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[Feature] KV offload: hybrid bundle backend + dense/hybrid split - #1683

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[Feature] KV offload: hybrid bundle backend + dense/hybrid split#1683
yhl-amd wants to merge 4 commits into
ROCm:mainfrom
yhl-amd:feat/dsv4-lmcache-bundle

[Feature] offload: append region gather/scatter, keep chunk-major dif…

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