In a nutshell, COMMET solve is an open-source finite element (FE) solver that is focused on the performant integration of neural network based constitutive models (NCMs).
It features:
A high-perfomance C++ backend!
A user-friendly JSON frontend!
The ability to integrate your Pytorch-based material models!
Batch-vectorized constitutive updates for lighting fast system assembly!
Distributed compute scalability for HPC using MPI!
GitHub repo 
Docker image 
Zenodo record 
paper and