EngineX-Iluvatar/enginex-mr_series-sherpa-onnx
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WebAssembly example for VAD + Non-streaming ASR (#1284)

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Fangjun Kuang
2024-08-24 13:24:52 +08:00
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parent 1ef8a7a202
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@@ -14,13 +14,13 @@
### Supported platforms
|Architecture| Android | iOS | Windows | macOS | linux |
|------------|------------------|---------------|------------|-------|-------|
| x64 | ✔️ | | ✔️ | ✔️ | ✔️ |
| x86 | ✔️ | | ✔️ | | |
| arm64 | ✔️ | ✔️ | ✔️ | ✔️ | ✔️ |
| arm32 | ✔️ | | | | ✔️ |
| riscv64 | | | | | ✔️ |
|Architecture| Android | iOS | Windows | macOS | linux |
|------------|---------|---------|------------|-------|-------|
| x64 | ✔️ | | ✔️ | ✔️ | ✔️ |
| x86 | ✔️ | | ✔️ | | |
| arm64 | ✔️ | ✔️ | ✔️ | ✔️ | ✔️ |
| arm32 | ✔️ | | | | ✔️ |
| riscv64 | | | | | ✔️ |
### Supported programming languages
@@ -37,7 +37,7 @@
|-------|----------|----------|------------|
| ✔️ | ✔️ | ✔️ | ✔️ |
For Rust support, please see https://github.com/thewh1teagle/sherpa-rs
For Rust support, please see [sherpa-rs][sherpa-rs]
It also supports WebAssembly.
@@ -51,7 +51,7 @@ This repository supports running the following functions **locally**
- Speaker verification
- Spoken language identification
- Audio tagging
- VAD (e.g., [silero-vad](https://github.com/snakers4/silero-vad))
- VAD (e.g., [silero-vad][silero-vad])
- Keyword spotting
on the following platforms and operating systems:
@@ -62,11 +62,12 @@ on the following platforms and operating systems:
- iOS
- NodeJS
- WebAssembly
- [Raspberry Pi](https://www.raspberrypi.com/)
- [RV1126](https://www.rock-chips.com/uploads/pdf/2022.8.26/191/RV1126%20Brief%20Datasheet.pdf)
- [LicheePi4A](https://sipeed.com/licheepi4a)
- [VisionFive 2](https://www.starfivetech.com/en/site/boards)
- [旭日X3派](https://developer.horizon.ai/api/v1/fileData/documents_pi/index.html)
- [Raspberry Pi][Raspberry Pi]
- [RV1126][RV1126]
- [LicheePi4A][LicheePi4A]
- [VisionFive 2][VisionFive 2]
- [旭日X3派][旭日X3派]
- [爱芯派][爱芯派]
- etc
with the following APIs
@@ -81,59 +82,68 @@ with the following APIs
You can visit the following Huggingface spaces to try `sherpa-onnx` without
installing anything. All you need is a browser.
