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That’s really detailed explanation. Can we do something like this for M1 ultra/M2 ultra/M3 max with large RAM ?

Absolutely. Looks like the M1 Ultra has 800GB/s of memory bandwidth and ~20 TFLOPS of compute.

The same calculations from the post should hold, except with these new values.