starpu_audio_processing.c 11 KB

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  1. /* StarPU --- Runtime system for heterogeneous multicore architectures.
  2. *
  3. * Copyright (C) 2010-2012, 2014 Université de Bordeaux
  4. * Copyright (C) 2010 Mehdi Juhoor <mjuhoor@gmail.com>
  5. * Copyright (C) 2010, 2011, 2012, 2013 CNRS
  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 <starpu.h>
  24. #include <fftw3.h>
  25. #ifdef STARPU_USE_CUDA
  26. #include <cufft.h>
  27. #endif
  28. /* #define SAVE_RAW 1 */
  29. #define DEFAULTINPUTFILE "input.wav"
  30. #define DEFAULTOUTPUTFILE "output.wav"
  31. #define NSAMPLES (256*1024)
  32. #define SAMPLERATE 44100
  33. static unsigned nsamples = NSAMPLES;
  34. /* This is a band filter, we want to stop everything that is not between LOWFREQ and HIGHFREQ*/
  35. /* LOWFREQ < i * SAMPLERATE / NSAMPLE */
  36. #define LOWFREQ 500U
  37. #define HIFREQ 800U
  38. static const size_t headersize = 37+9;
  39. static FILE *infile, *outfile;
  40. static FILE *infile_raw, *outfile_raw;
  41. static char *inputfilename = DEFAULTINPUTFILE;
  42. static char *outputfilename = DEFAULTOUTPUTFILE;
  43. static unsigned use_pin = 0;
  44. unsigned length_data;
  45. /* buffer containing input WAV data */
  46. float *A;
  47. starpu_data_handle_t A_handle;
  48. /* For performance evaluation */
  49. static double start;
  50. static double end;
  51. static unsigned task_per_worker[STARPU_NMAXWORKERS] = {0};
  52. /*
  53. * Functions to Manipulate WAV files
  54. */
  55. unsigned get_wav_data_bytes_length(FILE *file)
  56. {
  57. /* this is clearly suboptimal !! */
  58. fseek(file, headersize, SEEK_SET);
  59. unsigned cnt = 0;
  60. while (fgetc(file) != EOF)
  61. cnt++;
  62. return cnt;
  63. }
  64. void copy_wav_header(FILE *srcfile, FILE *dstfile)
  65. {
  66. unsigned char buffer[128];
  67. fseek(srcfile, 0, SEEK_SET);
  68. fseek(dstfile, 0, SEEK_SET);
  69. fread(buffer, 1, headersize, infile);
  70. fwrite(buffer, 1, headersize, outfile);
  71. }
  72. void read_16bit_wav(FILE *infile, unsigned size, float *arrayout, FILE *save_file)
  73. {
  74. int v;
  75. #if SAVE_RAW
  76. unsigned currentpos = 0;
  77. #endif
  78. /* we skip the header to only keep the data */
  79. fseek(infile, headersize, SEEK_SET);
  80. for (v=0;v<size;v++)
  81. {
  82. signed char val = (signed char)fgetc(infile);
  83. signed char val2 = (signed char)fgetc(infile);
  84. arrayout[v] = 256*val2 + val;
  85. #if SAVE_RAW
  86. fprintf(save_file, "%d %f\n", currentpos++, arrayout[v]);
  87. #endif
  88. }
  89. }
  90. /* we only write the data, not the header !*/
  91. void write_16bit_wav(FILE *outfile, unsigned size, float *arrayin, FILE *save_file)
  92. {
  93. int v;
  94. #if SAVE_RAW
  95. unsigned currentpos = 0;
  96. #endif
  97. /* we assume that the header is copied using copy_wav_header */
  98. fseek(outfile, headersize, SEEK_SET);
  99. for (v=0;v<size;v++)
  100. {
  101. signed char val = ((int)arrayin[v]) % 256;
  102. signed char val2 = ((int)arrayin[v]) / 256;
  103. fputc(val, outfile);
  104. fputc(val2, outfile);
  105. #if SAVE_RAW
  106. if (save_file)
  107. fprintf(save_file, "%d %f\n", currentpos++, arrayin[v]);
  108. #endif
