sherpa-ncnn-ffmpeg.cc 15 KB

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  1. /**
  2. * Copyright (c) 2023 Xiaomi Corporation (authors: Fangjun Kuang)
  3. *
  4. * See LICENSE for clarification regarding multiple authors
  5. *
  6. * Licensed under the Apache License, Version 2.0 (the "License");
  7. * you may not use this file except in compliance with the License.
  8. * You may obtain a copy of the License at
  9. *
  10. * http://www.apache.org/licenses/LICENSE-2.0
  11. *
  12. * Unless required by applicable law or agreed to in writing, software
  13. * distributed under the License is distributed on an "AS IS" BASIS,
  14. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  15. * See the License for the specific language governing permissions and
  16. * limitations under the License.
  17. */
  18. #include <signal.h>
  19. #include <stdio.h>
  20. #include <stdlib.h>
  21. #include <string.h>
  22. #include <string>
  23. #include <cctype> // std::tolower
  24. #include "sherpa-ncnn/csrc/display.h"
  25. #include "sherpa-ncnn/csrc/recognizer.h"
  26. /*
  27. * The MIT License (MIT)
  28. *
  29. * Copyright (c) 2010 Nicolas George
  30. * Copyright (c) 2011 Stefano Sabatini
  31. * Copyright (c) 2012 Clément Bœsch
  32. *
  33. * Permission is hereby granted, free of charge, to any person obtaining a copy
  34. * of this software and associated documentation files (the "Software"), to deal
  35. * in the Software without restriction, including without limitation the rights
  36. * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
  37. * copies of the Software, and to permit persons to whom the Software is
  38. * furnished to do so, subject to the following conditions:
  39. *
  40. * The above copyright notice and this permission notice shall be included in
  41. * all copies or substantial portions of the Software.
  42. *
  43. * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
  44. * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
  45. * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL
  46. * THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
  47. * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
  48. * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
  49. * THE SOFTWARE.
  50. */
  51. /**
  52. * @file audio decoding and filtering usage example
  53. * @example sherpa-ncnn-ffmpeg.c
  54. *
  55. * Demux, decode and filter audio input file, generate a raw audio
  56. * file to be played with ffplay.
  57. */
  58. #include <unistd.h>
  59. #ifdef __cplusplus
  60. extern "C" {
  61. #endif
  62. #include <libavcodec/avcodec.h>
  63. #include <libavfilter/buffersink.h>
  64. #include <libavfilter/buffersrc.h>
  65. #include <libavformat/avformat.h>
  66. #include <libavutil/channel_layout.h>
  67. #include <libavutil/opt.h>
  68. #include <libavutil/samplefmt.h>
  69. #ifdef __cplusplus
  70. }
  71. #endif
  72. static const char *filter_descr =
  73. "aresample=16000,aformat=sample_fmts=s16:channel_layouts=mono";
  74. static AVFormatContext *fmt_ctx;
  75. static AVCodecContext *dec_ctx;
  76. AVFilterContext *buffersink_ctx;
  77. AVFilterContext *buffersrc_ctx;
  78. AVFilterGraph *filter_graph;
  79. static int audio_stream_index = -1;
  80. static int open_input_file(const char *filename) {
  81. const AVCodec *dec;
  82. int ret;
  83. if ((ret = avformat_open_input(&fmt_ctx, filename, NULL, NULL)) < 0) {
  84. av_log(NULL, AV_LOG_ERROR, "Cannot open input file %s\n", filename);
  85. return ret;
  86. }
  87. if ((ret = avformat_find_stream_info(fmt_ctx, NULL)) < 0) {
  88. av_log(NULL, AV_LOG_ERROR, "Cannot find stream information\n");
  89. return ret;
  90. }
  91. /* select the audio stream */
  92. ret = av_find_best_stream(fmt_ctx, AVMEDIA_TYPE_AUDIO, -1, -1, &dec, 0);
  93. if (ret < 0) {
  94. av_log(NULL, AV_LOG_ERROR,
