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ROCm/docs
Peter Park 94337a9887 Add MPT-30B + LLM Foundry doc (#4704)
* add mpt-30b doc

* add tunableop note

* update MPT doc

* add section

* update wordlist

* fix flash attention version

* update "applies to"

* address review feedback

* Update docs/how-to/rocm-for-ai/training/benchmark-docker/mpt-llm-foundry.rst

Co-authored-by: Leo Paoletti <164940351+lpaoletti@users.noreply.github.com>

* Update docs/how-to/rocm-for-ai/training/benchmark-docker/mpt-llm-foundry.rst

Co-authored-by: Leo Paoletti <164940351+lpaoletti@users.noreply.github.com>

* Update docs/how-to/rocm-for-ai/training/benchmark-docker/mpt-llm-foundry.rst

Co-authored-by: Leo Paoletti <164940351+lpaoletti@users.noreply.github.com>

* update docker details to pytorch-training-v25.5

* update

---------

Co-authored-by: Leo Paoletti <164940351+lpaoletti@users.noreply.github.com>
(cherry picked from commit d44ea40a0d)
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