| Description | URL |
|---|---|
| Speech recognition | [Click me](https://huggingface.co/spaces/k2-fsa/automatic-speech-recognition)|
| Speech recognition with [Whisper](https://github.com/openai/whisper)| [Click me](https://huggingface.co/spaces/k2-fsa/automatic-speech-recognition-with-whisper)|
| Speech synthesis | [Click me](https://huggingface.co/spaces/k2-fsa/text-to-speech)|
| Generate subtitles| [Click me](https://huggingface.co/spaces/k2-fsa/generate-subtitles-for-videos)|
|Audio tagging| [Click me](https://huggingface.co/spaces/k2-fsa/audio-tagging)|
|Spoken language identification with [Whisper](https://github.com/openai/whisper)|[Click me](https://huggingface.co/spaces/k2-fsa/spoken-language-identification)|
| Description | URL |
|-------------------------------------------------------|------------------------------------|
| Speech recognition | [Click me][hf-space-asr] |
| Speech recognition with [Whisper][Whisper] | [Click me][hf-space-asr-whisper] |
| Speech synthesis | [Click me][hf-space-tts] |
| Generate subtitles | [Click me][hf-space-subtitle] |
| Audio tagging | [Click me][hf-space-audio-tagging] |
| Spoken language identification with [Whisper][Whisper]| [Click me][hf-space-slid-whisper] |
We also have spaces built using WebAssembly. The are listed below:
| Description | URL| Chinese users|
|---|---|---|
|Voice activity detection with [silero-vad](https://github.com/snakers4/silero-vad)| [Click me](https://huggingface.co/spaces/k2-fsa/web-assembly-vad-sherpa-onnx)|[地址](https://modelscope.cn/studios/csukuangfj/web-assembly-vad-sherpa-onnx)|
|Real-time speech recognition (Chinese + English) with Zipformer | [Click me](https://huggingface.co/spaces/k2-fsa/web-assembly-asr-sherpa-onnx-zh-en)|[地址](https://modelscope.cn/studios/k2-fsa/web-assembly-asr-sherpa-onnx-zh-en)|
|Real-time speech recognition (Chinese + English) with Paraformer|[Click me](https://huggingface.co/spaces/k2-fsa/web-assembly-asr-sherpa-onnx-zh-en-paraformer)| [地址](https://modelscope.cn/studios/k2-fsa/web-assembly-asr-sherpa-onnx-zh-en-paraformer)|
|Real-time speech recognition (Chinese + English + Cantonese) with Paraformer|[Click me](https://huggingface.co/spaces/k2-fsa/web-assembly-asr-sherpa-onnx-zh-cantonese-en-paraformer)| [地址](https://modelscope.cn/studios/k2-fsa/web-assembly-asr-sherpa-onnx-zh-cantonese-en-paraformer)|
|Real-time speech recognition (English) |[Click me](https://huggingface.co/spaces/k2-fsa/web-assembly-asr-sherpa-onnx-en)|[地址](https://modelscope.cn/studios/k2-fsa/web-assembly-asr-sherpa-onnx-en)|
|Speech synthesis (English) |[Click me](https://huggingface.co/spaces/k2-fsa/web-assembly-tts-sherpa-onnx-en)| [地址](https://modelscope.cn/studios/k2-fsa/web-assembly-tts-sherpa-onnx-en)|
|Speech synthesis (German)|[Click me](https://huggingface.co/spaces/k2-fsa/web-assembly-tts-sherpa-onnx-de)| [地址](https://modelscope.cn/studios/k2-fsa/web-assembly-tts-sherpa-onnx-de)|
| Description | Huggingface space| ModelScope space|
|------------------------------------------------------------------------------------------|------------------|-----------------|
|Voice activity detection with [silero-vad][silero-vad] | [Click me][wasm-hf-vad]|[地址][wasm-ms-vad]|
|Real-time speech recognition (Chinese + English) with Zipformer | [Click me][wasm-hf-streaming-asr-zh-en-zipformer]|[地址][wasm-hf-streaming-asr-zh-en-zipformer]|
|Real-time speech recognition (Chinese + English) with Paraformer |[Click me][wasm-hf-streaming-asr-zh-en-paraformer]| [地址][wasm-ms-streaming-asr-zh-en-paraformer]|
