peft
Hugging Facegithub.com/huggingface/peft
🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
Updated 3 h ago · first seen 11 Sept 2026
framework_01M294B9K5HT4KBBBFY06AE92Z
- Version
- 0.20.0
- T2 · 4 h ago
- Released
- 28 Jul 2026
- T2 · 4 h ago
- License
- Apache-2.0
- T2 · 4 h ago
- Stars
- 21,658
- T2 · 3 h ago
Specification
- License
- Apache-2.0
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 4 h agomedium
- Repository
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 4 h agomedium
- Author
- The HuggingFace team
Source:PyPI public package metadataT2observed 3 h agomedium
- Created at
- 25 Nov 2022
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 4 h agomedium
- Default branch
- main
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 4 h agomedium
- Homepage
- https://huggingface.co/docs/peft
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 4 h agomedium
- Kind
- library
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 4 h agomedium
- Latest release
- 28 Jul 2026
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 4 h agomedium
- Latest release tag
- v0.20.0
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 4 h agomedium
- Latest version
- 0.20.0
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 4 h agomedium
- License name
- Apache License 2.0
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 4 h agomedium
- Forks
- 2,495
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Releases
- 33
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Stars
- 21,658
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Tags
- 36
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Watchers
- 113
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- PyPI
- peft
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 4 h agomedium
- Pypi license
- Apache
Source:PyPI public package metadataT2observed 3 h agomedium
- Pypi release at
- 28 Jul 2026
Source:PyPI public package metadataT2observed 3 h agomedium
- Pypi url
- https://pypi.org/project/peft/
Source:PyPI public package metadataT2observed 3 h agomedium
- Pypi version
- 0.20.0
Source:PyPI public package metadataT2observed 3 h agomedium
- Python classifiers
- Programming Language :: Python :: 3.10, Programming Language :: Python :: 3.11, Programming Language :: Python :: 3.12, Programming Language :: Python :: 3.13
Source:PyPI public package metadataT2observed 3 h agomedium
- Readme url
- https://raw.githubusercontent.com/huggingface/peft/HEAD/README.md
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 4 h agomedium
- Releases url
- https://github.com/huggingface/peft/releases
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 4 h agomedium
- Requires python
- >=3.10.0
Source:PyPI public package metadataT2observed 3 h agomedium
- Topics
- adapter, diffusion, fine-tuning, llm, lora, parameter-efficient-learning, peft, python, pytorch, transformers
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 4 h agomedium
Each value shows its source, tier and observation time. Conflicting claims are kept side by side and flagged — never averaged. How AI Atlas records facts →
Provenance
Attributed facts
27
Source tiers
T227
Freshest observation
3 h ago
Conflicts
None
- Developed by
- Hugging Face
As of
Rewind the record: see this entity's attributes exactly as AI Atlas knew them on a given day.
Claim history
Licenselicense1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| Apache-2.0 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Repositoryrepository_url1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| https://github.com/huggingface/peft | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Created atcreated_at1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 25 Nov 2022 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Default branchdefault_branch1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| main | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Descriptiondescription1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning. | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Homepagehomepage1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| https://huggingface.co/docs/peft | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Kindkind1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| library | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Latest releaselatest_release_at1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 28 Jul 2026 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Latest release taglatest_release_tag1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| v0.20.0 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Latest versionlatest_version1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 0.20.0 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
License namelicense_name1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| Apache License 2.0 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Forksmetric.forks1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 2,495 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Releasesmetric.releases3
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 33 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
| 36 | → | superseded | PyPI public package metadataT2 | medium | deterministic |
| 33 | → | superseded | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Starsmetric.stars2
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 21,658 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
| 21,657 | → | superseded | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Watchersmetric.watchers1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 113 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
PyPIpypi1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| peft | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Pypi licensepypi_license1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| Apache | → current | current | PyPI public package metadataT2 | medium | deterministic |
Pypi release atpypi_release_at1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 28 Jul 2026 | → current | current | PyPI public package metadataT2 | medium | deterministic |
Pypi urlpypi_url1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| https://pypi.org/project/peft/ | → current | current | PyPI public package metadataT2 | medium | deterministic |
Pypi versionpypi_version1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 0.20.0 | → current | current | PyPI public package metadataT2 | medium | deterministic |
Python classifierspython_classifiers1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| Programming Language :: Python :: 3.10, Programming Language :: Python :: 3.11, Programming Language :: Python :: 3.12, Programming Language :: Python :: 3.13 | → current | current | PyPI public package metadataT2 | medium | deterministic |
Readme urlreadme_url1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| https://raw.githubusercontent.com/huggingface/peft/HEAD/README.md | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Releases urlreleases_url1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| https://github.com/huggingface/peft/releases | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Requires pythonrequires_python1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| >=3.10.0 | → current | current | PyPI public package metadataT2 | medium | deterministic |
Topicstopics1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| adapter, diffusion, fine-tuning, llm, lora, parameter-efficient-learning, peft, python, pytorch, transformers | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Claims are temporal and append-only: a new observation closes the previous claim (valid_to) instead of overwriting it. Conflicting claims from different sources are kept side by side and flagged — never averaged. Methodology →
huggingface/peft released 0.16.0: LoRA-FA, RandLoRA, C³A, and much more
githubhuggingface/peft released 0.17.0: SHiRA, MiSS, LoRA for MoE, and more
githubhuggingface/peft released 0.18.0: RoAd, ALoRA, Arrow, WaveFT, DeLoRA, OSF, and more
github
| Source | Document | Type | Tier | Last observed | Snapshots |
|---|---|---|---|---|---|
| GitHub public repositories (HTML, releases.atom, raw files) | github.com/huggingface/peft/releases.atom | feed | T2· Quality secondary | 3 h ago | 3 |
| GitHub public repositories (HTML, releases.atom, raw files) | raw.githubusercontent.com/huggingface/peft/HEAD/README.md | readme | T2· Quality secondary | 3 h ago | 1 |
| GitHub public repositories (HTML, releases.atom, raw files) | github.com/huggingface/peft | repository | T2· Quality secondary | 3 h ago | 3 |
| PyPI public package metadata | pypi.org/pypi/peft/json | package | T2· Quality secondary | 3 h ago | 1 |
Tier 1 = official/primary, 2 = quality secondary, 3 = community, 4 = unverified. Every snapshot is archived; see all sources and the methodology.