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I think this what OpenACC (https://en.wikipedia.org/wiki/OpenACC) was created to do; its support is pretty iffy right now, though.

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OpenACC is for GPU programming what OpenMP is to parallel programming. It is intended for general purpose graphics programming, i.e. numerical computations on your GPU, not for replacing anything like OpenGL.

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