chundoong-lab-ta/SamsungDS22/submissions/HW5/dk2003.lim/mat_mul.cpp

223 lines
6.9 KiB
C++

#include "mat_mul.h"
#include <stdio.h>
#include <CL/cl.h>
//#define TS 32
//#define WPT 8
//#define TS 64
//#define WPT 16
#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], b_d[MAX_DEV], c_d[MAX_DEV];
static float *A, *B, *C;
static int M, N, K;
static int Mi; // Part of M for each device i
static int MM; // Aligned size
int ndev;
static int Mbegin[MAX_DEV], Mend[MAX_DEV];
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;
// Setup kernel arguments
for(int i=0; i<ndev;i++) {
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);
Mi = (Mend[i] - Mbegin[i]);
err = clSetKernelArg(kernel[i], 3, sizeof(int), &Mi);
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
for(int i=0; i < ndev;i++) {
Mi = (Mend[i] - Mbegin[i]);
MM = (Mi+WPT-1)/WPT;
size_t gws[2] = {(size_t)MM, (size_t)N}, lws[2] = {TS/WPT, TS};
for (int j = 0; j < 2; ++j) {
// 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[j] = (gws[j] + lws[j] - 1) / lws[j] * lws[j];
//printf("DEBUG: gws[%d] = %ld \n",j, gws[j]);
}
// Run kernel
//for(int i=0; i < ndev;i++) {
err = clEnqueueNDRangeKernel(queue[i], kernel[i], 2, NULL, gws, lws, 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);
}
}
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, 1, &device, "", NULL, NULL);
if (err == CL_BUILD_PROGRAM_FAILURE) {
size_t log_size;
CHECK_ERROR(clGetProgramBuildInfo(program, device, CL_PROGRAM_BUILD_LOG, 0, NULL, &log_size));
char *log = (char*)malloc(log_size + 1);
CHECK_ERROR(clGetProgramBuildInfo(program, device, 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) {
// 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);
//printf("DEBUG: ndev = %d \n",ndev);
err = clGetDeviceIDs(platform, CL_DEVICE_TYPE_GPU, ndev, device, NULL);
CHECK_ERROR(err);
// Create OpenCL context
context = clCreateContext(0, ndev, device, NULL, NULL, &err);
CHECK_ERROR(err);
for(int i=0; i < ndev; i++) {
print_device_info(device[i]);
}
for(int i=0; i < ndev; i++) {
Mbegin[i] = M/ndev *i;
Mend[i] = M/ndev * (i+1);
//printf("DEBUG: dev_i=%d, Mdiv=(%d, %d) \n",i,Mbegin[i], Mend[i]);
}
Mend[ndev-1] = M;
//printf("DEBUG: dev_i=%d, Mdiv=(%d, %d) \n",ndev-1,Mbegin[ndev-1], Mend[ndev-1]);
// Create OpenCL command queue
for(int i=0; i < ndev; i++) {
queue[i] = clCreateCommandQueue(context, device[i], 0, &err);
CHECK_ERROR(err);
}
for(int i=0; i < ndev; i++) {
// Compile program from "kernel.cl"
program = create_and_build_program_with_source(context, device[i], "kernel.cl");
kernel[i] = clCreateKernel(program, "sgemm", &err);
// Create GPU buffers
//a_d[i] = clCreateBuffer(context, CL_MEM_READ_WRITE, (Mend[i]-Mbegin[i]) * K * sizeof(float), NULL, &err);
a_d[i] = clCreateBuffer(context, CL_MEM_READ_ONLY, (Mend[i]-Mbegin[i]) * K * sizeof(float), NULL, &err);
CHECK_ERROR(err);
//b_d[i] = clCreateBuffer(context, CL_MEM_READ_WRITE, K * N * sizeof(float), NULL, &err);
b_d[i] = clCreateBuffer(context, CL_MEM_READ_ONLY, K * N * sizeof(float), NULL, &err);
CHECK_ERROR(err);
c_d[i] = clCreateBuffer(context, CL_MEM_READ_WRITE, (Mend[i] - Mbegin[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, (Mend[i]-Mbegin[i]) * K * sizeof(float), (void*)((size_t)A + Mbegin[i]*K*sizeof(float)), 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);
} // for i
// DO NOT REMOVE; NEEDED FOR TIME MEASURE
for(int i=0; i<ndev;i++) {
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, (Mend[i] - Mbegin[i]) * N * sizeof(float), (void*)((size_t)C+Mbegin[i]*N*sizeof(float)), 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);
}
}