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[Bugfix][CI/Build][Hardware][AMD] Fix AMD tests, add HF cache, update CK FA, add partially supported model notes (#6543)

[doc][misc] remind users to cancel debugging environment variables after debugging (#6481)

Co-authored-by: Jiang Li <jiang1.li@intel.com>
Co-authored-by: Abhilash Majumder <abhilash.majumder@intel.com>
Co-authored-by: Abhilash Majumder <30946547+abhilash1910@users.noreply.github.com>

Co-authored-by: Jianan Gu <jianan.gu@intel.com>

Co-authored-by: Michael Goin <michael@neuralmagic.com>

Co-authored-by: Simon Mo <simon.mo@hey.com>

Co-authored-by: WoosukKwon <woosuk.kwon@berkeley.edu>

Co-authored-by: Harry Mellor <hmellor@oxts.com>

Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: Yuan Zhou <yuan.zhou@intel.com>

[Doc] Update installation doc for build from source and explain the dependency on torch/cuda version (#3746)
Co-authored-by: Zhuohan Li <zhuohan123@gmail.com>