  95. "Cannot find an audio stream in the input file\n");
  96. return ret;
  97. }
  98. audio_stream_index = ret;
  99. /* create decoding context */
  100. dec_ctx = avcodec_alloc_context3(dec);
  101. if (!dec_ctx) return AVERROR(ENOMEM);
  102. avcodec_parameters_to_context(dec_ctx,
  103. fmt_ctx->streams[audio_stream_index]->codecpar);
  104. /* init the audio decoder */
  105. if ((ret = avcodec_open2(dec_ctx, dec, NULL)) < 0) {
  106. av_log(NULL, AV_LOG_ERROR, "Cannot open audio decoder\n");
  107. return ret;
  108. }
  109. return 0;
  110. }
  111. static int init_filters(const char *filters_descr) {
  112. char args[512];
  113. int ret = 0;
  114. const AVFilter *abuffersrc = avfilter_get_by_name("abuffer");
  115. const AVFilter *abuffersink = avfilter_get_by_name("abuffersink");
  116. AVFilterInOut *outputs = avfilter_inout_alloc();
  117. AVFilterInOut *inputs = avfilter_inout_alloc();
  118. static const enum AVSampleFormat out_sample_fmts[] = {AV_SAMPLE_FMT_S16,
  119. AV_SAMPLE_FMT_NONE};
  120. static const int out_sample_rates[] = {16000, -1};
  121. const AVFilterLink *outlink;
  122. AVRational time_base = fmt_ctx->streams[audio_stream_index]->time_base;
  123. filter_graph = avfilter_graph_alloc();
  124. if (!outputs || !inputs || !filter_graph) {
  125. ret = AVERROR(ENOMEM);
  126. goto end;
  127. }
  128. /* buffer audio source: the decoded frames from the decoder will be inserted
  129. * here. */
  130. if (dec_ctx->ch_layout.order == AV_CHANNEL_ORDER_UNSPEC)
  131. av_channel_layout_default(&dec_ctx->ch_layout,
  132. dec_ctx->ch_layout.nb_channels);
  133. ret = snprintf(args, sizeof(args),
  134. "time_base=%d/%d:sample_rate=%d:sample_fmt=%s:channel_layout=",
  135. time_base.num, time_base.den, dec_ctx->sample_rate,
  136. av_get_sample_fmt_name(dec_ctx->sample_fmt));
  137. av_channel_layout_describe(&dec_ctx->ch_layout, args + ret,
  138. sizeof(args) - ret);
  139. ret = avfilter_graph_create_filter(&buffersrc_ctx, abuffersrc, "in", args,
  140. NULL, filter_graph);
  141. if (ret < 0) {
  142. av_log(NULL, AV_LOG_ERROR, "Cannot create audio buffer source\n");
  143. goto end;
  144. }
  145. /* buffer audio sink: to terminate the filter chain. */
  146. ret = avfilter_graph_create_filter(&buffersink_ctx, abuffersink, "out", NULL,
  147. NULL, filter_graph);
  148. if (ret < 0) {
  149. av_log(NULL, AV_LOG_ERROR, "Cannot create audio buffer sink\n");
  150. goto end;
  151. }
  152. ret = av_opt_set_int_list(buffersink_ctx, "sample_fmts", out_sample_fmts, -1,
  153. AV_OPT_SEARCH_CHILDREN);
  154. if (ret < 0) {
  155. av_log(NULL, AV_LOG_ERROR, "Cannot set output sample format\n");
  156. goto end;
  157. }
  158. ret =
  159. av_opt_set(buffersink_ctx, "ch_layouts", "mono", AV_OPT_SEARCH_CHILDREN);
  160. if (ret < 0) {
  161. av_log(NULL, AV_LOG_ERROR, "Cannot set output channel layout\n");
  162. goto end;
  163. }
  164. ret = av_opt_set_int_list(buffersink_ctx, "sample_rates", out_sample_rates,
  165. -1, AV_OPT_SEARCH_CHILDREN);
  166. if (ret < 0) {
  167. av_log(NULL, AV_LOG_ERROR, "Cannot set output sample rate\n");
  168. goto end;
  169. }
  170. /*
  171. * Set the endpoints for the filter graph. The filter_graph will
  172. * be linked to the graph described by filters_descr.
  173. */
  174. /*
  175. * The buffer source output must be connected to the input pad of
  176. * the first filter described by filters_descr; since the first
  177. * filter input label is not specified, it is set to "in" by
  178. * default.
  179. */
  180. outputs->name = av_strdup("in");
  181. outputs->filter_ctx = buffersrc_ctx;
  182. outputs->pad_idx = 0;
  183. outputs->next = NULL;
  184. /*
  185. * The buffer sink input must be connected to the output pad of
  186. * the last filter described by filters_descr; since the last
  187. * filter output label is not specified, it is set to "out" by
  188. * default.
