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huggingface/peft

peft

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

View on GitHub↗Upstream huggingface/peft↗

Builder

HuggingFace

HuggingFace

huggingface • ai-lab

Stars

21,205

Using upstream star count

Forks

2,312

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Nov 25, 2022

Project creation date

README Summary

<!--- Copyright 2023 The HuggingFace Team. All rights reserved.

Community Evaluation

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AI Dev Skills

Unmapped

AdaLoRALarge Language Model OptimizationLoRA (Low-Rank Adaptation)Memory-Efficient TrainingModel CompressionMulti-task LearningParameter-Efficient Fine-TuningPrefix TuningPrompt TuningP-TuningTransfer LearningTransformer Fine-tuning

Tags

AdaLoRALarge Language Model OptimizationLoRA (Low-Rank Adaptation)Memory-Efficient TrainingModel CompressionMulti-task LearningParameter-Efficient Fine-TuningPrefix TuningPrompt TuningP-TuningTransfer LearningTransformer Fine-tuningAPIDPODeepSpeedFine-TuningForkedGPU / CUDAHuggingFaceImage GenerationJupyterLarge Language ModelsLoRA / PEFTMistralNode.jsOpenAIPyTorchPythonQuantizationQwenRLHFReal-Time / StreamingReinforcement LearningSpeech to TextStable DiffusionTRLTransformersTutorial

Taxonomy

AI Trends

Parameter-Efficient LearningModel DemocratizationGreen AIEfficient AI Training

category

Model TrainingFoundation ModelsInference & ServingGenerative MediaDev Tools & AutomationLearning ResourcesData Science & Analytics

Deployment Context

CloudSelf-hostedOn-premise

Modalities

TextMultimodal

Skill Areas

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

tag

APIDPODeepSpeedFine-TuningForkedGPU / CUDAHuggingFaceImage GenerationJupyterLarge Language ModelsLoRA / PEFTMistralNode.jsOpenAIPyTorchPythonQuantizationQwenRLHFReal-Time / StreamingReinforcement LearningSpeech to TextStable DiffusionTRLTransformersTutorial

Use Cases

Large Language Model Fine-tuningDomain-specific Model AdaptationMulti-task Model TrainingResource-constrained Model TrainingCustom Model DevelopmentModel Personalization

Recent Activity

Updated 2 months ago

7 Days

0

30 Days

0

90 Days

13

FEAT LoRA support for Transformers TP (#3079)

Michael Benayoun • Mar 18, 2026

3fb7842

MAINT Replace outdated dataset in examples (#3058)

Dhruvil Darji • Mar 17, 2026

c1e8a27

FIX GraLoRA: Use its own target module mapping (#3105)

Benjamin Bossan • Mar 17, 2026

b7a43d9

Quality

production
Quality
high
Maturity
production

Categories

Foundation ModelsPrimaryInference & ServingGenerative MediaData Science & AnalyticsOther AI / MLModel TrainingDev Tools & AutomationLearning Resources

PM Skills

Cost & EfficiencyUser ExperienceScale & ReliabilityDeveloper Platform

Languages

Python100.0%

Timeline

Project created
Nov 25, 2022
Forked
Mar 22, 2026
Your last push
2 months ago
Upstream last push
21 days ago
Tracked since
Mar 18, 2026

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