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Separate audio into stems (vocals, instruments) using AI-powered Spleeter

Project description

demix

version build deploy release

separates audio from songs into stems (vocals, instruments), transposes music, changes tempo, detects music key, operates on music from youtube video or local file

prerequisites

[!NOTE] Please note: I'm using homebrew for installing virtualenvwrapper and ffmpeg. If you're using another package manager or different operating system than macOS (e.g. Linux), you need to install it differently. In the examples for creating virtualenv below, replace python path below with your own python3.8 path. I'm personally using pyenv for installing various python verions, but you can do it as you wish.

installation

I suggest to create virtualenv for this project to not break existing system-wide installations:

brew install virtualenvwrapper
brew install ffmpeg
mkdir demix
cd demix
mkvirtualenv -p /Users/pw/.pyenv/versions/3.8.16/bin/python demix
workon demix
pip install demix
demix -v

update

pip install demix --upgrade

development

prepare environment:

brew install virtualenvwrapper
brew install ffmpeg
git clone git@github.com:pwittchen/demix.git
cd demix
mkvirtualenv -p /Users/pw/.pyenv/versions/3.8.16/bin/python demix
workon demix
pip install -r requirements.txt
python demix.py -v

virtualenv

exit virtualenv, when you're done:

deactivate

to activate env again:

workon demix

testing

install pytest:

pip install pytest

run all tests (-v param for verbose):

pytest -v

versioning and deployment

When we create and push a new git tag, e.g. v1.0.4, deploy.yml github action is triggered. It automatically extracts created tag, updates version with bump_version.py script, performs git commit and push. After that, deployment of the new package version to PyPi is executed.

usage

demix -u <youtube-url> [options]
demix -s <search-query> [options]
demix -f <audio-file> [options]

options

Option Description
-u, --url YouTube video URL to process
-s, --search Search YouTube for a song (e.g., 'Artist - Song Name')
-f, --file Local audio file to process (mp3, wav, flac, etc.)
-o, --output Output directory (default: output)
-t, --tempo Tempo factor for output audio (default: 1.0, use < 1.0 to slow down)
-p, --transpose Transpose pitch by semitones (default: 0, range: -12 to +12)
-k, --key Detect and display the musical key of the audio
-K, --target-key Transpose audio to target key (e.g., C, Am, F#, Bb minor)
-ss, --start Start time for cutting (format: MM:SS or HH:MM:SS)
-to, --end End time for cutting (format: MM:SS or HH:MM:SS)
-m, --mode Processing mode: nosplit, 2stems, 4stems, or 5stems (default: 2stems)
-c, --clean Clean up files: output, models, or all
-v, --version Show version number
-h, --help Show help message

modes

Mode Description
nosplit No stem separation (download, convert, and apply effects only)
2stems vocals, accompaniment
4stems vocals, drums, bass, other
5stems vocals, drums, bass, piano, other

examples

# separate a YouTube video into vocals and accompaniment
demix -u 'https://www.youtube.com/watch?v=VIDEO_ID'

# search YouTube by artist and song name
demix -s 'Queen - Bohemian Rhapsody' -m 4stems

# separate a local file with 4 stems
demix -f /path/to/song.mp3 -m 4stems

# cut audio from 1:30 to 3:45 before separation
demix -f song.mp3 -ss 1:30 -to 3:45

# start from 0:30 (skip intro)
demix -f song.mp3 -ss 0:30

# keep only the first 2 minutes
demix -f song.mp3 -to 2:00

# combine cutting with tempo and transpose
demix -f song.mp3 -ss 1:00 -to 4:00 -t 0.8 -p -2

# detect musical key of a song
demix -f song.mp3 -k

# detect key before and after transposing
demix -f song.mp3 -k -p -3

# transpose to a specific key (auto-detects current key)
demix -f song.mp3 -K C

# transpose to A minor
demix -f song.mp3 -K Am

# transpose to target key with tempo change
demix -f song.mp3 -K "F# minor" -t 0.9

# slow down without separating stems
demix -f song.mp3 -t 0.8 -m nosplit

# download and cut without separation
demix -u 'https://www.youtube.com/watch?v=VIDEO_ID' -ss 1:00 -to 3:00 -m nosplit

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