dw_block_spmv.c 8.0 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328
  1. /* StarPU --- Runtime system for heterogeneous multicore architectures.
  2. *
  3. * Copyright (C) 2009-2012, 2014 Université de Bordeaux
  4. * Copyright (C) 2010 Mehdi Juhoor <mjuhoor@gmail.com>
  5. * Copyright (C) 2010, 2011, 2012, 2013, 2014 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, ...) do { if (!getenv("STARPU_SSILENT")) {fprintf(ofile, fmt, ## __VA_ARGS__); }} while(0)
  21. static double start;
  22. static double end;
  23. static sem_t sem;
  24. static unsigned c = 256;
  25. static unsigned r = 256;
  26. static unsigned remainingtasks = -1;
  27. static starpu_data_handle_t sparse_matrix;
  28. static starpu_data_handle_t vector_in, vector_out;
  29. static uint32_t size;
  30. static char *inputfile;
  31. static bcsr_t *bcsr_matrix;
  32. static float *vector_in_ptr;
  33. static 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, STARPU_MAIN_RAM, 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, STARPU_MAIN_RAM, (uintptr_t)vector_in_ptr, size, sizeof(float));
  57. starpu_vector_data_register(&vector_out, STARPU_MAIN_RAM, (uintptr_t)vector_out_ptr, size, sizeof(float));
  58. }
  59. void unregister_data(void)
  60. {
  61. starpu_data_unpartition(sparse_matrix, STARPU_MAIN_RAM);
  62. starpu_data_unregister(sparse_matrix);
  63. starpu_data_unpartition(vector_in, STARPU_MAIN_RAM);
  64. starpu_data_unregister(vector_in);
  65. starpu_data_unregister(vector_out);
  66. }
  67. void init_problem_callback(void *arg)
  68. {
  69. unsigned *remaining = arg;
  70. unsigned val = STARPU_ATOMIC_ADD(remaining, -1);
  71. /* if (val < 10)
  72. printf("callback %d remaining \n", val); */
  73. if ( val == 0 )
  74. {
  75. printf("DONE ...\n");
  76. end = starpu_timing_now();
  77. /* starpu_data_unpartition(sparse_matrix, STARPU_MAIN_RAM); */
  78. starpu_data_unpartition(vector_out, STARPU_MAIN_RAM);
  79. sem_post(&sem);
  80. }
  81. }
  82. unsigned get_bcsr_nchildren(STARPU_ATTRIBUTE_UNUSED struct starpu_data_filter *f, starpu_data_handle_t handle)
  83. {
  84. return (unsigned)starpu_bcsr_get_nnz(handle);
  85. }
  86. struct starpu_data_interface_ops *get_bcsr_child_ops(STARPU_ATTRIBUTE_UNUSED struct starpu_data_filter *f, STARPU_ATTRIBUTE_UNUSED unsigned child)
  87. {
  88. return &starpu_interface_matrix_ops;
  89. }
  90. void call_filters(void)
  91. {
  92. struct starpu_data_filter bcsr_f;
  93. struct starpu_data_filter vector_in_f, vector_out_f;
  94. bcsr_f.filter_func = starpu_bcsr_filter_canonical_block;
  95. bcsr_f.get_nchildren = get_bcsr_nchildren;
  96. /* the children use a matrix interface ! */
  97. bcsr_f.get_child_ops = get_bcsr_child_ops;
  98. vector_in_f.filter_func = starpu_vector_filter_block;
  99. vector_in_f.nchildren = size/c;
  100. vector_in_f.get_nchildren = NULL;
  101. vector_in_f.get_child_ops = NULL;
  102. vector_out_f.filter_func = starpu_vector_filter_block;
  103. vector_out_f.nchildren = size/r;
  104. vector_out_f.get_nchildren = NULL;
  105. vector_out_f.get_child_ops = NULL;
  106. starpu_data_partition(sparse_matrix, &bcsr_f);
  107. starpu_data_partition(vector_in, &vector_in_f);
  108. starpu_data_partition(vector_out, &vector_out_f);
  109. }
  110. #define NSPMV 32
  111. unsigned totaltasks;
  112. struct starpu_codelet cl =
  113. {
  114. .cpu_funcs = { cpu_block_spmv},
  115. #ifdef STARPU_USE_CUDA
  116. .cuda_funcs = {cublas_block_spmv},
  117. #endif
  118. .nbuffers = 3,
  119. .modes = {STARPU_R, STARPU_R, STARPU_RW}
  120. };
  121. void launch_spmv_codelets(void)
  122. {
  123. struct starpu_task *task_tab;
  124. uint8_t *is_entry_tab;
  125. int ret;
  126. /* we call one codelet per block */
  127. unsigned nblocks = starpu_bcsr_get_nnz(sparse_matrix);
  128. unsigned nrows = starpu_bcsr_get_nrow(sparse_matrix);
  129. remainingtasks = NSPMV*nblocks;
  130. totaltasks = remainingtasks;
  131. unsigned taskid = 0;
