Add JavaScript API for Moonshine models (#1480)
This commit is contained in:
128
nodejs-examples/test-vad-with-non-streaming-asr-moonshine.js
Normal file
128
nodejs-examples/test-vad-with-non-streaming-asr-moonshine.js
Normal file
@@ -0,0 +1,128 @@
|
||||
// Copyright (c) 2023-2024 Xiaomi Corporation (authors: Fangjun Kuang)
|
||||
|
||||
const sherpa_onnx = require('sherpa-onnx');
|
||||
|
||||
function createRecognizer() {
|
||||
// Please download test files from
|
||||
// https://github.com/k2-fsa/sherpa-onnx/releases/tag/asr-models
|
||||
const config = {
|
||||
'modelConfig': {
|
||||
'moonshine': {
|
||||
'preprocessor': './sherpa-onnx-moonshine-tiny-en-int8/preprocess.onnx',
|
||||
'encoder': './sherpa-onnx-moonshine-tiny-en-int8/encode.int8.onnx',
|
||||
'uncachedDecoder':
|
||||
'./sherpa-onnx-moonshine-tiny-en-int8/uncached_decode.int8.onnx',
|
||||
'cachedDecoder':
|
||||
'./sherpa-onnx-moonshine-tiny-en-int8/cached_decode.int8.onnx',
|
||||
},
|
||||
'tokens': './sherpa-onnx-moonshine-tiny-en-int8/tokens.txt',
|
||||
'debug': 0,
|
||||
}
|
||||
};
|
||||
|
||||
return sherpa_onnx.createOfflineRecognizer(config);
|
||||
}
|
||||
|
||||
function createVad() {
|
||||
// please download silero_vad.onnx from
|
||||
// https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/silero_vad.onnx
|
||||
const config = {
|
||||
sileroVad: {
|
||||
model: './silero_vad.onnx',
|
||||
threshold: 0.5,
|
||||
minSpeechDuration: 0.25,
|
||||
minSilenceDuration: 0.5,
|
||||
maxSpeechDuration: 5,
|
||||
windowSize: 512,
|
||||
},
|
||||
sampleRate: 16000,
|
||||
debug: true,
|
||||
numThreads: 1,
|
||||
bufferSizeInSeconds: 60,
|
||||
};
|
||||
|
||||
return sherpa_onnx.createVad(config);
|
||||
}
|
||||
|
||||
const recognizer = createRecognizer();
|
||||
const vad = createVad();
|
||||
|
||||
// please download ./Obama.wav from
|
||||
// https://github.com/k2-fsa/sherpa-onnx/releases/tag/asr-models
|
||||
const waveFilename = './Obama.wav';
|
||||
const wave = sherpa_onnx.readWave(waveFilename);
|
||||
|
||||
if (wave.sampleRate != recognizer.config.featConfig.sampleRate) {
|
||||
throw new Error(
|
||||
'Expected sample rate: ${recognizer.config.featConfig.sampleRate}. Given: ${wave.sampleRate}');
|
||||
}
|
||||
|
||||
console.log('Started')
|
||||
let start = Date.now();
|
||||
|
||||
const windowSize = vad.config.sileroVad.windowSize;
|
||||
for (let i = 0; i < wave.samples.length; i += windowSize) {
|
||||
const thisWindow = wave.samples.subarray(i, i + windowSize);
|
||||
vad.acceptWaveform(thisWindow);
|
||||
|
||||
while (!vad.isEmpty()) {
|
||||
const segment = vad.front();
|
||||
vad.pop();
|
||||
|
||||
let start_time = segment.start / wave.sampleRate;
|
||||
let end_time = start_time + segment.samples.length / wave.sampleRate;
|
||||
|
||||
start_time = start_time.toFixed(2);
|
||||
end_time = end_time.toFixed(2);
|
||||
|
||||
const stream = recognizer.createStream();
|
||||
stream.acceptWaveform(wave.sampleRate, segment.samples);
|
||||
|
||||
recognizer.decode(stream);
|
||||
const r = recognizer.getResult(stream);
|
||||
if (r.text.length > 0) {
|
||||
const text = r.text.toLowerCase().trim();
|
||||
console.log(`${start_time} -- ${end_time}: ${text}`);
|
||||
}
|
||||
|
||||
stream.free();
|
||||
}
|
||||
}
|
||||
|
||||
vad.flush();
|
||||
|
||||
while (!vad.isEmpty()) {
|
||||
const segment = vad.front();
|
||||
vad.pop();
|
||||
|
||||
let start_time = segment.start / wave.sampleRate;
|
||||
let end_time = start_time + segment.samples.length / wave.sampleRate;
|
||||
|
||||
start_time = start_time.toFixed(2);
|
||||
end_time = end_time.toFixed(2);
|
||||
|
||||
const stream = recognizer.createStream();
|
||||
stream.acceptWaveform(wave.sampleRate, segment.samples);
|
||||
|
||||
recognizer.decode(stream);
|
||||
const r = recognizer.getResult(stream);
|
||||
if (r.text.length > 0) {
|
||||
const text = r.text.toLowerCase().trim();
|
||||
console.log(`${start_time} -- ${end_time}: ${text}`);
|
||||
}
|
||||
}
|
||||
|
||||
let stop = Date.now();
|
||||
console.log('Done')
|
||||
|
||||
const elapsed_seconds = (stop - start) / 1000;
|
||||
const duration = wave.samples.length / wave.sampleRate;
|
||||
const real_time_factor = elapsed_seconds / duration;
|
||||
console.log('Wave duration', duration.toFixed(3), 'seconds')
|
||||
console.log('Elapsed', elapsed_seconds.toFixed(3), 'seconds')
|
||||
console.log(
|
||||
`RTF = ${elapsed_seconds.toFixed(3)}/${duration.toFixed(3)} =`,
|
||||
real_time_factor.toFixed(3))
|
||||
|
||||
vad.free();
|
||||
recognizer.free();
|
||||
Reference in New Issue
Block a user