starpu_perfmodel_plot.c 15 KB

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  1. /* StarPU --- Runtime system for heterogeneous multicore architectures.
  2. *
  3. * Copyright (C) 2011-2013 Université de Bordeaux 1
  4. * Copyright (C) 2011, 2012, 2013 Centre National de la Recherche Scientifique
  5. * Copyright (C) 2011 Télécom-SudParis
  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 <config.h>
  19. #include <assert.h>
  20. #include <unistd.h>
  21. #include <stdio.h>
  22. #include <sys/stat.h>
  23. #include <limits.h>
  24. #ifdef STARPU_USE_FXT
  25. #include <common/fxt.h>
  26. #endif
  27. #include <starpu.h>
  28. #include <core/perfmodel/perfmodel.h> // we need to browse the list associated to history-based models
  29. #ifdef __MINGW32__
  30. #include <windows.h>
  31. #endif
  32. #define PROGNAME "starpu_perfmodel_plot"
  33. /* display all available models */
  34. static int list = 0;
  35. /* what kernel ? */
  36. static char *symbol = NULL;
  37. /* which architecture ? (NULL = all)*/
  38. static char *archname = NULL;
  39. /* Unless a FxT file is specified, we just display the model */
  40. static int no_fxt_file = 1;
  41. static int gflops = 0;
  42. #ifdef STARPU_USE_FXT
  43. static struct starpu_fxt_codelet_event *dumped_codelets;
  44. static struct starpu_fxt_options options;
  45. #endif
  46. #ifdef STARPU_USE_FXT
  47. static int archtype_is_found[STARPU_NARCH_VARIATIONS];
  48. static char data_file_name[256];
  49. #endif
  50. static char avg_file_name[256];
  51. static char gnuplot_file_name[256];
  52. static void usage()
  53. {
  54. fprintf(stderr, "Draw a graph corresponding to the execution time of a \
  55. given perfmodel\n");
  56. fprintf(stderr, "Usage: %s [ options ]\n", PROGNAME);
  57. fprintf(stderr, "\n");
  58. fprintf(stderr, "One must specify a symbol with the -s option or use -l\n");
  59. fprintf(stderr, "Options:\n");
  60. fprintf(stderr, " -l display all available models\n");
  61. fprintf(stderr, " -s <symbol> specify the symbol\n");
  62. fprintf(stderr, " -f draw GFlops instead of time\n");
  63. fprintf(stderr, " -i <Fxt files> input FxT files generated by StarPU\n");
  64. fprintf(stderr, " -a <arch> specify the architecture (e.g. cpu, cpu:x, cuda, cuda_d, opencl, opencl_d)\n");
  65. fprintf(stderr, " -h, --help display this help and exit\n");
  66. fprintf(stderr, " -v, --version output version information and exit\n\n");
  67. fprintf(stderr, "Report bugs to <%s>.", PACKAGE_BUGREPORT);
  68. fprintf(stderr, "\n");
  69. }
  70. static void parse_args(int argc, char **argv)
  71. {
  72. #ifdef STARPU_USE_FXT
  73. /* Default options */
  74. starpu_fxt_options_init(&options);
  75. options.out_paje_path = NULL;
  76. options.activity_path = NULL;
  77. options.distrib_time_path = NULL;
  78. options.dag_path = NULL;
  79. options.dumped_codelets = &dumped_codelets;
  80. #endif
  81. /* We want to support arguments such as "-i trace_*" */
  82. unsigned reading_input_filenames = 0;
  83. int i;
  84. for (i = 1; i < argc; i++)
  85. {
  86. if (strcmp(argv[i], "-s") == 0)
  87. {
  88. symbol = argv[++i];
  89. continue;
  90. }
  91. if (strcmp(argv[i], "-i") == 0)
  92. {
  93. reading_input_filenames = 1;
  94. #ifdef STARPU_USE_FXT
  95. options.filenames[options.ninputfiles++] = argv[++i];
  96. no_fxt_file = 0;
