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bdefabd1 - [Docs] update the PT 2.0 optimization doc with latest findings (#3370)

[Docs] update the PT 2.0 optimization doc with latest findings (#3370) * add: benchmarking stats for A100 and V100. * Apply suggestions from code review Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> * address patrick's comments. * add: rtx 4090 stats * ⚔ benchmark reports done * Apply suggestions from code review Co-authored-by: Pedro Cuenca <pedro@huggingface.co> * 3313 pr link. * add: plots. Co-authored-by: Pedro <pedro@huggingface.co> * fix formattimg * update number percent. --------- Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> Co-authored-by: Pedro Cuenca <pedro@huggingface.co>