starpu_audio_processing.c 12 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484
  1. /* StarPU --- Runtime system for heterogeneous multicore architectures.
  2. *
  3. * Copyright (C) 2010-2012 Université de Bordeaux 1
  4. * Copyright (C) 2010 Mehdi Juhoor <mjuhoor@gmail.com>
  5. * Copyright (C) 2010, 2011, 2012, 2013 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 <stdio.h>
  19. #include <stdlib.h>
  20. #include <math.h>
  21. #include <string.h>
  22. #include <sys/types.h>
  23. #include <sys/time.h>
  24. #include <starpu.h>
  25. #include <fftw3.h>
  26. #ifdef STARPU_USE_CUDA
  27. #include <cufft.h>
  28. #endif
  29. /* #define SAVE_RAW 1 */
  30. #define DEFAULTINPUTFILE "input.wav"
  31. #define DEFAULTOUTPUTFILE "output.wav"
  32. #define NSAMPLES (256*1024)
  33. #define SAMPLERATE 44100
  34. static unsigned nsamples = NSAMPLES;
  35. /* This is a band filter, we want to stop everything that is not between LOWFREQ and HIGHFREQ*/
  36. /* LOWFREQ < i * SAMPLERATE / NSAMPLE */
  37. #define LOWFREQ 500U
  38. #define HIFREQ 800U
  39. static const size_t headersize = 37+9;
  40. static FILE *infile, *outfile;
  41. static FILE *infile_raw, *outfile_raw;
  42. static char *inputfilename = DEFAULTINPUTFILE;
  43. static char *outputfilename = DEFAULTOUTPUTFILE;
  44. static unsigned use_pin = 0;
  45. unsigned length_data;
  46. /* buffer containing input WAV data */
  47. float *A;
  48. starpu_data_handle_t A_handle;
  49. /* For performance evaluation */
  50. static struct timeval start;
  51. static struct timeval end;
  52. static unsigned task_per_worker[STARPU_NMAXWORKERS] = {0};
  53. /*
  54. * Functions to Manipulate WAV files
  55. */
  56. unsigned get_wav_data_bytes_length(FILE *file)
  57. {
  58. /* this is clearly suboptimal !! */
  59. fseek(file, headersize, SEEK_SET);
  60. unsigned cnt = 0;
  61. while (fgetc(file) != EOF)
  62. cnt++;
  63. return cnt;
  64. }
  65. void copy_wav_header(FILE *srcfile, FILE *dstfile)
  66. {
  67. unsigned char buffer[128];
  68. fseek(srcfile, 0, SEEK_SET);
  69. fseek(dstfile, 0, SEEK_SET);
  70. fread(buffer, 1, headersize, infile);
  71. fwrite(buffer, 1, headersize, outfile);
  72. }
  73. void read_16bit_wav(FILE *infile, unsigned size, float *arrayout, FILE *save_file)
  74. {
  75. int v;
  76. #if SAVE_RAW
  77. unsigned currentpos = 0;
  78. #endif
  79. /* we skip the header to only keep the data */
  80. fseek(infile, headersize, SEEK_SET);
  81. for (v=0;v<size;v++)
  82. {
  83. signed char val = (signed char)fgetc(infile);
  84. signed char val2 = (signed char)fgetc(infile);
  85. arrayout[v] = 256*val2 + val;
  86. #if SAVE_RAW
  87. fprintf(save_file, "%d %f\n", currentpos++, arrayout[v]);
  88. #endif
  89. }
  90. }
  91. /* we only write the data, not the header !*/
  92. void write_16bit_wav(FILE *outfile, unsigned size, float *arrayin, FILE *save_file)
  93. {
  94. int v;
  95. #if SAVE_RAW
  96. unsigned currentpos = 0;
  97. #endif
  98. /* we assume that the header is copied using copy_wav_header */
  99. fseek(outfile, headersize, SEEK_SET);
  100. for (v=0;v<size;v++)
  101. {
  102. signed char val = ((int)arrayin[v]) % 256;
  103. signed char val2 = ((int)arrayin[v]) / 256;
  104. fputc(val, outfile);
  105. fputc(val2, outfile);
  106. #if SAVE_RAW
  107. if (save_file)
