https://github.com/SkyTNT/midi-model

Midi event transformer for symbolic music generation
https://github.com/SkyTNT/midi-model

midi midi-generation music-composition music-generation symbolic-music-generation transformer

Last synced: 2 months ago
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Midi event transformer for symbolic music generation

• Host: GitHub
• URL: https://github.com/SkyTNT/midi-model
• Owner: SkyTNT
• License: apache-2.0
• Created: 2023-08-25T04:20:15.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2024-11-04T17:56:19.000Z (3 months ago)
• Last Synced: 2024-11-04T18:42:19.100Z (3 months ago)
• Topics: midi, midi-generation, music-composition, music-generation, symbolic-music-generation, transformer
• Language: Python
• Homepage:
• Size: 174 KB
• Stars: 183
• Watchers: 5
• Forks: 29
• Open Issues: 4
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Midi-Model

## Midi event transformer for music generation

![](./banner.png)

## Updates

- v1.3: MIDITokenizerV2 and new MidiVisualizer

- v1.2 : Optimise the tokenizer and dataset. The dataset was filtered by MIDITokenizer.check_quality. Using the higher quality dataset to train the model, the performance of the model is significantly improved.

## Demo

- [online: huggingface](https://huggingface.co/spaces/skytnt/midi-composer)

- [online: colab](https://colab.research.google.com/github/SkyTNT/midi-model/blob/main/demo.ipynb)

- [download windows app](https://github.com/SkyTNT/midi-model/releases)

## Pretrained model

[huggingface](https://huggingface.co/skytnt/midi-model-tv2o-medium)

## Dataset

[projectlosangeles/Los-Angeles-MIDI-Dataset](https://huggingface.co/datasets/projectlosangeles/Los-Angeles-MIDI-Dataset)

## Requirements

- install [pytorch](https://pytorch.org/)(recommend pytorch>=2.0)

- install [fluidsynth](https://www.fluidsynth.org/)>=2.0.0

- `pip install -r requirements.txt`

## Run app

`python app.py`

## Train 

`python train.py`

 

## Citation

```bibtex

@misc{skytnt2024midimodel,

  author = {SkyTNT},

  title = {Midi Model: Midi event transformer for symbolic music generation},

  year = {2024},

  howpublished = {\url{https://github.com/SkyTNT/midi-model}},

}