plu_example.c 9.4 KB

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  1. /*
  2. * StarPU
  3. * Copyright (C) INRIA 2008-2010 (see AUTHORS file)
  4. *
  5. * This program is free software; you can redistribute it and/or modify
  6. * it under the terms of the GNU Lesser General Public License as published by
  7. * the Free Software Foundation; either version 2.1 of the License, or (at
  8. * your option) any later version.
  9. *
  10. * This program is distributed in the hope that it will be useful, but
  11. * WITHOUT ANY WARRANTY; without even the implied warranty of
  12. * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
  13. *
  14. * See the GNU Lesser General Public License in COPYING.LGPL for more details.
  15. */
  16. #include <stdlib.h>
  17. #include <stdio.h>
  18. #include <string.h>
  19. #include <time.h>
  20. #include <math.h>
  21. #include <starpu.h>
  22. #include "pxlu.h"
  23. //#include "pxlu_kernels.h"
  24. static unsigned long size = 16384;
  25. static unsigned nblocks = 16;
  26. static unsigned check = 0;
  27. static unsigned p = 1;
  28. static unsigned q = 1;
  29. static unsigned display = 0;
  30. static starpu_data_handle *dataA_handles;
  31. static TYPE **dataA;
  32. /* In order to implement the distributed LU decomposition, we allocate
  33. * temporary buffers */
  34. static starpu_data_handle tmp_11_block_handle;
  35. static TYPE *tmp_11_block;
  36. static starpu_data_handle *tmp_12_block_handles;
  37. static TYPE **tmp_12_block;
  38. static starpu_data_handle *tmp_21_block_handles;
  39. static TYPE **tmp_21_block;
  40. static void parse_args(int argc, char **argv)
  41. {
  42. int i;
  43. for (i = 1; i < argc; i++) {
  44. if (strcmp(argv[i], "-size") == 0) {
  45. char *argptr;
  46. size = strtol(argv[++i], &argptr, 10);
  47. }
  48. if (strcmp(argv[i], "-nblocks") == 0) {
  49. char *argptr;
  50. nblocks = strtol(argv[++i], &argptr, 10);
  51. }
  52. if (strcmp(argv[i], "-check") == 0) {
  53. check = 1;
  54. }
  55. if (strcmp(argv[i], "-display") == 0) {
  56. display = 1;
  57. }
  58. if (strcmp(argv[i], "-p") == 0) {
  59. char *argptr;
  60. p = strtol(argv[++i], &argptr, 10);
  61. }
  62. if (strcmp(argv[i], "-q") == 0) {
  63. char *argptr;
  64. q = strtol(argv[++i], &argptr, 10);
  65. }
  66. }
  67. }
  68. unsigned STARPU_PLU(display_flag)(void)
  69. {
  70. return display;
  71. }
  72. static void fill_block_with_random(TYPE *blockptr, unsigned size, unsigned nblocks)
  73. {
  74. const unsigned block_size = (size/nblocks);
  75. unsigned i, j;
  76. for (i = 0; i < block_size; i++)
  77. for (j = 0; j < block_size; j++)
  78. {
  79. blockptr[j+i*block_size] = (TYPE)drand48();
  80. }
  81. }
  82. starpu_data_handle STARPU_PLU(get_tmp_11_block_handle)(void)
  83. {
  84. return tmp_11_block_handle;
  85. }
  86. starpu_data_handle STARPU_PLU(get_tmp_12_block_handle)(unsigned j)
  87. {
  88. return tmp_12_block_handles[j];
  89. }
  90. starpu_data_handle STARPU_PLU(get_tmp_21_block_handle)(unsigned i)
  91. {
  92. return tmp_21_block_handles[i];
  93. }
  94. static void init_matrix(int rank)
  95. {
  96. /* Allocate a grid of data handles, not all of them have to be allocated later on */
  97. dataA_handles = calloc(nblocks*nblocks, sizeof(starpu_data_handle));
  98. dataA = calloc(nblocks*nblocks, sizeof(TYPE *));
  99. size_t blocksize = (size_t)(size/nblocks)*(size/nblocks)*sizeof(TYPE);
  100. /* Allocate all the blocks that belong to this mpi node */
  101. unsigned long i,j;
  102. for (j = 0; j < nblocks; j++)
  103. {
  104. for (i = 0; i < nblocks; i++)
  105. {
  106. TYPE **blockptr = &dataA[j+i*nblocks];
  107. // starpu_data_handle *handleptr = &dataA_handles[j+nblocks*i];
