Several tools and frameworks facilitate the implementation of parallel algorithms in catalysis:
MPI (Message Passing Interface): A standardized and portable message-passing system designed for parallel computing. OpenMP (Open Multi-Processing): An application programming interface that supports multi-platform shared memory multiprocessing programming. CUDA: A parallel computing platform and programming model developed by NVIDIA for general computing on graphical processing units (GPUs).