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[Enhance] Add layers[-1] to norm & lm_head prefetch

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[Enhance] enhance fsdp prefetch #1405

[Enhance] Add layers[-1] to norm & lm_head prefetch
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unit_test
succeeded Dec 31, 2025 in 1h 48m 48s