROR(err); err = clSetKernelArg(kernel[i], 1, sizeof(cl_mem), &b_d[i]); CHECK_ERROR(err); err = clSetKernelArg(kernel[i], 2, sizeof(cl_mem), &c_d[i]); CHECK_ERROR(err); err = clSetKernelArg(kernel[i], 3, sizeof(int), &M_siz[i]); CHECK_ERROR(err); err = clSetKernelArg(kernel[i], 4, sizeof(int), &N); CHECK_ERROR(err); err = clSetKernelArg(kernel[i], 5, sizeof(int), &K); CHECK_ERROR(err); // Setup global work size and local work size size_t gws[2] = {(size_t)func_align(M_siz[i], TS)/WPT, (size_t)func_align(N, TS)}, lws[2] = {TS/WPT, TS}; // TODO Optimize POINT // SW ---> Optimize nornally, then optimze kernel for (int i = 0; i < 2; ++i) { // By OpenCL spec, global work size should be MULTIPLE of local work size // Formula below achieve it // e.g., gws = 25, lws = 16, then (25 + 16 - 1) / 16 * 16 = 40 / 16 * 16 = 2 * 16 = 32 gws[i] = (gws[i] + lws[i] - 1) / lws[i] * lws[i]; } // Run kernel err = clEnqueueNDRangeKernel(queue[i], kernel[i], 2, NULL, gws, lws, 0, NULL, NULL); // Run at GPU. kernel : program CHECK_ERROR(err); } for (int i = 0 ; i < ndev ; i++){ // DO NOT REMOVE; NEEDED FOR TIME MEASURE err = clFinish(queue[i]); CHECK_ERROR(err); } } static void print_platform_info(cl_platform_id platform) { size_t sz; char *buf; CHECK_ERROR(clGetPlatformInfo(platform, CL_PLATFORM_NAME, 0, NULL, &sz)); buf = (char*)malloc(sz); CHECK_ERROR(clGetPlatformInfo(platform, CL_PLATFORM_NAME, sz, buf, NULL)); printf("Detected OpenCL platform: %s\n", buf); free(buf); } static void print_device_info(cl_device_id device) { size_t sz; char *buf; CHECK_ERROR(clGetDeviceInfo(device, CL_DEVICE_NAME, 0, NULL, &sz)); buf = (char*)malloc(sz); CHECK_ERROR(clGetDeviceInfo(device, CL_DEVICE_NAME, sz, buf, NULL)); printf("Detected OpenCL device: %s\n", buf); free(buf); } static cl_program create_and_build_program_with_source(cl_context context, cl_device_id* device, const char *file_name) { FILE *file = fopen(file_name, "rb"); if (file == NULL) { printf("Failed to open %s\n", file_name); exit(EXIT_FAILURE); } fseek(file, 0, SEEK_END); size_t source_size = ftell(file); rewind(file); char *source_code = (char*)malloc(source_size + 1); size_t ntotal = 0; while (ntotal < source_size) { int nread = fread(source_code, sizeof(char), source_size, file); ntotal += nread; } source_code[source_size] = '\0'; fclose(file); cl_program program = clCreateProgramWithSource(context, 1, (const char **)&source_code, &source_size, &err); CHECK_ERROR(err); free(source_code); err = clBuildProgram(program, ndev, device, "", NULL, NULL); if (err == CL_BUILD_PROGRAM_FAILURE) { for (int i = 0 ; i < ndev ; i++){ size_t log_size; CHECK_ERROR(clGetProgramBuildInfo(program, device[i], CL_PROGRAM_BUILD_LOG, 0, NULL, &log_size)); char *log = (char*)malloc(log_size + 1); CHECK_ERROR(clGetProgramBuildInfo(program, device[i], CL_PROGRAM_BUILD_LOG, log_size, log, NULL)); log[log_size] = 0; printf("Compile error:\n%s\n", log); free(log); } } CHECK_ERROR(err); return program; } void mat_mul_init(float *A, float *B, float *C, int M, int N, int K) { int i; // Get OpenCL platform err = clGetPlatformIDs(1, &platform, NULL); CHECK_ERROR(err); print_platform_info(platform); // Get OpenCL device err = clGetDeviceIDs(platform, CL_DEVICE_TYPE_GPU, 0, NULL, (unsigned int*) &ndev); CHECK_ERROR(err); err = clGetDeviceIDs(platform, CL_DEVICE_TYPE_GPU, ndev, device, NULL); CHECK_ERROR(err); //ndev = 4; // First Device Job M_str [0] = 0 ; M_siz [0] = M / ndev ; // Assign Remained Device for (i = 1 ; i < ndev ; i++){ M_str[i] = M_str[i - 1] + M_siz[i - 1]; if (i == ndev - 1) { // Last Device M_siz[i] = M - M_str[i] ; } else { M_siz[i] = M / ndev ; } } for (i = 0 ; i < ndev ; i++){ print_device_info(device[i]); } // Create OpenCL context context = clCreateContext(NULL, ndev, device, NULL, NULL, &err); CHECK_ERROR(err); // Create OpenCL command queue for (i = 0 ; i < ndev ; i++) { queue[i] = clCreateCommandQueue(context, device[i], 0, &err); CHECK_ERROR(err); } // Compile program from "kernel.cl" program = create_and_build_program_with_source(context, device, "kernel.cl"); // Extract kernel from compiled program for (i = 0; i < ndev ; i++){ kernel[i] = clCreateKernel(program, "sgemm", &err); CHECK_ERROR(err); // Create GPU buffers a_d[i] = clCreateBuffer(context, CL_MEM_READ_WRITE, M_siz[i] * K * sizeof(float), NULL, &err); CHECK_ERROR(err); b_d[i] = clCreateBuffer(context, CL_MEM_READ_WRITE, K * N * sizeof(float), NULL, &err); CHECK_ERROR(err); c_d[i] = clCreateBuffer(context, CL_MEM_READ_WRITE, M_siz[i] * N * sizeof(float), NULL, &err); CHECK_ERROR(err); // Write to GPU; A (cpu) -> a_d (gpu), B (cpu) -> b_d (gpu) err = clEnqueueWriteBuffer(queue[i], a_d[i], CL_TRUE, 0, M_siz[i] * K * sizeof(float), &A[M_str[i] * K], 0, NULL, NULL); CHECK_ERROR(err); err = clEnqueueWriteBuffer(queue[i], b_d[i], CL_TRUE, 0, K * N * sizeof(float), B, 0, NULL, NULL); CHECK_ERROR(err); // DO NOT REMOVE; NEEDED FOR TIME MEASURE err = clFinish(queue[i]); CHECK_ERROR(err); } } void mat_mul_final(float *A, float *B, float *C, int M, int N, int K) { // Read from GPU; c_d (gpu) -> C (cpu) for (int i = 0 ; i < ndev ; i++) { err = clEnqueueReadBuffer(queue[i], c_d[i], CL_TRUE, 0, M_siz[i] * N * sizeof(float), &C[M_str[i] * N], 0, NULL, NULL); CHECK_ERROR(err); } // DO NOT REMOVE; NEEDED FOR TIME MEASURE for (int i = 0 ; i < ndev ; i++) { err = clFinish(queue[i]); CHECK_ERROR(err); } }