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Repository for the models used in the publication 'Regularized by Physics: Graph Neural Network Parametrized Potentials for the Description of Intermolecular Interactions'

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GNN Parametrized Forcefields

Description

Repository for the models used in the publication 'Regularized by Physics: Graph Neural Network Parametrized Potentials for the Description of Intermolecular Interactions'.

Multipoles

The model was trained to be used in conjunction with the multipole model which can be found here: Multipole Model

Use

Exemplary use is Shown in the ANA and IPA jupyter notebooks.

Required Packages

  • Tensorflow: 2.6.2
  • Numpy: 1.19.5
  • Graph-Nets: 1.1.0
  • Sonnet: 2.0.0
  • RDKit: 2021.09.2 (To construct graphs from Smiles)

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Repository for the models used in the publication 'Regularized by Physics: Graph Neural Network Parametrized Potentials for the Description of Intermolecular Interactions'

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