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 <common/utils.h>
  28. #include <starpu.h>
  29. #include <core/perfmodel/perfmodel.h> // we need to browse the list associated to history-based models
  30. #ifdef __MINGW32__
  31. #include <windows.h>
  32. #endif
  33. #define PROGNAME "starpu_perfmodel_plot"
  34. /* display all available models */
  35. static int list = 0;
  36. /* what kernel ? */
  37. static char *symbol = NULL;
  38. /* which architecture ? (NULL = all)*/
  39. static char *archname = NULL;
  40. /* Unless a FxT file is specified, we just display the model */
  41. static int no_fxt_file = 1;
  42. static int gflops = 0;
  43. #ifdef STARPU_USE_FXT
  44. static struct starpu_fxt_codelet_event *dumped_codelets;
  45. static struct starpu_fxt_options options;
  46. #endif
  47. #ifdef STARPU_USE_FXT
  48. static int archtype_is_found[STARPU_NARCH_VARIATIONS];
  49. static char data_file_name[256];
  50. #endif
  51. static char avg_file_name[256];
  52. static char gnuplot_file_name[256];
  53. static void usage()
  54. {
  55. fprintf(stderr, "Draw a graph corresponding to the execution time of a \
  56. given perfmodel\n");
  57. fprintf(stderr, "Usage: %s [ options ]\n", PROGNAME);
  58. fprintf(stderr, "\n");
  59. fprintf(stderr, "One must specify a symbol with the -s option or use -l\n");
  60. fprintf(stderr, "Options:\n");
  61. fprintf(stderr, " -l display all available models\n");
  62. fprintf(stderr, " -s <symbol> specify the symbol\n");
  63. fprintf(stderr, " -f draw GFlops instead of time\n");
  64. fprintf(stderr, " -i <Fxt files> input FxT files generated by StarPU\n");
  65. fprintf(stderr, " -a <arch> specify the architecture (e.g. cpu, cpu:x, cuda, cuda_d, opencl, opencl_d)\n");
  66. fprintf(stderr, " -h, --help display this help and exit\n");
  67. fprintf(stderr, " -v, --version output version information and exit\n\n");
  68. fprintf(stderr, "Report bugs to <%s>.", PACKAGE_BUGREPORT);
  69. fprintf(stderr, "\n");
  70. }
  71. static void parse_args(int argc, char **argv)
  72. {
  73. #ifdef STARPU_USE_FXT
  74. /* Default options */
  75. starpu_fxt_options_init(&options);
  76. options.out_paje_path = NULL;
  77. options.activity_path = NULL;
  78. options.distrib_time_path = NULL;
  79. options.dag_path = NULL;
  80. options.dumped_codelets = &dumped_codelets;
  81. #endif
  82. /* We want to support arguments such as "-i trace_*" */
  83. unsigned reading_input_filenames = 0;
  84. int i;
  85. for (i = 1; i < argc; i++)
  86. {
  87. if (strcmp(argv[i], "-s") == 0)
  88. {
  89. symbol = argv[++i];
  90. continue;
  91. }
  92. if (strcmp(argv[i], "-i") == 0)
  93. {
  94. reading_input_filenames = 1;
  95. #ifdef STARPU_USE_FXT
  96. options.filenames[options.ninputfiles++] = argv[++i];
  97. no_fxt_file = 0;
  98. #else
  99. fprintf(stderr, "Warning: FxT support was not enabled in StarPU: FxT traces will thus be ignored!\n");
  100. #endif
  101. continue;
  102. }
  103. if (strcmp(argv[i], "-l") == 0)
  104. {
  105. list = 1;
  106. continue;
  107. }
  108. if (strcmp(argv[i], "-f") == 0)
  109. {
  110. gflops = 1;
  111. continue;
  112. }
  113. if (strcmp(argv[i], "-a") == 0)
  114. {
  115. archname = argv[++i];
  116. continue;
  117. }