  108. fprintf(save_file, "%d %f\n", currentpos++, arrayin[v]);
  109. #endif
  110. }
  111. }
  112. /*
  113. *
  114. * The actual kernels
  115. *
  116. */
  117. /* we don't reinitialize the CUFFT plan for every kernel, so we "cache" it */
  118. typedef struct
  119. {
  120. unsigned is_initialized;
  121. #ifdef STARPU_USE_CUDA
  122. cufftHandle plan;
  123. cufftHandle inv_plan;
  124. cufftComplex *localout;
  125. #endif
  126. fftwf_complex *localout_cpu;
  127. float *Acopy;
  128. fftwf_plan plan_cpu;
  129. fftwf_plan inv_plan_cpu;
  130. } fft_plan_cache;
  131. static fft_plan_cache plans[STARPU_NMAXWORKERS];
  132. #ifdef STARPU_USE_CUDA
  133. static void band_filter_kernel_gpu(void *descr[], STARPU_ATTRIBUTE_UNUSED void *arg)
  134. {
  135. cufftResult cures;
  136. float *localA = (float *)STARPU_VECTOR_GET_PTR(descr[0]);
  137. cufftComplex *localout;
  138. int workerid = starpu_worker_get_id();
  139. /* initialize the plane only during the first iteration */
  140. if (!plans[workerid].is_initialized)
  141. {
  142. cures = cufftPlan1d(&plans[workerid].plan, nsamples, CUFFT_R2C, 1);
  143. STARPU_ASSERT(cures == CUFFT_SUCCESS);
  144. cufftSetStream(plans[workerid].plan, starpu_cuda_get_local_stream());
  145. cures = cufftPlan1d(&plans[workerid].inv_plan, nsamples, CUFFT_C2R, 1);
  146. STARPU_ASSERT(cures == CUFFT_SUCCESS);
  147. cufftSetStream(plans[workerid].inv_plan, starpu_cuda_get_local_stream());
  148. cudaMalloc((void **)&plans[workerid].localout,
  149. nsamples*sizeof(cufftComplex));
  150. STARPU_ASSERT(plans[workerid].localout);
  151. plans[workerid].is_initialized = 1;
  152. }
  153. localout = plans[workerid].localout;
  154. /* FFT */
  155. cures = cufftExecR2C(plans[workerid].plan, localA, localout);
  156. STARPU_ASSERT(cures == CUFFT_SUCCESS);
  157. /* filter low freqs */
  158. unsigned lowfreq_index = (LOWFREQ*nsamples)/SAMPLERATE;
  159. cudaMemsetAsync(&localout[0], 0, lowfreq_index*sizeof(fftwf_complex), starpu_cuda_get_local_stream());
  160. /* filter high freqs */
  161. unsigned hifreq_index = (HIFREQ*nsamples)/SAMPLERATE;
  162. cudaMemsetAsync(&localout[hifreq_index], nsamples/2, (nsamples/2 - hifreq_index)*sizeof(fftwf_complex), starpu_cuda_get_local_stream());
  163. /* inverse FFT */
  164. cures = cufftExecC2R(plans[workerid].inv_plan, localout, localA);
  165. STARPU_ASSERT(cures == CUFFT_SUCCESS);
  166. /* FFTW does not normalize its output ! */
  167. cublasSscal (nsamples, 1.0f/nsamples, localA, 1);
  168. cudaStreamSynchronize(starpu_cuda_get_local_stream());
  169. }
  170. #endif
  171. static starpu_pthread_mutex_t fftw_mutex = PTHREAD_MUTEX_INITIALIZER;
  172. static void band_filter_kernel_cpu(void *descr[], STARPU_ATTRIBUTE_UNUSED void *arg)
  173. {
  174. float *localA = (float *)STARPU_VECTOR_GET_PTR(descr[0]);
  175. int workerid = starpu_worker_get_id();
  176. /* initialize the plane only during the first iteration */
  177. if (!plans[workerid].is_initialized)
  178. {
  179. plans[workerid].localout_cpu = malloc(nsamples*sizeof(fftwf_complex));
  180. plans[workerid].Acopy = malloc(nsamples*sizeof(float));
  181. /* create plans, only "fftwf_execute" is thread safe in FFTW ... */
  182. starpu_pthread_mutex_lock(&fftw_mutex);
  183. plans[workerid].plan_cpu = fftwf_plan_dft_r2c_1d(nsamples,