  189. */
  190. inputs->name = av_strdup("out");
  191. inputs->filter_ctx = buffersink_ctx;
  192. inputs->pad_idx = 0;
  193. inputs->next = NULL;
  194. if ((ret = avfilter_graph_parse_ptr(filter_graph, filters_descr, &inputs,
  195. &outputs, NULL)) < 0)
  196. goto end;
  197. if ((ret = avfilter_graph_config(filter_graph, NULL)) < 0) goto end;
  198. /* Print summary of the sink buffer
  199. * Note: args buffer is reused to store channel layout string */
  200. outlink = buffersink_ctx->inputs[0];
  201. av_channel_layout_describe(&outlink->ch_layout, args, sizeof(args));
  202. av_log(NULL, AV_LOG_INFO, "Output: srate:%dHz fmt:%s chlayout:%s\n",
  203. (int)outlink->sample_rate,
  204. (char *)av_x_if_null(
  205. av_get_sample_fmt_name((AVSampleFormat)outlink->format), "?"),
  206. args);
  207. end:
  208. avfilter_inout_free(&inputs);
  209. avfilter_inout_free(&outputs);
  210. return ret;
  211. }
  212. static void sherpa_decode_frame(const AVFrame *frame,
  213. const sherpa_ncnn::Recognizer &recognizer,
  214. sherpa_ncnn::Stream *s,
  215. sherpa_ncnn::Display &display,
  216. std::string &last_text,
  217. int32_t &segment_index) {
  218. #define N 3200 // 0.2 s. Sample rate is fixed to 16 kHz
  219. static float samples[N];
  220. static int nb_samples = 0;
  221. const int16_t *p = (int16_t *)frame->data[0];
  222. if (frame->nb_samples + nb_samples >= N) {
  223. s->AcceptWaveform(16000, samples, nb_samples);
  224. while (recognizer.IsReady(s)) {
  225. recognizer.DecodeStream(s);
  226. }
  227. bool is_endpoint = recognizer.IsEndpoint(s);
  228. auto text = recognizer.GetResult(s).text;
  229. if (!text.empty() && last_text != text) {
  230. last_text = text;
  231. std::transform(text.begin(), text.end(), text.begin(),
  232. [](auto c) { return std::tolower(c); });
  233. display.Print(segment_index, text);
  234. }
  235. if (is_endpoint) {
  236. if (!text.empty()) {
  237. ++segment_index;
  238. }
  239. recognizer.Reset(s);
  240. }
  241. nb_samples = 0;
  242. }
  243. for (int i = 0; i < frame->nb_samples; i++) {
  244. samples[nb_samples++] = p[i] / 32768.;
  245. }
  246. }
  247. static inline char *__av_err2str(int errnum) {
  248. static char str[AV_ERROR_MAX_STRING_SIZE];
  249. memset(str, 0, sizeof(str));
  250. return av_make_error_string(str, AV_ERROR_MAX_STRING_SIZE, errnum);
  251. }
  252. static void Handler(int32_t sig) {
  253. fprintf(stderr, "\nCaught Ctrl + C. Exiting...\n");
  254. signal(sig, SIG_DFL);
  255. raise(sig);
  256. };
  257. int main(int argc, char **argv) {
  258. if (argc < 9 || argc > 11) {
  259. const char *usage = R"usage(
  260. Usage:
  261. ./bin/sherpa-ncnn-microphone \
  262. /path/to/tokens.txt \
  263. /path/to/encoder.ncnn.param \
  264. /path/to/encoder.ncnn.bin \
  265. /path/to/decoder.ncnn.param \
  266. /path/to/decoder.ncnn.bin \
  267. /path/to/joiner.ncnn.param \
  268. /path/to/joiner.ncnn.bin \
  269. ffmpeg-input-url \
  270. [num_threads] [decode_method, can be greedy_search/modified_beam_search]
  271. Please refer to
  272. https://k2-fsa.github.io/sherpa/ncnn/pretrained_models/index.html
  273. for a list of pre-trained models to download.