  109. }
  110. }
  111. /*
  112. *
  113. * The actual kernels
  114. *
  115. */
  116. /* we don't reinitialize the CUFFT plan for every kernel, so we "cache" it */
  117. typedef struct
  118. {
  119. unsigned is_initialized;
  120. #ifdef STARPU_USE_CUDA
  121. cufftHandle plan;
  122. cufftHandle inv_plan;
  123. cufftComplex *localout;
  124. #endif
  125. fftwf_complex *localout_cpu;
  126. float *Acopy;
  127. fftwf_plan plan_cpu;
  128. fftwf_plan inv_plan_cpu;
  129. } fft_plan_cache;
  130. static fft_plan_cache plans[STARPU_NMAXWORKERS];
  131. #ifdef STARPU_USE_CUDA
  132. static void band_filter_kernel_gpu(void *descr[], STARPU_ATTRIBUTE_UNUSED void *arg)
  133. {
  134. cufftResult cures;
  135. float *localA = (float *)STARPU_VECTOR_GET_PTR(descr[0]);
  136. cufftComplex *localout;
  137. int workerid = starpu_worker_get_id();
  138. /* initialize the plane only during the first iteration */
  139. if (!plans[workerid].is_initialized)
  140. {
  141. cures = cufftPlan1d(&plans[workerid].plan, nsamples, CUFFT_R2C, 1);
  142. STARPU_ASSERT(cures == CUFFT_SUCCESS);
  143. cufftSetStream(plans[workerid].plan, starpu_cuda_get_local_stream());
  144. cures = cufftPlan1d(&plans[workerid].inv_plan, nsamples, CUFFT_C2R, 1);
  145. STARPU_ASSERT(cures == CUFFT_SUCCESS);
  146. cufftSetStream(plans[workerid].inv_plan, starpu_cuda_get_local_stream());
  147. cudaMalloc((void **)&plans[workerid].localout,
  148. nsamples*sizeof(cufftComplex));
  149. STARPU_ASSERT(plans[workerid].localout);
  150. plans[workerid].is_initialized = 1;
  151. }
  152. localout = plans[workerid].localout;
  153. /* FFT */
  154. cures = cufftExecR2C(plans[workerid].plan, localA, localout);
  155. STARPU_ASSERT(cures == CUFFT_SUCCESS);
  156. /* filter low freqs */
  157. unsigned lowfreq_index = (LOWFREQ*nsamples)/SAMPLERATE;
  158. cudaMemsetAsync(&localout[0], 0, lowfreq_index*sizeof(fftwf_complex), starpu_cuda_get_local_stream());
  159. /* filter high freqs */
  160. unsigned hifreq_index = (HIFREQ*nsamples)/SAMPLERATE;
  161. cudaMemsetAsync(&localout[hifreq_index], nsamples/2, (nsamples/2 - hifreq_index)*sizeof(fftwf_complex), starpu_cuda_get_local_stream());
  162. /* inverse FFT */
  163. cures = cufftExecC2R(plans[workerid].inv_plan, localout, localA);
  164. STARPU_ASSERT(cures == CUFFT_SUCCESS);
  165. /* FFTW does not normalize its output ! */
  166. cublasSscal (nsamples, 1.0f/nsamples, localA, 1);
  167. }
  168. #endif
  169. static starpu_pthread_mutex_t fftw_mutex = PTHREAD_MUTEX_INITIALIZER;
  170. static void band_filter_kernel_cpu(void *descr[], STARPU_ATTRIBUTE_UNUSED void *arg)
  171. {
  172. float *localA = (float *)STARPU_VECTOR_GET_PTR(descr[0]);
  173. int workerid = starpu_worker_get_id();
  174. /* initialize the plane only during the first iteration */
  175. if (!plans[workerid].is_initialized)
  176. {
  177. plans[workerid].localout_cpu = malloc(nsamples*sizeof(fftwf_complex));
  178. plans[workerid].Acopy = malloc(nsamples*sizeof(float));
  179. /* create plans, only "fftwf_execute" is thread safe in FFTW ... */
  180. starpu_pthread_mutex_lock(&fftw_mutex);
  181. plans[workerid].plan_cpu = fftwf_plan_dft_r2c_1d(nsamples,
  182. plans[workerid].Acopy,
