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add new paper

* Efficient Software Prebuilds

* improve

* [performance doc] Power and Cooling

* more docs

* Update docs/source/performance.mdx
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* reword
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Convert all tutorials and guides

* Convert all remaining rst to mdx

* Track and fix bad links

* First try

* Update instructions

* document MoE model approach

* additional info from Samyam

* fix

* [bf16 support] tweaks

* corrections
Co-authored-by: Manuel R. Ciosici <manuelrciosici@gmail.com>

* [trainer] add --tf32 support

* it's pt>=.17

* it's pt>=.17

* flip the default to True

* add experimental note

* simplify logic

* style

* switch to 3-state logic

* doc

* Apply suggestions from code review
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* re-style code
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update doc img links

* Rename toctree.yml -> _toctree.yml (#14594)

* Update doc img links

* Update performance.md img link

* [doc] bf16/tf32 guide

* expand

* expand

* Update docs/source/performance.md
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* [doc] performance and parallelism doc update

* improve

* improve

* Make gradient_checkpointing a training argument

* Update src/transformers/modeling_utils.py
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Update src/transformers/configuration_utils.py
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>

* Fix tests

* Style

* document Gradient Checkpointing as a performance feature

* Small rename

* PoC for not using the config

* Adapt BC to new PoC

* Forgot to save

* Rollout changes to all other models

* Fix typo
Co-authored-by: Stas Bekman <stas00@users.noreply.github.com>
Co-authored-by: Stas Bekman <stas@stason.org>

* initial performance document

* Apply suggestions from code review
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>

* rewrites based on suggestions

* 8x multiple is for AMP only

* add contribute section
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>