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Re:Ask HN: Why hasn't AMD made a viable CUDA alternative? by zozbot234 on Tuesday April 01, 2025 @01:24PM (#43549341)
AIUI, AMD documentation claims that the requirement for PCIe Atomics is due to ROCm being based on Heterogeneous System Architecture, https://en.wikipedia.org/wiki/Heterogeneous_System_Architect... which allows for a sort of "unified memory" (strictly speaking, a unified address space) across CPU and GPU RAM. Other compute API's such as CUDA, OpenCL, SYCL or Vulkan Compute don't have HSA as a strict requirement but ROCm apparently does.

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