How can MatterGen be accessed and used?
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Answers ( 1 )
MatterGen can be accessed and used through the following steps:
- Installation and environment setup: Requires Python 3.10 and specific libraries. For Linux, Git LFS installation is needed, and for Apple Silicon, experimental support is available.
- Pre-trained models: Checkpoints such as `mattergen_base` and `dft_mag_density` can be downloaded via GitHub or Hugging Face.
- Generation: Commands are available for unconditional and conditional generation, outputting files like `generated_crystals_cif.zip`.
- Evaluation: Uses MatterSim MLFF for relaxing structures and evaluating properties.
- Training and fine-tuning: Supports training on datasets like `mp_20` and `alex_mp_20`, with pre-processing steps and commands for base model training.