sherpa-onnx

Name	sherpa-onnx JSON
Version	1.10.34 JSON
	download
home_page	https://github.com/k2-fsa/sherpa-onnx
Summary	None
upload_time	2024-12-10 12:35:54
maintainer	None
docs_url	None
author	The sherpa-onnx development team
requires_python	>=3.6
license	Apache licensed, as found in the LICENSE file
keywords
VCS
bugtrack_url
requirements	No requirements were recorded.
Travis-CI	No Travis.
coveralls test coverage	No coveralls.

            ### Supported functions

|Speech recognition| Speech synthesis |
|------------------|------------------|
|   ✔️              |         ✔️        |

|Speaker identification| Speaker diarization | Speaker verification |
|----------------------|-------------------- |------------------------|
|   ✔️                  |         ✔️           |            ✔️           |

| Spoken Language identification | Audio tagging | Voice activity detection |
|--------------------------------|---------------|--------------------------|
|                 ✔️              |          ✔️    |                ✔️         |

| Keyword spotting | Add punctuation |
|------------------|-----------------|
|     ✔️            |       ✔️         |

### Supported platforms

|Architecture| Android | iOS     | Windows    | macOS | linux | HarmonyOS |
|------------|---------|---------|------------|-------|-------|-----------|
|   x64      |  ✔️      |         |   ✔️        | ✔️     |  ✔️    |   ✔️       |
|   x86      |  ✔️      |         |   ✔️        |       |       |           |
|   arm64    |  ✔️      | ✔️       |   ✔️        | ✔️     |  ✔️    |   ✔️       |
|   arm32    |  ✔️      |         |            |       |  ✔️    |   ✔️       |
|   riscv64  |         |         |            |       |  ✔️    |           |

### Supported programming languages

| 1. C++ | 2. C  | 3. Python | 4. JavaScript |
|--------|-------|-----------|---------------|
|   ✔️    | ✔️     | ✔️         |    ✔️          |

|5. Java | 6. C# | 7. Kotlin | 8. Swift |
|--------|-------|-----------|----------|
| ✔️      |  ✔️    | ✔️         |  ✔️       |

| 9. Go | 10. Dart | 11. Rust | 12. Pascal |
|-------|----------|----------|------------|
| ✔️     |  ✔️       |   ✔️      |    ✔️       |

For Rust support, please see [sherpa-rs][sherpa-rs]

It also supports WebAssembly.

## Introduction

This repository supports running the following functions **locally**

  - Speech-to-text (i.e., ASR); both streaming and non-streaming are supported
  - Text-to-speech (i.e., TTS)
  - Speaker diarization
  - Speaker identification
  - Speaker verification
  - Spoken language identification
  - Audio tagging
  - VAD (e.g., [silero-vad][silero-vad])
  - Keyword spotting

on the following platforms and operating systems:

  - x86, ``x86_64``, 32-bit ARM, 64-bit ARM (arm64, aarch64), RISC-V (riscv64)
  - Linux, macOS, Windows, openKylin
  - Android, WearOS
  - iOS
  - HarmonyOS
  - NodeJS
  - WebAssembly
  - [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

  - C++, C, Python, Go, ``C#``
  - Java, Kotlin, JavaScript
  - Swift, Rust
  - Dart, Object Pascal

### Links for Huggingface Spaces

<details>
<summary>You can visit the following Huggingface spaces to try sherpa-onnx without
installing anything. All you need is a browser.</summary>

| Description                                           | URL                                     |
|-------------------------------------------------------|-----------------------------------------|
| Speaker diarization                                   | [Click me][hf-space-speaker-diarization]|
| 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. They are listed below:

| 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 [Moonshine tiny][Moonshine tiny]|[Click me][wasm-hf-vad-asr-en-moonshine-tiny-en]| [地址][wasm-ms-vad-asr-en-moonshine-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]|
|Speaker diarization                                                                         |[Click me][wasm-hf-speaker-diarization]|[地址][wasm-ms-speaker-diarization]|

</details>

### Links for pre-built Android APKs

<details>

<summary>You can find pre-built Android APKs for this repository in the following table</summary>

| Description                            | URL                                | 中国用户                          |
|----------------------------------------|------------------------------------|-----------------------------------|
| Speaker diarization                    | [Address][apk-speaker-diarization] | [点此][apk-speaker-diarization-cn]|
| 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]                |

</details>

### Links for pre-built Flutter APPs

<details>

#### Real-time speech recognition

| 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][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.

</details>

### Links for pre-built Lazarus APPs

<details>

#### Generating subtitles

| Description                    | URL                        | 中国用户                   |
|--------------------------------|----------------------------|----------------------------|
| Generate subtitles (生成字幕)  | [Address][lazarus-subtitle]| [点此][lazarus-subtitle-cn]|

</details>

### Links for pre-trained models

<details>

| 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]                                                               |
| Speaker segmentation                        | [Address][speaker-segmentation-models]                                                |

</details>

#### Some pre-trained ASR models (Streaming)

<details>

Please see

  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/index.html>
  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-paraformer/index.html>
  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-ctc/index.html>

for more models. The following table lists only **SOME** of them.


