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Generative deep learning model for inorganic materials

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MatGAN

Video demo

Installation of running environment

$pip install -r requirement.txt

How to run:

  • $python generate_data.py OQMD gan-materials-oqmd.csv
  • $python generate_data.py ICSD gan-materials-icsd.csv
  • $python generate_data.py MP gan-materials-mp.csv

This will generate 1024 hypothetical materials to corresponding csv files such as gan-materials-oqmd.csv

To generate more materials, just continue to re-run this same command, the results will be appended to the assigned output file

Generated hypothetical materials by GAN-ICSD

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Generative deep learning model for inorganic materials

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