  184. plans[workerid].Acopy,
  185. plans[workerid].localout_cpu,
  186. FFTW_ESTIMATE);
  187. plans[workerid].inv_plan_cpu = fftwf_plan_dft_c2r_1d(nsamples,
  188. plans[workerid].localout_cpu,
  189. plans[workerid].Acopy,
  190. FFTW_ESTIMATE);
  191. starpu_pthread_mutex_unlock(&fftw_mutex);
  192. plans[workerid].is_initialized = 1;
  193. }
  194. fftwf_complex *localout = plans[workerid].localout_cpu;
  195. /* copy data into the temporary buffer */
  196. memcpy(plans[workerid].Acopy, localA, nsamples*sizeof(float));
  197. /* FFT */
  198. fftwf_execute(plans[workerid].plan_cpu);
  199. /* filter low freqs */
  200. unsigned lowfreq_index = (LOWFREQ*nsamples)/SAMPLERATE;
  201. memset(&localout[0], 0, lowfreq_index*sizeof(fftwf_complex));
  202. /* filter high freqs */
  203. unsigned hifreq_index = (HIFREQ*nsamples)/SAMPLERATE;
  204. memset(&localout[hifreq_index], nsamples/2, (nsamples/2 - hifreq_index)*sizeof(fftwf_complex));
  205. /* inverse FFT */
  206. fftwf_execute(plans[workerid].inv_plan_cpu);
  207. /* copy data into the temporary buffer */
  208. memcpy(localA, plans[workerid].Acopy, nsamples*sizeof(float));
  209. /* FFTW does not normalize its output ! */
  210. /* TODO use BLAS ?*/
  211. int i;
  212. for (i = 0; i < nsamples; i++)
  213. localA[i] /= nsamples;
  214. }
  215. struct starpu_perfmodel band_filter_model =
  216. {
  217. .type = STARPU_HISTORY_BASED,
  218. .symbol = "FFT_band_filter"
  219. };
  220. static struct starpu_codelet band_filter_cl =
  221. {
  222. .modes = { STARPU_RW },
  223. #ifdef STARPU_USE_CUDA
  224. .cuda_funcs = {band_filter_kernel_gpu, NULL},
  225. #endif
  226. .cpu_funcs = {band_filter_kernel_cpu, NULL},
  227. .model = &band_filter_model,
  228. .nbuffers = 1
  229. };
  230. void callback(void *arg)
  231. {
  232. /* do some accounting */
  233. int id = starpu_worker_get_id();
  234. task_per_worker[id]++;
  235. }
  236. void create_starpu_task(unsigned iter)
  237. {
  238. int ret;
  239. struct starpu_task *task = starpu_task_create();
  240. task->cl = &band_filter_cl;
  241. task->handles[0] = starpu_data_get_sub_data(A_handle, 1, iter);
  242. task->callback_func = callback;
  243. task->callback_arg = NULL;
  244. ret = starpu_task_submit(task);
  245. STARPU_CHECK_RETURN_VALUE(ret, "starpu_task_submit");
  246. }
  247. static void init_problem(void)
  248. {
  249. infile = fopen(inputfilename, "r");
  250. if (outputfilename)
  251. outfile = fopen(outputfilename, "w+");
  252. #if SAVE_RAW
  253. infile_raw = fopen("input.raw", "w");
  254. outfile_raw = fopen("output.raw", "w");
  255. #endif
  256. /* copy input's header into output WAV */
  257. if (outputfilename)
  258. copy_wav_header(infile, outfile);
  259. /* read length of input WAV's data */
  260. /* each element is 2 bytes long (16bits)*/
  261. length_data = get_wav_data_bytes_length(infile)/2;
  262. /* allocate a buffer to store the content of input file */
  263. if (use_pin)
  264. {
  265. starpu_malloc((void **)&A, length_data*sizeof(float));
  266. }
  267. else
  268. {
  269. A = malloc(length_data*sizeof(float));
  270. }
  271. /* allocate working buffer (this could be done online, but we'll keep it simple) */
  272. /* starpu_data_malloc_pinned_if_possible((void **)&outdata, length_data*sizeof(fftwf_complex)); */
