Committed by
GitHub
ADD VAD+ASR example for dart with CircularBuffer. (#1293)
正在显示
3 个修改的文件
包含
161 行增加
和
0 行删除
| @@ -40,6 +40,7 @@ echo "----paraformer----" | @@ -40,6 +40,7 @@ echo "----paraformer----" | ||
| 40 | rm -rf sherpa-onnx-* | 40 | rm -rf sherpa-onnx-* |
| 41 | 41 | ||
| 42 | echo "----SenseVoice zh----" | 42 | echo "----SenseVoice zh----" |
| 43 | +./run-sense-voice-zh-2.sh | ||
| 43 | ./run-sense-voice-zh.sh | 44 | ./run-sense-voice-zh.sh |
| 44 | rm -rf sherpa-onnx-* | 45 | rm -rf sherpa-onnx-* |
| 45 | 46 |
| 1 | +// Copyright (c) 2024 Xiaomi Corporation | ||
| 2 | +// | ||
| 3 | +// Different from ./sense-voice.dart, this file uses a CircularBuffer | ||
| 4 | +import 'dart:io'; | ||
| 5 | + | ||
| 6 | +import 'package:args/args.dart'; | ||
| 7 | +import 'package:sherpa_onnx/sherpa_onnx.dart' as sherpa_onnx; | ||
| 8 | + | ||
| 9 | +import './init.dart'; | ||
| 10 | + | ||
| 11 | +void main(List<String> arguments) async { | ||
| 12 | + await initSherpaOnnx(); | ||
| 13 | + | ||
| 14 | + final parser = ArgParser() | ||
| 15 | + ..addOption('silero-vad', help: 'Path to silero_vad.onnx') | ||
| 16 | + ..addOption('model', help: 'Path to the SenseVoice model') | ||
| 17 | + ..addOption('tokens', help: 'Path to tokens.txt') | ||
| 18 | + ..addOption('language', | ||
| 19 | + help: 'auto, zh, en, ja, ko, yue, or leave it empty to use auto', | ||
| 20 | + defaultsTo: '') | ||
| 21 | + ..addOption('use-itn', | ||
| 22 | + help: 'true to use inverse text normalization', defaultsTo: 'false') | ||
| 23 | + ..addOption('input-wav', help: 'Path to input.wav to transcribe'); | ||
| 24 | + | ||
| 25 | + final res = parser.parse(arguments); | ||
| 26 | + if (res['silero-vad'] == null || | ||
| 27 | + res['model'] == null || | ||
| 28 | + res['tokens'] == null || | ||
| 29 | + res['input-wav'] == null) { | ||
| 30 | + print(parser.usage); | ||
| 31 | + exit(1); | ||
| 32 | + } | ||
| 33 | + | ||
| 34 | + // create VAD | ||
| 35 | + final sileroVad = res['silero-vad'] as String; | ||
| 36 | + | ||
| 37 | + final sileroVadConfig = sherpa_onnx.SileroVadModelConfig( | ||
| 38 | + model: sileroVad, | ||
| 39 | + minSilenceDuration: 0.25, | ||
| 40 | + minSpeechDuration: 0.5, | ||
| 41 | + ); | ||
| 42 | + | ||
| 43 | + final vadConfig = sherpa_onnx.VadModelConfig( | ||
| 44 | + sileroVad: sileroVadConfig, | ||
| 45 | + numThreads: 1, | ||
| 46 | + debug: true, | ||
| 47 | + ); | ||
| 48 | + | ||
| 49 | + final vad = sherpa_onnx.VoiceActivityDetector( | ||
| 50 | + config: vadConfig, bufferSizeInSeconds: 10); | ||
| 51 | + | ||
| 52 | + // create SenseVoice | ||
| 53 | + final model = res['model'] as String; | ||
| 54 | + final tokens = res['tokens'] as String; | ||
| 55 | + final inputWav = res['input-wav'] as String; | ||
| 56 | + final language = res['language'] as String; | ||
| 57 | + final useItn = (res['use-itn'] as String).toLowerCase() == 'true'; | ||
| 58 | + | ||
| 59 | + final senseVoice = sherpa_onnx.OfflineSenseVoiceModelConfig( | ||
| 60 | + model: model, language: language, useInverseTextNormalization: useItn); | ||
| 61 | + | ||
| 62 | + final modelConfig = sherpa_onnx.OfflineModelConfig( | ||
| 63 | + senseVoice: senseVoice, | ||
| 64 | + tokens: tokens, | ||
| 65 | + debug: true, | ||
| 66 | + numThreads: 1, | ||
| 67 | + ); | ||
| 68 | + final config = sherpa_onnx.OfflineRecognizerConfig(model: modelConfig); | ||
| 69 | + final recognizer = sherpa_onnx.OfflineRecognizer(config); | ||
| 70 | + | ||
| 71 | + final waveData = sherpa_onnx.readWave(inputWav); | ||
| 72 | + if (waveData.sampleRate != 16000) { | ||
