starpu_perfmodel_plot.c 13 KB

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