  273. /* read input data into buffer "A" */
  274. read_16bit_wav(infile, length_data, A, infile_raw);
  275. }
  276. static void parse_args(int argc, char **argv)
  277. {
  278. int i;
  279. for (i = 1; i < argc; i++)
  280. {
  281. if (strcmp(argv[i], "-h") == 0)
  282. {
  283. fprintf(stderr, "Usage: %s [-pin] [-nsamples block_size] [-i input.wav] [-o output.wav | -no-output] [-h]\n", argv[0]);
  284. exit(-1);
  285. }
  286. if (strcmp(argv[i], "-i") == 0)
  287. {
  288. inputfilename = argv[++i];;
  289. }
  290. if (strcmp(argv[i], "-o") == 0)
  291. {
  292. outputfilename = argv[++i];;
  293. }
  294. if (strcmp(argv[i], "-no-output") == 0)
  295. {
  296. outputfilename = NULL;;
  297. }
  298. /* block size */
  299. if (strcmp(argv[i], "-nsamples") == 0)
  300. {
  301. char *argptr;
  302. nsamples = strtol(argv[++i], &argptr, 10);
  303. }
  304. if (strcmp(argv[i], "-pin") == 0)
  305. {
  306. use_pin = 1;
  307. }
  308. }
  309. }
  310. int main(int argc, char **argv)
  311. {
  312. unsigned iter;
  313. int ret;
  314. parse_args(argc, argv);
  315. fprintf(stderr, "Reading input data\n");
  316. init_problem();
  317. unsigned niter = length_data/nsamples;
  318. fprintf(stderr, "input: %s\noutput: %s\n#chunks %d\n", inputfilename, outputfilename, niter);
  319. /* launch StarPU */
  320. ret = starpu_init(NULL);
  321. if (ret == -ENODEV)
  322. return 77;
  323. STARPU_CHECK_RETURN_VALUE(ret, "starpu_init");
  324. starpu_cublas_init();
  325. starpu_vector_data_register(&A_handle, STARPU_MAIN_RAM, (uintptr_t)A, niter*nsamples, sizeof(float));
  326. struct starpu_data_filter f =
  327. {
  328. .filter_func = starpu_vector_filter_block,
  329. .nchildren = niter
  330. };
  331. starpu_data_partition(A_handle, &f);
  332. for (iter = 0; iter < niter; iter++)
  333. starpu_data_set_wt_mask(starpu_data_get_sub_data(A_handle, 1, iter), 1<<0);
  334. gettimeofday(&start, NULL);
  335. for (iter = 0; iter < niter; iter++)
  336. {
  337. create_starpu_task(iter);
  338. }
  339. starpu_task_wait_for_all();
  340. gettimeofday(&end, NULL);
  341. double timing = (double)((end.tv_sec - start.tv_sec)*1000000 + (end.tv_usec - start.tv_usec));
  342. fprintf(stderr, "Computation took %2.2f ms\n", timing/1000);
  343. int worker;
  344. for (worker = 0; worker < STARPU_NMAXWORKERS; worker++)
  345. {
  346. if (task_per_worker[worker])
  347. {
  348. char name[32];
  349. starpu_worker_get_name(worker, name, 32);
  350. unsigned long bytes = nsamples*sizeof(float)*task_per_worker[worker];
  351. fprintf(stderr, "\t%s -> %2.2f MB\t%2.2f\tMB/s\t%2.2f %%\n", name, (1.0*bytes)/(1024*1024), bytes/timing, (100.0*task_per_worker[worker])/niter);
  352. }
  353. }
  354. if (outputfilename)
  355. fprintf(stderr, "Writing output data\n");
  356. /* make sure that the output is in RAM before quitting StarPU */
  357. starpu_data_unpartition(A_handle, STARPU_MAIN_RAM);
  358. starpu_data_unregister(A_handle);
  359. starpu_cublas_shutdown();
  360. /* we are done ! */
  361. starpu_shutdown();
  362. fclose(infile);
  363. if (outputfilename)
  364. {
  365. write_16bit_wav(outfile, length_data, A, outfile_raw);
  366. fclose(outfile);
  367. }
  368. #if SAVE_RAW
  369. fclose(infile_raw);
  370. fclose(outfile_raw);
  371. #endif
  372. return 0;
  373. }