forked from extern/whisper.cpp
Update README.md and finalize the whisper.wasm example
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@ -124,6 +124,7 @@ else()
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set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} /arch:AVX2 /D_CRT_SECURE_NO_WARNINGS=1")
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else()
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if (EMSCRIPTEN)
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# we require support for WASM SIMD 128-bit
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set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -pthread -msimd128")
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set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -pthread")
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else()
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2
Makefile
2
Makefile
@ -90,7 +90,7 @@ libwhisper.a: ggml.o whisper.o
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ar rcs libwhisper.a ggml.o whisper.o
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clean:
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rm -f *.o main libwhisper.a
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rm -f *.o main stream libwhisper.a
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#
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# Examples
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@ -289,7 +289,7 @@ You can download the converted models using the [download-ggml-model.sh](downloa
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https://ggml.ggerganov.com
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For more details, see the conversion script [convert-pt-to-ggml.py](convert-pt-to-ggml.py) or the README in [models](models).
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For more details, see the conversion script [models/convert-pt-to-ggml.py](models/convert-pt-to-ggml.py) or the README in [models](models).
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## Bindings
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@ -1,3 +1,27 @@
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# whisper.wasm
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Live demo: https://whisper.ggerganov.com
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Inference of [OpenAI's Whisper ASR model](https://github.com/openai/whisper) inside the browser
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This example uses a WebAssembly (WASM) port of the [whisper.cpp](https://github.com/ggerganov/whisper.cpp)
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implementation of the transformer to run the inference inside a web page. The audio data does not leave your computer -
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it is processed locally on your machine. The performance is not great but you should be able to achieve x2 or x3
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real-time for the `tiny` and `base` models on a modern CPU and browser (i.e. transcribe a 60 seconds audio in about
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~20-30 seconds).
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This WASM port utilizes [WASM SIMD 128-bit intrinsics](https://emcc.zcopy.site/docs/porting/simd/) so you have to make
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sure that [your browser supports them](https://webassembly.org/roadmap/).
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The example is capable of running all models up to size `small` inclusive. Beyond that, the memory requirements and
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performance are unsatisfactory. The implementation currently support only the `Greedy` sampling strategy. Both
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transcription and translation are supported.
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Since the model data is quite big (74MB for the `tiny` model) you need to manually load the model into the web-page.
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The example supports both loading audio from a file and recording audio from the microphone. The maximum length of the
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audio is limited to 120 seconds.
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## Live demo
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Link: https://whisper.ggerganov.com
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![image](https://user-images.githubusercontent.com/1991296/197348344-1a7fead8-3dae-4922-8b06-df223a206603.png)
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@ -162,7 +162,7 @@
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</tr>
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</table>
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<br><br>
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<br>
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<!-- textarea with height filling the rest of the page -->
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<textarea id="output" rows="20"></textarea>
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@ -254,6 +254,10 @@
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return new type(buffer);
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}
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//
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// load model
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//
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function loadFile(event, fname) {
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var file = event.target.files[0] || null;
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if (file == null) {
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@ -281,6 +285,10 @@
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reader.readAsArrayBuffer(file);
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}
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//
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// audio file
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//
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function loadAudio(event) {
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if (!context) {
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context = new AudioContext({sampleRate: 16000});
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@ -327,7 +335,7 @@
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}
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//
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// Microphone
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// microphone
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//
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var mediaRecorder = null;
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@ -3,6 +3,6 @@
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models=( "tiny.en" "tiny" "base.en" "base" "small.en" "small" "medium.en" "medium" "large" )
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for model in "${models[@]}"; do
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python3 convert-pt-to-ggml.py ~/.cache/whisper/$model.pt ../whisper models/
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python3 models/convert-pt-to-ggml.py ~/.cache/whisper/$model.pt ../whisper models/
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mv -v models/ggml-model.bin models/ggml-$model.bin
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done
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