// Copyright (c) 2023 Xiaomi Corporation (authors: Fangjun Kuang) // const fs = require('fs'); const {Readable} = require('stream'); const wav = require('wav'); const sherpa_onnx = require('sherpa-onnx'); function createRecognizer() { const featConfig = new sherpa_onnx.FeatureConfig(); featConfig.sampleRate = 16000; featConfig.featureDim = 80; const paraformer = new sherpa_onnx.OnlineParaformerModelConfig(); paraformer.encoder = './sherpa-onnx-streaming-paraformer-bilingual-zh-en/encoder.onnx'; paraformer.decoder = './sherpa-onnx-streaming-paraformer-bilingual-zh-en/decoder.onnx'; const tokens = './sherpa-onnx-streaming-paraformer-bilingual-zh-en/tokens.txt'; const modelConfig = new sherpa_onnx.OnlineModelConfig(); modelConfig.paraformer = paraformer; modelConfig.tokens = tokens; modelConfig.modelType = 'paraformer'; const recognizerConfig = new sherpa_onnx.OnlineRecognizerConfig(); recognizerConfig.featConfig = featConfig; recognizerConfig.modelConfig = modelConfig; recognizerConfig.decodingMethod = 'greedy_search'; const recognizer = new sherpa_onnx.OnlineRecognizer(recognizerConfig); return recognizer; } recognizer = createRecognizer(); stream = recognizer.createStream(); const waveFilename = './sherpa-onnx-streaming-paraformer-bilingual-zh-en/test_wavs/0.wav'; const reader = new wav.Reader(); const readable = new Readable().wrap(reader); function decode(samples) { stream.acceptWaveform(recognizer.config.featConfig.sampleRate, samples); while (recognizer.isReady(stream)) { recognizer.decode(stream); } const r = recognizer.getResult(stream); console.log(r.text); } reader.on('format', ({audioFormat, bitDepth, channels, sampleRate}) => { if (sampleRate != recognizer.config.featConfig.sampleRate) { throw new Error(`Only support sampleRate ${ recognizer.config.featConfig.sampleRate}. Given ${sampleRate}`); } if (audioFormat != 1) { throw new Error(`Only support PCM format. Given ${audioFormat}`); } if (channels != 1) { throw new Error(`Only a single channel. Given ${channel}`); } if (bitDepth != 16) { throw new Error(`Only support 16-bit samples. Given ${bitDepth}`); } }); fs.createReadStream(waveFilename, {'highWaterMark': 4096}) .pipe(reader) .on('finish', function(err) { // tail padding const floatSamples = new Float32Array(recognizer.config.featConfig.sampleRate * 0.5); decode(floatSamples); stream.free(); recognizer.free(); }); readable.on('readable', function() { let chunk; while ((chunk = readable.read()) != null) { const int16Samples = new Int16Array( chunk.buffer, chunk.byteOffset, chunk.length / Int16Array.BYTES_PER_ELEMENT); const floatSamples = new Float32Array(int16Samples.length); for (let i = 0; i < floatSamples.length; i++) { floatSamples[i] = int16Samples[i] / 32768.0; } decode(floatSamples); } });