  183. plans[workerid].localout_cpu,
  184. FFTW_ESTIMATE);
  185. plans[workerid].inv_plan_cpu = fftwf_plan_dft_c2r_1d(nsamples,
  186. plans[workerid].localout_cpu,
  187. plans[workerid].Acopy,
  188. FFTW_ESTIMATE);
  189. starpu_pthread_mutex_unlock(&fftw_mutex);
  190. plans[workerid].is_initialized = 1;
  191. }
  192. fftwf_complex *localout = plans[workerid].localout_cpu;
  193. /* copy data into the temporary buffer */
  194. memcpy(plans[workerid].Acopy, localA, nsamples*sizeof(float));
  195. /* FFT */
  196. fftwf_execute(plans[workerid].plan_cpu);
  197. /* filter low freqs */
  198. unsigned lowfreq_index = (LOWFREQ*nsamples)/SAMPLERATE;
  199. memset(&localout[0], 0, lowfreq_index*sizeof(fftwf_complex));
  200. /* filter high freqs */
  201. unsigned hifreq_index = (HIFREQ*nsamples)/SAMPLERATE;
  202. memset(&localout[hifreq_index], nsamples/2, (nsamples/2 - hifreq_index)*sizeof(fftwf_complex));
  203. /* inverse FFT */
  204. fftwf_execute(plans[workerid].inv_plan_cpu);
  205. /* copy data into the temporary buffer */
  206. memcpy(localA, plans[workerid].Acopy, nsamples*sizeof(float));
  207. /* FFTW does not normalize its output ! */
  208. /* TODO use BLAS ?*/
  209. int i;
  210. for (i = 0; i < nsamples; i++)
  211. localA[i] /= nsamples;
  212. }
  213. struct starpu_perfmodel band_filter_model =
  214. {
  215. .type = STARPU_HISTORY_BASED,
  216. .symbol = "FFT_band_filter"
  217. };
  218. static struct starpu_codelet band_filter_cl =
  219. {
  220. .modes = { STARPU_RW },
  221. #ifdef STARPU_USE_CUDA
  222. .cuda_funcs = {band_filter_kernel_gpu},
  223. .cuda_flags = {STARPU_CUDA_ASYNC},
  224. #endif
  225. .cpu_funcs = {band_filter_kernel_cpu},
  226. .model = &band_filter_model,
  227. .nbuffers = 1
  228. };
  229. void callback(void *arg)
  230. {
  231. /* do some accounting */
  232. int id = starpu_worker_get_id();
  233. task_per_worker[id]++;
  234. }
  235. void create_starpu_task(unsigned iter)
  236. {
  237. int ret;
  238. struct starpu_task *task = starpu_task_create();
  239. task->cl = &band_filter_cl;
  240. task->handles[0] = starpu_data_get_sub_data(A_handle, 1, iter);
  241. task->callback_func = callback;
  242. task->callback_arg = NULL;
  243. ret = starpu_task_submit(task);
  244. STARPU_CHECK_RETURN_VALUE(ret, "starpu_task_submit");
  245. }
  246. static void init_problem(void)
  247. {
  248. infile = fopen(inputfilename, "r");
  249. if (outputfilename)
  250. outfile = fopen(outputfilename, "w+");
  251. #if SAVE_RAW
  252. infile_raw = fopen("input.raw", "w");
  253. outfile_raw = fopen("output.raw", "w");
  254. #endif
  255. /* copy input's header into output WAV */
  256. if (outputfilename)
  257. copy_wav_header(infile, outfile);
  258. /* read length of input WAV's data */
  259. /* each element is 2 bytes long (16bits)*/
  260. length_data = get_wav_data_bytes_length(infile)/2;
  261. /* allocate a buffer to store the content of input file */
  262. if (use_pin)
  263. {
  264. starpu_malloc((void **)&A, length_data*sizeof(float));
  265. }
  266. else
  267. {
  268. A = malloc(length_data*sizeof(float));
  269. }
  270. /* allocate working buffer (this could be done online, but we'll keep it simple) */
