Fangjun Kuang
Committed by GitHub

Add VAD + Non-streaming ASR example for JavaScript API. (#1170)

... ... @@ -10,6 +10,19 @@ arch=$(node -p "require('os').arch()")
platform=$(node -p "require('os').platform()")
node_version=$(node -p "process.versions.node.split('.')[0]")
echo "----------non-streaming asr + vad----------"
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-whisper-tiny.en.tar.bz2
tar xvf sherpa-onnx-whisper-tiny.en.tar.bz2
rm sherpa-onnx-whisper-tiny.en.tar.bz2
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/Obama.wav
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/silero_vad.onnx
node ./test_vad_with_non_streaming_asr_whisper.js
rm -rf sherpa-onnx-whisper*
rm *.wav
rm *.onnx
echo "----------asr----------"
if [[ $arch != "ia32" && $platform != "win32" ]]; then
... ...
... ... @@ -112,3 +112,4 @@ sherpa-onnx-telespeech-ctc-*
.ccache
lib*.a
sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17
*.bak
... ...
## 1.10.18
* Fix the case when recognition results contain the symbol `"`. It caused
issues when converting results to a json string.
## 1.10.17
* Support SenseVoice CTC models.
... ...
... ... @@ -11,7 +11,7 @@ project(sherpa-onnx)
# ./nodejs-addon-examples
# ./dart-api-examples/
# ./CHANGELOG.md
set(SHERPA_ONNX_VERSION "1.10.17")
set(SHERPA_ONNX_VERSION "1.10.18")
# Disable warning about
#
... ...
... ... @@ -9,7 +9,7 @@ environment:
sdk: ^3.4.0
dependencies:
sherpa_onnx: ^1.10.17
sherpa_onnx: ^1.10.18
# sherpa_onnx:
# path: ../../flutter/sherpa_onnx
path: ^1.9.0
... ...
... ... @@ -10,7 +10,7 @@ environment:
# Add regular dependencies here.
dependencies:
sherpa_onnx: ^1.10.17
sherpa_onnx: ^1.10.18
path: ^1.9.0
args: ^2.5.0
... ...
... ... @@ -11,7 +11,7 @@ environment:
# Add regular dependencies here.
dependencies:
sherpa_onnx: ^1.10.17
sherpa_onnx: ^1.10.18
path: ^1.9.0
args: ^2.5.0
... ...
... ... @@ -8,7 +8,7 @@ environment:
# Add regular dependencies here.
dependencies:
sherpa_onnx: ^1.10.17
sherpa_onnx: ^1.10.18
path: ^1.9.0
args: ^2.5.0
... ...
... ... @@ -9,7 +9,7 @@ environment:
sdk: ^3.4.0
dependencies:
sherpa_onnx: ^1.10.17
sherpa_onnx: ^1.10.18
path: ^1.9.0
args: ^2.5.0
... ...
... ... @@ -5,7 +5,7 @@ description: >
publish_to: 'none'
version: 1.10.17
version: 1.10.18
topics:
- speech-recognition
... ... @@ -30,7 +30,7 @@ dependencies:
record: ^5.1.0
url_launcher: ^6.2.6
sherpa_onnx: ^1.10.17
sherpa_onnx: ^1.10.18
# sherpa_onnx:
# path: ../../flutter/sherpa_onnx
... ...
... ... @@ -5,7 +5,7 @@ description: >
publish_to: 'none' # Remove this line if you wish to publish to pub.dev
version: 1.10.17
version: 1.10.18
environment:
sdk: '>=3.4.0 <4.0.0'
... ... @@ -17,7 +17,7 @@ dependencies:
cupertino_icons: ^1.0.6
path_provider: ^2.1.3
path: ^1.9.0
sherpa_onnx: ^1.10.17
sherpa_onnx: ^1.10.18
url_launcher: ^6.2.6
audioplayers: ^5.0.0
... ...