|Real-time speech recognition (Chinese + English + Cantonese) with [Paraformer-large][Paraformer-large]|[Click me][wasm-hf-streaming-asr-zh-en-yue-paraformer]| [地址][wasm-ms-streaming-asr-zh-en-yue-paraformer]|
|Real-time speech recognition (English) |[Click me][wasm-hf-streaming-asr-en-zipformer] |[地址][wasm-ms-streaming-asr-en-zipformer]|
|VAD + speech recognition (Chinese + English + Korean + Japanese + Cantonese) with [SenseVoice][SenseVoice]|[Click me][wasm-hf-vad-asr-zh-en-ko-ja-yue-sense-voice]| [地址][wasm-ms-vad-asr-zh-en-ko-ja-yue-sense-voice]|
|VAD + speech recognition (English) with [Whisper][Whisper] tiny.en|[Click me][wasm-hf-vad-asr-en-whisper-tiny-en]| [地址][wasm-ms-vad-asr-en-whisper-tiny-en]|
|VAD + speech recognition (English) with Zipformer trained with [GigaSpeech][GigaSpeech] |[Click me][wasm-hf-vad-asr-en-zipformer-gigaspeech]| [地址][wasm-ms-vad-asr-en-zipformer-gigaspeech]|
|VAD + speech recognition (Chinese) with Zipformer trained with [WenetSpeech][WenetSpeech] |[Click me][wasm-hf-vad-asr-zh-zipformer-wenetspeech]| [地址][wasm-ms-vad-asr-zh-zipformer-wenetspeech]|
|VAD + speech recognition (Japanese) with Zipformer trained with [ReazonSpeech][ReazonSpeech]|[Click me][wasm-hf-vad-asr-ja-zipformer-reazonspeech]| [地址][wasm-ms-vad-asr-ja-zipformer-reazonspeech]|
|VAD + speech recognition (Thai) with Zipformer trained with [GigaSpeech2][GigaSpeech2] |[Click me][wasm-hf-vad-asr-th-zipformer-gigaspeech2]| [地址][wasm-ms-vad-asr-th-zipformer-gigaspeech2]|
|VAD + speech recognition (Chinese 多种方言) with a [TeleSpeech-ASR][TeleSpeech-ASR] CTC model|[Click me][wasm-hf-vad-asr-zh-telespeech]| [地址][wasm-ms-vad-asr-zh-telespeech]|
|VAD + speech recognition (English + Chinese, 及多种中文方言) with Paraformer-large |[Click me][wasm-hf-vad-asr-zh-en-paraformer-large]| [地址][wasm-ms-vad-asr-zh-en-paraformer-large]|
|VAD + speech recognition (English + Chinese, 及多种中文方言) with Paraformer-small |[Click me][wasm-hf-vad-asr-zh-en-paraformer-small]| [地址][wasm-ms-vad-asr-zh-en-paraformer-small]|
|Speech synthesis (English) |[Click me][wasm-hf-tts-piper-en]| [地址][wasm-ms-tts-piper-en]|
|Speech synthesis (German) |[Click me][wasm-hf-tts-piper-de]| [地址][wasm-ms-tts-piper-de]|
### Links for pre-built Android APKs
| Description | URL | 中国用户 |
|--------------------------------|-----------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------|
| Streaming speech recognition | [Address](https://k2-fsa.github.io/sherpa/onnx/android/apk.html) | [点此](https://k2-fsa.github.io/sherpa/onnx/android/apk-cn.html) |
| Text-to-speech | [Address](https://k2-fsa.github.io/sherpa/onnx/tts/apk-engine.html) | [点此](https://k2-fsa.github.io/sherpa/onnx/tts/apk-engine-cn.html) |
|Voice activity detection (VAD) | [Address](https://k2-fsa.github.io/sherpa/onnx/vad/apk.html) | [点此](https://k2-fsa.github.io/sherpa/onnx/vad/apk-cn.html)|
|VAD + non-streaming speech recognition| [Address](https://k2-fsa.github.io/sherpa/onnx/vad/apk-asr.html)| [点此](https://k2-fsa.github.io/sherpa/onnx/vad/apk-asr-cn.html)|
|Two-pass speech recognition| [Address](https://k2-fsa.github.io/sherpa/onnx/android/apk-2pass.html)| [点此](https://k2-fsa.github.io/sherpa/onnx/android/apk-2pass-cn.html)|
| Audio tagging | [Address](https://k2-fsa.github.io/sherpa/onnx/audio-tagging/apk.html) | [点此](https://k2-fsa.github.io/sherpa/onnx/audio-tagging/apk-cn.html) |
| Audio tagging (WearOS) | [Address](https://k2-fsa.github.io/sherpa/onnx/audio-tagging/apk-wearos.html) | [点此](https://k2-fsa.github.io/sherpa/onnx/audio-tagging/apk-wearos-cn.html) |
| Speaker identification | [Address](https://k2-fsa.github.io/sherpa/onnx/speaker-identification/apk.html) | [点此](https://k2-fsa.github.io/sherpa/onnx/speaker-identification/apk-cn.html) |
