[docs]  performance 
This PR imports the doc I started working on some months back https://github.com/huggingface/transformers/issues/9824 after syncing the code to master's API.

Surely a lot more work can and will be done, this is just a starting baseline.

Fixes: https://github.com/huggingface/transformers/issues/9824

@sgugger 