  118. if (strcmp(argv[i], "-h") == 0 ||
  119. strcmp(argv[i], "--help") == 0)
  120. {
  121. usage();
  122. exit(EXIT_SUCCESS);
  123. }
  124. if (strcmp(argv[i], "-v") == 0 ||
  125. strcmp(argv[i], "--version") == 0)
  126. {
  127. fputs(PROGNAME " (" PACKAGE_NAME ") " PACKAGE_VERSION "\n", stderr);
  128. exit(EXIT_SUCCESS);
  129. }
  130. /* If the reading_input_filenames flag is set, and that the
  131. * argument does not match an option, we assume this may be
  132. * another filename */
  133. if (reading_input_filenames)
  134. {
  135. #ifdef STARPU_USE_FXT
  136. options.filenames[options.ninputfiles++] = argv[i];
  137. #endif
  138. continue;
  139. }
  140. }
  141. if (!symbol && !list)
  142. {
  143. fprintf(stderr, "Incorrect usage, aborting\n");
  144. usage(argv);
  145. exit(-1);
  146. }
  147. }
  148. static void print_comma(FILE *gnuplot_file, int *first)
  149. {
  150. if (*first)
  151. {
  152. *first = 0;
  153. }
  154. else
  155. {
  156. fprintf(gnuplot_file, ",\\\n\t");
  157. }
  158. }
  159. static void display_perf_model(FILE *gnuplot_file, struct starpu_perfmodel *model, enum starpu_perfmodel_archtype arch, int *first, unsigned nimpl)
  160. {
  161. char arch_name[256];
  162. starpu_perfmodel_get_arch_name(arch, arch_name, 256, nimpl);
  163. struct starpu_perfmodel_per_arch *arch_model =
  164. &model->per_arch[arch][nimpl];
  165. if (arch_model->regression.valid || arch_model->regression.nl_valid)
  166. fprintf(stderr,"Arch: %s\n", arch_name);
  167. #ifdef STARPU_USE_FXT
  168. if (!gflops && !no_fxt_file && archtype_is_found[arch] && nimpl == 0)
  169. {
  170. print_comma(gnuplot_file, first);
  171. fprintf(gnuplot_file, "\"< grep -w \\^%d %s\" using 2:3 title \"Profiling %s\"", arch, data_file_name, arch_name);
  172. }
  173. #endif
  174. /* Only display the regression model if we could actually build a model */
  175. if (!gflops && arch_model->regression.valid && !arch_model->regression.nl_valid)
  176. {
  177. print_comma(gnuplot_file, first);
  178. fprintf(stderr, "\tLinear: y = alpha size ^ beta\n");
  179. fprintf(stderr, "\t\talpha = %e\n", arch_model->regression.alpha * 0.001);
  180. fprintf(stderr, "\t\tbeta = %e\n", arch_model->regression.beta);
  181. fprintf(gnuplot_file, "0.001 * %f * x ** %f title \"Linear Regression %s\"",
  182. arch_model->regression.alpha, arch_model->regression.beta, arch_name);
  183. }
  184. if (!gflops && arch_model->regression.nl_valid)
  185. {
  186. print_comma(gnuplot_file, first);
  187. fprintf(stderr, "\tNon-Linear: y = a size ^b + c\n");
  188. fprintf(stderr, "\t\ta = %e\n", arch_model->regression.a * 0.001);
  189. fprintf(stderr, "\t\tb = %e\n", arch_model->regression.b);
  190. fprintf(stderr, "\t\tc = %e\n", arch_model->regression.c * 0.001);
  191. fprintf(gnuplot_file, "0.001 * %f * x ** %f + 0.001 * %f title \"Non-Linear Regression %s\"",
  192. arch_model->regression.a, arch_model->regression.b, arch_model->regression.c, arch_name);
  193. }
  194. }
  195. static void display_history_based_perf_models(FILE *gnuplot_file, struct starpu_perfmodel *model, enum starpu_perfmodel_archtype arch1, enum starpu_perfmodel_archtype arch2, int *first)
  196. {
  197. char *command;
  198. FILE *datafile;
