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matgl-env GPU_MatGL

*M3GNet (formation-energy model) *CIF structures (cubic / tetragonal LLZO) *Python scripts using pymatgen + matgl *GPU inference (PyTorch CUDA)

What I learned

  • How crystal structures become graphs
  • How GNN models make energy predictions
  • How small experiments can still reveal stability differences
  • How to survive dependency errors and environment chaos

#cif file source: materialsproject.org

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MatGL's GPU version !

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