| Spoken language identification | [Address](https://k2-fsa.github.io/sherpa/onnx/spoken-language-identification/apk.html) | [点此](https://k2-fsa.github.io/sherpa/onnx/spoken-language-identification/apk-cn.html) |
|Keyword spotting| [Address](https://k2-fsa.github.io/sherpa/onnx/kws/apk.html)| [点此](https://k2-fsa.github.io/sherpa/onnx/kws/apk-cn.html)|
| Description | URL | 中国用户 |
|----------------------------------------|------------------------------|-----------------------------|
| Streaming speech recognition | [Address][apk-streaming-asr] | [点此][apk-streaming-asr-cn]|
| Text-to-speech | [Address][apk-tts] | [点此][apk-tts-cn] |
| Voice activity detection (VAD) | [Address][apk-vad] | [点此][apk-vad-cn] |
| VAD + non-streaming speech recognition | [Address][apk-vad-asr] | [点此][apk-vad-asr-cn] |
| Two-pass speech recognition | [Address][apk-2pass] | [点此][apk-2pass-cn] |
| Audio tagging | [Address][apk-at] | [点此][apk-at-cn] |
| Audio tagging (WearOS) | [Address][apk-at-wearos] | [点此][apk-at-wearos-cn] |
| Speaker identification | [Address][apk-sid] | [点此][apk-sid-cn] |
| Spoken language identification | [Address][apk-slid] | [点此][apk-slid-cn] |
| Keyword spotting | [Address][apk-kws] | [点此][apk-kws-cn] |
### Links for pre-built Flutter APPs
#### Real-time speech recognition
| Description | URL | 中国用户 |
|--------------------------------|---------------------------------------------------------------------|---------------------------------------------------------------------|
| Streaming speech recognition | [Address](https://k2-fsa.github.io/sherpa/onnx/flutter/asr/app.html)| [点此](https://k2-fsa.github.io/sherpa/onnx/flutter/asr/app-cn.html)|
| Description | URL | 中国用户 |
|--------------------------------|-------------------------------------|-------------------------------------|
| Streaming speech recognition | [Address][apk-flutter-streaming-asr]| [点此][apk-flutter-streaming-asr-cn]|
#### Text-to-speech
| Description | URL | 中国用户 |
|--------------------------------|--------------------------------------------------------------|-----------------------------------------------------------------------------|
| Android (arm64-v8a, armeabi-v7a, x86_64) | [Address](https://k2-fsa.github.io/sherpa/onnx/flutter/tts-android.html) | [点此](https://k2-fsa.github.io/sherpa/onnx/flutter/tts-android-cn.html)|
| Linux (x64) | [Address](https://k2-fsa.github.io/sherpa/onnx/flutter/tts-linux.html) | [点此](https://k2-fsa.github.io/sherpa/onnx/flutter/tts-linux-cn.html) |
| macOS (x64) | [Address](https://k2-fsa.github.io/sherpa/onnx/flutter/tts-macos-x64.html) | [点此](https://k2-fsa.github.io/sherpa/onnx/flutter/tts-macos-x64-cn.html) |
| macOS (arm64) | [Address](https://k2-fsa.github.io/sherpa/onnx/flutter/tts-macos-arm64.html) | [点此](https://k2-fsa.github.io/sherpa/onnx/flutter/tts-macos-arm64-cn.html)|
| Windows (x64) | [Address](https://k2-fsa.github.io/sherpa/onnx/flutter/tts-win.html) | [点此](https://k2-fsa.github.io/sherpa/onnx/flutter/tts-win-cn.html) |
| Description | URL | 中国用户 |
|------------------------------------------|------------------------------------|------------------------------------|
| Android (arm64-v8a, armeabi-v7a, x86_64) | [Address][flutter-tts-android] | [点此][flutter-tts-android-cn] |
| Linux (x64) | [Address][flutter-tts-linux] | [点此][flutter-tts-linux-cn] |
| macOS (x64) | [Address][flutter-tts-macos-x64] | [点此][flutter-tts-macos-arm64-cn] |
| macOS (arm64) | [Address][flutter-tts-macos-arm64] | [点此][flutter-tts-macos-x64-cn] |
| Windows (x64) | [Address][flutter-tts-win-x64] | [点此][flutter-tts-win-x64-cn] |
> Note: You need to build from source for iOS.