  97. #else
  98. fprintf(stderr, "Warning: FxT support was not enabled in StarPU: FxT traces will thus be ignored!\n");
  99. #endif
  100. continue;
  101. }
  102. if (strcmp(argv[i], "-l") == 0)
  103. {
  104. list = 1;
  105. continue;
  106. }
  107. if (strcmp(argv[i], "-f") == 0)
  108. {
  109. gflops = 1;
  110. continue;
  111. }
  112. if (strcmp(argv[i], "-a") == 0)
  113. {
  114. archname = argv[++i];
  115. continue;
  116. }
  117. if (strcmp(argv[i], "-h") == 0 ||
  118. strcmp(argv[i], "--help") == 0)
  119. {
  120. usage();
  121. exit(EXIT_SUCCESS);
  122. }
  123. if (strcmp(argv[i], "-v") == 0 ||
  124. strcmp(argv[i], "--version") == 0)
  125. {
  126. fputs(PROGNAME " (" PACKAGE_NAME ") " PACKAGE_VERSION "\n", stderr);
  127. exit(EXIT_SUCCESS);
  128. }
  129. /* If the reading_input_filenames flag is set, and that the
  130. * argument does not match an option, we assume this may be
  131. * another filename */
  132. if (reading_input_filenames)
  133. {
  134. #ifdef STARPU_USE_FXT
  135. options.filenames[options.ninputfiles++] = argv[i];
  136. #endif
  137. continue;
  138. }
  139. }
  140. if (!symbol && !list)
  141. {
  142. fprintf(stderr, "Incorrect usage, aborting\n");
  143. usage(argv);
  144. exit(-1);
  145. }
  146. }
  147. static void print_comma(FILE *gnuplot_file, int *first)
  148. {
  149. if (*first)
  150. {
  151. *first = 0;
  152. }
  153. else
  154. {
  155. fprintf(gnuplot_file, ",\\\n\t");
  156. }
  157. }
  158. static void display_perf_model(FILE *gnuplot_file, struct starpu_perfmodel *model, enum starpu_perf_archtype arch, int *first, unsigned nimpl)
  159. {
  160. char arch_name[256];
  161. starpu_perfmodel_get_arch_name(arch, arch_name, 256, nimpl);
  162. struct starpu_perfmodel_per_arch *arch_model =
  163. &model->per_arch[arch][nimpl];
  164. if (arch_model->regression.valid || arch_model->regression.nl_valid)
  165. fprintf(stderr,"Arch: %s\n", arch_name);
  166. #ifdef STARPU_USE_FXT
  167. if (!gflops && !no_fxt_file && archtype_is_found[arch] && nimpl == 0)
  168. {
  169. print_comma(gnuplot_file, first);
  170. fprintf(gnuplot_file, "\"< grep -w \\^%d %s\" using 2:3 title \"Profiling %s\"", arch, data_file_name, arch_name);
  171. }
  172. #endif
  173. /* Only display the regression model if we could actually build a model */
  174. if (!gflops && arch_model->regression.valid && !arch_model->regression.nl_valid)
  175. {
  176. print_comma(gnuplot_file, first);
  177. fprintf(stderr, "\tLinear: y = alpha size ^ beta\n");
  178. fprintf(stderr, "\t\talpha = %e\n", arch_model->regression.alpha * 0.001);
  179. fprintf(stderr, "\t\tbeta = %e\n", arch_model->regression.beta);
  180. fprintf(gnuplot_file, "0.001 * %f * x ** %f title \"Linear Regression %s\"",
  181. arch_model->regression.alpha, arch_model->regression.beta, arch_name);
  182. }
  183. if (!gflops && arch_model->regression.nl_valid)
  184. {
  185. print_comma(gnuplot_file, first);
  186. fprintf(stderr, "\tNon-Linear: y = a size ^b + c\n");
  187. fprintf(stderr, "\t\ta = %e\n", arch_model->regression.a * 0.001);
  188. fprintf(stderr, "\t\tb = %e\n", arch_model->regression.b);
  189. fprintf(stderr, "\t\tc = %e\n", arch_model->regression.c * 0.001);
  190. fprintf(gnuplot_file, "0.001 * %f * x ** %f + 0.001 * %f title \"Non-Linear Regression %s\"",
