Skip to main content

Python interface to the Google WebRTC Voice Activity Detector (VAD)

Project description

https://travis-ci.org/wiseman/py-webrtcvad.svg?branch=master

py-webrtcvad

This is a python interface to the WebRTC Voice Activity Detector (VAD). It is compatible with Python 2 and Python 3.

A VAD classifies a piece of audio data as being voiced or unvoiced. It can be useful for telephony and speech recognition.

The VAD that Google developed for the WebRTC project is reportedly one of the best available, being fast, modern and free.

How to use it

  1. Install the webrtcvad module:

    pip install webrtcvad
  2. Create a Vad object:

    import webrtcvad
    vad = webrtcvad.Vad()
  3. Optionally, set its aggressiveness mode, which is an integer between 0 and 3. 0 is the least aggressive about filtering out non-speech, 3 is the most aggressive. (You can also set the mode when you create the VAD, e.g. vad = webrtcvad.Vad(3)):

    vad.set_mode(1)
  4. Give it a short segment (“frame”) of audio. The WebRTC VAD only accepts 16-bit mono PCM audio, sampled at 8000, 16000, 32000 or 48000 Hz. A frame must be either 10, 20, or 30 ms in duration:

    # Run the VAD on 10 ms of silence. The result should be False.
    sample_rate = 16000
    frame_duration = 10  # ms
    frame = b'\x00\x00' * int(sample_rate * frame_duration / 1000)
    print 'Contains speech: %s' % (vad.is_speech(frame, sample_rate)

See example.py for a more detailed example that will process a .wav file, find the voiced segments, and write each one as a separate .wav.

How to run unit tests

To run unit tests:

pip install -e ".[dev]"
python setup.py test

History

2.0.10

Fixed memory leak. Thank you, bond005!

2.0.9

Improved example code. Added WebRTC license.

2.0.8

Fixed Windows compilation errors. Thank you, xiongyihui!

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

webrtcvad123-2.0.11.dev0.tar.gz (81.0 kB view details)

Uploaded Source

File details

Details for the file webrtcvad123-2.0.11.dev0.tar.gz.

File metadata

  • Download URL: webrtcvad123-2.0.11.dev0.tar.gz
  • Upload date:
  • Size: 81.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.8.10

File hashes

Hashes for webrtcvad123-2.0.11.dev0.tar.gz
Algorithm Hash digest
SHA256 00bbb478872863cdb88a9a517a38d50b62fc5b7f8bbcac6aa4640b3f4fec17db
MD5 1d3a5ce011d5620ea21597844dc53c3e
BLAKE2b-256 d914dc70197b83caa186f2ff8eb9d611478ca4c35f66fc2befd85a0b92e21de1

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page