Tool profile

huggingface/peft

github.com

A library implementing parameter-efficient fine-tuning methods for adapting large pretrained models.

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PublishedOct 17, 2026
PricingOpen source

What it does

huggingface/peft

github.com

PEFT provides state-of-the-art parameter-efficient fine-tuning methods that adapt large pretrained models by training only a small number of extra parameters, cutting computational and storage costs. It is aimed at machine learning practitioners and researchers working with LLMs and diffusion models, and integrates with Transformers, Diffusers and Accelerate. It is an open-source Python library released under the Apache 2.0 license.

PricingOpen source
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githubopen-sourcefine-tuningpythonllmdiffusionadapterloraparameter-efficient-learningpeft

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What is huggingface/peft?
PEFT provides state-of-the-art parameter-efficient fine-tuning methods that adapt large pretrained models by training only a small number of extra parameters, cutting computational and storage costs. It is aimed at machine learning practitioners and researchers working with LLMs and diffusion models, and integrates with Transformers, Diffusers and Accelerate. It is an open-source Python library released under the Apache 2.0 license.
How much does huggingface/peft cost?
huggingface/peft uses a Open source pricing model. Check the official website for current plans.
What is huggingface/peft used for?
huggingface/peft is listed on TolsAI under: Open Source.
Where can I use huggingface/peft?
huggingface/peft is available on its official website, github.com.

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