  191. arch_model->regression.a, arch_model->regression.b, arch_model->regression.c, arch_name);
  192. }
  193. }
  194. static void display_history_based_perf_models(FILE *gnuplot_file, struct starpu_perfmodel *model, enum starpu_perf_archtype arch1, enum starpu_perf_archtype arch2, int *first)
  195. {
  196. char *command;
  197. FILE *datafile;
  198. unsigned arch;
  199. struct starpu_perfmodel_history_list *ptr;
  200. char arch_name[32];
  201. int col;
  202. size_t len;
  203. unsigned long last, minimum = 0;
  204. len = 10 + strlen(avg_file_name) + 1;
  205. command = (char *) malloc(len);
  206. datafile = fopen(avg_file_name, "w");
  207. free(command);
  208. col = 2;
  209. unsigned implid;
  210. for (arch = arch1; arch < arch2; arch++)
  211. {
  212. for (implid = 0; implid < STARPU_MAXIMPLEMENTATIONS; implid++)
  213. {
  214. struct starpu_perfmodel_per_arch *arch_model = &model->per_arch[arch][implid];
  215. starpu_perfmodel_get_arch_name((enum starpu_perf_archtype) arch, arch_name, 32, implid);
  216. //ptrs[arch-arch1][implid] = ptr[arch-arch1][implid] = arch_model->list;
  217. if (arch_model->list)
  218. {
  219. print_comma(gnuplot_file, first);
  220. fprintf(gnuplot_file, "\"%s\" using 1:%d:%d with errorlines title \"Average %s\"", avg_file_name, col, col+1, arch_name);
  221. col += 2;
  222. }
  223. }
  224. }
  225. while (1)
  226. {
  227. last = minimum;
  228. minimum = ULONG_MAX;
  229. /* Get the next minimum */
  230. for (arch = arch1; arch < arch2; arch++)
  231. for (implid = 0; implid < STARPU_MAXIMPLEMENTATIONS; implid++)
  232. {
  233. struct starpu_perfmodel_per_arch *arch_model = &model->per_arch[arch][implid];
  234. for (ptr = arch_model->list; ptr; ptr = ptr->next)
  235. {
  236. unsigned long size = ptr->entry->size;
  237. if (size > last && size < minimum)
  238. minimum = size;
  239. }
  240. }
  241. if (minimum == ULONG_MAX)
  242. break;
  243. fprintf(stderr, "%lu ", minimum);
  244. fprintf(datafile, "%-15lu ", minimum);
  245. for (arch = arch1; arch < arch2; arch++)
  246. {
  247. for (implid = 0; implid < STARPU_MAXIMPLEMENTATIONS; implid++)
  248. {
  249. struct starpu_perfmodel_per_arch *arch_model = &model->per_arch[arch][implid];
  250. for (ptr = arch_model->list; ptr; ptr = ptr->next)
  251. {
  252. struct starpu_perfmodel_history_entry *entry = ptr->entry;
  253. if (entry->size == minimum)
  254. {
  255. if (gflops)
  256. fprintf(datafile, "\t%-15le\t%-15le", entry->flops / (entry->mean * 1000),
  257. entry->flops / ((entry->mean + entry->deviation) * 1000) -
  258. entry->flops / (entry->mean * 1000)
  259. );
  260. else
  261. fprintf(datafile, "\t%-15le\t%-15le", 0.001*entry->mean, 0.001*entry->deviation);
  262. break;
  263. }
  264. }
  265. if (!ptr && arch_model->list)
  266. /* No value for this arch. */
  267. fprintf(datafile, "\t\"\"\t\"\"");
  268. }
  269. }
  270. fprintf(datafile, "\n");
  271. }
  272. fprintf(stderr, "\n");
  273. fclose(datafile);
  274. }
  275. static void display_perf_models(FILE *gnuplot_file, struct starpu_perfmodel *model, enum starpu_perf_archtype arch1, enum starpu_perf_archtype arch2, int *first)
  276. {
  277. unsigned arch;
  278. unsigned implid;
  279. for (arch = arch1; arch < arch2; arch++)
  280. {
  281. for (implid = 0; implid < STARPU_MAXIMPLEMENTATIONS; implid++)
