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Each mpi-rank requires it’s own copy of large object in CPU and GPU memory, but if it can fit into memory it may in fact be faster to run 2 or more MPI processes on each GPU, as the MPI processes may become asynchronized so that one MPI process is busy doing calculations, while the other one for example is reading images from disk.