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Modularized VAE

Data

Extract data.zip to data directory

Download links: data.zip

Setup

  • python3.5 or higher version

Install packages

pip3 install -r requirements.txt

Usage

Training

python3 train.py --data ./data/nottingham/midi ./data/jsb ./data/piano

For more details, see

python3 train.py --help

Generate a midi file

python3 generate.py --model $MODEL_PATH

For more details, see

python3 generate.py --help

Reference

Main paper to be cited

@article{wang2018modeling,
  title={Modeling Melodic Feature Dependency with Modularized Variational Auto-Encoder},
  author={Wang, Yu-An and Huang, Yu-Kai and Lin, Tzu-Chuan and Su, Shang-Yu and Chen, Yun-Nung},
  journal={arXiv preprint arXiv:1811.00162},
  year={2018}
}

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Modularized Variational Auto-Encoder

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