@@ -141,23 +151,23 @@ We also have spaces built using WebAssembly. The are listed below:
#### Generating subtitles
| Description | URL | 中国用户 |
|--------------------------------|---------------------------------------------------------------------|---------------------------------------------------------------------|
| Generate subtitles (生成字幕) | [Address](https://k2-fsa.github.io/sherpa/onnx/lazarus/download-generated-subtitles.html)| [点此](https://k2-fsa.github.io/sherpa/onnx/lazarus/download-generated-subtitles-cn.html)|
| Description | URL | 中国用户 |
|--------------------------------|----------------------------|----------------------------|
| Generate subtitles (生成字幕) | [Address][lazarus-subtitle]| [点此][lazarus-subtitle-cn]|
### Links for pre-trained models
| Description | URL |
|--------------------------------|--------------------------------------------------------------------------------------------------------------------------------|
| Speech recognition (speech to text, ASR) | [Address](https://github.com/k2-fsa/sherpa-onnx/releases/tag/asr-models) |
| Text-to-speech (TTS) | [Address](https://github.com/k2-fsa/sherpa-onnx/releases/tag/tts-models) |
| VAD | [Address](https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/silero_vad.onnx)|
| Keyword spotting |[Address](https://github.com/k2-fsa/sherpa-onnx/releases/tag/kws-models)|
| Audio tagging | [Address](https://github.com/k2-fsa/sherpa-onnx/releases/tag/audio-tagging-models)|
| Speaker identification (Speaker ID) | [Address](https://github.com/k2-fsa/sherpa-onnx/releases/tag/speaker-recongition-models)|
| Spoken language identification (Language ID) | See multi-lingual [Whisper](https://github.com/openai/whisper) ASR models from [Speech recognition](https://github.com/k2-fsa/sherpa-onnx/releases/tag/asr-models) |
| Punctuation| [Address](https://github.com/k2-fsa/sherpa-onnx/releases/tag/punctuation-models)|
| Description | URL |
|---------------------------------------------|---------------------------------------------------------------------------------------|
| Speech recognition (speech to text, ASR) | [Address][asr-models] |
| Text-to-speech (TTS) | [Address][tts-models] |
| VAD | [Address][vad-models] |
| Keyword spotting | [Address][kws-models] |
| Audio tagging | [Address][at-models] |
| Speaker identification (Speaker ID) | [Address][sid-models] |
| Spoken language identification (Language ID)| See multi-lingual [Whisper][Whisper] ASR models from [Speech recognition][asr-models]|
| Punctuation | [Address][punct-models] |
### Useful links
@@ -169,3 +179,100 @@ We also have spaces built using WebAssembly. The are listed below:
Please see
https://k2-fsa.github.io/sherpa/social-groups.html
for 新一代 Kaldi **微信交流群** and **QQ 交流群**.
[sherpa-rs]: https://github.com/thewh1teagle/sherpa-rs
[silero-vad]: https://github.com/snakers4/silero-vad
[Raspberry Pi]: https://www.raspberrypi.com/
[RV1126]: https://www.rock-chips.com/uploads/pdf/2022.8.26/191/RV1126%20Brief%20Datasheet.pdf
[LicheePi4A]: https://sipeed.com/licheepi4a
[VisionFive 2]: https://www.starfivetech.com/en/site/boards
[旭日X3派]: https://developer.horizon.ai/api/v1/fileData/documents_pi/index.html
[爱芯派]: https://wiki.sipeed.com/hardware/zh/maixIII/ax-pi/axpi.html
[hf-space-asr]: https://huggingface.co/spaces/k2-fsa/automatic-speech-recognition
[Whisper]: https://github.com/openai/whisper
[hf-space-asr-whisper]: https://huggingface.co/spaces/k2-fsa/automatic-speech-recognition-with-whisper
[hf-space-tts]: https://huggingface.co/spaces/k2-fsa/text-to-speech
[hf-space-subtitle]: https://huggingface.co/spaces/k2-fsa/generate-subtitles-for-videos
[hf-space-audio-tagging]: https://huggingface.co/spaces/k2-fsa/audio-tagging
[hf-space-slid-whisper]: https://huggingface.co/spaces/k2-fsa/spoken-language-identification
[wasm-hf-vad]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-sherpa-onnx
[wasm-ms-vad]: https://modelscope.cn/studios/csukuangfj/web-assembly-vad-sherpa-onnx
[wasm-hf-streaming-asr-zh-en-zipformer]: https://huggingface.co/spaces/k2-fsa/web-assembly-asr-sherpa-onnx-zh-en
[wasm-ms-streaming-asr-zh-en-zipformer]: https://modelscope.cn/studios/k2-fsa/web-assembly-asr-sherpa-onnx-zh-en
[wasm-hf-streaming-asr-zh-en-paraformer]: https://huggingface.co/spaces/k2-fsa/web-assembly-asr-sherpa-onnx-zh-en-paraformer
[wasm-ms-streaming-asr-zh-en-paraformer]: https://modelscope.cn/studios/k2-fsa/web-assembly-asr-sherpa-onnx-zh-en-paraformer
[Paraformer-large]: https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary
[wasm-hf-streaming-asr-zh-en-yue-paraformer]: https://huggingface.co/spaces/k2-fsa/web-assembly-asr-sherpa-onnx-zh-cantonese-en-paraformer
[wasm-ms-streaming-asr-zh-en-yue-paraformer]: https://modelscope.cn/studios/k2-fsa/web-assembly-asr-sherpa-onnx-zh-cantonese-en-paraformer
[wasm-hf-streaming-asr-en-zipformer]: https://huggingface.co/spaces/k2-fsa/web-assembly-asr-sherpa-onnx-en
[wasm-ms-streaming-asr-en-zipformer]: https://modelscope.cn/studios/k2-fsa/web-assembly-asr-sherpa-onnx-en
[SenseVoice]: https://github.com/FunAudioLLM/SenseVoice
[wasm-hf-vad-asr-zh-en-ko-ja-yue-sense-voice]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-zh-en-ja-ko-cantonese-sense-voice
[wasm-ms-vad-asr-zh-en-ko-ja-yue-sense-voice]: https://www.modelscope.cn/studios/csukuangfj/web-assembly-vad-asr-sherpa-onnx-zh-en-jp-ko-cantonese-sense-voice
[wasm-hf-vad-asr-en-whisper-tiny-en]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-en-whisper-tiny
[wasm-ms-vad-asr-en-whisper-tiny-en]: https://www.modelscope.cn/studios/csukuangfj/web-assembly-vad-asr-sherpa-onnx-en-whisper-tiny
