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Scute: Exact Batched Serving for PEFT Adapters Beyond LoRA

Walker, Thomas et al.
arXiv (All) · Papers
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machine-learning
Existing serving systems for large language models batch requests for many different LoRA adapters on one GPU. However, these systems reject adapters from other parameter-efficient fine-tuning (PEFT) methods such as DoRA, (IA), VeRA and OFT. One solution to this is to convert these adapters to LoRA,
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