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[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.

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Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>