Add JavaScript API for SenseVoice (#1157)
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7
.github/scripts/test-nodejs-addon-npm.sh
vendored
7
.github/scripts/test-nodejs-addon-npm.sh
vendored
@@ -20,6 +20,13 @@ if [[ $arch != "ia32" && $platform != "win32" ]]; then
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node ./test_asr_non_streaming_nemo_ctc.js
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rm -rf sherpa-onnx-nemo-fast-conformer-ctc-be-de-en-es-fr-hr-it-pl-ru-uk-20k
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curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17.tar.bz2
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tar xvf sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17.tar.bz2
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rm sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17.tar.bz2
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node ./test_asr_non_streaming_sense_voice.js
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rm -rf sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17
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curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-paraformer-zh-2023-09-14.tar.bz2
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tar xvf sherpa-onnx-paraformer-zh-2023-09-14.tar.bz2
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rm sherpa-onnx-paraformer-zh-2023-09-14.tar.bz2
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@@ -95,6 +95,7 @@ The following tables list the examples in this folder.
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|[./test_asr_non_streaming_whisper.js](./test_asr_non_streaming_whisper.js)| Non-streaming speech recognition from a file using [Whisper](https://github.com/openai/whisper)|
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|[./test_asr_non_streaming_nemo_ctc.js](./test_asr_non_streaming_nemo_ctc.js)|Non-streaming speech recognition from a file using a [NeMo](https://github.com/NVIDIA/NeMo) CTC model with greedy search|
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|[./test_asr_non_streaming_paraformer.js](./test_asr_non_streaming_paraformer.js)|Non-streaming speech recognition from a file using [Paraformer](https://github.com/alibaba-damo-academy/FunASR)|
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|[./test_asr_non_streaming_sense_voice.js](./test_asr_non_streaming_sense_voice.js)|Non-streaming speech recognition from a file using [SenseVoice](https://github.com/FunAudioLLM/SenseVoice)|
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## Non-Streaming speech-to-text from a microphone with VAD
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@@ -104,6 +105,7 @@ The following tables list the examples in this folder.
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|[./test_vad_asr_non_streaming_whisper_microphone.js](./test_vad_asr_non_streaming_whisper_microphone.js)|VAD + Non-streaming speech recognition from a microphone using [Whisper](https://github.com/openai/whisper)|
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|[./test_vad_asr_non_streaming_nemo_ctc_microphone.js](./test_vad_asr_non_streaming_nemo_ctc_microphone.js)|VAD + Non-streaming speech recognition from a microphone using a [NeMo](https://github.com/NVIDIA/NeMo) CTC model with greedy search|
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|[./test_vad_asr_non_streaming_paraformer_microphone.js](./test_vad_asr_non_streaming_paraformer_microphone.js)|VAD + Non-streaming speech recognition from a microphone using [Paraformer](https://github.com/alibaba-damo-academy/FunASR)|
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|[./test_vad_asr_non_streaming_sense_voice_microphone.js](./test_vad_asr_non_streaming_sense_voice_microphone.js)|VAD + Non-streaming speech recognition from a microphone using [SenseVoice](https://github.com/FunAudioLLM/SenseVoice)|
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## Text-to-speech
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@@ -252,6 +254,20 @@ npm install naudiodon2
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node ./test_vad_asr_non_streaming_paraformer_microphone.js
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```
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### Non-streaming speech recognition with SenseVoice
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```bash
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wget https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17.tar.bz2
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tar xvf sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17.tar.bz2
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rm sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17.tar.bz2
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node ./test_asr_non_streaming_sense_voice.js
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# To run VAD + non-streaming ASR with Paraformer using a microphone
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npm install naudiodon2
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node ./test_vad_asr_non_streaming_sense_voice_microphone.js
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```
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### Text-to-speech with piper VITS models (TTS)
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```bash
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@@ -1,5 +1,5 @@
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{
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"dependencies": {
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"sherpa-onnx-node": "^1.0.30"
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"sherpa-onnx-node": "^1.10.17"
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}
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}
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48
nodejs-addon-examples/test_asr_non_streaming_sense_voice.js
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48
nodejs-addon-examples/test_asr_non_streaming_sense_voice.js
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@@ -0,0 +1,48 @@
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// Copyright (c) 2024 Xiaomi Corporation
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const sherpa_onnx = require('sherpa-onnx-node');
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// Please download test files from
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// https://github.com/k2-fsa/sherpa-onnx/releases/tag/asr-models
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const config = {
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'featConfig': {
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'sampleRate': 16000,
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'featureDim': 80,
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},
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'modelConfig': {
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'senseVoice': {
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'model':
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'./sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17/model.int8.onnx',
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'useInverseTextNormalization': 1,
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},
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'tokens': './sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17/tokens.txt',
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'numThreads': 2,
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'provider': 'cpu',
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'debug': 1,
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}
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};
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const waveFilename =
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'./sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17/test_wavs/zh.wav';
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const recognizer = new sherpa_onnx.OfflineRecognizer(config);
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console.log('Started')
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let start = Date.now();
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const stream = recognizer.createStream();
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const wave = sherpa_onnx.readWave(waveFilename);
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stream.acceptWaveform({sampleRate: wave.sampleRate, samples: wave.samples});
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recognizer.decode(stream);
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result = recognizer.getResult(stream)
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let stop = Date.now();
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console.log('Done')
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const elapsed_seconds = (stop - start) / 1000;
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const duration = wave.samples.length / wave.sampleRate;
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const real_time_factor = elapsed_seconds / duration;
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console.log('Wave duration', duration.toFixed(3), 'secodns')
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console.log('Elapsed', elapsed_seconds.toFixed(3), 'secodns')
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console.log(
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`RTF = ${elapsed_seconds.toFixed(3)}/${duration.toFixed(3)} =`,
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real_time_factor.toFixed(3))
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console.log(waveFilename)
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console.log('result\n', result)
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@@ -0,0 +1,111 @@
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// Copyright (c) 2023-2024 Xiaomi Corporation (authors: Fangjun Kuang)
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//
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const portAudio = require('naudiodon2');
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// console.log(portAudio.getDevices());
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const sherpa_onnx = require('sherpa-onnx-node');
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function createRecognizer() {
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// Please download test files from
