The Bitter Truth: Python 3.11 vs Cython vs C++ Performance for Simulations

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Science and Data analysis Math Numpy Python

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  • NumPy

    The fundamental package for scientific computing with Python.

    • Not any more. They rewrote the Fortran parts: https://github.com/numpy/numpy

  • OpenBLAS

    OpenBLAS is an optimized BLAS library based on GotoBLAS2 1.13 BSD version.

    • There isn't any fortran code in the repo there itself but numpy itself can be linked with several numeric libraries. If you look through the wheels for numpy available on pypi, all the latest ones are packaged with OpenBLAS which uses Fortran quite a bit: https://github.com/xianyi/OpenBLAS

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NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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