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Comment on Hope – A Python JIT for astrophysical computations

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Does anybody know how this compares performance-wise to Numba (http://numba.pydata.org/) which seems like a pretty similar effort? Numba translates to LLVM bytecode rather than C++.

The performance numbers they show are fairly cherry-picked and are not really showing a broad-based comparison of Numba's capability. In addition, Numba is still under active development and the version they used is a few versions older than released. Still it's good to have use-cases and examples which drive Numba improvements.

Full results are in the paper: http://arxiv.org/pdf/1410.4345v1.pdf

Good question. When I saw the @jit decorator, I thought it was a numba clone.

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