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They have H800s which have exactly same memory bandwidth and max FLOPS.

What about NVLink? Does it plays a role here?

For FlashMLA? No. The code here runs on one GPU only and do not have a builtin communication part.

But for the training it does. You need to communicate gradient changes between GPUs.