  282. {
  283. display_perf_model(gnuplot_file, model, (enum starpu_perf_archtype) arch, first, implid);
  284. }
  285. }
  286. display_history_based_perf_models(gnuplot_file, model, arch1, arch2, first);
  287. }
  288. #ifdef STARPU_USE_FXT
  289. static void dump_data_file(FILE *data_file)
  290. {
  291. memset(archtype_is_found, 0, STARPU_NARCH_VARIATIONS*sizeof(int));
  292. int i;
  293. for (i = 0; i < options.dumped_codelets_count; i++)
  294. {
  295. /* Dump only if the symbol matches user's request */
  296. if (strncmp(dumped_codelets[i].symbol, symbol, (FXT_MAX_PARAMS - 4)*sizeof(unsigned long)-1) == 0)
  297. {
  298. enum starpu_perf_archtype archtype = dumped_codelets[i].archtype;
  299. archtype_is_found[archtype] = 1;
  300. size_t size = dumped_codelets[i].size;
  301. float time = dumped_codelets[i].time;
  302. fprintf(data_file, "%d %f %f\n", archtype, (float)size, time);
  303. }
  304. }
  305. }
  306. #endif
  307. static void display_selected_models(FILE *gnuplot_file, struct starpu_perfmodel *model)
  308. {
  309. fprintf(gnuplot_file, "#!/usr/bin/gnuplot -persist\n");
  310. fprintf(gnuplot_file, "\n");
  311. fprintf(gnuplot_file, "set term postscript eps enhanced color\n");
  312. fprintf(gnuplot_file, "set output \"starpu_%s.eps\"\n", symbol);
  313. fprintf(gnuplot_file, "set title \"Model for codelet %s\"\n", symbol);
  314. fprintf(gnuplot_file, "set xlabel \"Total data size\"\n");
  315. if (gflops)
  316. fprintf(gnuplot_file, "set ylabel \"GFlops\"\n");
  317. else
  318. fprintf(gnuplot_file, "set ylabel \"Time (ms)\"\n");
  319. fprintf(gnuplot_file, "\n");
  320. fprintf(gnuplot_file, "set key top left\n");
  321. fprintf(gnuplot_file, "set logscale x\n");
  322. fprintf(gnuplot_file, "set logscale y\n");
  323. fprintf(gnuplot_file, "\n");
  324. /* If no input data is given to gnuplot, we at least need to specify an
  325. * arbitrary range. */
  326. if (no_fxt_file)
  327. fprintf(gnuplot_file, "set xrange [1:10**9]\n\n");
  328. int first = 1;
  329. fprintf(gnuplot_file, "plot\t");
  330. if (archname == NULL)
  331. {
  332. /* display all architectures */
  333. display_perf_models(gnuplot_file, model, (enum starpu_perf_archtype) 0, (enum starpu_perf_archtype) STARPU_NARCH_VARIATIONS, &first);
  334. }
  335. else
  336. {
  337. if (strcmp(archname, "cpu") == 0)
  338. {
  339. unsigned impl;
  340. for (impl = 0; impl < STARPU_MAXIMPLEMENTATIONS; impl++)
  341. {
  342. display_perf_model(gnuplot_file, model,
  343. STARPU_CPU_DEFAULT,
  344. &first, impl);
  345. }
  346. return;
  347. }
  348. int k;
  349. if (sscanf(archname, "cpu:%d", &k) == 1)
  350. {
  351. /* For combined CPU workers */
  352. if ((k < 1) || (k > STARPU_MAXCPUS))
  353. {
  354. fprintf(stderr, "Invalid CPU size\n");
  355. exit(-1);
  356. }
  357. display_perf_models(gnuplot_file, model, (enum starpu_perf_archtype) (STARPU_CPU_DEFAULT + k - 1), (enum starpu_perf_archtype) (STARPU_CPU_DEFAULT + k), &first);
  358. return;
  359. }
  360. if (strcmp(archname, "cuda") == 0)
  361. {
  362. display_perf_models(gnuplot_file, model, STARPU_CUDA_DEFAULT, (enum starpu_perf_archtype) (STARPU_CUDA_DEFAULT + STARPU_MAXCUDADEVS), &first);
  363. return;
  364. }
  365. /* There must be a cleaner way ! */
  366. int gpuid;
  367. int nmatched;
  368. nmatched = sscanf(archname, "cuda_%d", &gpuid);
