Enable fa in amd docker (#41069)
* Add FA to docker
* Use caching mechanism for qwen2_5
* Fix a typo in important models list
* Partial fixes for gemma3
* Added a commit ID for FA repo
* Detailled the expectation storage format
* Rebase fix
* Apply style fixes
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