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[DO NOT MERGE] refactor(fsdp)(4.1/5): per-parameter weight-precision control by FSDP2 expansion patch
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#511:
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refactor(diffusion): move rollout patch group selection to a CLI arg
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feat(diffusion): add SFT loss hub and pre-encoded data manager
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feat(diffusion): encoder_hub — family-dispatched frozen-encoder logic
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[DO NOT MERGE] refactor(fsdp)(4.1/5): per-parameter weight-precision control by FSDP2 expansion patch
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[DO NOT MERGE] refactor(fsdp)(4.1/5): per-parameter weight-precision control by FSDP2 expansion patch
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[DO NOT MERGE] refactor(fsdp)(4.1/5): per-parameter weight-precision control by FSDP2 expansion patch
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refactor(diffusion): move rollout patch group selection to a CLI arg
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