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[TRTLLM-12671][chore] Refactor visual_gen's attention handling; Fix LTX-2 & Cosmos3 - #17449

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xrq-phys wants to merge 3 commits into
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xrq-phys:ruqingx/fix/attn_meta+full-refactor
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[TRTLLM-12671][chore] Refactor visual_gen's attention handling; Fix LTX-2 & Cosmos3#17449
xrq-phys wants to merge 3 commits into
NVIDIA:mainfrom
xrq-phys:ruqingx/fix/attn_meta+full-refactor