https://github.com/StefanHeng/Symbolic-Music-Generation

Symbolic music generation taking inspiration from NLP and human composition process
https://github.com/StefanHeng/Symbolic-Music-Generation

autoregressive-models melody-extraction melody-generation midi music-generation music-xml nlp reformer representation-learning transformer transformer-decoder transformer-xl transformers-models

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Symbolic music generation taking inspiration from NLP and human composition process

• Host: GitHub
• URL: https://github.com/StefanHeng/Symbolic-Music-Generation
• Owner: StefanHeng
• License: mit
• Created: 2021-11-09T04:24:10.000Z (about 3 years ago)
• Default Branch: master
• Last Pushed: 2023-06-28T21:34:12.000Z (over 1 year ago)
• Last Synced: 2024-04-05T19:32:04.651Z (7 months ago)
• Topics: autoregressive-models, melody-extraction, melody-generation, midi, music-generation, music-xml, nlp, reformer, representation-learning, transformer, transformer-decoder, transformer-xl, transformers-models
• Language: Python
• Homepage:
• Size: 46.3 MB
• Stars: 16
• Watchers: 2
• Forks: 5
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Symbolic Music Generation

Symbolic music generation taking inspiration from NLP Language Modeling, human composition process and music theory. 

Contributor: [Stefan/Yuzhao Heng](https://stefanheng.github.io), [Carson/Jiachun Zhang](https://github.com/SonyaInSiberia), [Xiaoyang Song](https://github.com/Xiaoyang-Song).

Mentored by [Artem Abzaliev](http://artem.site44.com), 

supported by [Prof. Rada Mihalcea](https://web.eecs.umich.edu/~mihalcea/) at [LIT](https://lit.eecs.umich.edu/people.html).

## Run the Scripts

### Getting Started 

Python version `3.10.8`. 

Modify the `DIR_DSET` variable in file [`project_paths.py`](https://github.com/StefanHeng/Symbolic-Music-Generation/blob/master/musicnlp/util/project_paths.py) 

as instructed.

Run 

```bash

python musicnlp/util/config.py

```

A folder named as `DIR_DSET` should be kept at the same level as 

this repository, with dataset folder names specified as 

in [`config.json`](https://github.com/StefanHeng/Symbolic-Music-Generation/blob/master/musicnlp/util/config.json).

Add datasets to `DIR_DSET`, then see [`music_export.py`](https://github.com/StefanHeng/Symbolic-Music-Generation/blob/master/musicnlp/preprocess/music_export.py) for encoding Music MXL files. 

## Music Samples

See [`generated-samples`](https://github.com/StefanHeng/Symbolic-Music-Generation/tree/master/generated-samples). 

## Dataset

Datasets linked [here](https://drive.google.com/drive/folders/1T4TDRjj4nwQWRoytBYNg5VlqHCivTjyP?usp=sharing). Dataset visualizations [here](https://github.com/StefanHeng/Symbolic-Music-Generation/blob/master/notebook/visualize/dataset_stats.ipynb).