framework

Hugging Face PEFT

Hugging Face's open-source library of parameter-efficient fine-tuning methods for language and diffusion models, covering LoRA and its variants behind a common adapter API.

Current clusters

build1 publisher

ShadowPEFT reaches PEFT's main branch as an adapter that keeps its own hidden state

ShadowPEFT is in Hugging Face PEFT's main branch as of a September 15th announcement, and it carries its own hidden state and can be detached as a smaller standalone model. Trying it means installing PEFT from source.

Publishers:runtimewire.com

Reality

Evidence58
Adoption20
Hype gap+10
Incentives65
Confidence57