[wasm-hf-vad-asr-en-zipformer-gigaspeech]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-en-zipformer-gigaspeech
[wasm-ms-vad-asr-en-zipformer-gigaspeech]: https://www.modelscope.cn/studios/k2-fsa/web-assembly-vad-asr-sherpa-onnx-en-zipformer-gigaspeech
[wasm-hf-vad-asr-zh-zipformer-wenetspeech]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-zh-zipformer-wenetspeech
[wasm-ms-vad-asr-zh-zipformer-wenetspeech]: https://www.modelscope.cn/studios/k2-fsa/web-assembly-vad-asr-sherpa-onnx-zh-zipformer-wenetspeech
[ReazonSpeech]: https://research.reazon.jp/_static/reazonspeech_nlp2023.pdf
[wasm-hf-vad-asr-ja-zipformer-reazonspeech]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-ja-zipformer
[wasm-ms-vad-asr-ja-zipformer-reazonspeech]: https://www.modelscope.cn/studios/csukuangfj/web-assembly-vad-asr-sherpa-onnx-ja-zipformer
[GigaSpeech2]: https://github.com/SpeechColab/GigaSpeech2
[wasm-hf-vad-asr-th-zipformer-gigaspeech2]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-th-zipformer
[wasm-ms-vad-asr-th-zipformer-gigaspeech2]: https://www.modelscope.cn/studios/csukuangfj/web-assembly-vad-asr-sherpa-onnx-th-zipformer
[TeleSpeech-ASR]: https://github.com/Tele-AI/TeleSpeech-ASR
[wasm-hf-vad-asr-zh-telespeech]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-zh-telespeech
[wasm-ms-vad-asr-zh-telespeech]: https://www.modelscope.cn/studios/k2-fsa/web-assembly-vad-asr-sherpa-onnx-zh-telespeech
[wasm-hf-vad-asr-zh-en-paraformer-large]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-zh-en-paraformer
[wasm-ms-vad-asr-zh-en-paraformer-large]: https://www.modelscope.cn/studios/k2-fsa/web-assembly-vad-asr-sherpa-onnx-zh-en-paraformer
[wasm-hf-vad-asr-zh-en-paraformer-small]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-zh-en-paraformer-small
[wasm-ms-vad-asr-zh-en-paraformer-small]: https://www.modelscope.cn/studios/k2-fsa/web-assembly-vad-asr-sherpa-onnx-zh-en-paraformer-small
[wasm-hf-tts-piper-en]: https://huggingface.co/spaces/k2-fsa/web-assembly-tts-sherpa-onnx-en
[wasm-ms-tts-piper-en]: https://modelscope.cn/studios/k2-fsa/web-assembly-tts-sherpa-onnx-en
[wasm-hf-tts-piper-de]: https://huggingface.co/spaces/k2-fsa/web-assembly-tts-sherpa-onnx-de
[wasm-ms-tts-piper-de]: https://modelscope.cn/studios/k2-fsa/web-assembly-tts-sherpa-onnx-de
[apk-streaming-asr]: https://k2-fsa.github.io/sherpa/onnx/android/apk.html
[apk-streaming-asr-cn]: https://k2-fsa.github.io/sherpa/onnx/android/apk-cn.html
[apk-tts]: https://k2-fsa.github.io/sherpa/onnx/tts/apk-engine.html
[apk-tts-cn]: https://k2-fsa.github.io/sherpa/onnx/tts/apk-engine-cn.html
[apk-vad]: https://k2-fsa.github.io/sherpa/onnx/vad/apk.html
[apk-vad-cn]: https://k2-fsa.github.io/sherpa/onnx/vad/apk-cn.html
[apk-vad-asr]: https://k2-fsa.github.io/sherpa/onnx/vad/apk-asr.html
[apk-vad-asr-cn]: https://k2-fsa.github.io/sherpa/onnx/vad/apk-asr-cn.html
[apk-2pass]: https://k2-fsa.github.io/sherpa/onnx/android/apk-2pass.html
