/* StarPU --- Runtime system for heterogeneous multicore architectures. * * Copyright (C) 2009-2020 Université de Bordeaux, CNRS (LaBRI UMR 5800), Inria * Copyright (C) 2010 Mehdi Juhoor * * StarPU is free software; you can redistribute it and/or modify * it under the terms of the GNU Lesser General Public License as published by * the Free Software Foundation; either version 2.1 of the License, or (at * your option) any later version. * * StarPU is distributed in the hope that it will be useful, but * WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. * * See the GNU Lesser General Public License in COPYING.LGPL for more details. */ /* * This computes an SPMV with a CSR sparse matrix, by splitting it in * horizontal stripes and processing them in parallel. */ #include "spmv.h" unsigned nblocks = 4; uint32_t size = 4*1024*1024; starpu_data_handle_t sparse_matrix; starpu_data_handle_t vector_in, vector_out; static void parse_args(int argc, char **argv) { int i; for (i = 1; i < argc; i++) { if (strcmp(argv[i], "-size") == 0) { char *argptr; size = strtol(argv[++i], &argptr, 10); } if (strcmp(argv[i], "-nblocks") == 0) { char *argptr; nblocks = strtol(argv[++i], &argptr, 10); } } } /* partition the CSR matrix along a block distribution */ static struct starpu_data_filter csr_f = { .filter_func = starpu_csr_filter_vertical_block, /* This value is defined later on */ .nchildren = -1, /* the children also use a csr interface */ }; static struct starpu_data_filter vector_f = { .filter_func = starpu_vector_filter_block, /* This value is defined later on */ .nchildren = -1, }; static struct starpu_codelet spmv_cl = { .cpu_funcs = {spmv_kernel_cpu}, .cpu_funcs_name = {"spmv_kernel_cpu"}, #ifdef STARPU_USE_CUDA .cuda_funcs = {spmv_kernel_cuda}, .cuda_flags = {STARPU_CUDA_ASYNC}, #endif #ifdef STARPU_USE_OPENCL .opencl_funcs = {spmv_kernel_opencl}, .opencl_flags = {STARPU_OPENCL_ASYNC}, #endif .nbuffers = 3, .modes = {STARPU_R, STARPU_R, STARPU_W}, .model = NULL, .name = "spmv" }; int main(int argc, char **argv) { int ret; unsigned part; double timing; double start, end; unsigned row, pos; unsigned ind; /* CSR matrix description */ float *nzval; uint32_t nnz; uint32_t *colind; uint32_t *rowptr; /* Input and Output vectors */ float *vector_in_ptr; float *vector_out_ptr; float *vector_exp_out_ptr; /* * Parse command-line arguments */ parse_args(argc, argv); /* * Launch StarPU */ ret = starpu_init(NULL); if (ret == -ENODEV) return 77; STARPU_CHECK_RETURN_VALUE(ret, "starpu_init"); /* * Create a 3-band sparse matrix as input example */ nnz = 3*size-2; starpu_malloc((void **)&nzval, nnz*sizeof(float)); starpu_malloc((void **)&colind, nnz*sizeof(uint32_t)); starpu_malloc((void **)&rowptr, (size+1)*sizeof(uint32_t)); assert(nzval && colind && rowptr); #define UPPER_BAND 1. #define MIDDLE_BAND 5. #define LOWER_BAND 1. /* fill the matrix */ for (row = 0, pos = 0; row < size; row++) { rowptr[row] = pos; if (row > 0) { nzval[pos] = LOWER_BAND; colind[pos] = row-1; pos++; } nzval[pos] = MIDDLE_BAND; colind[pos] = row; pos++; if (row < size - 1) { nzval[pos] = UPPER_BAND; colind[pos] = row+1; pos++; } } STARPU_ASSERT(pos == nnz); rowptr[size] = nnz; /* initiate the 2 vectors */ starpu_malloc((void **)&vector_in_ptr, size*sizeof(float)); starpu_malloc((void **)&vector_out_ptr, size*sizeof(float)); starpu_malloc((void **)&vector_exp_out_ptr, size*sizeof(float)); assert(vector_in_ptr && vector_out_ptr && vector_exp_out_ptr); /* fill them */ for (ind = 0; ind < size; ind++) { vector_in_ptr[ind] = ind % 100; vector_out_ptr[ind] = 0.0f; } /* * Register the CSR matrix and the 2 vectors */ starpu_csr_data_register(&sparse_matrix, STARPU_MAIN_RAM, nnz, size, (uintptr_t)nzval, colind, rowptr, 0, sizeof(float)); starpu_vector_data_register(&vector_in, STARPU_MAIN_RAM, (uintptr_t)vector_in_ptr, size, sizeof(float)); starpu_vector_data_register(&vector_out, STARPU_MAIN_RAM, (uintptr_t)vector_out_ptr, size, sizeof(float)); /* * Partition the CSR matrix and the output vector */ csr_f.nchildren = nblocks; vector_f.nchildren = nblocks; starpu_data_partition(sparse_matrix, &csr_f); starpu_data_partition(vector_out, &vector_f); /* * If we use OpenCL, we need to compile the SpMV kernel */ #ifdef STARPU_USE_OPENCL compile_spmv_opencl_kernel(); #endif start = starpu_timing_now(); /* * Create and submit StarPU tasks */ for (part = 0; part < nblocks; part++) { struct starpu_task *task = starpu_task_create(); task->cl = &spmv_cl; task->handles[0] = starpu_data_get_sub_data(sparse_matrix, 1, part); task->handles[1] = vector_in; task->handles[2] = starpu_data_get_sub_data(vector_out, 1, part); ret = starpu_task_submit(task); if (STARPU_UNLIKELY(ret == -ENODEV)) { FPRINTF(stderr, "No worker may execute this task\n"); exit(0); } } starpu_task_wait_for_all(); end = starpu_timing_now(); /* * Unregister the CSR matrix and the output vector */ starpu_data_unpartition(sparse_matrix, STARPU_MAIN_RAM); starpu_data_unpartition(vector_out, STARPU_MAIN_RAM); /* * Unregister data */ starpu_data_unregister(sparse_matrix); starpu_data_unregister(vector_in); starpu_data_unregister(vector_out); /* * Display the result */ for (row = 0; row < STARPU_MIN(size, 16); row++) { FPRINTF(stdout, "%2.2f\t%2.2f\n", vector_in_ptr[row], vector_out_ptr[row]); } /* Check the result */ memset(vector_exp_out_ptr, 0, sizeof(vector_exp_out_ptr[0])*size); for (row = 0; row < size; row++) { if (row > 0) vector_exp_out_ptr[row] += LOWER_BAND * vector_in_ptr[row-1]; vector_exp_out_ptr[row] += MIDDLE_BAND * vector_in_ptr[row]; if (row < size-1) vector_exp_out_ptr[row] += UPPER_BAND * vector_in_ptr[row+1]; } for (row = 0; row < size; row++) { if (vector_out_ptr[row] != vector_exp_out_ptr[row]) { FPRINTF(stderr, "check failed at %u: %f vs expected %f\n", row, vector_out_ptr[row], vector_exp_out_ptr[row]); exit(EXIT_FAILURE); } } starpu_free(nzval); starpu_free(colind); starpu_free(rowptr); starpu_free(vector_in_ptr); starpu_free(vector_out_ptr); starpu_free(vector_exp_out_ptr); /* * Stop StarPU */ starpu_shutdown(); timing = end - start; FPRINTF(stderr, "Computation took (in ms)\n"); FPRINTF(stdout, "%2.2f\n", timing/1000); return 0; }