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* [doc] performance/scalability revamp * link the new docs * no : * mixed precision * work on the first doc * expand the main doc * Trigger CI * style * revamp single GPU training section * work on training performance * remove files not used anymore or will be added later * final touches * fix rebase * Add hardware section to toctree * fix toctree again * Apply suggestions from code review Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com> * remove `fast_tokenizers` entry that was copied in rebase * add warning about DP vs DDP * remove todo * Apply suggestions from code review Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com> * fix missing closure of codeblock * Update docs/source/en/perf_train_gpu_many.mdx Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com> * sync with #16860 * update toc Co-authored-by: leandro <leandro.vonwerra@spoud.io> Co-authored-by: Leandro von Werra <lvwerra@users.noreply.github.com> Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>