Introduction to LoRA

LoRA (Low Rank Adaption)

What is Rank

Simply put, the higher the rank of a matrix, the more information it contains.

What is LoRA

Transforming a large matrix into smaller matrices makes computations require less performance.

Multiplying multiple small matrices can form a large matrix; similarly, a large matrix can be decomposed into multiple small matrices, thereby reducing the number of parameters and lowering performance requirements.

Reference

What is LoRA? | Explaining the working principle of LoRA in 5 minutes _ Bilibili_bilibili