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GraphGT: Machine Learning Datasets for Graph Generation and Transformation (NeurIPS 2021)

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Dataset Website | Paper

Installation

Using pip

To install the core environment dependencies of GraphGT, use pip:

pip install GraphGT

Note: GraphGT is in the beta release. Please update your local copy regularly by

pip install GraphGT --upgrade

DataLoader

import graphgt 
dataloader = graphgt.DataLoader(name=KEY, save_path='./', format='numpy')

KEY: 'qm9', 'zinc', 'moses', 'chembl', 'profold', 'kinetics', 'ntu', 'collab', 'n_body_charged', 'n_body_spring', 'random_geometry', 'waxman', 'traffic_bay', 'traffic_la', 'scale_free_{10|20|50|100}', 'ER_{20|40|60}', 'IoT_{20|40|60}', 'authen'.

Cite Us

If you use our dataset in your work, please cite us:

@inproceedings{du2021graphgt,
  title={GraphGT: Machine Learning Datasets for Graph Generation and Transformation},
  author={Du, Yuanqi and Wang, Shiyu and Guo, Xiaojie and Cao, Hengning and Hu, Shujie and Jiang, Junji and Varala, Aishwarya and Angirekula, Abhinav and Zhao, Liang},
  booktitle={NeurIPS 2021},
  year={2021}
}

Team

Yuanqi Du (Leader), Shiyu Wang, Xiaojie Guo, Hengning Cao, Shujie Hu, Junji Jiang, Aishwarya Varala, Abhinav Angirekula, Liang Zhao (Advisor)

Contact

Send us an email or open an issue.

graphgt's People

Contributors

yuanqidu avatar

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