|Name | Supported Languages| Description|
|-----|-----|----|
|[sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20][sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20]| Chinese, English| See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#csukuangfj-sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20-bilingual-chinese-english)|
|[sherpa-onnx-streaming-zipformer-small-bilingual-zh-en-2023-02-16][sherpa-onnx-streaming-zipformer-small-bilingual-zh-en-2023-02-16]| Chinese, English| See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#sherpa-onnx-streaming-zipformer-small-bilingual-zh-en-2023-02-16-bilingual-chinese-english)|
|[sherpa-onnx-streaming-zipformer-zh-14M-2023-02-23][sherpa-onnx-streaming-zipformer-zh-14M-2023-02-23]|Chinese| Suitable for Cortex A7 CPU. See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#sherpa-onnx-streaming-zipformer-zh-14m-2023-02-23)|
|[sherpa-onnx-streaming-zipformer-en-20M-2023-02-17][sherpa-onnx-streaming-zipformer-en-20M-2023-02-17]|English|Suitable for Cortex A7 CPU. See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#sherpa-onnx-streaming-zipformer-en-20m-2023-02-17)|
|[sherpa-onnx-streaming-zipformer-korean-2024-06-16][sherpa-onnx-streaming-zipformer-korean-2024-06-16]|Korean| See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#sherpa-onnx-streaming-zipformer-korean-2024-06-16-korean)|
|[sherpa-onnx-streaming-zipformer-fr-2023-04-14][sherpa-onnx-streaming-zipformer-fr-2023-04-14]|French| See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#shaojieli-sherpa-onnx-streaming-zipformer-fr-2023-04-14-french)|

</details>


#### Some pre-trained ASR models (Non-Streaming)

<details>

Please see

  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-transducer/index.html>
  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-paraformer/index.html>
  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-ctc/index.html>
  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/telespeech/index.html>
  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/whisper/index.html>

for more models. The following table lists only **SOME** of them.

|Name | Supported Languages| Description|
|-----|-----|----|
|[Whisper tiny.en](https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-whisper-tiny.en.tar.bz2)|English| See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/whisper/tiny.en.html)|
|[Moonshine tiny][Moonshine tiny]|English|See [also](https://github.com/usefulsensors/moonshine)|
|[sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17][sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17]|Chinese, Cantonese, English, Korean, Japanese| 支持多种中文方言. See [also](https://k2-fsa.github.io/sherpa/onnx/sense-voice/index.html)|
|[sherpa-onnx-paraformer-zh-2024-03-09][sherpa-onnx-paraformer-zh-2024-03-09]|Chinese, English| 也支持多种中文方言. See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-paraformer/paraformer-models.html#csukuangfj-sherpa-onnx-paraformer-zh-2024-03-09-chinese-english)|
|[sherpa-onnx-zipformer-ja-reazonspeech-2024-08-01][sherpa-onnx-zipformer-ja-reazonspeech-2024-08-01]|Japanese|See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-transducer/zipformer-transducer-models.html#sherpa-onnx-zipformer-ja-reazonspeech-2024-08-01-japanese)|
|[sherpa-onnx-nemo-transducer-giga-am-russian-2024-10-24][sherpa-onnx-nemo-transducer-giga-am-russian-2024-10-24]|Russian|See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-transducer/nemo-transducer-models.html#sherpa-onnx-nemo-transducer-giga-am-russian-2024-10-24-russian)|
|[sherpa-onnx-nemo-ctc-giga-am-russian-2024-10-24][sherpa-onnx-nemo-ctc-giga-am-russian-2024-10-24]|Russian| See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-ctc/nemo/russian.html#sherpa-onnx-nemo-ctc-giga-am-russian-2024-10-24)|
|[sherpa-onnx-zipformer-ru-2024-09-18][sherpa-onnx-zipformer-ru-2024-09-18]|Russian|See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-transducer/zipformer-transducer-models.html#sherpa-onnx-zipformer-ru-2024-09-18-russian)|
|[sherpa-onnx-zipformer-korean-2024-06-24][sherpa-onnx-zipformer-korean-2024-06-24]|Korean|See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-transducer/zipformer-transducer-models.html#sherpa-onnx-zipformer-korean-2024-06-24-korean)|
|[sherpa-onnx-zipformer-thai-2024-06-20][sherpa-onnx-zipformer-thai-2024-06-20]|Thai| See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-transducer/zipformer-transducer-models.html#sherpa-onnx-zipformer-thai-2024-06-20-thai)|
|[sherpa-onnx-telespeech-ctc-int8-zh-2024-06-04][sherpa-onnx-telespeech-ctc-int8-zh-2024-06-04]|Chinese| 支持多种方言. See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/telespeech/models.html#sherpa-onnx-telespeech-ctc-int8-zh-2024-06-04)|

</details>

### Useful links

- Documentation: https://k2-fsa.github.io/sherpa/onnx/
- Bilibili 演示视频: https://search.bilibili.com/all?keyword=%E6%96%B0%E4%B8%80%E4%BB%A3Kaldi

### How to reach us

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**.

## Projects using sherpa-onnx

### [voiceapi](https://github.com/ruzhila/voiceapi)

<details>
  <summary>Streaming ASR and TTS based on FastAPI</summary>


It shows how to use the ASR and TTS Python APIs with FastAPI.
</details>

### [腾讯会议摸鱼工具 TMSpeech](https://github.com/jxlpzqc/TMSpeech)

Uses streaming ASR in C# with graphical user interface.

