Package Insights
Package Risks
- No releases in 266 days despite active commits
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
60
Popularity
100
Adoption
34
Community
90
How the maintenance status was determined
Last commit
1 days ago
Monthly downloads
2,985
•
Active
Activity within 30 days
Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
2,985
Stars
160,254
Stars per 1k downloads
53686.43
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
•
Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
107
Month daily avg
100
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
>=3.9.0
Cutting Edge
Minimum supported version is 3.12 or newer
•
Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
Apache 2.0 License
•
Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
268 days ago
Total releases
1
Releases/year
1.4
Rapid
Last release within 365 days and > 12 releases/year
•
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
3,820
Monthly downloads
2,985
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
•
Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
75
Issue Burden
6.5
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
11.5%
contrib / forks
Stale Release
266d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
21
Windows
1
Python Versions
3.12
100.0%
22
Top Countries
1.
US
25
US
2.
CA
1
CA
3.
DE
1
DE
Dependencies
10
- filelock
- huggingface-hub <1.0,>=0.34.0
- numpy >=1.17
- packaging >=20.0
- pyyaml >=5.1
- regex !=2019.12.17
- requests
- safetensors >=0.4.3
- tokenizers <0.22,>=0.21
- tqdm >=4.27
381 optional dependencies
- accelerate[torch]
- accelerate[deepspeed]
- accelerate[all]
- accelerate[deepspeed-testing]
- accelerate[dev]
- accelerate[dev-torch]
- accelerate[serving]
- accelerate[accelerate]
- av[all]
- av[video]
- av[dev]
- beautifulsoup4[dev-tensorflow]
- beautifulsoup4[dev]
- beautifulsoup4[deepspeed-testing]
- beautifulsoup4[testing]
- beautifulsoup4[dev-torch]
- blobfile[tiktoken]
- codecarbon[codecarbon]
- codecarbon[all]
- codecarbon[dev]
- codecarbon[dev-torch]
- cookiecutter[dev-tensorflow]
- cookiecutter[deepspeed-testing]
- cookiecutter[dev]
- cookiecutter[dev-torch]
- cookiecutter[modelcreation]
- cookiecutter[testing]
- datasets[quality]
- datasets[testing]
- datasets[dev-torch]
- datasets[retrieval]
- datasets[deepspeed-testing]
- datasets[dev]
- datasets[dev-tensorflow]
- deepspeed[deepspeed]
- deepspeed[deepspeed-testing]
- dill[dev]
- dill[dev-tensorflow]
- dill[dev-torch]
- dill[testing]
- dill[deepspeed-testing]
- evaluate[testing]
- evaluate[dev-torch]
- evaluate[dev-tensorflow]
- evaluate[dev]
- evaluate[deepspeed-testing]
- faiss-cpu[testing]
- faiss-cpu[retrieval]
- faiss-cpu[dev-torch]
- faiss-cpu[dev-tensorflow]
- faiss-cpu[dev]
- faiss-cpu[deepspeed-testing]
- fastapi[serving]
- filelock[torchhub]
- flax[flax]
- flax[dev]
- flax[all]
- ftfy[ftfy]
- fugashi[ja]
- fugashi[dev]
- fugashi[dev-torch]
- gitpython[testing]
- gitpython[quality]
- gitpython[dev-torch]
- gitpython[dev-tensorflow]
- gitpython[dev]
- gitpython[deepspeed-testing]
- hf-xet[hf-xet]
- huggingface-hub[torchhub]
- importlib-metadata[torchhub]
- ipadic[ja]
- ipadic[dev]
- ipadic[dev-torch]
- jax[all]
- jax[flax]
- jax[dev]
- jaxlib[all]
- jaxlib[dev]
- jaxlib[flax]
- kenlm[all]
- kenlm[flax-speech]
- kenlm[dev-torch]
- kenlm[dev-tensorflow]
- kenlm[dev]
- kenlm[audio]
- kenlm[torch-speech]
- kenlm[tf-speech]
- kenlm[speech]
- keras[tf-cpu]
- keras-nlp[all]
- keras-nlp[dev]
- keras-nlp[dev-tensorflow]
- keras-nlp[tf]
- keras-nlp[tf-cpu]
