dw_block_spmv.c 7.5 KB

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  1. /* StarPU --- Runtime system for heterogeneous multicore architectures.
  2. *
  3. * Copyright (C) 2009, 2010-2011 Université de Bordeaux 1
  4. * Copyright (C) 2010 Mehdi Juhoor <mjuhoor@gmail.com>
  5. * Copyright (C) 2010, 2011 Centre National de la Recherche Scientifique
  6. *
  7. * StarPU is free software; you can redistribute it and/or modify
  8. * it under the terms of the GNU Lesser General Public License as published by
  9. * the Free Software Foundation; either version 2.1 of the License, or (at
  10. * your option) any later version.
  11. *
  12. * StarPU is distributed in the hope that it will be useful, but
  13. * WITHOUT ANY WARRANTY; without even the implied warranty of
  14. * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
  15. *
  16. * See the GNU Lesser General Public License in COPYING.LGPL for more details.
  17. */
  18. #include "dw_block_spmv.h"
  19. #include "matrix_market/mm_to_bcsr.h"
  20. #define FPRINTF(ofile, fmt, args ...) do { if (!getenv("STARPU_SSILENT")) {fprintf(ofile, fmt, ##args); }} while(0)
  21. struct timeval start;
  22. struct timeval end;
  23. sem_t sem;
  24. unsigned c = 256;
  25. unsigned r = 256;
  26. unsigned remainingtasks = -1;
  27. starpu_data_handle sparse_matrix;
  28. starpu_data_handle vector_in, vector_out;
  29. uint32_t size;
  30. char *inputfile;
  31. bcsr_t *bcsr_matrix;
  32. float *vector_in_ptr;
  33. float *vector_out_ptr;
  34. void create_data(void)
  35. {
  36. /* read the input file */
  37. bcsr_matrix = mm_file_to_bcsr(inputfile, c, r);
  38. /* declare the corresponding block CSR to the runtime */
  39. starpu_bcsr_data_register(&sparse_matrix, 0, bcsr_matrix->nnz_blocks, bcsr_matrix->nrows_blocks,
  40. (uintptr_t)bcsr_matrix->val, bcsr_matrix->colind, bcsr_matrix->rowptr,
  41. 0, bcsr_matrix->r, bcsr_matrix->c, sizeof(float));
  42. size = c*r*starpu_bcsr_get_nnz(sparse_matrix);
  43. /* printf("size = %d \n ", size); */
  44. /* initiate the 2 vectors */
  45. vector_in_ptr = malloc(size*sizeof(float));
  46. assert(vector_in_ptr);
  47. vector_out_ptr = malloc(size*sizeof(float));
  48. assert(vector_out_ptr);
  49. /* fill those */
  50. unsigned ind;
  51. for (ind = 0; ind < size; ind++)
  52. {
  53. vector_in_ptr[ind] = 2.0f;
  54. vector_out_ptr[ind] = 0.0f;
  55. }
  56. starpu_vector_data_register(&vector_in, 0, (uintptr_t)vector_in_ptr, size, sizeof(float));
  57. starpu_vector_data_register(&vector_out, 0, (uintptr_t)vector_out_ptr, size, sizeof(float));
  58. }
  59. void init_problem_callback(void *arg)
  60. {
  61. unsigned *remaining = arg;
  62. unsigned val = STARPU_ATOMIC_ADD(remaining, -1);
  63. /* if (val < 10)
  64. printf("callback %d remaining \n", val); */
  65. if ( val == 0 )
  66. {
  67. printf("DONE ...\n");
  68. gettimeofday(&end, NULL);
  69. /* starpu_data_unpartition(sparse_matrix, 0); */
  70. starpu_data_unpartition(vector_out, 0);
  71. sem_post(&sem);
  72. }
  73. }
  74. unsigned get_bcsr_nchildren(__attribute__((unused)) struct starpu_data_filter *f, starpu_data_handle handle)
  75. {
  76. return (unsigned)starpu_bcsr_get_nnz(handle);
  77. }
  78. struct starpu_data_interface_ops_t *get_bcsr_child_ops(__attribute__((unused)) struct starpu_data_filter *f, __attribute__((unused)) unsigned child)
  79. {
  80. return &_starpu_interface_matrix_ops;
  81. }
  82. void call_filters(void)
  83. {
  84. struct starpu_data_filter bcsr_f;
  85. struct starpu_data_filter vector_in_f, vector_out_f;
  86. bcsr_f.filter_func = starpu_canonical_block_filter_bcsr;
  87. bcsr_f.get_nchildren = get_bcsr_nchildren;
  88. /* the children use a matrix interface ! */
  89. bcsr_f.get_child_ops = get_bcsr_child_ops;
  90. vector_in_f.filter_func = starpu_block_filter_func_vector;
  91. vector_in_f.nchildren = size/c;
  92. vector_in_f.get_nchildren = NULL;
  93. vector_in_f.get_child_ops = NULL;
  94. vector_out_f.filter_func = starpu_block_filter_func_vector;
  95. vector_out_f.nchildren = size/r;
  96. vector_out_f.get_nchildren = NULL;
  97. vector_out_f.get_child_ops = NULL;
  98. starpu_data_partition(sparse_matrix, &bcsr_f);
  99. starpu_data_partition(vector_in, &vector_in_f);
  100. starpu_data_partition(vector_out, &vector_out_f);
  101. }
  102. #define NSPMV 32
  103. unsigned totaltasks;
  104. starpu_codelet cl = {
  105. .where = STARPU_CPU|STARPU_CUDA,