Video demo in Chinese: [【开源】Windows实时字幕软件（网课/开会必备）](https://www.bilibili.com/video/BV1rX4y1p7Nx)

### [lol互动助手](https://github.com/l1veIn/lol-wom-electron)

It uses the JavaScript API of sherpa-onnx along with [Electron](https://electronjs.org/)

Video demo in Chinese: [爆了！炫神教你开打字挂！真正影响胜率的英雄联盟工具！英雄联盟的最后一块拼图！和游戏中的每个人无障碍沟通！](https://www.bilibili.com/video/BV142tje9E74)


[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-speaker-diarization]: https://huggingface.co/spaces/k2-fsa/speaker-diarization
[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-moonshine-tiny-en]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-en-moonshine-tiny
[wasm-ms-vad-asr-en-moonshine-tiny-en]: https://www.modelscope.cn/studios/csukuangfj/web-assembly-vad-asr-sherpa-onnx-en-moonshine-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
[wasm-hf-speaker-diarization]: https://huggingface.co/spaces/k2-fsa/web-assembly-speaker-diarization-sherpa-onnx
[wasm-ms-speaker-diarization]: https://www.modelscope.cn/studios/csukuangfj/web-assembly-speaker-diarization-sherpa-onnx
[apk-speaker-diarization]: https://k2-fsa.github.io/sherpa/onnx/speaker-diarization/apk.html
[apk-speaker-diarization-cn]: https://k2-fsa.github.io/sherpa/onnx/speaker-diarization/apk-cn.html
[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
[speaker-segmentation-models]: https://github.com/k2-fsa/sherpa-onnx/releases/tag/speaker-segmentation-models
[GigaSpeech]: https://github.com/SpeechColab/GigaSpeech
[WenetSpeech]: https://github.com/wenet-e2e/WenetSpeech
[sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20.tar.bz2
[sherpa-onnx-streaming-zipformer-small-bilingual-zh-en-2023-02-16]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-streaming-zipformer-small-bilingual-zh-en-2023-02-16.tar.bz2
[sherpa-onnx-streaming-zipformer-korean-2024-06-16]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-streaming-zipformer-korean-2024-06-16.tar.bz2
[sherpa-onnx-streaming-zipformer-zh-14M-2023-02-23]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-streaming-zipformer-zh-14M-2023-02-23.tar.bz2
[sherpa-onnx-streaming-zipformer-en-20M-2023-02-17]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-streaming-zipformer-en-20M-2023-02-17.tar.bz2
[sherpa-onnx-zipformer-ja-reazonspeech-2024-08-01]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-zipformer-ja-reazonspeech-2024-08-01.tar.bz2
[sherpa-onnx-zipformer-ru-2024-09-18]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-zipformer-ru-2024-09-18.tar.bz2
[sherpa-onnx-zipformer-korean-2024-06-24]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-zipformer-korean-2024-06-24.tar.bz2
[sherpa-onnx-zipformer-thai-2024-06-20]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-zipformer-thai-2024-06-20.tar.bz2
[sherpa-onnx-nemo-transducer-giga-am-russian-2024-10-24]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-nemo-transducer-giga-am-russian-2024-10-24.tar.bz2
[sherpa-onnx-paraformer-zh-2024-03-09]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-paraformer-zh-2024-03-09.tar.bz2
[sherpa-onnx-nemo-ctc-giga-am-russian-2024-10-24]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-nemo-ctc-giga-am-russian-2024-10-24.tar.bz2
[sherpa-onnx-telespeech-ctc-int8-zh-2024-06-04]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-telespeech-ctc-int8-zh-2024-06-04.tar.bz2
[sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17]: 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
[sherpa-onnx-streaming-zipformer-fr-2023-04-14]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-streaming-zipformer-fr-2023-04-14.tar.bz2
[Moonshine tiny]: https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-moonshine-tiny-en-int8.tar.bz2

            

