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A Sheaf Theoretic Framework for Knoweldge Graph Embedding

Models are written to be compatible with the Pykeen package.

The primary Sheaf-specific models may be found in sheaf_kg/sheafE_models.py. These models can be trained via sheaf_kg/train_sheafE.py. This function currently uses a relative path to save data in the data folder, so run from inside sheaf_kg/sheaf_kg for now. The rest of the files are either deprecated or in progress of being refactored. The notebooks are mostly scratch work at this point.

Dependencies:

  • pykeen
  • pytorch
  • numpy
  • pandas
  • scipy

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  • Jupyter Notebook 97.6%
  • Python 2.4%