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AMD Quietly Funded A Drop-In CUDA Implementation Built On ROCm: It's Now Open-Source - Phoronix
https://www.phoronix.com/review/radeon-cuda-zluda
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While there have been efforts by AMD over the years to make it easier to port codebases targeting NVIDIA's CUDA API to run atop HIP/ROCm, it still requires work on the part of developers.