Silero VAD Lite

Silero VAD Lite is a lightweight Python wrapper for the high-quality Silero Voice Activity Detection (VAD) model using ONNX Runtime.

Simple interface to use Silero VAD in Python, supporting streaming audio processing
Binary wheels for Windows, Linux, and MacOS for easy installation
Zero dependencies for the installable package, because it includes internally:
- The Silero VAD model in ONNX format, so you don't need to supply it separately
- The C++ ONNX Runtime (CPU), so the Python package for ONNX Runtime is not required

Installation

You can install Silero VAD Lite using pip:

python -m pip install silero-vad-lite

This should install the package from the provided binary wheels, which are highly recommended. Installing from source is somewhat brittle and requires a C++ compiler.

Usage

Here's a simple example of how to use Silero VAD Lite:

from silero_vad_lite import SileroVAD
vad = SileroVAD(16000)  # sample_rate = 16000 Hz
speech_probability = vad.process(audio_data)
print(f"Voice activity detection probability of speech: {speech_probability}")  # 0 <= speech_probability <= 1

Requirements:

Sample rate must be either 8000 Hz or 16000 Hz.
Audio data must be 32-bit float PCM samples, normalized to the range [-1, 1], mono channel.
Audio data must be supplied with length of 32ms (512 samples for 16kHz, 256 samples for 8kHz).
Audio data can be supplied as: bytes, bytearray, memoryview, array.array, or ctypes.Array.

See docstrings in the code for more details.

License

This project is licensed under the MIT License: see the LICENSE file for details.

Acknowledgments

Silero Team for the original Silero VAD model
Microsoft for the ONNX Runtime

Contributing

To build Silero VAD Lite from source:

Clone the repository:

git clone https://github.com/daanzu/py-silero-vad-lite.git
cd silero-vad-lite

Install the package (editable mode likely won't work):
```
pip install .[dev]
```

This will compile the C++ extension and install the package, including the development dependencies for testing, which can be run with:

python -m pytest

Contributions are welcome! Please feel free to submit a Pull Request.

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This release

0.2.1 This release

Oct 1, 2024 46 files

0.2.0

Sep 29, 2024 46 files

0.1.0

Sep 24, 2024 1 file

silero-vad-lite 0.2.1

Silero VAD Lite

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