#include "ggml-opencl.h" #define CL_TARGET_OPENCL_VERSION 110 #include #include #include #include "ggml.h" #include "ggml-opencl-dequant.cl" #define CL_CHECK(err, name) \ do { \ cl_int err_ = (err); \ if (err_ != CL_SUCCESS) { \ fprintf(stderr, "OpenCL %s error %d at %s:%d\n", name, err_, __FILE__, __LINE__); \ exit(1); \ } \ } while (0) static cl_platform_id platform; static cl_device_id device; static cl_context context; static cl_command_queue queue; static cl_program program; static cl_kernel kernel_q4_0, kernel_q4_1, kernel_q4_2; static cl_mem cl_buffer_a, cl_buffer_qb, cl_buffer_b, cl_buffer_c; static size_t cl_size_a = 0, cl_size_qb = 0, cl_size_b = 0, cl_size_c = 0; static cl_program build_program_from_source(cl_context ctx, cl_device_id dev, const char* program_buffer) { cl_program p; char *program_log; size_t program_size, log_size; int err; program_size = strlen(program_buffer); p = clCreateProgramWithSource(ctx, 1, (const char**)&program_buffer, &program_size, &err); if(err < 0) { fprintf(stderr, "OpenCL error creating program"); exit(1); } err = clBuildProgram(p, 0, NULL, NULL, NULL, NULL); if(err < 0) { clGetProgramBuildInfo(p, dev, CL_PROGRAM_BUILD_LOG, 0, NULL, &log_size); program_log = (char*) malloc(log_size + 1); program_log[log_size] = '\0'; clGetProgramBuildInfo(p, dev, CL_PROGRAM_BUILD_LOG, log_size + 1, program_log, NULL); printf("%s\n", program_log); free(program_log); exit(1); } return p; } void ggml_cl_init(void) { cl_int err = 0; char * GGML_CLBLAST_PLATFORM = getenv("GGML_CLBLAST_PLATFORM"); char * GGML_CLBLAST_DEVICE = getenv("GGML_CLBLAST_DEVICE"); int plat_num = (GGML_CLBLAST_PLATFORM == NULL ? 0 : atoi(GGML_CLBLAST_PLATFORM)); int dev_num = (GGML_CLBLAST_DEVICE == NULL ? 0 : atoi(GGML_CLBLAST_DEVICE)); printf("\nInitializing CLBlast (First Run)..."); printf("\nAttempting to use: Platform=%d, Device=%d (If invalid, program will crash)\n",plat_num,dev_num); cl_uint num_platforms; clGetPlatformIDs(0, NULL, &num_platforms); cl_platform_id* platforms = (cl_platform_id*)malloc(num_platforms*sizeof(cl_platform_id)); clGetPlatformIDs(num_platforms, platforms, NULL); platform = platforms[plat_num]; char platform_buffer[1024]; clGetPlatformInfo(platform, CL_PLATFORM_NAME, sizeof(platform_buffer), &platform_buffer, NULL); cl_uint num_devices; clGetDeviceIDs(platform, CL_DEVICE_TYPE_ALL, 0, NULL, &num_devices); cl_device_id* devices = (cl_device_id*)malloc(num_devices*sizeof(cl_device_id)); clGetDeviceIDs(platform, CL_DEVICE_TYPE_ALL, num_devices, devices, NULL); device = devices[dev_num]; char device_buffer[1024]; clGetDeviceInfo(device, CL_DEVICE_NAME, sizeof(device_buffer), &device_buffer, NULL); printf("Using Platform: %s Device: %s\n", platform_buffer, device_buffer); context = clCreateContext(NULL, 1, &device, NULL, NULL, &err); CL_CHECK(err, "clCreateContext"); queue = clCreateCommandQueue(context, device, CL_QUEUE_OUT_OF_ORDER_EXEC_MODE_ENABLE, &err); CL_CHECK(err, "clCreateCommandQueue"); free(platforms); free(devices); program = build_program_from_source(context, device, clblast_dequant); // Prepare dequantize kernels kernel_q4_0 = clCreateKernel(program, "dequantize_row_q4_0", &err); CL_CHECK(err, "clCreateKernel"); kernel_q4_1 = clCreateKernel(program, "dequantize_row_q4_1", &err); CL_CHECK(err, "clCreateKernel"); kernel_q4_2 = clCreateKernel(program, "dequantize_row_q4_2", &err); CL_CHECK(err, "clCreateKernel"); } static void ggml_cl_malloc(size_t req_size, size_t* cur_size, cl_mem_flags flags, cl_mem* buf) { if (req_size <= *cur_size) { return; } // Reallocate buffer with enough space if (*cur_size > 0) { clReleaseMemObject(*buf); } cl_int err; *buf = clCreateBuffer(context, flags, req_size, NULL, &err); *cur_size = req_size; CL_CHECK(err, "clCreateBuffer"); } void ggml_cl_sgemm_wrapper( const enum ggml_blas_order order, const enum ggml_blas_op trans_a, const enum ggml_blas_op trans_b, const int m, const int n, const int k, const float alpha, const void *host_a, const int lda, const float *host_b, const int ldb, const float beta, float *host_c, const int ldc, const int btype) { cl_int err = 0; cl_kernel kernel; size_t global = n * k, local, size_qb; bool dequant; switch (btype) { case GGML_TYPE_F32: dequant = false; break; case GGML_TYPE_Q4_0: dequant = true; kernel = kernel_q4_0; local = 16; size_qb = global * (sizeof(float) + local) / 32; break; case GGML_TYPE_Q4_1: dequant = true; kernel = kernel_q4_1; local = 16; size_qb = global * (sizeof(float) * 2 + local) / 32; break; case GGML_TYPE_Q4_2: dequant = true; kernel = kernel_q4_2; local = 8; size_qb = global * (sizeof(short) + local) / 16; break; default: fprintf(stderr, "Error: Unsupported OpenCL btype %d\n", btype); abort(); } const size_t size_a = m * k * sizeof(float); const size_t size_b = n * k * sizeof(float); const size_t size_c = m * n * sizeof(float); // Prepare buffers ggml_cl_malloc(size_a, &cl_size_a, CL_MEM_READ_ONLY, &cl_buffer_a); if (dequant) { ggml_cl_malloc(size_qb, &cl_size_qb, CL_MEM_READ_ONLY, &cl_buffer_qb); } ggml_cl_malloc(size_b, &cl_size_b, CL_MEM_READ_WRITE, &cl_buffer_b); ggml_cl_malloc(size_c, &cl_size_c, CL_MEM_WRITE_ONLY, &cl_buffer_c); cl_event ev_a, ev_qb, ev_b; if (dequant) { err = clSetKernelArg(kernel, 0, sizeof(cl_mem), &cl_buffer_qb); err |= clSetKernelArg(kernel, 1, sizeof(cl_mem), &cl_buffer_b); CL_CHECK(err, "clSetKernelArg"); clEnqueueWriteBuffer(queue, cl_buffer_qb, CL_FALSE, 0, size_qb, host_b, 0, NULL, &ev_qb); } else { clEnqueueWriteBuffer(queue, cl_buffer_b, CL_FALSE, 0, size_b, host_b, 0, NULL, &ev_b); } clEnqueueWriteBuffer(queue, cl_buffer_a, CL_FALSE, 0, size_a, host_a, 0, NULL, &ev_a); if (dequant) { err = clEnqueueNDRangeKernel(queue, kernel, 1, NULL, &global, &local, 1, &ev_qb, &ev_b); CL_CHECK(err, "clEnqueueNDRangeKernel"); clReleaseEvent(ev_qb); } clWaitForEvents(1, &ev_a); clWaitForEvents(1, &ev_b); clReleaseEvent(ev_a); clReleaseEvent(ev_b); cl_event ev_sgemm; CLBlastSgemm((CLBlastLayout)order, (CLBlastTranspose)trans_a, (CLBlastTranspose)trans_b, m, n, k, alpha, cl_buffer_a, 0, lda, cl_buffer_b, 0, ldb, beta, cl_buffer_c, 0, ldc, &queue, &ev_sgemm); cl_event ev_c; clEnqueueReadBuffer(queue, cl_buffer_c, CL_TRUE, 0, size_c, host_c, 1, &ev_sgemm, &ev_c); // Wait for completion clWaitForEvents(1, &ev_c); clReleaseEvent(ev_sgemm); clReleaseEvent(ev_c); }