  199. unsigned arch;
  200. struct starpu_perfmodel_history_list *ptr;
  201. char arch_name[32];
  202. int col;
  203. size_t len;
  204. unsigned long last, minimum = 0;
  205. len = 10 + strlen(avg_file_name) + 1;
  206. command = (char *) malloc(len);
  207. datafile = fopen(avg_file_name, "w");
  208. free(command);
  209. col = 2;
  210. unsigned implid;
  211. for (arch = arch1; arch < arch2; arch++)
  212. {
  213. for (implid = 0; implid < STARPU_MAXIMPLEMENTATIONS; implid++)
  214. {
  215. struct starpu_perfmodel_per_arch *arch_model = &model->per_arch[arch][implid];
  216. starpu_perfmodel_get_arch_name((enum starpu_perfmodel_archtype) arch, arch_name, 32, implid);
  217. //ptrs[arch-arch1][implid] = ptr[arch-arch1][implid] = arch_model->list;
  218. if (arch_model->list)
  219. {
  220. print_comma(gnuplot_file, first);
  221. fprintf(gnuplot_file, "\"%s\" using 1:%d:%d with errorlines title \"Average %s\"", avg_file_name, col, col+1, arch_name);
  222. col += 2;
  223. }
  224. }
  225. }
  226. while (1)
  227. {
  228. last = minimum;
  229. minimum = ULONG_MAX;
  230. /* Get the next minimum */
  231. for (arch = arch1; arch < arch2; arch++)
  232. for (implid = 0; implid < STARPU_MAXIMPLEMENTATIONS; implid++)
  233. {
  234. struct starpu_perfmodel_per_arch *arch_model = &model->per_arch[arch][implid];
  235. for (ptr = arch_model->list; ptr; ptr = ptr->next)
  236. {
  237. unsigned long size = ptr->entry->size;
  238. if (size > last && size < minimum)
  239. minimum = size;
  240. }
  241. }
  242. if (minimum == ULONG_MAX)
  243. break;
  244. fprintf(stderr, "%lu ", minimum);
  245. fprintf(datafile, "%-15lu ", minimum);
  246. for (arch = arch1; arch < arch2; arch++)
  247. {
  248. for (implid = 0; implid < STARPU_MAXIMPLEMENTATIONS; implid++)
  249. {
  250. struct starpu_perfmodel_per_arch *arch_model = &model->per_arch[arch][implid];
  251. for (ptr = arch_model->list; ptr; ptr = ptr->next)
  252. {
  253. struct starpu_perfmodel_history_entry *entry = ptr->entry;
  254. if (entry->size == minimum)
  255. {
  256. if (gflops)
  257. fprintf(datafile, "\t%-15le\t%-15le", entry->flops / (entry->mean * 1000),
  258. entry->flops / ((entry->mean + entry->deviation) * 1000) -
  259. entry->flops / (entry->mean * 1000)
  260. );
  261. else
  262. fprintf(datafile, "\t%-15le\t%-15le", 0.001*entry->mean, 0.001*entry->deviation);
  263. break;
  264. }
  265. }
  266. if (!ptr && arch_model->list)
  267. /* No value for this arch. */
  268. fprintf(datafile, "\t\"\"\t\"\"");
  269. }
  270. }
  271. fprintf(datafile, "\n");
  272. }
  273. fprintf(stderr, "\n");
  274. fclose(datafile);
  275. }
  276. static void display_perf_models(FILE *gnuplot_file, struct starpu_perfmodel *model, enum starpu_perfmodel_archtype arch1, enum starpu_perfmodel_archtype arch2, int *first)
  277. {
  278. unsigned arch;
  279. unsigned implid;
  280. for (arch = arch1; arch < arch2; arch++)
  281. {
  282. for (implid = 0; implid < STARPU_MAXIMPLEMENTATIONS; implid++)
  283. {
  284. display_perf_model(gnuplot_file, model, (enum starpu_perfmodel_archtype) arch, first, implid);
  285. }
  286. }
  287. display_history_based_perf_models(gnuplot_file, model, arch1, arch2, first);
  288. }
  289. #ifdef STARPU_USE_FXT