| 73 | + print('Only 16000 Hz is supported. Given: ${waveData.sampleRate}'); | ||
| 74 | + exit(1); | ||
| 75 | + } | ||
| 76 | + | ||
| 77 | + final buffer = sherpa_onnx.CircularBuffer(capacity: 30 * 16000); | ||
| 78 | + buffer.push(waveData.samples); | ||
| 79 | + | ||
| 80 | + while (buffer.size > vadConfig.sileroVad.windowSize) { | ||
| 81 | + final samples = | ||
| 82 | + buffer.get(startIndex: buffer.head, n: vadConfig.sileroVad.windowSize); | ||
| 83 | + buffer.pop(vadConfig.sileroVad.windowSize); | ||
| 84 | + | ||
| 85 | + vad.acceptWaveform(samples); | ||
| 86 | + | ||
| 87 | + if (vad.isDetected()) { | ||
| 88 | + while (!vad.isEmpty()) { | ||
| 89 | + final samples = vad.front().samples; | ||
| 90 | + final startTime = vad.front().start.toDouble() / waveData.sampleRate; | ||
| 91 | + final endTime = | ||
| 92 | + startTime + samples.length.toDouble() / waveData.sampleRate; | ||
| 93 | + | ||
| 94 | + final stream = recognizer.createStream(); | ||
| 95 | + stream.acceptWaveform( | ||
| 96 | + samples: samples, sampleRate: waveData.sampleRate); | ||
| 97 | + recognizer.decode(stream); | ||
| 98 | + | ||
| 99 | + final result = recognizer.getResult(stream); | ||
| 100 | + stream.free(); | ||
| 101 | + print( | ||
| 102 | + '${startTime.toStringAsPrecision(5)} -- ${endTime.toStringAsPrecision(5)} : ${result.text}'); | ||
| 103 | + | ||
| 104 | + vad.pop(); | ||
| 105 | + } | ||
| 106 | + } | ||
| 107 | + } | ||
| 108 | + | ||
| 109 | + vad.flush(); | ||
| 110 | + | ||
| 111 | + while (!vad.isEmpty()) { | ||
| 112 | + final samples = vad.front().samples; | ||
| 113 | + final startTime = vad.front().start.toDouble() / waveData.sampleRate; | ||
| 114 | + final endTime = startTime + samples.length.toDouble() / waveData.sampleRate; | ||
| 115 | + | ||
| 116 | + final stream = recognizer.createStream(); | ||
| 117 | + stream.acceptWaveform(samples: samples, sampleRate: waveData.sampleRate); | ||
| 118 | + recognizer.decode(stream); | ||
| 119 | + | ||
| 120 | + final result = recognizer.getResult(stream); | ||
| 121 | + stream.free(); | ||
| 122 | + print( | ||
| 123 | + '${startTime.toStringAsPrecision(5)} -- ${endTime.toStringAsPrecision(5)} : ${result.text}'); | ||
| 124 | + | ||
| 125 | + vad.pop(); | ||
| 126 | + } | ||
| 127 | + | ||
| 128 | + buffer.free(); | ||
| 129 | + vad.free(); | ||
| 130 | + | ||
| 131 | + recognizer.free(); | ||
| 132 | +} |
| 1 | +#!/usr/bin/env bash | ||
| 2 | + | ||
| 3 | +set -ex | ||
| 4 | + | ||
| 5 | +dart pub get | ||
| 6 | + | ||
| 7 | +if [ ! -f ./sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17/tokens.txt ]; then | ||
| 8 | + 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 | ||
| 9 | + tar xvf sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17.tar.bz2 | ||
| 10 | + rm sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17.tar.bz2 | ||
| 11 | +fi | ||
| 12 | + | ||
| 13 | +if [ ! -f ./lei-jun-test.wav ]; then | ||
| 14 | + curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/lei-jun-test.wav | ||
| 15 | +fi | ||
| 16 | + | ||
| 17 | +if [[ ! -f ./silero_vad.onnx ]]; then | ||
| 18 | + curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/silero_vad.onnx | ||
| 19 | +fi | ||
| 20 | + | ||
| 21 | +dart run \ | ||
| 22 | + ./bin/sense-voice-2.dart \ | ||
| 23 | + --silero-vad ./silero_vad.onnx \ | ||
| 24 | + --model ./sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17/model.onnx \ | ||
| 25 | + --tokens ./sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17/tokens.txt \ | ||
| 26 | + --use-itn true \ | ||
| 27 | + --input-wav ./lei-jun-test.wav | ||
| 28 | + |
-
请 注册 或 登录 后发表评论