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https://github.com/huggingface/transformers

audio deep-learning deepseek gemma glm hacktoberfest llm machine-learning model-hub natural-language-processing nlp pretrained-models python pytorch pytorch-transformers qwen speech-recognition transformer vlm

Score: 39.60730239499286

Last synced: about 3 hours ago
JSON representation

Repository metadata:

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.


Owner metadata:


Committers metadata

Last synced: 4 days ago

Total Commits: 23,183
Total Committers: 3,860
Avg Commits per committer: 6.006
Development Distribution Score (DDS): 0.935

Commits in past year: 3,606
Committers in past year: 680
Avg Commits per committer in past year: 5.303
Development Distribution Score (DDS) in past year: 0.916

Name Email Commits
Yih-Dar 2****h 1498
Sylvain Gugger 3****r 1240
Lysandre l****t@r****r 1088
thomwolf t****f@g****m 946
Patrick von Platen p****n@g****m 790
Joao Gante j****e@g****m 596
Stas Bekman s****0 518
Arthur 4****r 472
Raushan Turganbay r****n@h****o 470
Matt R****1 459
Cyril Vallez c****z@h****o 412
Julien Chaumond c****d@g****m 395
Younes Belkada 4****a 316
NielsRogge 4****e 287
Sam Shleifer s****r@g****m 280
Marc Sun 5****c 241
Steven Liu 5****u 238
amyeroberts 2****s 235
Nicolas Patry p****s@p****m 233
Suraj Patil s****5@g****m 201
VictorSanh v****h@g****m 194
Yuanyuan Chen c****r@o****m 176
Yoni Gozlan 7****n 163
Anton Vlasjuk 7****u 157
dependabot[bot] 4****] 151
Manuel Romero m****8@g****m 149
Sanchit Gandhi 9****i 149
Zach Mueller m****r@g****m 145
Mohamed Mekkouri 9****r 139
Funtowicz Morgan m****z 135
and 3830 more...

Issue and Pull Request metadata

Last synced: about 4 hours ago

Total issues: 19,221
Total pull requests: 34,879
Average time to close issues: about 2 months
Average time to close pull requests: 15 days
Total issue authors: 11,047
Total pull request authors: 6,124
Average comments per issue: 4.67
Average comments per pull request: 3.07
Merged pull request: 23,573
Bot issues: 57
Bot pull requests: 364

Past year issues: 1,558
Past year pull requests: 6,674
Past year average time to close issues: 23 days
Past year average time to close pull requests: 8 days
Past year issue authors: 1,056
Past year pull request authors: 1,577
Past year average comments per issue: 3.82
Past year average comments per pull request: 3.62
Past year merged pull request: 3,700
Past year bot issues: 57
Past year bot pull requests: 118

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/huggingface/transformers

Top Issue Authors

  • stas00 (199)
  • sshleifer (188)
  • ghost (140)
  • patrickvonplaten (96)
  • h56cho (67)
  • BramVanroy (61)
  • github-actions[bot] (57)
  • astariul (53)
  • ydshieh (52)
  • NielsRogge (48)
  • LysandreJik (44)
  • PhilipMay (42)
  • jiqing-feng (37)
  • lucasjinreal (36)
  • xenova (35)

Top Pull Request Authors

  • ydshieh (2,070)
  • sgugger (1,034)
  • gante (988)
  • zucchini-nlp (819)
  • ArthurZucker (771)
  • patrickvonplaten (723)
  • LysandreJik (655)
  • Rocketknight1 (646)
  • Cyrilvallez (597)
  • AhmedAlmaghz (571)
  • stas00 (564)
  • younesbelkada (446)
  • NielsRogge (412)
  • SunMarc (384)
  • amyeroberts (368)

Top Issue Labels

  • bug (3,185)
  • wontfix (2,436)
  • Feature request (951)
  • New model (546)
  • WIP (301)
  • Good First Issue (204)
  • Vision (175)
  • Core: Tokenization (160)
  • Good Second Issue (152)
  • trainer (134)
  • Audio (116)
  • Generation (108)
  • Usage (102)
  • Core: Modeling (98)
  • Discussion (97)
  • Help wanted (82)
  • Core: Pipeline (79)
  • DeepSpeed (75)
  • TensorFlow (59)
  • Should Fix (56)
  • Documentation (55)
  • Good Difficult Issue (53)
  • Multimodal (49)
  • Need more information (45)
  • Migration (44)
  • Examples (44)
  • PyTorch (43)
  • Cache (42)
  • Tests (40)
  • solved (35)

