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Neural Cellular Automata for Solidification Microstructure Modeling

Building NCA for accelerating solidification microstructure modeling

Folder MUlti-GPU-Code contains codes for training and evaluating the NCA. The file names and corresponding functions are as follow:

File Function
MUlti-GPU-Code/CA.py CA simulation for generating training and validation data
MUlti-GPU-Code/CA_test_run.py CA simulation for testing
MUlti-GPU-Code/Evaluate_model.py Perform test run
MUlti-GPU-Code/LoadFunc_train.py Load useful function and python package
MUlti-GPU-Code/Loadmodel_T_train.py Define and load the NCA model
MUlti-GPU-Code/generate_larger_grad.py Setting for generating training and validation data
MUlti-GPU-Code/mgpu_ppre_t_grad.py Train the NCA

The files of testing results and trained models for various cases are in Folder Paper_review/Cases. Details see Paper_review/Cases/README.md.

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Contributors

jiantangethz avatar hightempintegrity avatar

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