  132. task_tab = calloc(totaltasks, sizeof(struct starpu_task));
  133. STARPU_ASSERT(task_tab);
  134. is_entry_tab = calloc(totaltasks, sizeof(uint8_t));
  135. STARPU_ASSERT(is_entry_tab);
  136. printf("there will be %d codelets\n", remainingtasks);
  137. uint32_t *rowptr = starpu_bcsr_get_local_rowptr(sparse_matrix);
  138. uint32_t *colind = starpu_bcsr_get_local_colind(sparse_matrix);
  139. start = starpu_timing_now();
  140. unsigned loop;
  141. for (loop = 0; loop < NSPMV; loop++)
  142. {
  143. unsigned row;
  144. unsigned part = 0;
  145. for (row = 0; row < nrows; row++)
  146. {
  147. unsigned index;
  148. if (rowptr[row] == rowptr[row+1])
  149. {
  150. continue;
  151. }
  152. for (index = rowptr[row]; index < rowptr[row+1]; index++, part++)
  153. {
  154. struct starpu_task *task = &task_tab[taskid];
  155. starpu_task_init(task);
  156. task->use_tag = 1;
  157. task->tag_id = taskid;
  158. task->callback_func = init_problem_callback;
  159. task->callback_arg = &remainingtasks;
  160. task->cl = &cl;
  161. task->cl_arg = NULL;
  162. unsigned i = colind[index];
  163. unsigned j = row;
  164. task->handles[0] = starpu_data_get_sub_data(sparse_matrix, 1, part);
  165. task->handles[1] = starpu_data_get_sub_data(vector_in, 1, i);
  166. task->handles[2] = starpu_data_get_sub_data(vector_out, 1, j);
  167. /* all tasks in the same row are dependant so that we don't wait too much for data
  168. * we need to wait on the previous task if we are not the first task of a row */
  169. if (index != rowptr[row & ~0x3])
  170. {
  171. /* this is not the first task in the row */
  172. starpu_tag_declare_deps((starpu_tag_t)taskid, 1, (starpu_tag_t)(taskid-1));
  173. is_entry_tab[taskid] = 0;
  174. }
  175. else
  176. {
  177. /* this is an entry task */
  178. is_entry_tab[taskid] = 1;
  179. }
  180. taskid++;
  181. }
  182. }
  183. }
  184. printf("start submitting tasks !\n");
  185. /* submit ALL tasks now */
  186. unsigned nchains = 0;
  187. unsigned task;
  188. for (task = 0; task < totaltasks; task++)
  189. {
  190. if (is_entry_tab[task])
  191. {
  192. nchains++;
  193. }
  194. ret = starpu_task_submit(&task_tab[task]);
  195. STARPU_CHECK_RETURN_VALUE(ret, "starpu_task_submit");
  196. }
  197. printf("end of task submission (there was %d chains for %d tasks : ratio %d tasks per chain) !\n", nchains, totaltasks, totaltasks/nchains);
  198. }
  199. void init_problem(void)
  200. {
  201. /* create the sparse input matrix */
  202. create_data();
  203. /* create a new codelet that will perform a SpMV on it */
  204. call_filters();
  205. }
  206. void print_results(void)
  207. {
  208. unsigned row;
  209. for (row = 0; row < STARPU_MIN(size, 16); row++)
  210. {
  211. printf("%2.2f\t%2.2f\n", vector_in_ptr[row], vector_out_ptr[row]);
  212. }
  213. }
  214. int main(STARPU_ATTRIBUTE_UNUSED int argc,
  215. STARPU_ATTRIBUTE_UNUSED char **argv)
  216. {
  217. int ret;
  218. if (argc < 2)
  219. {
  220. FPRINTF(stderr, "usage : %s filename [tile size]\n", argv[0]);
  221. exit(-1);
  222. }
  223. if (argc == 3)
  224. {
  225. /* third argument is the tile size */
  226. char *argptr;
  227. r = strtol(argv[2], &argptr, 10);
  228. c = r;
  229. }
  230. inputfile = argv[1];
  231. /* start the runtime */
  232. ret = starpu_init(NULL);
  233. if (ret == -ENODEV)
  234. return 77;
  235. STARPU_CHECK_RETURN_VALUE(ret, "starpu_init");
  236. sem_init(&sem, 0, 0U);
  237. init_problem();
  238. launch_spmv_codelets();
  239. sem_wait(&sem);
  240. sem_destroy(&sem);
  241. unregister_data();
  242. print_results();
  243. double totalflop = 2.0*c*r*totaltasks;
  244. double timing = end - start;
  245. FPRINTF(stderr, "Computation took (in ms)\n");
  246. FPRINTF(stdout, "%2.2f\n", timing/1000);
  247. FPRINTF(stderr, "Flop %e\n", totalflop);
  248. FPRINTF(stderr, "GFlops : %2.2f\n", totalflop/timing/1000);
  249. return 0;
  250. }