Top Pull Request Labels

  • model card (649)
  • Code agent slop (525)
  • run-slow (341)
  • New model (338)
  • dependencies (255)
  • wontfix (200)
  • for patch (188)
  • Vision (164)
  • WIP (146)
  • python (137)
  • Audio (109)
  • Documentation (62)
  • Agents (55)
  • for_v5? (49)
  • bug (49)
  • DeepSpeed (42)
  • Processing (41)
  • Flax (33)
  • Examples (32)
  • Multimodal (30)
  • Tests (29)
  • Core: Modeling (29)
  • Quantization (24)
  • trainer (22)
  • run-benchmark (20)
  • ExecuTorch (18)
  • TensorFlow (17)
  • Feature request (14)
  • github_actions (13)
  • cleanup (13)

Package metadata

pypi.org: transformers

Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

conda-forge.org: transformers

  • Homepage: https://github.com/huggingface/transformers
  • Licenses: Apache-2.0
  • Latest release: 4.24.0 (published almost 4 years ago)
  • Last Synced: 2026-04-01T16:18:21.999Z (5 months ago)
  • Versions: 68
  • Dependent Packages: 24
  • Dependent Repositories: 101
  • Downloads: 3,974,761 Total
  • Rankings:
    • Stargazers count: 0.08%
    • Forks count: 0.125%
    • Average: 1.592%
    • Dependent packages count: 2.79%
    • Dependent repos count: 3.374%
proxy.golang.org: github.com/huggingface/Transformers

pypi.org: in-transformers

State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://in-transformers.readthedocs.io/
  • Licenses: Apache
  • Latest release: 1.0.0 (published over 3 years ago)
  • Last Synced: 2026-08-22T18:37:18.464Z (1 day ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 18 Last month
  • Rankings:
    • Stargazers count: 0.003%
    • Forks count: 0.01%
    • Dependent packages count: 6.633%
    • Average: 10.751%
    • Downloads: 16.5%
    • Dependent repos count: 30.611%
  • Maintainers (1)
pypi.org: transformers-usf-om-vl-exp-v0

Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://transformers-usf-om-vl-exp-v0.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 0.0.1.post1 (published 10 months ago)
  • Last Synced: 2026-08-22T18:37:34.611Z (1 day ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 7 Last month
  • Rankings:
    • Stargazers count: 0.02%
    • Forks count: 0.028%
    • Dependent packages count: 8.389%
    • Average: 13.966%
    • Dependent repos count: 47.425%
  • Maintainers (1)
spack.io: py-transformers

State-of-the-art Natural Language Processing for TensorFlow 2.0 and PyTorch

  • Homepage: https://github.com/huggingface/transformers
  • Licenses: []
  • Latest release: 4.57.0 (published 11 days ago)
  • Last Synced: 2026-08-22T18:37:10.567Z (1 day ago)
  • Versions: 12
  • Dependent Packages: 1
  • Dependent Repositories: 0
  • Rankings:
    • Dependent repos count: 0.0%
    • Forks count: 0.0%
    • Stargazers count: 0.014%
    • Average: 14.322%
    • Dependent packages count: 57.274%
  • Maintainers (1)
anaconda.org: transformers

Transformers provides thousands of pretrained models to perform tasks on different modalities such as text, vision, and audio. These models can be applied on: - 📝 Text, for tasks like text classification, information extraction, question answering, summarization, translation, text generation, in over 100 languages. - 🖼️ Images, for tasks like image classification, object detection, and segmentation. - 🗣️ Audio, for tasks like speech recognition and audio classification. Transformer models can also perform tasks on several modalities combined, such as table question answering, optical character recognition, information extraction from scanned documents, video classification, and visual question answering.

  • Homepage: https://github.com/huggingface/transformers
  • Licenses: Apache-2.0
  • Latest release: 5.15.0 (published 13 days ago)
  • Last Synced: 2026-08-10T19:04:41.843Z (13 days ago)
  • Versions: 20
  • Dependent Packages: 4
  • Dependent Repositories: 101
  • Downloads: 50,301 Total
  • Rankings:
    • Stargazers count: 0.154%
    • Forks count: 0.461%
    • Average: 15.066%
    • Dependent repos count: 18.623%
    • Dependent packages count: 41.026%
pypi.org: t-draft-123

State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://t-draft-123.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 4.48.0.dev4 (published over 1 year ago)
  • Last Synced: 2026-08-22T18:37:31.576Z (1 day ago)
  • Versions: 5
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 15 Last month
  • Rankings:
    • Stargazers count: 0.01%
    • Forks count: 0.021%
    • Dependent packages count: 9.792%
    • Average: 16.236%
    • Dependent repos count: 55.121%
  • Maintainers (1)
pypi.org: transformers-phobert

State-of-the-art Natural Language Processing for TensorFlow 2.0 and PyTorch. Note that the tokenizer was changed by PhoBert in this version.