... ... @@ -17,7 +17,7 @@ topics:
- voice-activity-detection
# remember to change the version in ../sherpa_onnx_macos/macos/sherpa_onnx_macos.podspec
version: 1.10.17
version: 1.10.18
homepage: https://github.com/k2-fsa/sherpa-onnx
... ... @@ -30,23 +30,23 @@ dependencies:
flutter:
sdk: flutter
sherpa_onnx_android: ^1.10.17
sherpa_onnx_android: ^1.10.18
# sherpa_onnx_android:
# path: ../sherpa_onnx_android
sherpa_onnx_macos: ^1.10.17
sherpa_onnx_macos: ^1.10.18
# sherpa_onnx_macos:
# path: ../sherpa_onnx_macos
sherpa_onnx_linux: ^1.10.17
sherpa_onnx_linux: ^1.10.18
# sherpa_onnx_linux:
# path: ../sherpa_onnx_linux
#
sherpa_onnx_windows: ^1.10.17
sherpa_onnx_windows: ^1.10.18
# sherpa_onnx_windows:
# path: ../sherpa_onnx_windows
sherpa_onnx_ios: ^1.10.17
sherpa_onnx_ios: ^1.10.18
# sherpa_onnx_ios:
# path: ../sherpa_onnx_ios
... ...
... ... @@ -7,7 +7,7 @@
# https://groups.google.com/g/dart-ffi/c/nUATMBy7r0c
Pod::Spec.new do |s|
s.name = 'sherpa_onnx_ios'
s.version = '1.10.17'
s.version = '1.10.18'
s.summary = 'A new Flutter FFI plugin project.'
s.description = <<-DESC
A new Flutter FFI plugin project.
... ...
... ... @@ -4,7 +4,7 @@
#
Pod::Spec.new do |s|
s.name = 'sherpa_onnx_macos'
s.version = '1.10.17'
s.version = '1.10.18'
s.summary = 'sherpa-onnx Flutter FFI plugin project.'
s.description = <<-DESC
sherpa-onnx Flutter FFI plugin project.
... ...
... ... @@ -93,6 +93,7 @@ The following tables list the examples in this folder.
|---|---|
|[./test_asr_non_streaming_transducer.js](./test_asr_non_streaming_transducer.js)|Non-streaming speech recognition from a file with a Zipformer transducer model|
|[./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)|
|[./test_vad_with_non_streaming_asr_whisper.js](./test_vad_with_non_streaming_asr_whisper.js)| Non-streaming speech recognition from a file using [Whisper](https://github.com/openai/whisper) + [Silero VAD](https://github.com/snakers4/silero-vad)|
|[./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|
|[./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)|
|[./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)|
... ... @@ -221,11 +222,24 @@ rm sherpa-onnx-whisper-tiny.en.tar.bz2
node ./test_asr_non_streaming_whisper.js
# To run VAD + non-streaming ASR with Paraformer using a microphone
# To run VAD + non-streaming ASR with Whisper using a microphone
npm install naudiodon2
node ./test_vad_asr_non_streaming_whisper_microphone.js
```
### Non-streaming speech recognition with Whisper + VAD
```bash
wget https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-whisper-tiny.en.tar.bz2
tar xvf sherpa-onnx-whisper-tiny.en.tar.bz2
rm sherpa-onnx-whisper-tiny.en.tar.bz2
wget https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/Obama.wav
wget https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/silero_vad.onnx
node ./test_vad_with_non_streaming_asr_whisper.js
```
### Non-streaming speech recognition with NeMo CTC models
```bash
... ...
{
"dependencies": {
"sherpa-onnx-node": "^1.10.17"
"sherpa-onnx-node": "^1.10.18"
}
}
... ...
