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That sounds awful and a big reason why I think GPUs will go the way of the dinosaur in the near future.

Nothing about GPUs technically forces you to code for specific architectures. It’s really no different than optimizing your code for a specific CPU.

I think it's quite different. For GPUs these archiecture-specific optimizations / primitives make orders of magnitude difference (and also change from version to version). On the other hand, multicore code I wrote ~8 years ago in TBB or Cilk is still extremely fast compared to hand-optimized code customized for current CPU architectures.

To summarize my gripe, it's is that the abstractions on GPUs seem broken, and we still don't have a good model for how to write high performance GPU code that just works and keeps getting faster as GPUs get faster.

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