Raw data

            {
    "_id": null,
    "home_page": "https://github.com/k2-fsa/sherpa-onnx",
    "name": "sherpa-onnx",
    "maintainer": null,
    "docs_url": null,
    "requires_python": ">=3.6",
    "maintainer_email": null,
    "keywords": null,
    "author": "The sherpa-onnx development team",
    "author_email": "dpovey@gmail.com",
    "download_url": null,
    "platform": null,
    "description": "### Supported functions\n\n|Speech recognition| Speech synthesis |\n|------------------|------------------|\n|   \u2714\ufe0f              |         \u2714\ufe0f        |\n\n|Speaker identification| Speaker diarization | Speaker verification |\n|----------------------|-------------------- |------------------------|\n|   \u2714\ufe0f                  |         \u2714\ufe0f           |            \u2714\ufe0f           |\n\n| Spoken Language identification | Audio tagging | Voice activity detection |\n|--------------------------------|---------------|--------------------------|\n|                 \u2714\ufe0f              |          \u2714\ufe0f    |                \u2714\ufe0f         |\n\n| Keyword spotting | Add punctuation |\n|------------------|-----------------|\n|     \u2714\ufe0f            |       \u2714\ufe0f         |\n\n### Supported platforms\n\n|Architecture| Android | iOS     | Windows    | macOS | linux | HarmonyOS |\n|------------|---------|---------|------------|-------|-------|-----------|\n|   x64      |  \u2714\ufe0f      |         |   \u2714\ufe0f        | \u2714\ufe0f     |  \u2714\ufe0f    |   \u2714\ufe0f       |\n|   x86      |  \u2714\ufe0f      |         |   \u2714\ufe0f        |       |       |           |\n|   arm64    |  \u2714\ufe0f      | \u2714\ufe0f       |   \u2714\ufe0f        | \u2714\ufe0f     |  \u2714\ufe0f    |   \u2714\ufe0f       |\n|   arm32    |  \u2714\ufe0f      |         |            |       |  \u2714\ufe0f    |   \u2714\ufe0f       |\n|   riscv64  |         |         |            |       |  \u2714\ufe0f    |           |\n\n### Supported programming languages\n\n| 1. C++ | 2. C  | 3. Python | 4. JavaScript |\n|--------|-------|-----------|---------------|\n|   \u2714\ufe0f    | \u2714\ufe0f     | \u2714\ufe0f         |    \u2714\ufe0f          |\n\n|5. Java | 6. C# | 7. Kotlin | 8. Swift |\n|--------|-------|-----------|----------|\n| \u2714\ufe0f      |  \u2714\ufe0f    | \u2714\ufe0f         |  \u2714\ufe0f       |\n\n| 9. Go | 10. Dart | 11. Rust | 12. Pascal |\n|-------|----------|----------|------------|\n| \u2714\ufe0f     |  \u2714\ufe0f       |   \u2714\ufe0f      |    \u2714\ufe0f       |\n\nFor Rust support, please see [sherpa-rs][sherpa-rs]\n\nIt also supports WebAssembly.\n\n## Introduction\n\nThis repository supports running the following functions **locally**\n\n  - Speech-to-text (i.e., ASR); both streaming and non-streaming are supported\n  - Text-to-speech (i.e., TTS)\n  - Speaker diarization\n  - Speaker identification\n  - Speaker verification\n  - Spoken language identification\n  - Audio tagging\n  - VAD (e.g., [silero-vad][silero-vad])\n  - Keyword spotting\n\non the following platforms and operating systems:\n\n  - x86, ``x86_64``, 32-bit ARM, 64-bit ARM (arm64, aarch64), RISC-V (riscv64)\n  - Linux, macOS, Windows, openKylin\n  - Android, WearOS\n  - iOS\n  - HarmonyOS\n  - NodeJS\n  - WebAssembly\n  - [Raspberry Pi][Raspberry Pi]\n  - [RV1126][RV1126]\n  - [LicheePi4A][LicheePi4A]\n  - [VisionFive 2][VisionFive 2]\n  - [\u65ed\u65e5X3\u6d3e][\u65ed\u65e5X3\u6d3e]\n  - [\u7231\u82af\u6d3e][\u7231\u82af\u6d3e]\n  - etc\n\nwith the following APIs\n\n  - C++, C, Python, Go, ``C#``\n  - Java, Kotlin, JavaScript\n  - Swift, Rust\n  - Dart, Object Pascal\n\n### Links for Huggingface Spaces\n\n<details>\n<summary>You can visit the following Huggingface spaces to try sherpa-onnx without\ninstalling anything. All you need is a browser.</summary>\n\n| Description                                           | URL                                     |\n|-------------------------------------------------------|-----------------------------------------|\n| Speaker diarization                                   | [Click me][hf-space-speaker-diarization]|\n| Speech recognition                                    | [Click me][hf-space-asr]                |\n| Speech recognition with [Whisper][Whisper]            | [Click me][hf-space-asr-whisper]        |\n| Speech synthesis                                      | [Click me][hf-space-tts]                |\n| Generate subtitles                                    | [Click me][hf-space-subtitle]           |\n| Audio tagging                                         | [Click me][hf-space-audio-tagging]      |\n| Spoken language identification with [Whisper][Whisper]| [Click me][hf-space-slid-whisper]       |\n\nWe also have spaces built using WebAssembly. They are listed below:\n\n| Description                                                                              | Huggingface space| ModelScope