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://transformers-phobert.readthedocs.io/
  • Licenses: Apache
  • Latest release: 3.1.2 (published almost 6 years ago)
  • Last Synced: 2026-08-22T18:37:04.410Z (1 day ago)
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 11 Last month
  • Rankings:
    • Stargazers count: 0.002%
    • Forks count: 0.007%
    • Dependent packages count: 7.373%
    • Average: 16.257%
    • Dependent repos count: 22.233%
    • Downloads: 51.668%
  • Maintainers (1)
pypi.org: transformers-machinify

State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://transformers-machinify.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 4.27.0.dev0 (published over 3 years ago)
  • Last Synced: 2026-08-22T18:37:31.767Z (1 day ago)
  • Versions: 1
  • Dependent Packages: 1
  • Dependent Repositories: 0
  • Downloads: 24 Last month
  • Rankings:
    • Dependent packages count: 3.087%
    • Average: 16.814%
    • Dependent repos count: 30.542%
  • Maintainers (1)
pypi.org: rlinf-transformer-openpi

State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://rlinf-transformer-openpi.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 4.53.2 (published about 1 month ago)
  • Last Synced: 2026-08-22T18:37:02.235Z (1 day ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 2,410 Last month
  • Rankings:
    • Dependent packages count: 6.823%
    • Average: 22.713%
    • Dependent repos count: 38.603%
pypi.org: transformers4576

State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://transformers4576.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 4.57.6 (published about 2 months ago)
  • Last Synced: 2026-08-22T18:37:18.848Z (1 day ago)
  • Versions: 5
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 3,583 Last month
  • Rankings:
    • Dependent packages count: 6.921%
    • Average: 23.038%
    • Dependent repos count: 39.155%
  • Maintainers (1)
pypi.org: transformers-kt

Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://transformers-kt.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 5.6.0 (published 4 months ago)
  • Last Synced: 2026-08-22T18:38:12.124Z (1 day ago)
  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 2,051 Last month
  • Rankings:
    • Dependent packages count: 7.339%
    • Average: 24.426%
    • Dependent repos count: 41.512%
  • Maintainers (1)
pypi.org: transformers-v5-pre-rc0

Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://transformers-v5-pre-rc0.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 5.0.0.dev1 (published 9 months ago)
  • Last Synced: 2026-08-22T18:37:13.873Z (1 day ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 22 Last month
  • Rankings:
    • Dependent packages count: 8.234%
    • Average: 27.387%
    • Dependent repos count: 46.541%
  • Maintainers (1)
pypi.org: transformers-openpi

State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://transformers-openpi.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 4.53.3 (published 10 months ago)
  • Last Synced: 2026-08-22T18:37:33.007Z (1 day ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 24 Last month
  • Rankings:
    • Dependent packages count: 8.36%
    • Average: 27.808%
    • Dependent repos count: 47.256%
  • Maintainers (1)
pypi.org: transformers-v4.55.0-glm-4.5v-preview

State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://transformers-v4.55.0-glm-4.5v-preview.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 4.56.0.dev0 (published about 1 year ago)
  • Last Synced: 2026-08-22T18:37:26.755Z (1 day ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 1,801 Last month
  • Rankings:
    • Dependent packages count: 8.701%
    • Average: 28.868%
    • Dependent repos count: 49.035%
  • Maintainers (1)
pypi.org: transformers-qwenomni

Transformers: With code for Qwen 2.5 Omni

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://transformers-qwenomni.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 4.52.0.3 (published over 1 year ago)
  • Last Synced: 2026-08-22T18:38:26.576Z (1 day ago)
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 11 Last month
  • Rankings:
    • Dependent packages count: 9.113%
    • Average: 30.23%
    • Dependent repos count: 51.347%
  • Maintainers (1)
pypi.org: transformers-mcw

State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://transformers-mcw.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 4.52.0.dev0 (published over 1 year ago)
  • Last Synced: 2026-08-22T18:37:26.606Z (1 day ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 19 Last month
  • Rankings:
    • Dependent packages count: 9.182%
    • Average: 30.455%
    • Dependent repos count: 51.727%
  • Maintainers (1)
pypi.org: mcwtimesformer

State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://mcwtimesformer.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 4.52.0 (published over 1 year ago)
  • Last Synced: 2026-08-22T18:38:11.697Z (1 day ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Dependent packages count: 9.182%
    • Average: 30.455%
    • Dependent repos count: 51.727%
  • Maintainers (1)
pypi.org: mcwtransformers

State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://mcwtransformers.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 4.52.1 (published over 1 year ago)
  • Last Synced: 2026-08-22T18:37:01.996Z (1 day ago)
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 14 Last month
  • Rankings:
    • Dependent packages count: 9.182%
    • Average: 30.455%
    • Dependent repos count: 51.727%
  • Maintainers (1)
pypi.org: xmersawitransformers

State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://xmersawitransformers.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 4.52.0.dev0 (published over 1 year ago)
  • Last Synced: 2026-08-22T18:37:06.301Z (1 day ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 14 Last month
  • Rankings:
    • Dependent packages count: 9.182%
    • Average: 30.455%
    • Dependent repos count: 51.727%
  • Maintainers (1)
pypi.org: my-transformers

