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feat(qwen-image/metax): optimize distributed offload，metax cfg2_sp4 pipeline cost 52.76s-> 21.68s - #1341

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feat(qwen-image/metax): optimize distributed offload，metax cfg2_sp4 pipeline cost 52.76s-> 21.68s#1341
Watebear wants to merge 4 commits into
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qwen-metax

refactor(qwen-image): simplify text encoder residency

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