annotate README.rst @ 428:1baa80ec22c3

Update README
author Amine Sehili <amine.sehili@gmail.com>
date Wed, 30 Oct 2024 10:47:56 +0100
parents c89c0977db47
children 97eff033c8f8
rev   line source
amine@344 1 .. image:: doc/figures/auditok-logo.png
amsehili@343 2 :align: center
amsehili@343 3
amine@428 4 .. image:: https://github.com/amsehili/auditok/actions/workflows/ci.yml/badge.svg
amine@428 5 :target: https://github.com/amsehili/auditok/actions/workflows/ci.yml/
amine@428 6 :alt: Build Status
amine@336 7
amine@336 8 .. image:: https://readthedocs.org/projects/auditok/badge/?version=latest
amine@336 9 :target: http://auditok.readthedocs.org/en/latest/?badge=latest
amine@428 10 :alt: Documentation Status
amine@336 11
amine@428 12 ``auditok`` is an **Audio Activity Detection** tool that processes online data
amine@428 13 (from an audio device or standard input) and audio files. It can be used via the command line or through its API.
amsehili@349 14
amine@428 15 Full documentation is available on `Read the Docs <https://auditok.readthedocs.io/en/latest/>`_.
amsehili@349 16
amsehili@349 17 Installation
amsehili@349 18 ------------
amsehili@349 19
amine@428 20 ``auditok`` requires Python 3.7+.
amine@374 21
amine@428 22 To install the latest stable version, use pip:
amsehili@383 23
amine@375 24 .. code:: bash
amine@375 25
amine@375 26 sudo pip install auditok
amine@375 27
amine@428 28 To install the latest development version from GitHub:
amine@374 29
amsehili@349 30 .. code:: bash
amsehili@349 31
amsehili@354 32 pip install git+https://github.com/amsehili/auditok
amsehili@354 33
amine@428 34 Alternatively, clone the repository and install it manually:
amine@375 35
amine@375 36 .. code:: bash
amine@375 37
amine@375 38 git clone https://github.com/amsehili/auditok.git
amine@375 39 cd auditok
amine@375 40 python setup.py install
amine@375 41
amsehili@343 42 Basic example
amsehili@343 43 -------------
amsehili@343 44
amine@428 45 Here's a simple example of using `auditok` to detect audio events:
amine@428 46
amine@336 47 .. code:: python
amine@336 48
amine@374 49 import auditok
amsehili@343 50
amine@428 51 # `split` returns a generator of AudioRegion objects
amine@428 52 audio_events = auditok.split(
amine@374 53 "audio.wav",
amine@428 54 min_dur=0.2, # Minimum duration of a valid audio event in seconds
amine@428 55 max_dur=4, # Maximum duration of an event
amine@428 56 max_silence=0.3, # Maximum tolerated silence duration within an event
amine@428 57 energy_threshold=55 # Detection threshold
amine@374 58 )
amine@375 59
amine@428 60 for i, r in enumerate(audio_events):
amine@428 61 # AudioRegions returned by `split` have defined 'start' and 'end' attributes
amine@428 62 print(f"Event {i}: {r.start:.3f}s -- {r.end:.3f}")
amine@375 63
amine@428 64 # Play the audio event
amine@428 65 r.play(progress_bar=True)
amine@375 66
amine@428 67 # Save the event with start and end times in the filename
amine@428 68 filename = r.save("event_{start:.3f}-{end:.3f}.wav")
amine@428 69 print(f"Event saved as: {filename}")
amine@375 70
amine@428 71 Example output:
amine@375 72
amine@375 73 .. code:: bash
amine@375 74
amine@428 75 Event 0: 0.700s -- 1.400s
amine@428 76 Event saved as: event_0.700-1.400.wav
amine@428 77 Event 1: 3.800s -- 4.500s
amine@428 78 Event saved as: event_3.800-4.500.wav
amine@428 79 Event 2: 8.750s -- 9.950s
amine@428 80 Event saved as: event_8.750-9.950.wav
amine@428 81 Event 3: 11.700s -- 12.400s
amine@428 82 Event saved as: event_11.700-12.400.wav
amine@428 83 Event 4: 15.050s -- 15.850s
amine@428 84 Event saved as: event_15.050-15.850.wav
amine@375 85
amine@374 86 Split and plot
amine@374 87 --------------
amine@336 88
amine@428 89 Visualize the audio signal with detected events:
amine@375 90
amine@336 91 .. code:: python
amine@336 92
amine@374 93 import auditok
amine@428 94 region = auditok.load("audio.wav") # Returns an AudioRegion object
amine@428 95 regions = region.split_and_plot(...) # Or simply use `region.splitp()`
amine@336 96
amine@428 97 Example output:
amine@336 98
amine@336 99 .. image:: doc/figures/example_1.png
amsehili@349 100
amine@428 101 Split an audio stream and re-join (glue) audio events with silence
amine@428 102 ------------------------------------------------------------------
amine@428 103
amine@428 104 The following detects audio events within an audio stream, then insert
amine@428 105 1 second of silence between them to create an audio with pauses.
amine@428 106
amine@428 107 .. code:: python
amine@428 108
amine@428 109 # Create a 1-second silent audio region
amine@428 110 # Audio parameters must match the original stream
amine@428 111 from auditok import split, make_silence
amine@428 112 silence = make_silence(duration=1,
amine@428 113 sampling_rate=16000,
amine@428 114 sample_width=2,
amine@428 115 channels=1)
amine@428 116 events = split("audio.wav")
amine@428 117 audio_with_pauses = silence.join(events)
amine@428 118
amine@428 119 Alternatively, use `split_and_join_with_silence`:
amine@428 120
amine@428 121 .. code:: python
amine@428 122
amine@428 123 from auditok import split_and_join_with_silence
amine@428 124 audio_with_pauses = split_and_join_with_silence(silence_duration=1, input="audio.wav")
amine@375 125
amine@374 126 Limitations
amine@374 127 -----------
amsehili@349 128
amine@428 129 The detection algorithm is based on audio signal energy. While it performs well
amine@428 130 in low-noise environments (e.g., podcasts, language lessons, or quiet recordings),
amine@428 131 performance may drop in noisy settings. Additionally, the algorithm does not
amine@428 132 distinguish between speech and other sounds, so it is not suitable for Voice
amine@428 133 Activity Detection in multi-sound environments.
amsehili@349 134
amsehili@349 135 License
amsehili@349 136 -------
amine@428 137
amsehili@349 138 MIT.