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// https://github.com/k2-fsa/sherpa-onnx/releases/tag/asr-models
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const config = {
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'featConfig': {
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'sampleRate': 16000,
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'featureDim': 80,
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},
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'modelConfig': {
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'senseVoice': {
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'model':
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'./sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17/model.int8.onnx',
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'useInverseTextNormalization': 1,
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},
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'tokens':
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'./sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17/tokens.txt',
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'numThreads': 2,
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'provider': 'cpu',
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'debug': 1,
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}
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};
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return new sherpa_onnx.OfflineRecognizer(config);
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}
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function createVad() {
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// please download silero_vad.onnx from
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// https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/silero_vad.onnx
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const config = {
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sileroVad: {
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model: './silero_vad.onnx',
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threshold: 0.5,
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minSpeechDuration: 0.25,
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minSilenceDuration: 0.5,
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windowSize: 512,
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},
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sampleRate: 16000,
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debug: true,
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numThreads: 1,
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};
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const bufferSizeInSeconds = 60;
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return new sherpa_onnx.Vad(config, bufferSizeInSeconds);
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}
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const recognizer = createRecognizer();
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const vad = createVad();
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const bufferSizeInSeconds = 30;
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const buffer =
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new sherpa_onnx.CircularBuffer(bufferSizeInSeconds * vad.config.sampleRate);
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const ai = new portAudio.AudioIO({
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inOptions: {
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channelCount: 1,
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closeOnError: true, // Close the stream if an audio error is detected, if
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// set false then just log the error
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deviceId: -1, // Use -1 or omit the deviceId to select the default device
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sampleFormat: portAudio.SampleFormatFloat32,
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sampleRate: vad.config.sampleRate
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}
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});
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let printed = false;
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let index = 0;
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ai.on('data', data => {
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const windowSize = vad.config.sileroVad.windowSize;
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buffer.push(new Float32Array(data.buffer));
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while (buffer.size() > windowSize) {
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const samples = buffer.get(buffer.head(), windowSize);
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buffer.pop(windowSize);
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vad.acceptWaveform(samples);
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}
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while (!vad.isEmpty()) {
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const segment = vad.front();
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vad.pop();
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const stream = recognizer.createStream();
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stream.acceptWaveform({
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samples: segment.samples,
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sampleRate: recognizer.config.featConfig.sampleRate
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});
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recognizer.decode(stream);
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const r = recognizer.getResult(stream);
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if (r.text.length > 0) {
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const text = r.text.toLowerCase().trim();
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console.log(`${index}: ${text}`);
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const filename = `${index}-${text}-${
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new Date()
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.toLocaleTimeString('en-US', {hour12: false})
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.split(' ')[0]}.wav`;
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sherpa_onnx.writeWave(
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filename,
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{samples: segment.samples, sampleRate: vad.config.sampleRate});
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index += 1;
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}
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}
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});
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ai.start();
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console.log('Started! Please speak')
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@@ -96,6 +96,24 @@ static SherpaOnnxOfflineTdnnModelConfig GetOfflineTdnnModelConfig(
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return c;
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}
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static SherpaOnnxOfflineSenseVoiceModelConfig GetOfflineSenseVoiceModelConfig(
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Napi::Object obj) {
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SherpaOnnxOfflineSenseVoiceModelConfig c;
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memset(&c, 0, sizeof(c));
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if (!obj.Has("senseVoice") || !obj.Get("senseVoice").IsObject()) {
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return c;
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}
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Napi::Object o = obj.Get("senseVoice").As<Napi::Object>();
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SHERPA_ONNX_ASSIGN_ATTR_STR(model, model);
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SHERPA_ONNX_ASSIGN_ATTR_STR(language, language);
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SHERPA_ONNX_ASSIGN_ATTR_INT32(use_itn, useInverseTextNormalization);
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return c;
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}
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static SherpaOnnxOfflineModelConfig GetOfflineModelConfig(Napi::Object obj) {
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SherpaOnnxOfflineModelConfig c;
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memset(&c, 0, sizeof(c));
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@@ -111,6 +129,7 @@ static SherpaOnnxOfflineModelConfig GetOfflineModelConfig(Napi::Object obj) {
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c.nemo_ctc = GetOfflineNeMoCtcModelConfig(o);
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c.whisper = GetOfflineWhisperModelConfig(o);
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c.tdnn = GetOfflineTdnnModelConfig(o);
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c.sense_voice = GetOfflineSenseVoiceModelConfig(o);
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SHERPA_ONNX_ASSIGN_ATTR_STR(tokens, tokens);
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SHERPA_ONNX_ASSIGN_ATTR_INT32(num_threads, numThreads);
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@@ -225,6 +244,14 @@ CreateOfflineRecognizerWrapper(const Napi::CallbackInfo &info) {
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delete[] c.model_config.tdnn.model;
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}
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if (c.model_config.sense_voice.model) {
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delete[] c.model_config.sense_voice.model;
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}
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if (c.model_config.sense_voice.language) {
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delete[] c.model_config.sense_voice.language;
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}
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if (c.model_config.tokens) {
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delete[] c.model_config.tokens;
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}
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