  106. .cpu_func = cpu_block_spmv,
  107. #ifdef STARPU_USE_CUDA
  108. .cuda_func = cublas_block_spmv,
  109. #endif
  110. .nbuffers = 3
  111. };
  112. void launch_spmv_codelets(void)
  113. {
  114. struct starpu_task *task_tab;
  115. uint8_t *is_entry_tab;
  116. /* we call one codelet per block */
  117. unsigned nblocks = starpu_bcsr_get_nnz(sparse_matrix);
  118. unsigned nrows = starpu_bcsr_get_nrow(sparse_matrix);
  119. remainingtasks = NSPMV*nblocks;
  120. totaltasks = remainingtasks;
  121. unsigned taskid = 0;
  122. task_tab = malloc(totaltasks*sizeof(struct starpu_task));
  123. STARPU_ASSERT(task_tab);
  124. is_entry_tab = calloc(totaltasks, sizeof(uint8_t));
  125. STARPU_ASSERT(is_entry_tab);
  126. printf("there will be %d codelets\n", remainingtasks);
  127. uint32_t *rowptr = starpu_bcsr_get_local_rowptr(sparse_matrix);
  128. uint32_t *colind = starpu_bcsr_get_local_colind(sparse_matrix);
  129. gettimeofday(&start, NULL);
  130. unsigned loop;
  131. for (loop = 0; loop < NSPMV; loop++)
  132. {
  133. unsigned row;
  134. unsigned part = 0;
  135. for (row = 0; row < nrows; row++)
  136. {
  137. unsigned index;
  138. if (rowptr[row] == rowptr[row+1])
  139. {
  140. continue;
  141. }
  142. for (index = rowptr[row]; index < rowptr[row+1]; index++, part++)
  143. {
  144. struct starpu_task *task = &task_tab[taskid];
  145. task->use_tag = 1;
  146. task->tag_id = taskid;
  147. task->callback_func = init_problem_callback;
  148. task->callback_arg = &remainingtasks;
  149. task->cl = &cl;
  150. task->cl_arg = NULL;
  151. unsigned i = colind[index];
  152. unsigned j = row;
  153. task->buffers[0].handle = starpu_data_get_sub_data(sparse_matrix, 1, part);
  154. task->buffers[0].mode = STARPU_R;
  155. task->buffers[1].handle = starpu_data_get_sub_data(vector_in, 1, i);
  156. task->buffers[1].mode = STARPU_R;
  157. task->buffers[2].handle = starpu_data_get_sub_data(vector_out, 1, j);
  158. task->buffers[2].mode = STARPU_RW;
  159. /* all tasks in the same row are dependant so that we don't wait too much for data
  160. * we need to wait on the previous task if we are not the first task of a row */
  161. if (index != rowptr[row & ~0x3])
  162. {
  163. /* this is not the first task in the row */
  164. starpu_tag_declare_deps((starpu_tag_t)taskid, 1, (starpu_tag_t)(taskid-1));
  165. is_entry_tab[taskid] = 0;
  166. }
  167. else {
  168. /* this is an entry task */
  169. is_entry_tab[taskid] = 1;
  170. }
  171. taskid++;
  172. }
  173. }
  174. }
  175. printf("start submitting tasks !\n");
  176. /* submit ALL tasks now */
  177. unsigned nchains = 0;
  178. unsigned task;
  179. for (task = 0; task < totaltasks; task++)
  180. {
  181. if (is_entry_tab[task]) {
  182. nchains++;
  183. }
  184. starpu_task_submit(&task_tab[task]);
  185. }
  186. printf("end of task submission (there was %d chains for %d tasks : ratio %d tasks per chain) !\n", nchains, totaltasks, totaltasks/nchains);
  187. }
  188. void init_problem(void)
  189. {
  190. /* create the sparse input matrix */
  191. create_data();
  192. /* create a new codelet that will perform a SpMV on it */
  193. call_filters();
  194. }
  195. void print_results(void)
  196. {
  197. unsigned row;
  198. for (row = 0; row < STARPU_MIN(size, 16); row++)
  199. {
  200. printf("%2.2f\t%2.2f\n", vector_in_ptr[row], vector_out_ptr[row]);
  201. }
  202. }
  203. int main(__attribute__ ((unused)) int argc,
  204. __attribute__ ((unused)) char **argv)
  205. {
  206. if (argc < 2)
  207. {
  208. FPRINTF(stderr, "usage : %s filename [tile size]\n", argv[0]);
  209. exit(-1);
  210. }
  211. if (argc == 3)
  212. {
  213. /* third argument is the tile size */
  214. char *argptr;
  215. r = strtol(argv[2], &argptr, 10);
  216. c = r;
  217. }
  218. inputfile = argv[1];
  219. /* start the runtime */
  220. starpu_init(NULL);
  221. sem_init(&sem, 0, 0U);
  222. init_problem();
  223. launch_spmv_codelets();
  224. sem_wait(&sem);
  225. sem_destroy(&sem);
  226. print_results();
  227. double totalflop = 2.0*c*r*totaltasks;
  228. double timing = (double)((end.tv_sec - start.tv_sec)*1000000 + (end.tv_usec - start.tv_usec));
  229. FPRINTF(stderr, "Computation took (in ms)\n");
  230. FPRINTF(stdout, "%2.2f\n", timing/1000);
  231. FPRINTF(stderr, "Flop %e\n", totalflop);
  232. FPRINTF(stderr, "GFlops : %2.2f\n", totalflop/timing/1000);
  233. return 0;
  234. }