space|\n|------------------------------------------------------------------------------------------|------------------|-----------------|\n|Voice activity detection with [silero-vad][silero-vad]                                    | [Click me][wasm-hf-vad]|[\u5730\u5740][wasm-ms-vad]|\n|Real-time speech recognition (Chinese + English) with Zipformer                           | [Click me][wasm-hf-streaming-asr-zh-en-zipformer]|[\u5730\u5740][wasm-hf-streaming-asr-zh-en-zipformer]|\n|Real-time speech recognition (Chinese + English) with Paraformer                          |[Click me][wasm-hf-streaming-asr-zh-en-paraformer]| [\u5730\u5740][wasm-ms-streaming-asr-zh-en-paraformer]|\n|Real-time speech recognition (Chinese + English + Cantonese) with [Paraformer-large][Paraformer-large]|[Click me][wasm-hf-streaming-asr-zh-en-yue-paraformer]| [\u5730\u5740][wasm-ms-streaming-asr-zh-en-yue-paraformer]|\n|Real-time speech recognition (English) |[Click me][wasm-hf-streaming-asr-en-zipformer]    |[\u5730\u5740][wasm-ms-streaming-asr-en-zipformer]|\n|VAD + speech recognition (Chinese + English + Korean + Japanese + Cantonese) with [SenseVoice][SenseVoice]|[Click me][wasm-hf-vad-asr-zh-en-ko-ja-yue-sense-voice]| [\u5730\u5740][wasm-ms-vad-asr-zh-en-ko-ja-yue-sense-voice]|\n|VAD + speech recognition (English) with [Whisper][Whisper] tiny.en|[Click me][wasm-hf-vad-asr-en-whisper-tiny-en]| [\u5730\u5740][wasm-ms-vad-asr-en-whisper-tiny-en]|\n|VAD + speech recognition (English) with [Moonshine tiny][Moonshine tiny]|[Click me][wasm-hf-vad-asr-en-moonshine-tiny-en]| [\u5730\u5740][wasm-ms-vad-asr-en-moonshine-tiny-en]|\n|VAD + speech recognition (English) with Zipformer trained with [GigaSpeech][GigaSpeech]    |[Click me][wasm-hf-vad-asr-en-zipformer-gigaspeech]| [\u5730\u5740][wasm-ms-vad-asr-en-zipformer-gigaspeech]|\n|VAD + speech recognition (Chinese) with Zipformer trained with [WenetSpeech][WenetSpeech]  |[Click me][wasm-hf-vad-asr-zh-zipformer-wenetspeech]| [\u5730\u5740][wasm-ms-vad-asr-zh-zipformer-wenetspeech]|\n|VAD + speech recognition (Japanese) with Zipformer trained with [ReazonSpeech][ReazonSpeech]|[Click me][wasm-hf-vad-asr-ja-zipformer-reazonspeech]| [\u5730\u5740][wasm-ms-vad-asr-ja-zipformer-reazonspeech]|\n|VAD + speech recognition (Thai) with Zipformer trained with [GigaSpeech2][GigaSpeech2]      |[Click me][wasm-hf-vad-asr-th-zipformer-gigaspeech2]| [\u5730\u5740][wasm-ms-vad-asr-th-zipformer-gigaspeech2]|\n|VAD + speech recognition (Chinese \u591a\u79cd\u65b9\u8a00) with a [TeleSpeech-ASR][TeleSpeech-ASR] CTC model|[Click me][wasm-hf-vad-asr-zh-telespeech]| [\u5730\u5740][wasm-ms-vad-asr-zh-telespeech]|\n|VAD + speech recognition (English + Chinese, \u53ca\u591a\u79cd\u4e2d\u6587\u65b9\u8a00) with Paraformer-large          |[Click me][wasm-hf-vad-asr-zh-en-paraformer-large]| [\u5730\u5740][wasm-ms-vad-asr-zh-en-paraformer-large]|\n|VAD + speech recognition (English + Chinese, \u53ca\u591a\u79cd\u4e2d\u6587\u65b9\u8a00) with Paraformer-small          |[Click me][wasm-hf-vad-asr-zh-en-paraformer-small]| [\u5730\u5740][wasm-ms-vad-asr-zh-en-paraformer-small]|\n|Speech synthesis (English)                                                                  |[Click me][wasm-hf-tts-piper-en]| [\u5730\u5740][wasm-ms-tts-piper-en]|\n|Speech synthesis (German)                                                                   |[Click me][wasm-hf-tts-piper-de]| [\u5730\u5740][wasm-ms-tts-piper-de]|\n|Speaker diarization                                                                         |[Click me][wasm-hf-speaker-diarization]|[\u5730\u5740][wasm-ms-speaker-diarization]|\n\n</details>\n\n### Links for pre-built Android APKs\n\n<details>\n\n<summary>You can find pre-built Android APKs for this repository in the following table</summary>\n\n| Description                            | URL                                | \u4e2d\u56fd\u7528\u6237                          |\n|----------------------------------------|------------------------------------|-----------------------------------|\n| Speaker diarization                    | [Address][apk-speaker-diarization] | [\u70b9\u6b64][apk-speaker-diarization-cn]|\n| Streaming speech recognition           | [Address][apk-streaming-asr]       | [\u70b9\u6b64][apk-streaming-asr-cn]      |\n| Text-to-speech                         | [Address][apk-tts]                 | [\u70b9\u6b64][apk-tts-cn]                |\n| Voice activity detection (VAD)         | [Address][apk-vad]                 | [\u70b9\u6b64][apk-vad-cn]                |\n| VAD + non-streaming speech recognition | [Address][apk-vad-asr]             | [\u70b9\u6b64][apk-vad-asr-cn]            |\n| Two-pass speech recognition            | [Address][apk-2pass]               | [\u70b9\u6b64][apk-2pass-cn]              |\n| Audio tagging                          | [Address][apk-at]                  | [\u70b9\u6b64][apk-at-cn]                 |\n| Audio tagging (WearOS)                 | [Address][apk-at-wearos]           | [\u70b9\u6b64][apk-at-wearos-cn]          |\n| Speaker identification                 | [Address][apk-sid]                 | [\u70b9\u6b64][apk-sid-cn]                |\n| Spoken language identification         | [Address][apk-slid]                | [\u70b9\u6b64][apk-slid-cn]               |\n| Keyword spotting                       | [Address][apk-kws]                 | [\u70b9\u6b64][apk-kws-cn]                |\n\n</details>\n\n### Links for pre-built Flutter APPs\n\n<details>\n\n#### Real-time speech recognition\n\n| Description                    | URL                                 | \u4e2d\u56fd\u7528\u6237                            |\n|--------------------------------|-------------------------------------|-------------------------------------|\n| Streaming speech recognition   | [Address][apk-flutter-streaming-asr]| [\u70b9\u6b64][apk-flutter-streaming-asr-cn]|\n\n#### Text-to-speech\n\n| Description                              | URL                                | \u4e2d\u56fd\u7528\u6237                           |\n|------------------------------------------|------------------------------------|------------------------------------|\n| Android (arm64-v8a, armeabi-v7a, x86_64) | [Address][flutter-tts-android]     | [\u70b9\u6b64][flutter-tts-android-cn]     |\n| Linux (x64)                              | [Address][flutter-tts-linux]       | [\u70b9\u6b64][flutter-tts-linux-cn]       |\n| macOS (x64)                              | [Address][flutter-tts-macos-x64]   | [\u70b9\u6b64][flutter-tts-macos-arm64-cn] |\n| macOS (arm64)                            | [Address][flutter-tts-macos-arm64] | [\u70b9\u6b64][flutter-tts-macos-x64-cn]   |\n| Windows (x64)                            | [Address][flutter-tts-win-x64]     | [\u70b9\u6b64][flutter-tts-win-x64-cn]     |\n\n> Note: You need to build from source for iOS.\n\n</details>\n\n### Links for pre-built Lazarus APPs\n\n<details>\n\n#### Generating subtitles\n\n| Description                    | URL                        | \u4e2d\u56fd\u7528\u6237                   |\n|--------------------------------|----------------------------|----------------------------|\n| Generate subtitles (\u751f\u6210\u5b57\u5e55)  | [Address][lazarus-subtitle]| [\u70b9\u6b64][lazarus-subtitle-cn]|\n\n</details>\n\n### Links for pre-trained models\n\n<details>\n\n| Description                                 | URL                                                                                   |\n|---------------------------------------------|---------------------------------------------------------------------------------------|\n| Speech recognition (speech to text, ASR)    | [Address][asr-models]                                                                 |\n| Text-to-speech (TTS)                        | [Address][tts-models]                                                                 |\n| VAD                                         | [Address][vad-models]                                                                 |\n| Keyword spotting                            | [Address][kws-models]                                                                 |\n| Audio tagging                               | [Address][at-models]                                                                  |\n| Speaker identification (Speaker ID)         | [Address][sid-models]                                                                 |\n| Spoken language identification (Language ID)| See multi-lingual [Whisper][Whisper] ASR models from  [Speech recognition][asr-models]|\n| Punctuation                                 | [Address][punct-models]                                                               |\n| Speaker segmentation                        | [Address][speaker-segmentation-models]                                                |\n\n</details>\n\n#### Some pre-trained ASR models (Streaming)\n\n<details>\n\nPlease see\n\n  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/index.html>\n  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-paraformer/index.html>\n  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-ctc/index.html>\n\nfor more models. The following table lists only **SOME** of them.\n\n\n|Name | Supported Languages| Description|\n|-----|-----|----|\n|[sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20][sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20]| Chinese, English| See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#csukuangfj-sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20-bilingual-chinese-english)|\n|[sherpa-onnx-streaming-zipformer-small-bilingual-zh-en-2023-02-16][sherpa-onnx-streaming-zipformer-small-bilingual-zh-en-2023-02-16]| Chinese, English| See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#sherpa-onnx-streaming-zipformer-small-bilingual-zh-en-2023-02-16-bilingual-chinese-english)|\n|[sherpa-onnx-streaming-zipformer-zh-14M-2023-02-23][sherpa-onnx-streaming-zipformer-zh-14M-2023-02-23]|Chinese| Suitable for Cortex A7 CPU. See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#sherpa-onnx-streaming-zipformer-zh-14m-2023-02-23)|\n|[sherpa-onnx-streaming-zipformer-en-20M-2023-02-17][sherpa-onnx-streaming-zipformer-en-20M-2023-02-17]|English|Suitable