  108. starpu_data_handle *handleptr = &dataA_handles[j+nblocks*i];
  109. if (get_block_rank(i, j) == rank)
  110. {
  111. /* This blocks should be treated by the current MPI process */
  112. /* Allocate and fill it */
  113. starpu_malloc_pinned_if_possible((void **)blockptr, blocksize);
  114. //fprintf(stderr, "Rank %d : fill block (i = %d, j = %d)\n", rank, i, j);
  115. fill_block_with_random(*blockptr, size, nblocks);
  116. //fprintf(stderr, "Rank %d : fill block (i = %d, j = %d)\n", rank, i, j);
  117. if (i == j)
  118. {
  119. unsigned tmp;
  120. for (tmp = 0; tmp < size/nblocks; tmp++)
  121. {
  122. (*blockptr)[tmp*((size/nblocks)+1)] += (TYPE)10*nblocks;
  123. }
  124. }
  125. /* Register it to StarPU */
  126. starpu_register_blas_data(handleptr, 0,
  127. (uintptr_t)*blockptr, size/nblocks,
  128. size/nblocks, size/nblocks, sizeof(TYPE));
  129. }
  130. else {
  131. *blockptr = STARPU_POISON_PTR;
  132. *handleptr = STARPU_POISON_PTR;
  133. }
  134. }
  135. }
  136. /* Allocate the temporary buffers required for the distributed algorithm */
  137. /* tmp buffer 11 */
  138. starpu_malloc_pinned_if_possible((void **)&tmp_11_block, blocksize);
  139. starpu_register_blas_data(&tmp_11_block_handle, 0, (uintptr_t)tmp_11_block,
  140. size/nblocks, size/nblocks, size/nblocks, sizeof(TYPE));
  141. /* tmp buffers 12 and 21 */
  142. tmp_12_block_handles = calloc(nblocks, sizeof(starpu_data_handle));
  143. tmp_21_block_handles = calloc(nblocks, sizeof(starpu_data_handle));
  144. tmp_12_block = calloc(nblocks, sizeof(TYPE *));
  145. tmp_21_block = calloc(nblocks, sizeof(TYPE *));
  146. unsigned k;
  147. for (k = 0; k < nblocks; k++)
  148. {
  149. starpu_malloc_pinned_if_possible((void **)&tmp_12_block[k], blocksize);
  150. STARPU_ASSERT(tmp_12_block[k]);
  151. starpu_register_blas_data(&tmp_12_block_handles[k], 0,
  152. (uintptr_t)tmp_12_block[k],
  153. size/nblocks, size/nblocks, size/nblocks, sizeof(TYPE));
  154. starpu_malloc_pinned_if_possible((void **)&tmp_21_block[k], blocksize);
  155. STARPU_ASSERT(tmp_21_block[k]);
  156. starpu_register_blas_data(&tmp_21_block_handles[k], 0,
  157. (uintptr_t)tmp_21_block[k],
  158. size/nblocks, size/nblocks, size/nblocks, sizeof(TYPE));
  159. }
  160. //display_all_blocks(nblocks, size/nblocks);
  161. }
  162. TYPE *STARPU_PLU(get_block)(unsigned i, unsigned j)
  163. {
  164. return dataA[j+i*nblocks];
  165. }
  166. int get_block_rank(unsigned i, unsigned j)
  167. {
  168. /* Take a 2D block cyclic distribution */
  169. /* NB: p (resp. q) is for "direction" i (resp. j) */
  170. return (j % q) * p + (i % p);
  171. }
  172. starpu_data_handle STARPU_PLU(get_block_handle)(unsigned i, unsigned j)
  173. {
  174. return dataA_handles[j+i*nblocks];
  175. }
  176. static void display_grid(int rank, unsigned nblocks)
  177. {
  178. if (!display)
  179. return;
  180. //if (rank == 0)
  181. {
  182. fprintf(stderr, "2D grid layout (Rank %d): \n", rank);
  183. unsigned i, j;
  184. for (j = 0; j < nblocks; j++)
  185. {
  186. for (i = 0; i < nblocks; i++)
  187. {
  188. TYPE *blockptr = STARPU_PLU(get_block)(i, j);
  189. starpu_data_handle handle = STARPU_PLU(get_block_handle)(i, j);
  190. fprintf(stderr, "%d (data %p handle %p)", get_block_rank(i, j), blockptr, handle);
  191. }
  192. fprintf(stderr, "\n");
  193. }
  194. }
  195. }
  196. int main(int argc, char **argv)
  197. {
  198. int rank;
  199. int world_size;
  200. int thread_support;
  201. /*
  202. * Initialization
  203. */
  204. if (MPI_Init_thread(&argc, &argv, MPI_THREAD_SERIALIZED, &thread_support) != MPI_SUCCESS) {
  205. fprintf(stderr,"MPI_Init_thread failed\n");
  206. exit(1);
  207. }
