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> This is a research setting with plenty of hardware we can request and not a huge number of users

If you don’t care about cost of ownership, use CUDA. It only runs on nVidia GPUs, but the API is nice. I like it better than vendor-agnostic equivalents like DirectCompute, OpenCL, or Vulkan Compute.



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