- kernels[dev]
- kernels[all]
- kernels[dev-torch]
- kernels[hub-kernels]
- kernels[integrations]
- libcst[testing]
- libcst[quality]
- libcst[dev-torch]
- libcst[dev-tensorflow]
- libcst[dev]
- libcst[deepspeed-testing]
- librosa[torch-speech]
- librosa[all]
- librosa[dev-tensorflow]
- librosa[dev-torch]
- librosa[flax-speech]
- librosa[speech]
- librosa[tf-speech]
- librosa[audio]
- librosa[dev]
- mistral-common[dev]
- mistral-common[dev-torch]
- mistral-common[deepspeed-testing]
- mistral-common[mistral-common]
- mistral-common[all]
- mistral-common[dev-tensorflow]
- mistral-common[testing]
- natten[natten]
- nltk[deepspeed-testing]
- nltk[dev]
- nltk[dev-tensorflow]
- nltk[dev-torch]
- nltk[testing]
- num2words[dev]
- num2words[dev-torch]
- num2words[num2words]
- num2words[all]
- numpy[torchhub]
- onnxconverter-common[dev-tensorflow]
- onnxconverter-common[onnx]
- onnxconverter-common[tf]
- onnxconverter-common[tf-cpu]
- onnxconverter-common[dev]
- onnxconverter-common[all]
- onnxruntime[dev-torch]
- onnxruntime[onnx]
- onnxruntime[onnxruntime]
- onnxruntime[dev-tensorflow]
- onnxruntime-tools[onnx]
- onnxruntime-tools[dev-tensorflow]
- onnxruntime-tools[dev-torch]
- onnxruntime-tools[onnxruntime]
- openai[serving]
- opentelemetry-api[open-telemetry]
- opentelemetry-exporter-otlp[open-telemetry]
- opentelemetry-sdk[open-telemetry]
- optax[all]
- optax[dev]
- optax[flax]
- optimum-benchmark[benchmark]
- optuna[dev-torch]
- optuna[integrations]
- optuna[optuna]
- optuna[dev]
- optuna[deepspeed-testing]
- optuna[all]
- packaging[torchhub]
- pandas[dev-tensorflow]
- pandas[dev-torch]
- pandas[dev]
- pandas[quality]
- parameterized[dev]
- parameterized[dev-tensorflow]
- parameterized[dev-torch]
- parameterized[testing]
- parameterized[deepspeed-testing]
- phonemizer[speech]
- phonemizer[tf-speech]
- phonemizer[torch-speech]
- phonemizer[dev-torch]
- phonemizer[dev-tensorflow]
- phonemizer[dev]
- phonemizer[audio]
- phonemizer[all]
- phonemizer[flax-speech]
- pillow[all]
- pillow[dev]
- pillow[dev-tensorflow]
- pillow[dev-torch]
- pillow[torch-vision]
- pillow[vision]
- protobuf[torchhub]
- protobuf[all]
- protobuf[deepspeed-testing]
- protobuf[dev]
- protobuf[dev-tensorflow]
- protobuf[dev-torch]
- protobuf[sentencepiece]
- psutil[dev]
- psutil[testing]
- psutil[dev-torch]
- psutil[dev-tensorflow]
- psutil[deepspeed-testing]
- pyctcdecode[speech]
- pyctcdecode[tf-speech]
- pyctcdecode[torch-speech]
- pyctcdecode[all]
- pyctcdecode[flax-speech]
- pyctcdecode[dev-torch]
- pyctcdecode[dev-tensorflow]
- pyctcdecode[dev]
- pyctcdecode[audio]
- pydantic[dev]
- pydantic[dev-tensorflow]
- pydantic[dev-torch]
- pydantic[serving]
- pydantic[deepspeed-testing]
- pydantic[testing]
- pytest[deepspeed-testing]
- pytest[dev]
- pytest[dev-tensorflow]
- pytest[dev-torch]
- pytest[testing]
- pytest-asyncio[testing]
- pytest-asyncio[dev-torch]
- pytest-asyncio[dev-tensorflow]
- pytest-asyncio[dev]
- pytest-asyncio[deepspeed-testing]
- pytest-order[dev]
- pytest-order[deepspeed-testing]
- pytest-order[dev-tensorflow]
- pytest-order[dev-torch]
- pytest-order[testing]
- pytest-rerunfailures[dev]
- pytest-rerunfailures[dev-tensorflow]
- pytest-rerunfailures[dev-torch]
- pytest-rerunfailures[testing]
- pytest-rerunfailures[deepspeed-testing]
- pytest-rich[dev]
- pytest-rich[dev-tensorflow]
- pytest-rich[dev-torch]
- pytest-rich[testing]
- pytest-rich[deepspeed-testing]
- pytest-timeout[testing]
- pytest-timeout[dev-torch]
- pytest-timeout[dev-tensorflow]
- pytest-timeout[dev]