for Cortex A7 CPU. See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#sherpa-onnx-streaming-zipformer-en-20m-2023-02-17)|\n|[sherpa-onnx-streaming-zipformer-korean-2024-06-16][sherpa-onnx-streaming-zipformer-korean-2024-06-16]|Korean| See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#sherpa-onnx-streaming-zipformer-korean-2024-06-16-korean)|\n|[sherpa-onnx-streaming-zipformer-fr-2023-04-14][sherpa-onnx-streaming-zipformer-fr-2023-04-14]|French| See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#shaojieli-sherpa-onnx-streaming-zipformer-fr-2023-04-14-french)|\n\n</details>\n\n\n#### Some pre-trained ASR models (Non-Streaming)\n\n<details>\n\nPlease see\n\n  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-transducer/index.html>\n  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-paraformer/index.html>\n  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-ctc/index.html>\n  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/telespeech/index.html>\n  - <https://k2-fsa.github.io/sherpa/onnx/pretrained_models/whisper/index.html>\n\nfor more models. The following table lists only **SOME** of them.\n\n|Name | Supported Languages| Description|\n|-----|-----|----|\n|[Whisper tiny.en](https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-whisper-tiny.en.tar.bz2)|English| See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/whisper/tiny.en.html)|\n|[Moonshine tiny][Moonshine tiny]|English|See [also](https://github.com/usefulsensors/moonshine)|\n|[sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17][sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17]|Chinese, Cantonese, English, Korean, Japanese| \u652f\u6301\u591a\u79cd\u4e2d\u6587\u65b9\u8a00. See [also](https://k2-fsa.github.io/sherpa/onnx/sense-voice/index.html)|\n|[sherpa-onnx-paraformer-zh-2024-03-09][sherpa-onnx-paraformer-zh-2024-03-09]|Chinese, English| \u4e5f\u652f\u6301\u591a\u79cd\u4e2d\u6587\u65b9\u8a00. See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-paraformer/paraformer-models.html#csukuangfj-sherpa-onnx-paraformer-zh-2024-03-09-chinese-english)|\n|[sherpa-onnx-zipformer-ja-reazonspeech-2024-08-01][sherpa-onnx-zipformer-ja-reazonspeech-2024-08-01]|Japanese|See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-transducer/zipformer-transducer-models.html#sherpa-onnx-zipformer-ja-reazonspeech-2024-08-01-japanese)|\n|[sherpa-onnx-nemo-transducer-giga-am-russian-2024-10-24][sherpa-onnx-nemo-transducer-giga-am-russian-2024-10-24]|Russian|See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-transducer/nemo-transducer-models.html#sherpa-onnx-nemo-transducer-giga-am-russian-2024-10-24-russian)|\n|[sherpa-onnx-nemo-ctc-giga-am-russian-2024-10-24][sherpa-onnx-nemo-ctc-giga-am-russian-2024-10-24]|Russian| See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-ctc/nemo/russian.html#sherpa-onnx-nemo-ctc-giga-am-russian-2024-10-24)|\n|[sherpa-onnx-zipformer-ru-2024-09-18][sherpa-onnx-zipformer-ru-2024-09-18]|Russian|See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-transducer/zipformer-transducer-models.html#sherpa-onnx-zipformer-ru-2024-09-18-russian)|\n|[sherpa-onnx-zipformer-korean-2024-06-24][sherpa-onnx-zipformer-korean-2024-06-24]|Korean|See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-transducer/zipformer-transducer-models.html#sherpa-onnx-zipformer-korean-2024-06-24-korean)|\n|[sherpa-onnx-zipformer-thai-2024-06-20][sherpa-onnx-zipformer-thai-2024-06-20]|Thai| See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/offline-transducer/zipformer-transducer-models.html#sherpa-onnx-zipformer-thai-2024-06-20-thai)|\n|[sherpa-onnx-telespeech-ctc-int8-zh-2024-06-04][sherpa-onnx-telespeech-ctc-int8-zh-2024-06-04]|Chinese| \u652f\u6301\u591a\u79cd\u65b9\u8a00. See [also](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/telespeech/models.html#sherpa-onnx-telespeech-ctc-int8-zh-2024-06-04)|\n\n</details>\n\n### Useful links\n\n- Documentation: https://k2-fsa.github.io/sherpa/onnx/\n- Bilibili \u6f14\u793a\u89c6\u9891: https://search.bilibili.com/all?keyword=%E6%96%B0%E4%B8%80%E4%BB%A3Kaldi\n\n### How to reach us\n\nPlease see\nhttps://k2-fsa.github.io/sherpa/social-groups.html\nfor \u65b0\u4e00\u4ee3 Kaldi **\u5fae\u4fe1\u4ea4\u6d41\u7fa4** and **QQ \u4ea4\u6d41\u7fa4**.\n\n## Projects using sherpa-onnx\n\n### [voiceapi](https://github.com/ruzhila/voiceapi)\n\n<details>\n  <summary>Streaming ASR and TTS based on FastAPI</summary>\n\n\nIt shows how to use the ASR and TTS Python APIs with FastAPI.\n</details>\n\n### [\u817e\u8baf\u4f1a\u8bae\u6478\u9c7c\u5de5\u5177 TMSpeech](https://github.com/jxlpzqc/TMSpeech)\n\nUses streaming ASR in C# with graphical user interface.