mirror of https://github.com/alibaba/MNN.git
146 lines
4.5 KiB
C
146 lines
4.5 KiB
C
// c-api-examples/streaming-zipformer-c-api.c
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//
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// Copyright (c) 2024 Xiaomi Corporation
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//
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// This file demonstrates how to use streaming Zipformer with sherpa-onnx's C
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// API.
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// clang-format off
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//
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// wget https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-streaming-zipformer-en-20M-2023-02-17.tar.bz2
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// tar xvf sherpa-onnx-streaming-zipformer-en-20M-2023-02-17.tar.bz2
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// rm sherpa-onnx-streaming-zipformer-en-20M-2023-02-17.tar.bz2
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//
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// clang-format on
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#include <stdio.h>
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#include <stdlib.h>
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#include <string.h>
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#include "sherpa-mnn/c-api/c-api.h"
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int32_t main() {
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const char *wav_filename =
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"sherpa-onnx-streaming-zipformer-en-20M-2023-02-17/test_wavs/0.wav";
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const char *encoder_filename =
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"sherpa-onnx-streaming-zipformer-en-20M-2023-02-17/"
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"encoder-epoch-99-avg-1.onnx";
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const char *decoder_filename =
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"sherpa-onnx-streaming-zipformer-en-20M-2023-02-17/"
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"decoder-epoch-99-avg-1.onnx";
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const char *joiner_filename =
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"sherpa-onnx-streaming-zipformer-en-20M-2023-02-17/"
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"joiner-epoch-99-avg-1.onnx";
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const char *tokens_filename =
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"sherpa-onnx-streaming-zipformer-en-20M-2023-02-17/tokens.txt";
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const char *provider = "cpu";
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const SherpaMnnWave *wave = SherpaMnnReadWave(wav_filename);
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if (wave == NULL) {
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fprintf(stderr, "Failed to read %s\n", wav_filename);
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return -1;
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}
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// Zipformer config
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SherpaMnnOnlineTransducerModelConfig zipformer_config;
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memset(&zipformer_config, 0, sizeof(zipformer_config));
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zipformer_config.encoder = encoder_filename;
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zipformer_config.decoder = decoder_filename;
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zipformer_config.joiner = joiner_filename;
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// Online model config
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SherpaMnnOnlineModelConfig online_model_config;
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memset(&online_model_config, 0, sizeof(online_model_config));
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online_model_config.debug = 1;
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online_model_config.num_threads = 1;
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online_model_config.provider = provider;
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online_model_config.tokens = tokens_filename;
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online_model_config.transducer = zipformer_config;
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// Recognizer config
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SherpaMnnOnlineRecognizerConfig recognizer_config;
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memset(&recognizer_config, 0, sizeof(recognizer_config));
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recognizer_config.decoding_method = "greedy_search";
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recognizer_config.model_config = online_model_config;
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const SherpaMnnOnlineRecognizer *recognizer =
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SherpaMnnCreateOnlineRecognizer(&recognizer_config);
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if (recognizer == NULL) {
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fprintf(stderr, "Please check your config!\n");
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SherpaMnnFreeWave(wave);
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return -1;
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}
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const SherpaMnnOnlineStream *stream =
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SherpaMnnCreateOnlineStream(recognizer);
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const SherpaMnnDisplay *display = SherpaMnnCreateDisplay(50);
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int32_t segment_id = 0;
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// simulate streaming. You can choose an arbitrary N
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#define N 3200
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fprintf(stderr, "sample rate: %d, num samples: %d, duration: %.2f s\n",
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wave->sample_rate, wave->num_samples,
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(float)wave->num_samples / wave->sample_rate);
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int32_t k = 0;
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while (k < wave->num_samples) {
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int32_t start = k;
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int32_t end =
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(start + N > wave->num_samples) ? wave->num_samples : (start + N);
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k += N;
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SherpaMnnOnlineStreamAcceptWaveform(stream, wave->sample_rate,
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wave->samples + start, end - start);
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while (SherpaMnnIsOnlineStreamReady(recognizer, stream)) {
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SherpaMnnDecodeOnlineStream(recognizer, stream);
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}
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const SherpaMnnOnlineRecognizerResult *r =
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SherpaMnnGetOnlineStreamResult(recognizer, stream);
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if (strlen(r->text)) {
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SherpaMnnPrint(display, segment_id, r->text);
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}
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if (SherpaMnnOnlineStreamIsEndpoint(recognizer, stream)) {
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if (strlen(r->text)) {
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++segment_id;
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}
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SherpaMnnOnlineStreamReset(recognizer, stream);
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}
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SherpaMnnDestroyOnlineRecognizerResult(r);
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}
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// add some tail padding
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float tail_paddings[4800] = {0}; // 0.3 seconds at 16 kHz sample rate
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SherpaMnnOnlineStreamAcceptWaveform(stream, wave->sample_rate, tail_paddings,
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4800);
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SherpaMnnFreeWave(wave);
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SherpaMnnOnlineStreamInputFinished(stream);
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while (SherpaMnnIsOnlineStreamReady(recognizer, stream)) {
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SherpaMnnDecodeOnlineStream(recognizer, stream);
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}
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const SherpaMnnOnlineRecognizerResult *r =
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SherpaMnnGetOnlineStreamResult(recognizer, stream);
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if (strlen(r->text)) {
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SherpaMnnPrint(display, segment_id, r->text);
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}
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SherpaMnnDestroyOnlineRecognizerResult(r);
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SherpaMnnDestroyDisplay(display);
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SherpaMnnDestroyOnlineStream(stream);
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SherpaMnnDestroyOnlineRecognizer(recognizer);
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fprintf(stderr, "\n");
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return 0;
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}
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