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alt.freeweights.tools / PEFT
From: huggingface <github.com/huggingface>Newsgroups: alt.freeweights.toolsSubject:

PEFT

Release: v0.21.3 (2026-11-13)Commit: 599e264License: Apache-2.0

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

trainingv0.21.3releasePEFTPythonApache-2.0
FactsLicenseApache-2.0LanguagePythonKindtrainingRelease2026-11-13PlatformsLinux, macOS, WindowsLinks to the projectpermissive
$ pip install peft
# use with Freeweights
# get_peft_model(AutoModelForCausalLM.from_pretrained("<id>"), LoraConfig(...))
OverviewInstallUse with FreeweightsLicenseProvenance

Overview

Parameter-efficient fine-tuning methods such as LoRA.

Kind
training
License
Apache-2.0
Language
Python
Platforms
Linux, macOS, Windows
Latest release
v0.21.3 (2026-11-13)
Repository
huggingface/peft
Topicsadapterdiffusionfine-tuningllmloraparameter-efficient-learningpeftpythonpytorchtransformers

Freeweights links to the project and does not host tool binaries.

Install

$ pip install peft
# use with Freeweights
# get_peft_model(AutoModelForCausalLM.from_pretrained("<id>"), LoraConfig(...))
$ pip install peft

Checked against the project's README on 2026-11-14. The project's own instructions win when they differ: install docs

Freeweights links to the project and does not host tool binaries.

Use with Freeweights

Fine-tune a catalog model
$ # get_peft_model(AutoModelForCausalLM.from_pretrained("<id>"), LoraConfig(...))

Download the weights from Freeweights first (HF_ENDPOINT or fw.py), then point the tool at the folder.

Catalog models it can fine-tune (33)

YuE2DeepSeek-V4-Flash-0731DeepSeek-V4.1-Flash-1017gemma-4-26B-A4B-itgemma-4-31B-itGLM-4.7-FlashGLM-5.3GLM-5.3-Flashgpt-oss-120bgpt-oss-20bKimi-K3.1-Dflash2-PreviewKimi-K3.1-ProKimi-Linear-48B-A3B-BaseKimi-Linear-48B-A3B-InstructMiMo-V2.6-Distill-Qwen-9BMiMo-V2.6-Flash-RLMiniMax-M3.1-FlashMinistral-3-14B-Reasoning-2512NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16Olmo-3-1025-7BOlmo-3.1-32B-Instructphi-4Qwen-AgentWorld-35B-A3BQwen3-TTS-12Hz-1.7B-BaseQwen3-VL-8B-InstructQwen3.5-4B-BaseQwen3.5-9BQwen3.5-9B-BaseQwen3.6-27BQwen3.6-35B-A3BQwen3.8-27BQwen3.8-Flash-NextUnlimited-OCR-2

License

License
Apache-2.0
Class
Permissive

Read the license

Freeweights links to the project and does not host tool binaries.

Provenance

From: huggingface <github.com/huggingface>Newsgroups: alt.freeweights.toolsSubject: PEFTRelease: v0.21.3 (2026-11-13)Commit: 599e264License: Apache-2.0
Repository
huggingface/peft
Pinned release
v0.21.3, 2026-11-13
Release commit
599e264cc9c62f93a7d6a0279b413b9c576812ca
Default branch
main 66a7c305bac9d7f8183b1f158280b77be971a3d4
Fetched
2026-11-14
Takedowns
None.

Freeweights links to the project and does not host tool binaries.

Get it
InstallProject repository
Works with

33 catalog models. See the list