State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://my-transformers.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 4.5.1 (published over 1 year ago)
  • Last Synced: 2026-08-22T18:37:03.630Z (1 day ago)
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 22 Last month
  • Rankings:
    • Dependent packages count: 9.574%
    • Average: 31.743%
    • Dependent repos count: 53.913%
  • Maintainers (1)
pypi.org: divyanx-transformers

State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow

  • Homepage: https://github.com/huggingface/transformers
  • Documentation: https://divyanx-transformers.readthedocs.io/
  • Licenses: Apache 2.0 License
  • Latest release: 4.45.0.dev0 (published about 2 years ago)
  • Last Synced: 2026-08-22T18:37:14.235Z (1 day ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 18 Last month
  • Rankings:
    • Dependent packages count: 10.454%
    • Average: 34.65%
    • Dependent repos count: 58.847%
  • Maintainers (1)
nixpkgs-unstable: python314Packages.transformers_4

Natural Language Processing for TensorFlow 2.0 and PyTorch

nixpkgs-24.11: python311Packages.transformers

Natural Language Processing for TensorFlow 2.0 and PyTorch

nixpkgs-24.05: python311Packages.transformers

Natural Language Processing for TensorFlow 2.0 and PyTorch

nixpkgs-unstable: python313Packages.transformers

Natural Language Processing for TensorFlow 2.0 and PyTorch

nixpkgs-23.11: python310Packages.transformers

Natural Language Processing for TensorFlow 2.0 and PyTorch

nixpkgs-23.11: python311Packages.transformers

Natural Language Processing for TensorFlow 2.0 and PyTorch

nixpkgs-23.05: python310Packages.transformers

Natural Language Processing for TensorFlow 2.0 and PyTorch

nixpkgs-unstable: python313Packages.transformers_4

Natural Language Processing for TensorFlow 2.0 and PyTorch

guix: python-transformers

Machine Learning for PyTorch and TensorFlow

nixpkgs-24.11: python312Packages.transformers

Natural Language Processing for TensorFlow 2.0 and PyTorch

nixpkgs-24.05: python312Packages.transformers

Natural Language Processing for TensorFlow 2.0 and PyTorch

nixpkgs-unstable: python314Packages.transformers

Natural Language Processing for TensorFlow 2.0 and PyTorch

nixpkgs-23.05: python311Packages.transformers

Natural Language Processing for TensorFlow 2.0 and PyTorch


Dependencies

.github/workflows/add-model-like.yml actions
  • actions/cache v2 composite
  • actions/checkout v3 composite
  • actions/upload-artifact v3 composite
.github/workflows/build-docker-images.yml actions
  • actions/checkout v3 composite
  • docker/build-push-action v5 composite
  • docker/login-action v3 composite
  • docker/setup-buildx-action v3 composite
.github/workflows/build-nightly-ci-docker-images.yml actions
  • actions/checkout v3 composite
  • docker/build-push-action v3 composite
  • docker/login-action v2 composite
  • docker/setup-buildx-action v2 composite
.github/workflows/build-past-ci-docker-images.yml actions
  • actions/checkout v3 composite
  • docker/build-push-action v3 composite
  • docker/login-action v2 composite
  • docker/setup-buildx-action v2 composite
.github/workflows/build_documentation.yml actions
.github/workflows/build_pr_documentation.yml actions
.github/workflows/check_tiny_models.yml actions
  • actions/checkout v3 composite
  • actions/setup-python v4 composite
  • actions/upload-artifact v3 composite
.github/workflows/doctests.yml actions
  • actions/checkout v3 composite
  • actions/download-artifact v3 composite
  • actions/upload-artifact v3 composite
.github/workflows/release-conda.yml actions
  • actions/checkout v1 composite
  • conda-incubator/setup-miniconda v2 composite
.github/workflows/self-nightly-past-ci-caller.yml actions
.github/workflows/stale.yml actions
  • actions/checkout v3 composite
  • actions/setup-python v4 composite
.github/workflows/update_metdata.yml actions
  • actions/checkout v3 composite
.github/workflows/upload_pr_documentation.yml actions
docker/transformers-all-latest-gpu/Dockerfile docker
  • nvidia/cuda 11.8.0-cudnn8-devel-ubuntu20.04 build
docker/transformers-doc-builder/Dockerfile docker
  • python 3.8 build
docker/transformers-gpu/Dockerfile docker
  • nvidia/cuda 10.2-cudnn7-devel-ubuntu18.04 build
docker/transformers-pytorch-amd-gpu/Dockerfile docker
  • rocm/pytorch rocm5.6_ubuntu20.04_py3.8_pytorch_2.0.1 build
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