  274. )usage";
  275. fprintf(stderr, "%s\n", usage);
  276. fprintf(stderr, "argc, %d\n", argc);
  277. return -1;
  278. }
  279. signal(SIGINT, Handler);
  280. AVPacket *packet = av_packet_alloc();
  281. AVFrame *frame = av_frame_alloc();
  282. AVFrame *filt_frame = av_frame_alloc();
  283. if (!packet || !frame || !filt_frame) {
  284. fprintf(stderr, "Could not allocate frame or packet\n");
  285. exit(1);
  286. }
  287. sherpa_ncnn::RecognizerConfig config;
  288. config.model_config.tokens = argv[1];
  289. config.model_config.encoder_param = argv[2];
  290. config.model_config.encoder_bin = argv[3];
  291. config.model_config.decoder_param = argv[4];
  292. config.model_config.decoder_bin = argv[5];
  293. config.model_config.joiner_param = argv[6];
  294. config.model_config.joiner_bin = argv[7];
  295. int32_t num_threads = 4;
  296. if (argc >= 9 && atoi(argv[8]) > 0) {
  297. num_threads = atoi(argv[8]);
  298. }
  299. config.model_config.encoder_opt.num_threads = num_threads;
  300. config.model_config.decoder_opt.num_threads = num_threads;
  301. config.model_config.joiner_opt.num_threads = num_threads;
  302. const float expected_sampling_rate = 16000;
  303. if (argc == 11) {
  304. std::string method = argv[10];
  305. if (method.compare("greedy_search") ||
  306. method.compare("modified_beam_search")) {
  307. config.decoder_config.method = method;
  308. }
  309. }
  310. config.enable_endpoint = true;
  311. config.endpoint_config.rule1.min_trailing_silence = 2.4;
  312. config.endpoint_config.rule2.min_trailing_silence = 1.2;
  313. config.endpoint_config.rule3.min_utterance_length = 300;
  314. config.feat_config.sampling_rate = expected_sampling_rate;
  315. config.feat_config.feature_dim = 80;
  316. fprintf(stderr, "%s\n", config.ToString().c_str());
  317. sherpa_ncnn::Recognizer recognizer(config);
  318. auto s = recognizer.CreateStream();
  319. int ret;
  320. if ((ret = open_input_file(argv[8])) < 0) {
  321. fprintf(stderr, "Open input file %s failed, r0=%d\n", argv[8], ret);
  322. exit(1);
  323. }
  324. if ((ret = init_filters(filter_descr)) < 0) {
  325. fprintf(stderr, "Init filters %s failed, r0=%d\n", filter_descr, ret);
  326. exit(1);
  327. }
  328. std::string last_text;
  329. int32_t segment_index = 0;
  330. sherpa_ncnn::Display display;
  331. while (1) {
  332. if ((ret = av_read_frame(fmt_ctx, packet)) < 0) {
  333. break;
  334. }
  335. if (packet->stream_index == audio_stream_index) {
  336. ret = avcodec_send_packet(dec_ctx, packet);
  337. if (ret < 0) {
  338. av_log(NULL, AV_LOG_ERROR,
  339. "Error while sending a packet to the decoder\n");
  340. break;
  341. }
  342. while (ret >= 0) {
  343. ret = avcodec_receive_frame(dec_ctx, frame);
  344. if (ret == AVERROR(EAGAIN) || ret == AVERROR_EOF) {
  345. break;
  346. } else if (ret < 0) {
  347. av_log(NULL, AV_LOG_ERROR,
  348. "Error while receiving a frame from the decoder\n");
  349. exit(1);
  350. }
  351. if (ret >= 0) {
  352. /* push the audio data from decoded frame into the filtergraph */
  353. if (av_buffersrc_add_frame_flags(buffersrc_ctx, frame,
  354. AV_BUFFERSRC_FLAG_KEEP_REF) < 0) {
  355. av_log(NULL, AV_LOG_ERROR,
  356. "Error while feeding the audio filtergraph\n");
  357. break;
  358. }
  359. /* pull filtered audio from the filtergraph */
  360. while (1) {
  361. ret = av_buffersink_get_frame(buffersink_ctx, filt_frame);
  362. if (ret == AVERROR(EAGAIN) || ret == AVERROR_EOF) {
  363. break;
  364. }
  365. if (ret < 0) {
  366. exit(1);
  367. }
  368. sherpa_decode_frame(filt_frame, recognizer, s.get(), display,
  369. last_text, segment_index);
  370. av_frame_unref(filt_frame);
  371. }
  372. av_frame_unref(frame);
  373. }
  374. }
  375. }
  376. av_packet_unref(packet);
  377. }
  378. // add some tail padding
  379. float tail_paddings[4800] = {0}; // 0.3 seconds at 16 kHz sample rate
  380. s->AcceptWaveform(16000, tail_paddings, 4800);
  381. s->InputFinished();
  382. while (recognizer.IsReady(s.get())) {
  383. recognizer.DecodeStream(s.get());
  384. }
  385. auto text = recognizer.GetResult(s.get()).text;
  386. if (!text.empty() && last_text != text) {
  387. last_text = text;
  388. std::transform(text.begin(), text.end(), text.begin(),
  389. [](auto c) { return std::tolower(c); });
  390. display.Print(segment_index, text);
  391. }
  392. avfilter_graph_free(&filter_graph);
  393. avcodec_free_context(&dec_ctx);
  394. avformat_close_input(&fmt_ctx);
  395. av_packet_free(&packet);
  396. av_frame_free(&frame);
  397. av_frame_free(&filt_frame);
  398. if (ret < 0 && ret != AVERROR_EOF) {
  399. fprintf(stderr, "Error occurred: %s\n", __av_err2str(ret));
  400. exit(1);
  401. }
  402. return 0;
  403. }