  271. /* starpu_data_malloc_pinned_if_possible((void **)&outdata, length_data*sizeof(fftwf_complex)); */
  272. /* read input data into buffer "A" */
  273. read_16bit_wav(infile, length_data, A, infile_raw);
  274. }
  275. static void parse_args(int argc, char **argv)
  276. {
  277. int i;
  278. for (i = 1; i < argc; i++)
  279. {
  280. if (strcmp(argv[i], "-h") == 0)
  281. {
  282. fprintf(stderr, "Usage: %s [-pin] [-nsamples block_size] [-i input.wav] [-o output.wav | -no-output] [-h]\n", argv[0]);
  283. exit(-1);
  284. }
  285. if (strcmp(argv[i], "-i") == 0)
  286. {
  287. inputfilename = argv[++i];;
  288. }
  289. if (strcmp(argv[i], "-o") == 0)
  290. {
  291. outputfilename = argv[++i];;
  292. }
  293. if (strcmp(argv[i], "-no-output") == 0)
  294. {
  295. outputfilename = NULL;;
  296. }
  297. /* block size */
  298. if (strcmp(argv[i], "-nsamples") == 0)
  299. {
  300. char *argptr;
  301. nsamples = strtol(argv[++i], &argptr, 10);
  302. }
  303. if (strcmp(argv[i], "-pin") == 0)
  304. {
  305. use_pin = 1;
  306. }
  307. }
  308. }
  309. int main(int argc, char **argv)
  310. {
  311. unsigned iter;
  312. int ret;
  313. parse_args(argc, argv);
  314. fprintf(stderr, "Reading input data\n");
  315. init_problem();
  316. unsigned niter = length_data/nsamples;
  317. fprintf(stderr, "input: %s\noutput: %s\n#chunks %d\n", inputfilename, outputfilename, niter);
  318. /* launch StarPU */
  319. ret = starpu_init(NULL);
  320. if (ret == -ENODEV)
  321. return 77;
  322. STARPU_CHECK_RETURN_VALUE(ret, "starpu_init");
  323. starpu_cublas_init();
  324. starpu_vector_data_register(&A_handle, STARPU_MAIN_RAM, (uintptr_t)A, niter*nsamples, sizeof(float));
  325. struct starpu_data_filter f =
  326. {
  327. .filter_func = starpu_vector_filter_block,
  328. .nchildren = niter
  329. };
  330. starpu_data_partition(A_handle, &f);
  331. for (iter = 0; iter < niter; iter++)
  332. starpu_data_set_wt_mask(starpu_data_get_sub_data(A_handle, 1, iter), 1<<0);
  333. start = starpu_timing_now();
  334. for (iter = 0; iter < niter; iter++)
  335. {
  336. create_starpu_task(iter);
  337. }
  338. starpu_task_wait_for_all();
  339. end = starpu_timing_now();
  340. double timing = end - start;
  341. fprintf(stderr, "Computation took %2.2f ms\n", timing/1000);
  342. int worker;
  343. for (worker = 0; worker < STARPU_NMAXWORKERS; worker++)
  344. {
  345. if (task_per_worker[worker])
  346. {
  347. char name[32];
  348. starpu_worker_get_name(worker, name, 32);
  349. unsigned long bytes = nsamples*sizeof(float)*task_per_worker[worker];
  350. 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);
  351. }
  352. }
  353. if (outputfilename)
  354. fprintf(stderr, "Writing output data\n");
  355. /* make sure that the output is in RAM before quitting StarPU */
  356. starpu_data_unpartition(A_handle, STARPU_MAIN_RAM);
  357. starpu_data_unregister(A_handle);
  358. starpu_cublas_shutdown();
  359. /* we are done ! */
  360. starpu_shutdown();
  361. fclose(infile);
  362. if (outputfilename)
  363. {
  364. write_16bit_wav(outfile, length_data, A, outfile_raw);
  365. fclose(outfile);
  366. }
  367. #if SAVE_RAW
  368. fclose(infile_raw);
  369. fclose(outfile_raw);
  370. #endif
  371. return 0;
  372. }