  208. if (thread_support == MPI_THREAD_FUNNELED)
  209. fprintf(stderr,"Warning: MPI only has funneled thread support, not serialized, hoping this will work\n");
  210. if (thread_support < MPI_THREAD_FUNNELED)
  211. fprintf(stderr,"Warning: MPI does not have thread support!\n");
  212. MPI_Comm_rank(MPI_COMM_WORLD, &rank);
  213. MPI_Comm_size(MPI_COMM_WORLD, &world_size);
  214. srand48((long int)time(NULL));
  215. parse_args(argc, argv);
  216. STARPU_ASSERT(p*q == world_size);
  217. starpu_init(NULL);
  218. starpu_mpi_initialize();
  219. starpu_helper_init_cublas();
  220. int barrier_ret = MPI_Barrier(MPI_COMM_WORLD);
  221. STARPU_ASSERT(barrier_ret == MPI_SUCCESS);
  222. /*
  223. * Problem Init
  224. */
  225. init_matrix(rank);
  226. display_grid(rank, nblocks);
  227. TYPE *a_r;
  228. // STARPU_PLU(display_data_content)(a_r, size);
  229. TYPE *x, *y;
  230. if (check)
  231. {
  232. x = calloc(size, sizeof(TYPE));
  233. STARPU_ASSERT(x);
  234. y = calloc(size, sizeof(TYPE));
  235. STARPU_ASSERT(y);
  236. if (rank == 0)
  237. {
  238. unsigned ind;
  239. for (ind = 0; ind < size; ind++)
  240. x[ind] = (TYPE)drand48();
  241. }
  242. a_r = STARPU_PLU(reconstruct_matrix)(size, nblocks);
  243. if (rank == 0)
  244. STARPU_PLU(display_data_content)(a_r, size);
  245. // STARPU_PLU(compute_ax)(size, x, y, nblocks, rank);
  246. }
  247. barrier_ret = MPI_Barrier(MPI_COMM_WORLD);
  248. STARPU_ASSERT(barrier_ret == MPI_SUCCESS);
  249. double timing = STARPU_PLU(plu_main)(nblocks, rank, world_size);
  250. /*
  251. * Report performance
  252. */
  253. int reduce_ret;
  254. double min_timing = timing;
  255. double max_timing = timing;
  256. double sum_timing = timing;
  257. reduce_ret = MPI_Reduce(&timing, &min_timing, 1, MPI_DOUBLE, MPI_MIN, 0, MPI_COMM_WORLD);
  258. STARPU_ASSERT(reduce_ret == MPI_SUCCESS);
  259. reduce_ret = MPI_Reduce(&timing, &max_timing, 1, MPI_DOUBLE, MPI_MAX, 0, MPI_COMM_WORLD);
  260. STARPU_ASSERT(reduce_ret == MPI_SUCCESS);
  261. reduce_ret = MPI_Reduce(&timing, &sum_timing, 1, MPI_DOUBLE, MPI_SUM, 0, MPI_COMM_WORLD);
  262. STARPU_ASSERT(reduce_ret == MPI_SUCCESS);
  263. if (rank == 0)
  264. {
  265. fprintf(stderr, "Computation took: %lf ms\n", max_timing/1000);
  266. fprintf(stderr, "\tMIN : %lf ms\n", min_timing/1000);
  267. fprintf(stderr, "\tMAX : %lf ms\n", max_timing/1000);
  268. fprintf(stderr, "\tAVG : %lf ms\n", sum_timing/(world_size*1000));
  269. unsigned n = size;
  270. double flop = (2.0f*n*n*n)/3.0f;
  271. fprintf(stderr, "Synthetic GFlops : %2.2f\n", (flop/max_timing/1000.0f));
  272. }
  273. /*
  274. * Test Result Correctness
  275. */
  276. TYPE *y2;
  277. if (check)
  278. {
  279. /*
  280. * Compute || A - LU ||
  281. */
  282. STARPU_PLU(compute_lu_matrix)(size, nblocks, a_r);
  283. #if 0
  284. /*
  285. * Compute || Ax - LUx ||
  286. */
  287. unsigned ind;
  288. y2 = calloc(size, sizeof(TYPE));
  289. STARPU_ASSERT(y);
  290. if (rank == 0)
  291. {
  292. for (ind = 0; ind < size; ind++)
  293. {
  294. y2[ind] = (TYPE)0.0;
  295. }
  296. }
  297. STARPU_PLU(compute_lux)(size, x, y2, nblocks, rank);
  298. /* Compute y2 = y2 - y */
  299. CPU_AXPY(size, -1.0, y, 1, y2, 1);
  300. TYPE err = CPU_ASUM(size, y2, 1);
  301. int max = CPU_IAMAX(size, y2, 1);
  302. fprintf(stderr, "(A - LU)X Avg error : %e\n", err/(size*size));
  303. fprintf(stderr, "(A - LU)X Max error : %e\n", y2[max]);
  304. #endif
  305. }
  306. /*
  307. * Termination
  308. */
  309. barrier_ret = MPI_Barrier(MPI_COMM_WORLD);
  310. STARPU_ASSERT(barrier_ret == MPI_SUCCESS);
  311. starpu_helper_shutdown_cublas();
  312. starpu_mpi_shutdown();
  313. starpu_shutdown();
  314. MPI_Finalize();
  315. return 0;
  316. }