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From this writeup it does sound like the architecture of the AMD gpu makes it a bit harder to optimize. It also seems like long term, the AMD approach may scale better in the long run. 8 chiplets rather than 2 for the nvidia offering, along with all the associated cache and memory locality woes.

The future will probably see more chiplets rather than less, so I wonder if dealing with complexity here will pay more dividends in the long run



AMD doesn't need warp specialisation for high performance while nvidia does, which simplifies programming AMD




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