\n\nVideo demo in Chinese: [\u3010\u5f00\u6e90\u3011Windows\u5b9e\u65f6\u5b57\u5e55\u8f6f\u4ef6\uff08\u7f51\u8bfe/\u5f00\u4f1a\u5fc5\u5907\uff09](https://www.bilibili.com/video/BV1rX4y1p7Nx)\n\n### [lol\u4e92\u52a8\u52a9\u624b](https://github.com/l1veIn/lol-wom-electron)\n\nIt uses the JavaScript API of sherpa-onnx along with [Electron](https://electronjs.org/)\n\nVideo demo in Chinese: [\u7206\u4e86\uff01\u70ab\u795e\u6559\u4f60\u5f00\u6253\u5b57\u6302\uff01\u771f\u6b63\u5f71\u54cd\u80dc\u7387\u7684\u82f1\u96c4\u8054\u76df\u5de5\u5177\uff01\u82f1\u96c4\u8054\u76df\u7684\u6700\u540e\u4e00\u5757\u62fc\u56fe\uff01\u548c\u6e38\u620f\u4e2d\u7684\u6bcf\u4e2a\u4eba\u65e0\u969c\u788d\u6c9f\u901a\uff01](https://www.bilibili.com/video/BV142tje9E74)\n\n\n[sherpa-rs]: https://github.com/thewh1teagle/sherpa-rs\n[silero-vad]: https://github.com/snakers4/silero-vad\n[Raspberry Pi]: https://www.raspberrypi.com/\n[RV1126]: https://www.rock-chips.com/uploads/pdf/2022.8.26/191/RV1126%20Brief%20Datasheet.pdf\n[LicheePi4A]: https://sipeed.com/licheepi4a\n[VisionFive 2]: https://www.starfivetech.com/en/site/boards\n[\u65ed\u65e5X3\u6d3e]: https://developer.horizon.ai/api/v1/fileData/documents_pi/index.html\n[\u7231\u82af\u6d3e]: https://wiki.sipeed.com/hardware/zh/maixIII/ax-pi/axpi.html\n[hf-space-speaker-diarization]: https://huggingface.co/spaces/k2-fsa/speaker-diarization\n[hf-space-asr]: https://huggingface.co/spaces/k2-fsa/automatic-speech-recognition\n[Whisper]: https://github.com/openai/whisper\n[hf-space-asr-whisper]: https://huggingface.co/spaces/k2-fsa/automatic-speech-recognition-with-whisper\n[hf-space-tts]: https://huggingface.co/spaces/k2-fsa/text-to-speech\n[hf-space-subtitle]: https://huggingface.co/spaces/k2-fsa/generate-subtitles-for-videos\n[hf-space-audio-tagging]: https://huggingface.co/spaces/k2-fsa/audio-tagging\n[hf-space-slid-whisper]: https://huggingface.co/spaces/k2-fsa/spoken-language-identification\n[wasm-hf-vad]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-sherpa-onnx\n[wasm-ms-vad]: https://modelscope.cn/studios/csukuangfj/web-assembly-vad-sherpa-onnx\n[wasm-hf-streaming-asr-zh-en-zipformer]: https://huggingface.co/spaces/k2-fsa/web-assembly-asr-sherpa-onnx-zh-en\n[wasm-ms-streaming-asr-zh-en-zipformer]: https://modelscope.cn/studios/k2-fsa/web-assembly-asr-sherpa-onnx-zh-en\n[wasm-hf-streaming-asr-zh-en-paraformer]: https://huggingface.co/spaces/k2-fsa/web-assembly-asr-sherpa-onnx-zh-en-paraformer\n[wasm-ms-streaming-asr-zh-en-paraformer]: https://modelscope.cn/studios/k2-fsa/web-assembly-asr-sherpa-onnx-zh-en-paraformer\n[Paraformer-large]: https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary\n[wasm-hf-streaming-asr-zh-en-yue-paraformer]: https://huggingface.co/spaces/k2-fsa/web-assembly-asr-sherpa-onnx-zh-cantonese-en-paraformer\n[wasm-ms-streaming-asr-zh-en-yue-paraformer]: https://modelscope.cn/studios/k2-fsa/web-assembly-asr-sherpa-onnx-zh-cantonese-en-paraformer\n[wasm-hf-streaming-asr-en-zipformer]: https://huggingface.co/spaces/k2-fsa/web-assembly-asr-sherpa-onnx-en\n[wasm-ms-streaming-asr-en-zipformer]: https://modelscope.cn/studios/k2-fsa/web-assembly-asr-sherpa-onnx-en\n[SenseVoice]: https://github.com/FunAudioLLM/SenseVoice\n[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\n[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\n[wasm-hf-vad-asr-en-whisper-tiny-en]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-en-whisper-tiny\n[wasm-ms-vad-asr-en-whisper-tiny-en]: https://www.modelscope.cn/studios/csukuangfj/web-assembly-vad-asr-sherpa-onnx-en-whisper-tiny\n[wasm-hf-vad-asr-en-moonshine-tiny-en]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-en-moonshine-tiny\n[wasm-ms-vad-asr-en-moonshine-tiny-en]: https://www.modelscope.cn/studios/csukuangfj/web-assembly-vad-asr-sherpa-onnx-en-moonshine-tiny\n[wasm-hf-vad-asr-en-zipformer-gigaspeech]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-en-zipformer-gigaspeech\n[wasm-ms-vad-asr-en-zipformer-gigaspeech]: https://www.modelscope.cn/studios/k2-fsa/web-assembly-vad-asr-sherpa-onnx-en-zipformer-gigaspeech\n[wasm-hf-vad-asr-zh-zipformer-wenetspeech]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-zh-zipformer-wenetspeech\n[wasm-ms-vad-asr-zh-zipformer-wenetspeech]: https://www.modelscope.cn/studios/k2-fsa/web-assembly-vad-asr-sherpa-onnx-zh-zipformer-wenetspeech\n[ReazonSpeech]: https://research.reazon.jp/_static/reazonspeech_nlp2023.pdf\n[wasm-hf-vad-asr-ja-zipformer-reazonspeech]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-ja-zipformer\n[wasm-ms-vad-asr-ja-zipformer-reazonspeech]: https://www.modelscope.cn/studios/csukuangfj/web-assembly-vad-asr-sherpa-onnx-ja-zipformer\n[GigaSpeech2]: https://github.com/SpeechColab/GigaSpeech2\n[wasm-hf-vad-asr-th-zipformer-gigaspeech2]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-th-zipformer\n[wasm-ms-vad-asr-th-zipformer-gigaspeech2]: https://www.modelscope.cn/studios/csukuangfj/web-assembly-vad-asr-sherpa-onnx-th-zipformer\n[TeleSpeech-ASR]: https://github.com/Tele-AI/TeleSpeech-ASR\n[wasm-hf-vad-asr-zh-telespeech]: https://huggingface.co/spaces/k2-fsa/web-assembly-vad-asr-sherpa-onnx-zh-telespeech\n[wasm-ms-vad-asr-zh-telespeech]: https://www.modelscope.cn/studios/k2-fsa/web-assembly-vad-asr-sherpa-onnx-zh-telespeech\n[wasm-hf-vad-asr-zh-en-paraformer-large]: 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