  290. static void dump_data_file(FILE *data_file)
  291. {
  292. memset(archtype_is_found, 0, STARPU_NARCH_VARIATIONS*sizeof(int));
  293. int i;
  294. for (i = 0; i < options.dumped_codelets_count; i++)
  295. {
  296. /* Dump only if the symbol matches user's request */
  297. if (strncmp(dumped_codelets[i].symbol, symbol, (FXT_MAX_PARAMS - 4)*sizeof(unsigned long)-1) == 0)
  298. {
  299. enum starpu_perfmodel_archtype archtype = dumped_codelets[i].archtype;
  300. archtype_is_found[archtype] = 1;
  301. size_t size = dumped_codelets[i].size;
  302. float time = dumped_codelets[i].time;
  303. fprintf(data_file, "%d %f %f\n", archtype, (float)size, time);
  304. }
  305. }
  306. }
  307. #endif
  308. static void display_selected_models(FILE *gnuplot_file, struct starpu_perfmodel *model)
  309. {
  310. fprintf(gnuplot_file, "#!/usr/bin/gnuplot -persist\n");
  311. fprintf(gnuplot_file, "\n");
  312. fprintf(gnuplot_file, "set term postscript eps enhanced color\n");
  313. fprintf(gnuplot_file, "set output \"starpu_%s.eps\"\n", symbol);
  314. fprintf(gnuplot_file, "set title \"Model for codelet %s\"\n", symbol);
  315. fprintf(gnuplot_file, "set xlabel \"Total data size\"\n");
  316. if (gflops)
  317. fprintf(gnuplot_file, "set ylabel \"GFlops\"\n");
  318. else
  319. fprintf(gnuplot_file, "set ylabel \"Time (ms)\"\n");
  320. fprintf(gnuplot_file, "\n");
  321. fprintf(gnuplot_file, "set key top left\n");
  322. fprintf(gnuplot_file, "set logscale x\n");
  323. fprintf(gnuplot_file, "set logscale y\n");
  324. fprintf(gnuplot_file, "\n");
  325. /* If no input data is given to gnuplot, we at least need to specify an
  326. * arbitrary range. */
  327. if (no_fxt_file)
  328. fprintf(gnuplot_file, "set xrange [1:10**9]\n\n");
  329. int first = 1;
  330. fprintf(gnuplot_file, "plot\t");
  331. if (archname == NULL)
  332. {
  333. /* display all architectures */
  334. display_perf_models(gnuplot_file, model, (enum starpu_perfmodel_archtype) 0, (enum starpu_perfmodel_archtype) STARPU_NARCH_VARIATIONS, &first);
  335. }
  336. else
  337. {
  338. if (strcmp(archname, "cpu") == 0)
  339. {
  340. unsigned impl;
  341. for (impl = 0; impl < STARPU_MAXIMPLEMENTATIONS; impl++)
  342. {
  343. display_perf_model(gnuplot_file, model,
  344. STARPU_CPU_DEFAULT,
  345. &first, impl);
  346. }
  347. return;
  348. }
  349. int k;
  350. if (sscanf(archname, "cpu:%d", &k) == 1)
  351. {
  352. /* For combined CPU workers */
  353. if ((k < 1) || (k > STARPU_MAXCPUS))
  354. {
  355. fprintf(stderr, "Invalid CPU size\n");
  356. exit(-1);
  357. }
  358. display_perf_models(gnuplot_file, model, (enum starpu_perfmodel_archtype) (STARPU_CPU_DEFAULT + k - 1), (enum starpu_perfmodel_archtype) (STARPU_CPU_DEFAULT + k), &first);
  359. return;
  360. }
  361. if (strcmp(archname, "cuda") == 0)
  362. {
  363. display_perf_models(gnuplot_file, model, STARPU_CUDA_DEFAULT, (enum starpu_perfmodel_archtype) (STARPU_CUDA_DEFAULT + STARPU_MAXCUDADEVS), &first);
  364. return;
  365. }
  366. /* There must be a cleaner way ! */
  367. int gpuid;
  368. int nmatched;
  369. nmatched = sscanf(archname, "cuda_%d", &gpuid);
  370. if (nmatched == 1)
  371. {
  372. int archid = STARPU_CUDA_DEFAULT+ gpuid;