[apk-2pass-cn]: https://k2-fsa.github.io/sherpa/onnx/android/apk-2pass-cn.html
[apk-at]: https://k2-fsa.github.io/sherpa/onnx/audio-tagging/apk.html
[apk-at-cn]: https://k2-fsa.github.io/sherpa/onnx/audio-tagging/apk-cn.html
[apk-at-wearos]: https://k2-fsa.github.io/sherpa/onnx/audio-tagging/apk-wearos.html
[apk-at-wearos-cn]: https://k2-fsa.github.io/sherpa/onnx/audio-tagging/apk-wearos-cn.html
[apk-sid]: https://k2-fsa.github.io/sherpa/onnx/speaker-identification/apk.html
[apk-sid-cn]: https://k2-fsa.github.io/sherpa/onnx/speaker-identification/apk-cn.html
[apk-slid]: https://k2-fsa.github.io/sherpa/onnx/spoken-language-identification/apk.html
[apk-slid-cn]: https://k2-fsa.github.io/sherpa/onnx/spoken-language-identification/apk-cn.html
[apk-kws]: https://k2-fsa.github.io/sherpa/onnx/kws/apk.html
[apk-kws-cn]: https://k2-fsa.github.io/sherpa/onnx/kws/apk-cn.html
[apk-flutter-streaming-asr]: https://k2-fsa.github.io/sherpa/onnx/flutter/asr/app.html
[apk-flutter-streaming-asr-cn]: https://k2-fsa.github.io/sherpa/onnx/flutter/asr/app-cn.html
[flutter-tts-android]: https://k2-fsa.github.io/sherpa/onnx/flutter/tts-android.html
[flutter-tts-android-cn]: https://k2-fsa.github.io/sherpa/onnx/flutter/tts-android-cn.html
[flutter-tts-linux]: https://k2-fsa.github.io/sherpa/onnx/flutter/tts-linux.html
[flutter-tts-linux-cn]: https://k2-fsa.github.io/sherpa/onnx/flutter/tts-linux-cn.html
[flutter-tts-macos-x64]: https://k2-fsa.github.io/sherpa/onnx/flutter/tts-macos-x64.html
[flutter-tts-macos-arm64-cn]: https://k2-fsa.github.io/sherpa/onnx/flutter/tts-macos-x64-cn.html
[flutter-tts-macos-arm64]: https://k2-fsa.github.io/sherpa/onnx/flutter/tts-macos-arm64.html
[flutter-tts-macos-x64-cn]: https://k2-fsa.github.io/sherpa/onnx/flutter/tts-macos-arm64-cn.html
[flutter-tts-win-x64]: https://k2-fsa.github.io/sherpa/onnx/flutter/tts-win.html
[flutter-tts-win-x64-cn]: https://k2-fsa.github.io/sherpa/onnx/flutter/tts-win-cn.html
[lazarus-subtitle]: https://k2-fsa.github.io/sherpa/onnx/lazarus/download-generated-subtitles.html
[lazarus-subtitle-cn]: https://k2-fsa.github.io/sherpa/onnx/lazarus/download-generated-subtitles-cn.html
[asr-models]: https://github.com/k2-fsa/sherpa-onnx/releases/tag/asr-models
[tts-models]: https://github.com/k2-fsa/sherpa-onnx/releases/tag/tts-models
[vad-models]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/silero_vad.onnx
[kws-models]: https://github.com/k2-fsa/sherpa-onnx/releases/tag/kws-models
[at-models]: https://github.com/k2-fsa/sherpa-onnx/releases/tag/audio-tagging-models
[sid-models]: https://github.com/k2-fsa/sherpa-onnx/releases/tag/speaker-recongition-models
[slid-models]: https://github.com/k2-fsa/sherpa-onnx/releases/tag/speaker-recongition-models
[punct-models]: https://github.com/k2-fsa/sherpa-onnx/releases/tag/punctuation-models
[GigaSpeech]: https://github.com/SpeechColab/GigaSpeech
[WenetSpeech]: https://github.com/wenet-e2e/WenetSpeech