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Can anybody explain why CUDA and Rocm are necessary and why OpenCL isn't the solution?
(self.programming)
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Because Nvidia wrote an absolute fuck-ton of their Cuda stack to make it far more performant for many common tasks out of the box.
Early opencl implementations absolutely sucked.