HuggingFace PEFT

by Hugging Face

Don’t want to install HuggingFace PEFT? Drop the file here.

The first 20 minutes of any recording are transcribed free: a recording up to 20 minutes transcribes in full, a longer one is previewed, and a pack from $6 (500 minutes) transcribes the rest and opens every export, and credits never expire.

LoRA / adapters for parameter-efficient Whisper fine-tuning.

Linux  ·  free

TL;DR

Best for domain-adapting Whisper on a single GPU without full fine-tuning. Pricing: free.

Category
Open source
License
Apache-2.0
Stars
★ 21.5k
Last push
2026-08-06
Pricing
free
Platforms
Linux

What it is

PEFT implements LoRA, IA3, prefix-tuning, and more. The community standard for cheap Whisper adaptation. Apache-2.0.

Best for: Domain-adapting Whisper on a single GPU without full fine-tuning.
Watch out for: Adapter formats not standardized across all backends.

Install / use

pip install peft

What people actually do with HuggingFace PEFT-style transcription

The tool is the means. These are the jobs — each one priced at published rates, each one wired up on its own page.

Wire it into Make.comGoogle DriveEmergentNotionYouTubeAmazon S3

Features

Speaker diarizationNo
Word-level timestampsYes
Streaming / real-timeNo
Languages supported100
HIPAA eligibleNo

Links

GitHub repo ↗

HuggingFace PEFT vs Whipscribe

FeatureHuggingFace PEFTWhipscribe
CategoryOpen sourceTranscription APIs
Pricingfree$6–$24 one-time packs (credits never expire) · first 20 minutes free
Speaker identificationNoNamed in the summary, key quotes and chapters
Word timestampsYesYes
StreamingNoNo
Languages10099
PlatformsLinuxWeb, API, MCP

Alternatives to HuggingFace PEFT

Frequently asked about HuggingFace PEFT

Is HuggingFace PEFT free?

Yes. HuggingFace PEFT is free and open source.

Does HuggingFace PEFT work on Mac, Windows and Linux?

HuggingFace PEFT runs on Linux. It is not listed for other platforms; check the vendor for anything beyond Linux.

How do I install HuggingFace PEFT?

With pip: `pip install peft`. You need Python and, for most audio tools, ffmpeg on your PATH first.

How many languages does HuggingFace PEFT support?

HuggingFace PEFT lists 100 languages. That is the Whisper-family multilingual set, so quality varies by language — English and the large European languages are strongest.

Does HuggingFace PEFT identify different speakers?

No. HuggingFace PEFT does not label speakers; a conversation comes back as one continuous text. If you need speaker labels, that is a separate tool or a different service.

Does HuggingFace PEFT give word-level timestamps?

Yes — HuggingFace PEFT produces timing per word, which is what subtitle cues and clip boundaries need.

Can HuggingFace PEFT transcribe live audio?

No — HuggingFace PEFT works on finished files, not a live stream.

Is HuggingFace PEFT HIPAA compliant?

HuggingFace PEFT does not claim HIPAA compliance. For PHI, run it on infrastructure you control or choose a service that will sign a BAA.

What are the limitations of HuggingFace PEFT?

Adapter formats not standardized across all backends.

Who is HuggingFace PEFT best for?

Domain-adapting Whisper on a single GPU without full fine-tuning.

Does HuggingFace PEFT run offline?

HuggingFace PEFT runs on your own machine — it is open source, so nothing leaves the computer unless you configure it to.

Can I use HuggingFace PEFT in the browser?

No — HuggingFace PEFT is a Linux application, not a web app. You install it rather than sign in to it.

Where is the HuggingFace PEFT source code?

On GitHub at github.com/huggingface/peft. It is maintained by Hugging Face.

What kind of tool is HuggingFace PEFT?

In this directory HuggingFace PEFT is filed under toolkit, training, lora as a open-source tool.

What are the alternatives to HuggingFace PEFT?

There is a side-by-side page at /tools/hf-peft-alternatives comparing HuggingFace PEFT with the closest tools in the same category on price, platform and features.

Whipscribe is a hosted transcription service. If you want transcripts without running infrastructure, paste a URL or drop a file in the form below — you'll have a transcript in seconds.

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Long recording to get through?

One file up to 10 hours, as an upload or a link: see MP3 to text for long recordings, a podcast episode as text from its link and the SRT file generator.

Rather have it done for you?

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