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MVAPICH is a high performance Message Passing Interface (MPI) implementation targeting high performance internconnects including Infiniband (IB), RoCE, Slingshot11, and OmniPath Expres (OPX) with support for NVIDIA, AMD, and Intel GPUs. MVAPICH provides optimal performance on all major HPC hardware.