  369. if (nmatched == 1)
  370. {
  371. int archid = STARPU_CUDA_DEFAULT+ gpuid;
  372. if (archid < STARPU_OPENCL_DEFAULT)
  373. {
  374. display_perf_models(gnuplot_file, model, (enum starpu_perf_archtype) archid, (enum starpu_perf_archtype) (archid + 1), &first);
  375. return;
  376. }
  377. else
  378. {
  379. fprintf(stderr, "Invalid CUDA device %d (last valid one is %d)\n", gpuid, STARPU_MAXCUDADEVS-1);
  380. exit(-1);
  381. }
  382. }
  383. if (strcmp(archname, "opencl") == 0)
  384. {
  385. display_perf_models(gnuplot_file, model, STARPU_OPENCL_DEFAULT, (enum starpu_perf_archtype) (STARPU_OPENCL_DEFAULT + STARPU_MAXOPENCLDEVS), &first);
  386. return;
  387. }
  388. /* There must be a cleaner way ! */
  389. nmatched = sscanf(archname, "opencl_%d", &gpuid);
  390. if (nmatched == 1)
  391. {
  392. int archid = STARPU_OPENCL_DEFAULT+ gpuid;
  393. if (archid < STARPU_NARCH_VARIATIONS)
  394. {
  395. display_perf_models(gnuplot_file, model, (enum starpu_perf_archtype) archid, (enum starpu_perf_archtype) (archid + 1), &first);
  396. return;
  397. }
  398. else
  399. {
  400. fprintf(stderr, "Invalid OpenCL device %d (last valid one is %d)\n", gpuid, STARPU_MAXOPENCLDEVS-1);
  401. exit(-1);
  402. }
  403. }
  404. fprintf(stderr, "Unknown architecture requested, aborting.\n");
  405. exit(-1);
  406. }
  407. }
  408. int main(int argc, char **argv)
  409. {
  410. int ret;
  411. struct starpu_perfmodel model;
  412. #ifdef __MINGW32__
  413. WSADATA wsadata;
  414. WSAStartup(MAKEWORD(1,0), &wsadata);
  415. #endif
  416. parse_args(argc, argv);
  417. if (list)
  418. {
  419. ret = starpu_perfmodel_list(stdout);
  420. if (ret)
  421. {
  422. fprintf(stderr, "The performance model directory is invalid\n");
  423. return 1;
  424. }
  425. return 0;
  426. }
  427. /* Load the performance model associated to the symbol */
  428. ret = starpu_perfmodel_load_symbol(symbol, &model);
  429. if (ret == 1)
  430. {
  431. fprintf(stderr, "The performance model for the symbol <%s> could not be loaded\n", symbol);
  432. return 1;
  433. }
  434. /* If some FxT input was specified, we put the points on the graph */
  435. #ifdef STARPU_USE_FXT
  436. if (!no_fxt_file)
  437. {
  438. starpu_fxt_generate_trace(&options);
  439. snprintf(data_file_name, 256, "starpu_%s.data", symbol);
  440. FILE *data_file = fopen(data_file_name, "w+");
  441. STARPU_ASSERT(data_file);
  442. dump_data_file(data_file);
  443. fclose(data_file);
  444. }
  445. #endif
  446. snprintf(gnuplot_file_name, 256, "starpu_%s.gp", symbol);
  447. snprintf(avg_file_name, 256, "starpu_%s_avg.data", symbol);
  448. FILE *gnuplot_file = fopen(gnuplot_file_name, "w+");
  449. STARPU_ASSERT(gnuplot_file);
  450. display_selected_models(gnuplot_file, &model);
  451. fclose(gnuplot_file);
  452. /* Retrieve the current mode of the gnuplot executable */
  453. struct stat sb;
  454. ret = stat(gnuplot_file_name, &sb);
  455. if (ret)
  456. {
  457. perror("stat");
  458. STARPU_ABORT();
  459. }
  460. /* Make the gnuplot scrit executable for the owner */
  461. ret = chmod(gnuplot_file_name, sb.st_mode|S_IXUSR);
  462. if (ret)
  463. {
  464. perror("chmod");
  465. STARPU_ABORT();
  466. }
  467. _STARPU_DISP("Gnuplot file <%s> generated\n", gnuplot_file_name);
  468. return 0;
  469. }