// Copyright (c) 2023-2024 Xiaomi Corporation (authors: Fangjun Kuang)
const sherpa_onnx = require('sherpa-onnx-node');
function createRecognizer() {
// Please download test files from
// https://github.com/k2-fsa/sherpa-onnx/releases/tag/asr-models
const config = {
'featConfig': {
'sampleRate': 16000,
'featureDim': 80,
},
'modelConfig': {
'whisper': {
'encoder': './sherpa-onnx-whisper-tiny.en/tiny.en-encoder.int8.onnx',
'decoder': './sherpa-onnx-whisper-tiny.en/tiny.en-decoder.int8.onnx',
},
'tokens': './sherpa-onnx-whisper-tiny.en/tiny.en-tokens.txt',
'numThreads': 2,
'provider': 'cpu',
'debug': 1,
}
};
return new sherpa_onnx.OfflineRecognizer(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,
windowSize: 512,
},
sampleRate: 16000,
debug: true,
numThreads: 1,
};
const bufferSizeInSeconds = 60;
return new sherpa_onnx.Vad(config, bufferSizeInSeconds);
}
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: ${wave.sampleRate}');
}
console.log('Started')
let start = Date.now();
const windowSize = vad.config.sileroVad.windowSize;
for (let i = 0; i < wave.samples.length; i += windowSize) {
const thisWindow = wave.samples.subarray(i, i + windowSize);
vad.acceptWaveform(thisWindow);
while (!vad.isEmpty()) {
const segment = vad.front();
vad.pop();
let start_time = segment.start / wave.sampleRate;
let end_time = start_time + segment.samples.length / wave.sampleRate;
start_time = start_time.toFixed(2);
end_time = end_time.toFixed(2);
const stream = recognizer.createStream();
stream.acceptWaveform(
{samples: segment.samples, sampleRate: wave.sampleRate});
recognizer.decode(stream);
const r = recognizer.getResult(stream);
if (r.text.length > 0) {
const text = r.text.toLowerCase().trim();
console.log(`${start_time} -- ${end_time}: ${text}`);
}
}
}
vad.flush();
while (!vad.isEmpty()) {
const segment = vad.front();
vad.pop();
let start_time = segment.start / wave.sampleRate;
let end_time = start_time + segment.samples.length / wave.sampleRate;
start_time = start_time.toFixed(2);
end_time = end_time.toFixed(2);
const stream = recognizer.createStream();
stream.acceptWaveform(
{samples: segment.samples, sampleRate: wave.sampleRate});
recognizer.decode(stream);
const r = recognizer.getResult(stream);
if (r.text.length > 0) {
const text = r.text.toLowerCase().trim();
console.log(`${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), 'secodns')
console.log('Elapsed', elapsed_seconds.toFixed(3), 'secodns')
console.log(
`RTF = ${elapsed_seconds.toFixed(3)}/${duration.toFixed(3)} =`,
real_time_factor.toFixed(3))
... ...
... ... @@ -9,7 +9,7 @@ environment:
sdk: ^3.4.0
dependencies:
# sherpa_onnx: ^1.10.17
# sherpa_onnx: ^1.10.18
sherpa_onnx:
path: ../../flutter/sherpa_onnx
path: ^1.9.0
... ...
... ... @@ -17,7 +17,7 @@ topics:
- voice-activity-detection
# remember to change the version in ../sherpa_onnx_macos/macos/sherpa_onnx.podspec
version: 1.10.17
version: 1.10.18
homepage: https://github.com/k2-fsa/sherpa-onnx
... ...
... ... @@ -65,7 +65,7 @@ config = {
}
clear() {
addon.VoiceActivityDetectorClearWrapper(this.handle);
addon.voiceActivityDetectorClear(this.handle);
}
/*
... ... @@ -79,11 +79,11 @@ config = {
}
reset() {
addon.VoiceActivityDetectorResetWrapper(this.handle);
addon.voiceActivityDetectorReset(this.handle);
}
flush() {
addon.VoiceActivityDetectorFlushWrapper(this.handle);
addon.voiceActivityDetectorFlush(this.handle);
}
}
... ...
... ... @@ -306,8 +306,7 @@ std::string OfflineRecognitionResult::AsJsonString() const {
os << "{";
os << "\"text\""
<< ": ";
os << "\"" << text << "\""
<< ", ";
os << std::quoted(text) << ", ";
os << "\""
<< "timestamps"
... ... @@ -339,7 +338,7 @@ std::string OfflineRecognitionResult::AsJsonString() const {
<< "\"";
os.flags(oldFlags);
} else {
os << sep << "\"" << t << "\"";
os << sep << std::quoted(t);
}
sep = ", ";
}
... ...
... ... @@ -44,7 +44,7 @@ std::string VecToString<std::string>(const std::vector<std::string> &vec,
oss << "[";
std::string sep = "";
for (const auto &item : vec) {
oss << sep << "\"" << item << "\"";
oss << sep << std::quoted(item);
sep = ", ";
}
oss << "]";
... ... @@ -54,9 +54,7 @@ std::string VecToString<std::string>(const std::vector<std::string> &vec,
std::string OnlineRecognizerResult::AsJsonString() const {
std::ostringstream os;
os << "{ ";
os << "\"text\": "
<< "\"" << text << "\""
<< ", ";
os << "\"text\": " << std::quoted(text) << ", ";
os << "\"tokens\": " << VecToString(tokens) << ", ";
os << "\"timestamps\": " << VecToString(timestamps, 2) << ", ";
os << "\"ys_probs\": " << VecToString(ys_probs, 6) << ", ";
... ...