Performance Evaluation of Python Parallel Programming Models: and mpi4py
2021 IEEE/ACM 6th International Workshop on Extreme Scale Programming Models and Middleware (ESPM2)(2021)
Abstract
Python is rapidly becoming the lingua franca of machine learning and scientific computing. With the broad use of frameworks such as Numpy, SciPy, and TensorFlow, scientific computing and machine learning are seeing a productivity boost on systems without a requisite loss in performance. While high-performance libraries often provide adequate performance within a node, distributed computing is requ...
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Key words
performance,analysis,benchmark,HPC,GPU,Python,parallel programming,MPI,Charm++
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