Visit the PEFT organization to read about the PEFT methods implemented in the library and to see notebooks demonstrating how to apply these methods to a variety of downstream tasks.

MiSS @JL-er added a new PEFT method, MiSS (Matrix Shard Sharing) in #2604. This method is an evolution of Bone, which, according to our PEFT method comparison benchmark, gives excellent …

Visit the PEFT organization to read about the PEFT methods implemented in the library and to see notebooks demonstrating how to apply these methods to a variety of downstream tasks.

Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3, Qwen3-MoE, DeepSeek-R1, GLM4.5, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, …

Cue: PEFT! With PEFT you can tackle this bottleneck head-on. Like Low Rank Adaptation (LoRA), PEFT only fine-tunes a small number of (extra) model parameters while freezing most parameters of …

Welcome to the PEFT (Pretraining-Evaluation Fine-Tuning) project repository! This project focuses on efficiently fine-tuning large language models using LoRA and Hugging Face's transformers library.

Dec 21, 2024 · @Huang-jia-xuan did this solve your issue? I also ran into the same issue today while using PEFT. This was my fix:

About 🏋️ A unified multi-backend utility for benchmarking Transformers, Timm, PEFT, Diffusers and Sentence-Transformers with full support of Optimum's hardware optimizations & quantization schemes.

RWKV-PEFT is the official implementation for efficient parameter fine-tuning of RWKV models, supporting various advanced fine-tuning methods across multiple hardware platforms.

Visit the PEFT organization to read about the PEFT methods implemented in the library and to see notebooks demonstrating how to apply these methods to a variety of downstream tasks.