s-omranpour/deepmusic

A python package for high level musical data manipulation and preprocessing, making data ready to be fed to a neural network.

*** A newer version of Deepmusic package with more features and better interface is available at the multitrack branch. However, it is still under development ***

DeepMusic

DeepMusic is a high level python package with following features:

• supporting different formats like MIDI, REMI, Compound Word and pianoroll. [1, 2]
• representing musical data in a very simple but useful way for high level music theoretic manipulations.
• preprocessing musical data in order to feed them to neural networks (chord extraction, quantization and numericalization).
• supporting metrics used for evaluating generated sequences. [3, 4]

Install

With pip

pip install deepmusic

From source

git clone https://github.com/s-omranpour/DeepMusic
cd DeepMusic
pip install .

Usage

from deepmusic import MusicRepr

## reading a midi file
seq = MusicRepr.from_file('test.mid')

## displaying first 10 events
print(seq[:10])

## export to remi representation
remi = seq.to_remi(ret='token')

## export to compound word representation
cp = seq.to_cp()
print(cp.shape) ## (num_events, 8)

## splitting song's bars
bars = seq.get_bars()
print(len(bars))

for more details please see examples.

References

[1] Pop Music Transformer: Beat-based Modeling and Generation of Expressive Pop Piano Compositions, Yu-Siang Huang, Yi-Hsuan Yang

[2] Compound Word Transformer: Learning to Compose Full-Song Musicover Dynamic Directed Hypergraphs, Wen-Yi Hsiao, Jen-Yu Liu, Yin-Cheng Yeh, Yi-Hsuan Yang

[3] The Jazz Transformer on the Front Line: Exploring the Shortcomings of AI-composed Music through Quantitative Measures, Shih-Lun Wu, Yi-Hsuan Yang

[4] https://github.com/slSeanWU/MusDr

deepmusic's Issues

pip install does not work in Google Colab

Hey Soroush,

I get the following error on !pip install deepnote in Google Colab

Collecting deepnote
Downloading https://files.pythonhosted.org/packages/1d/10/181b1528c248ac7a5f7ceef84bbd475a74b46f897e919df1f3f0ae7790b9/deepnote-0.0.9.tar.gz
ERROR: Command errored out with exit status 1: python setup.py egg_info Check the logs for full command output.

Manual install works fine.