CVPRJun, 2024
PC-LoRA:基于知识蒸馏的逐步模型压缩的低秩适应
PC-LoRA: Low-Rank Adaptation for Progressive Model Compression with Knowledge Distillation
Injoon Hwang, Haewon Park, Youngwan Lee, Jooyoung Yang, SunJae Maeng
TL;DR逐步压缩低秩适应(PC-LoRA)方法通过低秩适应同时进行模型压缩和微调,最终仅保留低秩适配器以取代预训练权重,实现了参数和计算量的压缩。