MNN/apps/frameworks/sherpa-mnn/c-api-examples/keywords-spotter-buffered-t...

197 lines
6.4 KiB
C

// c-api-examples/keywords-spotter-buffered-tokens-keywords-c-api.c
//
// Copyright (c) 2024 Xiaomi Corporation
// Copyright (c) 2024 Luo Xiao
//
// This file demonstrates how to use keywords spotter with sherpa-onnx's C
// API and with tokens and keywords loaded from buffered strings instead of from
// external files API.
// clang-format off
//
// wget https://github.com/k2-fsa/sherpa-onnx/releases/download/kws-models/sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01-mobile.tar.bz2
// tar xvf sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01-mobile.tar.bz2
// rm sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01-mobile.tar.bz2
//
// clang-format on
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include "sherpa-mnn/c-api/c-api.h"
static size_t ReadFile(const char *filename, const char **buffer_out) {
FILE *file = fopen(filename, "r");
if (file == NULL) {
fprintf(stderr, "Failed to open %s\n", filename);
return -1;
}
fseek(file, 0L, SEEK_END);
long size = ftell(file);
rewind(file);
*buffer_out = malloc(size);
if (*buffer_out == NULL) {
fclose(file);
fprintf(stderr, "Memory error\n");
return -1;
}
size_t read_bytes = fread((void *)*buffer_out, 1, size, file);
if (read_bytes != size) {
printf("Errors occured in reading the file %s\n", filename);
free((void *)*buffer_out);
*buffer_out = NULL;
fclose(file);
return -1;
}
fclose(file);
return read_bytes;
}
int32_t main() {
const char *wav_filename =
"sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01-mobile/test_wavs/"
"6.wav";
const char *encoder_filename =
"sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01-mobile/"
"encoder-epoch-12-avg-2-chunk-16-left-64.int8.onnx";
const char *decoder_filename =
"sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01-mobile/"
"decoder-epoch-12-avg-2-chunk-16-left-64.onnx";
const char *joiner_filename =
"sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01-mobile/"
"joiner-epoch-12-avg-2-chunk-16-left-64.int8.onnx";
const char *provider = "cpu";
const char *tokens_filename =
"sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01-mobile/tokens.txt";
const char *keywords_filename =
"sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01-mobile/test_wavs/"
"test_keywords.txt";
const SherpaMnnWave *wave = SherpaMnnReadWave(wav_filename);
if (wave == NULL) {
fprintf(stderr, "Failed to read %s\n", wav_filename);
return -1;
}
// reading tokens and keywords to buffers
const char *tokens_buf;
size_t token_buf_size = ReadFile(tokens_filename, &tokens_buf);
if (token_buf_size < 1) {
fprintf(stderr, "Please check your tokens.txt!\n");
free((void *)tokens_buf);
return -1;
}
const char *keywords_buf;
size_t keywords_buf_size = ReadFile(keywords_filename, &keywords_buf);
if (keywords_buf_size < 1) {
fprintf(stderr, "Please check your keywords.txt!\n");
free((void *)keywords_buf);
return -1;
}
// Zipformer config
SherpaMnnOnlineTransducerModelConfig zipformer_config;
memset(&zipformer_config, 0, sizeof(zipformer_config));
zipformer_config.encoder = encoder_filename;
zipformer_config.decoder = decoder_filename;
zipformer_config.joiner = joiner_filename;
// Online model config
SherpaMnnOnlineModelConfig online_model_config;
memset(&online_model_config, 0, sizeof(online_model_config));
online_model_config.debug = 1;
online_model_config.num_threads = 1;
online_model_config.provider = provider;
online_model_config.tokens_buf = tokens_buf;
online_model_config.tokens_buf_size = token_buf_size;
online_model_config.transducer = zipformer_config;
// Keywords-spotter config
SherpaMnnKeywordSpotterConfig keywords_spotter_config;
memset(&keywords_spotter_config, 0, sizeof(keywords_spotter_config));
keywords_spotter_config.max_active_paths = 4;
keywords_spotter_config.keywords_threshold = 0.1;
keywords_spotter_config.keywords_score = 3.0;
keywords_spotter_config.model_config = online_model_config;
keywords_spotter_config.keywords_buf = keywords_buf;
keywords_spotter_config.keywords_buf_size = keywords_buf_size;
const SherpaMnnKeywordSpotter *keywords_spotter =
SherpaMnnCreateKeywordSpotter(&keywords_spotter_config);
free((void *)tokens_buf);
tokens_buf = NULL;
free((void *)keywords_buf);
keywords_buf = NULL;
if (keywords_spotter == NULL) {
fprintf(stderr, "Please check your config!\n");
SherpaMnnFreeWave(wave);
return -1;
}
const SherpaMnnOnlineStream *stream =
SherpaMnnCreateKeywordStream(keywords_spotter);
const SherpaMnnDisplay *display = SherpaMnnCreateDisplay(50);
int32_t segment_id = 0;
// simulate streaming. You can choose an arbitrary N
#define N 3200
fprintf(stderr, "sample rate: %d, num samples: %d, duration: %.2f s\n",
wave->sample_rate, wave->num_samples,
(float)wave->num_samples / wave->sample_rate);
int32_t k = 0;
while (k < wave->num_samples) {
int32_t start = k;
int32_t end =
(start + N > wave->num_samples) ? wave->num_samples : (start + N);
k += N;
SherpaMnnOnlineStreamAcceptWaveform(stream, wave->sample_rate,
wave->samples + start, end - start);
while (SherpaMnnIsKeywordStreamReady(keywords_spotter, stream)) {
SherpaMnnDecodeKeywordStream(keywords_spotter, stream);
}
const SherpaMnnKeywordResult *r =
SherpaMnnGetKeywordResult(keywords_spotter, stream);
if (strlen(r->keyword)) {
SherpaMnnPrint(display, segment_id, r->keyword);
}
SherpaMnnDestroyKeywordResult(r);
}
// add some tail padding
float tail_paddings[4800] = {0}; // 0.3 seconds at 16 kHz sample rate
SherpaMnnOnlineStreamAcceptWaveform(stream, wave->sample_rate, tail_paddings,
4800);
SherpaMnnFreeWave(wave);
SherpaMnnOnlineStreamInputFinished(stream);
while (SherpaMnnIsKeywordStreamReady(keywords_spotter, stream)) {
SherpaMnnDecodeKeywordStream(keywords_spotter, stream);
}
const SherpaMnnKeywordResult *r =
SherpaMnnGetKeywordResult(keywords_spotter, stream);
if (strlen(r->keyword)) {
SherpaMnnPrint(display, segment_id, r->keyword);
}
SherpaMnnDestroyKeywordResult(r);
SherpaMnnDestroyDisplay(display);
SherpaMnnDestroyOnlineStream(stream);
SherpaMnnDestroyKeywordSpotter(keywords_spotter);
fprintf(stderr, "\n");
return 0;
}