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graphvae_compress

Tensorflow implementation of the model described in the paper Compressed Graph Representation for Scalable Molecular Graph Generation

Components

  • preprocessing.py - script for data preprocessing
  • train.py - script for model training
  • test.py - script for model evaluation (molecular graph generation)
  • GVAE.py - model architecture
  • util.py

Dependencies

  • Python
  • TensorFlow
  • RDKit
  • NumPy
  • scikit-learn
  • sparse

Citation

@Article{Kwon2020,
  title={Compressed graph representation for scalable molecular graph generation},
  author={Kwon, Youngchun and Lee, Dongseon and Choi, Youn-Suk and Shin, Kyoham and Kang, Seokho},
  journal={Journal of Cheminformatics},
  volume={12},
  pages={58},
  year={2020},
  doi={10.1186/s13321-020-00463-2}
}

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Compressed Graph Representation for Scalable Molecular Graph Generation

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