  373. if (archid < STARPU_OPENCL_DEFAULT)
  374. {
  375. display_perf_models(gnuplot_file, model, (enum starpu_perfmodel_archtype) archid, (enum starpu_perfmodel_archtype) (archid + 1), &first);
  376. return;
  377. }
  378. else
  379. {
  380. fprintf(stderr, "Invalid CUDA device %d (last valid one is %d)\n", gpuid, STARPU_MAXCUDADEVS-1);
  381. exit(-1);
  382. }
  383. }
  384. if (strcmp(archname, "opencl") == 0)
  385. {
  386. display_perf_models(gnuplot_file, model, STARPU_OPENCL_DEFAULT, (enum starpu_perfmodel_archtype) (STARPU_OPENCL_DEFAULT + STARPU_MAXOPENCLDEVS), &first);
  387. return;
  388. }
  389. /* There must be a cleaner way ! */
  390. nmatched = sscanf(archname, "opencl_%d", &gpuid);
  391. if (nmatched == 1)
  392. {
  393. int archid = STARPU_OPENCL_DEFAULT+ gpuid;
  394. if (archid < STARPU_NARCH_VARIATIONS)
  395. {
  396. display_perf_models(gnuplot_file, model, (enum starpu_perfmodel_archtype) archid, (enum starpu_perfmodel_archtype) (archid + 1), &first);
  397. return;
  398. }
  399. else
  400. {
  401. fprintf(stderr, "Invalid OpenCL device %d (last valid one is %d)\n", gpuid, STARPU_MAXOPENCLDEVS-1);
  402. exit(-1);
  403. }
  404. }
  405. fprintf(stderr, "Unknown architecture requested, aborting.\n");
  406. exit(-1);
  407. }
  408. }
  409. int main(int argc, char **argv)
  410. {
  411. int ret;
  412. struct starpu_perfmodel model;
  413. #ifdef __MINGW32__
  414. WSADATA wsadata;
  415. WSAStartup(MAKEWORD(1,0), &wsadata);
  416. #endif
  417. parse_args(argc, argv);
  418. if (list)
  419. {
  420. ret = starpu_perfmodel_list(stdout);
  421. if (ret)
  422. {
  423. fprintf(stderr, "The performance model directory is invalid\n");
  424. return 1;
  425. }
  426. return 0;
  427. }
  428. /* Load the performance model associated to the symbol */
  429. ret = starpu_perfmodel_load_symbol(symbol, &model);
  430. if (ret == 1)
  431. {
  432. fprintf(stderr, "The performance model for the symbol <%s> could not be loaded\n", symbol);
  433. return 1;
  434. }
  435. /* If some FxT input was specified, we put the points on the graph */
  436. #ifdef STARPU_USE_FXT
  437. if (!no_fxt_file)
  438. {
  439. starpu_fxt_generate_trace(&options);
  440. snprintf(data_file_name, 256, "starpu_%s.data", symbol);
  441. FILE *data_file = fopen(data_file_name, "w+");
  442. STARPU_ASSERT(data_file);
  443. dump_data_file(data_file);
  444. fclose(data_file);
  445. }
  446. #endif
  447. snprintf(gnuplot_file_name, 256, "starpu_%s.gp", symbol);
  448. snprintf(avg_file_name, 256, "starpu_%s_avg.data", symbol);
  449. FILE *gnuplot_file = fopen(gnuplot_file_name, "w+");
  450. STARPU_ASSERT(gnuplot_file);
  451. display_selected_models(gnuplot_file, &model);
  452. fclose(gnuplot_file);
  453. /* Retrieve the current mode of the gnuplot executable */
  454. struct stat sb;
  455. ret = stat(gnuplot_file_name, &sb);
  456. if (ret)
  457. {
  458. perror("stat");
  459. STARPU_ABORT();
  460. }
  461. /* Make the gnuplot scrit executable for the owner */
  462. ret = chmod(gnuplot_file_name, sb.st_mode|S_IXUSR);
  463. if (ret)
  464. {
  465. perror("chmod");
  466. STARPU_ABORT();
  467. }
  468. _STARPU_DISP("Gnuplot file <%s> generated\n", gnuplot_file_name);
  469. return 0;
  470. }