@goldmosh Bodo provides MPI parallelization for data analytics codes in Pandas/Numpy so may be useful for you. What are your applications like? Are they data analytics type that could be written in Pandas/Numpy? Or are they things like multi-dimensional physical simulations in FDM, etc. (which is not Bodo’s target today).