[mxfp8 moe training] update readme with rooflines and benchmarks #3399
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Add roofline analysis and benchmark plots to README so users can get some directional idea of when it makes sense to use
_to_mxfp8_then_scaled_grouped_mmfor training.My plan is to list the date of the benchmarks, and periodically update the plots with every change that affects performance.
Llama4 Scout:

DSV3 671b: