2022-10-22 10:07:59 +00:00
|
|
|
# whisper.wasm
|
|
|
|
|
2022-10-22 15:17:08 +00:00
|
|
|
Inference of [OpenAI's Whisper ASR model](https://github.com/openai/whisper) inside the browser
|
|
|
|
|
|
|
|
This example uses a WebAssembly (WASM) port of the [whisper.cpp](https://github.com/ggerganov/whisper.cpp)
|
|
|
|
implementation of the transformer to run the inference inside a web page. The audio data does not leave your computer -
|
|
|
|
it is processed locally on your machine. The performance is not great but you should be able to achieve x2 or x3
|
|
|
|
real-time for the `tiny` and `base` models on a modern CPU and browser (i.e. transcribe a 60 seconds audio in about
|
|
|
|
~20-30 seconds).
|
|
|
|
|
|
|
|
This WASM port utilizes [WASM SIMD 128-bit intrinsics](https://emcc.zcopy.site/docs/porting/simd/) so you have to make
|
|
|
|
sure that [your browser supports them](https://webassembly.org/roadmap/).
|
|
|
|
|
|
|
|
The example is capable of running all models up to size `small` inclusive. Beyond that, the memory requirements and
|
|
|
|
performance are unsatisfactory. The implementation currently support only the `Greedy` sampling strategy. Both
|
|
|
|
transcription and translation are supported.
|
|
|
|
|
|
|
|
Since the model data is quite big (74MB for the `tiny` model) you need to manually load the model into the web-page.
|
|
|
|
|
|
|
|
The example supports both loading audio from a file and recording audio from the microphone. The maximum length of the
|
|
|
|
audio is limited to 120 seconds.
|
|
|
|
|
|
|
|
## Live demo
|
|
|
|
|
|
|
|
Link: https://whisper.ggerganov.com
|
|
|
|
|
|
|
|
![image](https://user-images.githubusercontent.com/1991296/197348344-1a7fead8-3dae-4922-8b06-df223a206603.png)
|
2022-10-22 16:30:35 +00:00
|
|
|
|
|
|
|
## Build instructions
|
|
|
|
|
2022-11-24 16:24:06 +00:00
|
|
|
```bash (v3.1.2)
|
2022-10-22 16:30:35 +00:00
|
|
|
# build using Emscripten
|
|
|
|
git clone https://github.com/ggerganov/whisper.cpp
|
|
|
|
cd whisper.cpp
|
|
|
|
mkdir build-em && cd build-em
|
|
|
|
emcmake cmake ..
|
|
|
|
make -j
|
|
|
|
|
|
|
|
# copy the produced page to your HTTP path
|
2023-05-01 07:03:56 +00:00
|
|
|
cp bin/whisper.wasm/* /path/to/html/
|
2023-05-01 06:28:05 +00:00
|
|
|
cp bin/libmain.worker.js /path/to/html/
|
2022-11-24 16:24:06 +00:00
|
|
|
```
|