starpu_audio_processing.c 11 KB

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