Library/peftForked

huggingface/peft

peft

🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

Builder

HuggingFace

HuggingFace

huggingface • ai-lab

Stars

20,879

Using upstream star count

Forks

2,233

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Nov 25, 2022

Project creation date

README Summary

PEFT (Parameter-Efficient Fine-Tuning) is a library that provides state-of-the-art methods for adapting pretrained models to downstream tasks without fine-tuning all model parameters. It supports various techniques like LoRA, AdaLoRA, and other efficient adaptation methods that significantly reduce computational requirements and memory usage. The library integrates seamlessly with Hugging Face Transformers and enables efficient training and inference of adapted models.

AI Dev Skills

Unmapped

Parameter-Efficient Fine-TuningLoRA (Low-Rank Adaptation)AdaLoRAPrompt TuningPrefix TuningP-TuningMulti-task LearningTransfer LearningModel CompressionLarge Language Model OptimizationTransformer Fine-tuningMemory-Efficient Training

Tags

Parameter-Efficient Fine-TuningLoRA (Low-Rank Adaptation)AdaLoRAPrompt TuningPrefix TuningP-TuningMulti-task LearningTransfer LearningModel CompressionLarge Language Model OptimizationTransformer Fine-tuningMemory-Efficient TrainingTextDomain AdaptationDemocratized AIMulti-Task LearningCloud APILoRA Fine-tuningLow-Resource Fine-tuningTask-Specific Model Fine-tuningOn-premiseMultimodalSelf-hostedMemory-Efficient Model TrainingResource-Efficient AIAdapter MethodsQuantized Fine-tuningLow-Rank AdaptationAccessible Model Fine-tuningParameter-Efficient TrainingLarge Language Model AdaptationPython

Taxonomy

Recent Activity

Updated 26 days ago

7 Days

0

30 Days

0

90 Days

0

Quality

production
Quality
high
Maturity
production

Categories

Multimodal AIPrimaryOther AI / MLModel TrainingFoundation ModelsInference & Serving

PM Skills

Scale & Reliability

Languages

Python100.0%

Timeline

Project created
Nov 25, 2022
Forked
Mar 22, 2026
Your last push
26 days ago
Upstream last push
11 days ago
Tracked since
Mar 18, 2026

Similar Repos

pgvector cosine similarity · $0

Loading…