- pytest-timeout[deepspeed-testing]
- pytest-xdist[testing]
- pytest-xdist[deepspeed-testing]
- pytest-xdist[dev]
- pytest-xdist[dev-tensorflow]
- pytest-xdist[dev-torch]
- ray[dev]
- ray[dev-torch]
- ray[all]
- ray[ray]
- ray[integrations]
- regex[torchhub]
- requests[torchhub]
- rhoknp[dev]
- rhoknp[dev-torch]
- rhoknp[ja]
- rich[quality]
- rich[dev-torch]
- rich[dev-tensorflow]
- rich[dev]
- rjieba[dev-torch]
- rjieba[testing]
- rjieba[deepspeed-testing]
- rjieba[dev]
- rjieba[dev-tensorflow]
- rouge-score[testing]
- rouge-score[deepspeed-testing]
- rouge-score[dev]
- rouge-score[dev-tensorflow]
- rouge-score[dev-torch]
- ruff[dev-torch]
- ruff[quality]
- ruff[ruff]
- ruff[testing]
- ruff[dev-tensorflow]
- ruff[dev]
- ruff[deepspeed-testing]
- sacrebleu[dev-torch]
- sacrebleu[testing]
- sacrebleu[deepspeed-testing]
- sacrebleu[dev]
- sacrebleu[dev-tensorflow]
- sacremoses[dev-torch]
- sacremoses[testing]
- sacremoses[deepspeed-testing]
- sacremoses[dev]
- sacremoses[dev-tensorflow]
- sagemaker[sagemaker]
- scikit-learn[sklearn]
- scikit-learn[dev]
- scikit-learn[dev-tensorflow]
- scikit-learn[dev-torch]
- scipy[all]
- scipy[dev]
- scipy[flax]
- sentencepiece[torchhub]
- sentencepiece[all]
- sentencepiece[deepspeed-testing]
- sentencepiece[dev]
- sentencepiece[dev-tensorflow]
- sentencepiece[dev-torch]
- sentencepiece[sentencepiece]
- sentencepiece[testing]
- sigopt[dev-torch]
- sigopt[integrations]
- sigopt[sigopt]
- sigopt[dev]
- sigopt[all]
- starlette[serving]
- sudachidict-core[ja]
- sudachidict-core[dev]
- sudachidict-core[dev-torch]
- sudachipy[ja]
- sudachipy[dev-torch]
- sudachipy[dev]
- tensorboard[dev-tensorflow]
- tensorboard[dev-torch]
- tensorboard[testing]
- tensorboard[deepspeed-testing]
- tensorboard[dev]
- tensorflow[dev-tensorflow]
- tensorflow[tf]
- tensorflow[all]
- tensorflow[dev]
- tensorflow-cpu[tf-cpu]
- tensorflow-probability[tf-cpu]
- tensorflow-text[dev-tensorflow]
- tensorflow-text[all]
- tensorflow-text[tf-cpu]
- tensorflow-text[tf]
- tensorflow-text[dev]
- tf2onnx[tf-cpu]
- tf2onnx[all]
- tf2onnx[dev]
- tf2onnx[dev-tensorflow]
- tf2onnx[onnx]
- tf2onnx[tf]
- tiktoken[tiktoken]
- timeout-decorator[dev-torch]
- timeout-decorator[testing]
- timeout-decorator[dev-tensorflow]
- timeout-decorator[deepspeed-testing]
- timeout-decorator[dev]
- timm[dev-torch]
- timm[timm]
- timm[all]
- timm[dev]
- tokenizers[dev-tensorflow]
- tokenizers[dev-torch]
- tokenizers[tokenizers]
- tokenizers[torchhub]
- tokenizers[all]
- tokenizers[dev]
- torch[dev]
- torch[dev-torch]
- torch[serving]
- torch[torch]
- torch[torchhub]
- torch[all]
- torchaudio[all]
- torchaudio[dev]
- torchaudio[dev-torch]
- torchaudio[speech]
- torchaudio[torch-speech]
- torchvision[dev]
- torchvision[dev-torch]
- torchvision[torch-vision]
- torchvision[all]
- tqdm[torchhub]
- unidic[ja]
- unidic[dev]
- unidic[dev-torch]
- unidic-lite[dev]
- unidic-lite[dev-torch]
- unidic-lite[ja]
- urllib3[dev]
- urllib3[dev-tensorflow]
- urllib3[dev-torch]
- urllib3[quality]
- uvicorn[serving]
Used By
0
Not used by any tracked packages
Package Information
License
Apache 2.0 License
First Release
August 11, 2025
Last Release
8 months ago
Last Commit
Yesterday
Latest Version
4.56.0.dev0
Total Releases
1
Contributors
3,820
Open PRs
1,301
Archived
No
Author
The Hugging Face team (past and future) with the help of all our contributors (https://github.com/huggingface/transformers/graphs/contributors)
Python Versions
3
3.9
3.10
3.11
3.12
3.13
Wheels
py3
Topics
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh