af5833e298
* whisper : fix cast warning * whisper : remove phase_vocoder functions, ref #2195 * whisper : remove speed_up from whisper_full_params, closes #2195 |
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|---|---|---|
| .. | ||
| CMakeLists.txt | ||
| README.md | ||
| stream.cpp | ||
stream
This is a naive example of performing real-time inference on audio from your microphone.
The stream tool samples the audio every half a second and runs the transcription continously.
More info is available in issue #10.
./stream -m ./models/ggml-base.en.bin -t 8 --step 500 --length 5000
https://user-images.githubusercontent.com/1991296/194935793-76afede7-cfa8-48d8-a80f-28ba83be7d09.mp4
Sliding window mode with VAD
Setting the --step argument to 0 enables the sliding window mode:
./stream -m ./models/ggml-small.en.bin -t 6 --step 0 --length 30000 -vth 0.6
In this mode, the tool will transcribe only after some speech activity is detected. A very
basic VAD detector is used, but in theory a more sophisticated approach can be added. The
-vth argument determines the VAD threshold - higher values will make it detect silence more often.
It's best to tune it to the specific use case, but a value around 0.6 should be OK in general.
When silence is detected, it will transcribe the last --length milliseconds of audio and output
a transcription block that is suitable for parsing.
Building
The stream tool depends on SDL2 library to capture audio from the microphone. You can build it like this:
# Install SDL2
# On Debian based linux distributions:
sudo apt-get install libsdl2-dev
# On Fedora Linux:
sudo dnf install SDL2 SDL2-devel
# Install SDL2 on Mac OS
brew install sdl2
make stream
Ensure you are at the root of the repo when running make stream. Not within the examples/stream dir
as the libraries needed like common-sdl.h are located within examples. Attempting to compile within
examples/steam means your compiler cannot find them and it gives an error it cannot find the file.
whisper.cpp/examples/stream$ make stream
g++ stream.cpp -o stream
stream.cpp:6:10: fatal error: common/sdl.h: No such file or directory
6 | #include "common/sdl.h"
| ^~~~~~~~~~~~~~
compilation terminated.
make: *** [<builtin>: stream] Error 1
Web version
This tool can also run in the browser: examples/stream.wasm