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An open API service for providing issue and pull request metadata for open source projects.

https://github.com/huggingface/transformers

bert deep-learning flax hacktoberfest jax language-model language-models machine-learning model-hub natural-language-processing nlp nlp-library pretrained-models python pytorch pytorch-transformers seq2seq speech-recognition tensorflow transformer

Last synced: about 1 hour ago

Repository metadata:

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

Host: GitHub
URL: https://github.com/huggingface/transformers
Owner: huggingface
License: apache-2.0
Created: 2018-10-29T13:56:00.000Z (about 6 years ago)
Default Branch: main
Last Pushed: 2024-10-29T09:54:04.000Z (12 days ago)
Last Synced: 2024-10-29T09:55:08.916Z (12 days ago)
Topics: bert, deep-learning, flax, hacktoberfest, jax, language-model, language-models, machine-learning, model-hub, natural-language-processing, nlp, nlp-library, pretrained-models, python, pytorch, pytorch-transformers, seq2seq, speech-recognition, tensorflow, transformer
Language: Python
Homepage: https://huggingface.co/transformers
Size: 240 MB
Stars: 134,132
Watchers: 1,124
Forks: 26,825
Open Issues: 1,460
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
- Citation: CITATION.cff
- Security: SECURITY.md

Owner metadata:

Name: Hugging Face
Login: huggingface
Email:
Kind: organization
Description: The AI community building the future.
Website: https://huggingface.co/
Location: NYC + Paris
Twitter:
Company:
Icon url: https://avatars.githubusercontent.com/u/25720743?v=4
Repositories: 123
Last Synced at: 2023-04-09T14:51:31.532Z
Profile URL: https://github.com/huggingface
Sponsor URL:

Committers metadata

Last synced: 7 days ago

Total Commits: 16,799
Total Committers: 2,894
Avg Commits per committer: 5.805
Development Distribution Score (DDS): 0.94

Commits in past year: 2,933
Committers in past year: 806
Avg Commits per committer in past year: 3.639
Development Distribution Score (DDS) in past year: 0.93

Name	Email	Commits
Sylvain Gugger	3****r	1013
Yih-Dar	2****h	964
thomwolf	t**f@g**m	891
Patrick von Platen	p**n@g**m	786
Lysandre	l**t@r**r	654
Stas Bekman	s****0	512
Joao Gante	j**e@g**m	382
Julien Chaumond	c**d@g**m	367
Lysandre Debut	l**e@h**o	328
Younes Belkada	4****a	315
Arthur	4****r	312
Matt	R****1	280
Sam Shleifer	s**r@g**m	280
NielsRogge	4****e	266
Nicolas Patry	p**s@p**m	229
amyeroberts	2****s	221
Suraj Patil	s**5@g**m	201
VictorSanh	v**h@g**m	194
Sanchit Gandhi	9****i	149
Manuel Romero	m**8@g**m	149
Sylvain Gugger	s**r@g**m	138
dependabot[bot]	4****]	136
Zach Mueller	m**r@g**m	131
Raushan Turganbay	r**n@h**o	125
Julien Plu	p**n@g**m	113
Steven Liu	5****u	107
Aymeric Augustin	a**n@f**m	93
Sylvain Gugger	S**r@g**m	89
Rémi Louf	r**f@g**m	81
Marc Sun	5****c	77
and 2864 more...

Issue and Pull Request metadata

Last synced: 1 day ago

Package metadata

Total packages: 16
Total downloads:
- pypi: 44,537,241 last-month
Total docker downloads: 44,558,964
Total dependent packages: 2,619 (may contain duplicates)
Total dependent repositories: 32,006 (may contain duplicates)
Total versions: 289
Total maintainers: 16
Total advisories: 4

pypi: transformers

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

Homepage: https://github.com/huggingface/transformers
Documentation: https://transformers.readthedocs.io/
Licenses: Apache 2.0 License
Latest release: 4.40.2 (published 6 months ago)
Last Synced: 2024-11-08T23:39:08.737Z (1 day ago)
Versions: 163
Dependent Packages: 2,589
Dependent Repositories: 31,800
Downloads: 44,527,242 Last month
Docker Downloads: 44,558,964
Rankings:
- Stargazers count: 0.011%
- Dependent packages count: 0.014%
- Forks count: 0.02%
- Dependent repos count: 0.039%
- Downloads: 0.051%
- Average: 0.12%
- Docker downloads count: 0.583%
Maintainers (4)
Advisories:

conda: transformers

Homepage: https://github.com/huggingface/transformers
Licenses: Apache-2.0
Latest release: 4.24.0 (published about 2 years ago)
Last Synced: 2024-10-29T09:15:10.329Z (12 days ago)
Versions: 68
Dependent Packages: 24
Dependent Repositories: 101
Rankings:
- Stargazers count: 0.08%
- Forks count: 0.125%
- Average: 1.592%
- Dependent packages count: 2.79%
- Dependent repos count: 3.374%

pypi: in-transformers

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

Homepage: https://github.com/huggingface/transformers
Status: removed
Documentation: https://in-transformers.readthedocs.io/
Licenses: Apache
Latest release: 1.0.0 (published almost 2 years ago)
Last Synced: 2024-11-08T23:39:06.945Z (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)
- manoj-in

spack: py-transformers

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

Homepage: https://github.com/huggingface/transformers
Licenses: []
Latest release: 4.35.2 (published 12 months ago)
Last Synced: 2024-10-29T18:43:31.033Z (11 days ago)
Versions: 7
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)
- adamjstewart

conda: 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: 4.37.2 (published 9 months ago)
Last Synced: 2024-10-29T18:45:30.918Z (11 days ago)
Versions: 11
Dependent Packages: 4
Dependent Repositories: 101
Rankings:
- Stargazers count: 0.154%
- Forks count: 0.461%
- Average: 15.066%
- Dependent repos count: 18.623%
- Dependent packages count: 41.026%

pypi: 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 about 4 years ago)
Last Synced: 2024-11-08T23:39:07.373Z (1 day ago)
Versions: 2
Dependent Packages: 0
Dependent Repositories: 1
Downloads: 79 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)
- sonvx

pypi: 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 1 year ago)
Last Synced: 2024-11-08T23:39:09.210Z (1 day ago)
Versions: 1
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 95 Last month
Rankings:
- Dependent packages count: 3.087%
- Average: 16.814%
- Dependent repos count: 30.542%
Maintainers (1)
- adi_machinify

pypi: hf-argparser

Standalone version of the HuggingFace ArgParser from the Transformers library

Homepage:
Documentation: https://hf-argparser.readthedocs.io/
Licenses: apache-2.0
Latest release: 0.1.1 (published about 1 year ago)
Last Synced: 2024-11-08T23:39:09.867Z (1 day ago)
Versions: 2
Dependent Packages: 0
Dependent Repositories: 1
Downloads: 173 Last month
Rankings:
- Dependent packages count: 10.126%
- Average: 16.824%
- Downloads: 18.811%
- Dependent repos count: 21.535%
Maintainers (1)
- jlhbaseball15

pypi: textualheatmap

Create interactive textual heat maps for Jupiter notebooks

Homepage:
Documentation: https://textualheatmap.readthedocs.io/
Licenses: MIT
Latest release: 1.1.1 (published over 4 years ago)
Last Synced: 2024-11-08T23:39:08.200Z (1 day ago)
Versions: 6
Dependent Packages: 0
Dependent Repositories: 2
Downloads: 167 Last month
Rankings:
- Stargazers count: 5.014%
- Forks count: 9.126%
- Dependent packages count: 9.841%
- Dependent repos count: 11.679%
- Average: 16.934%
- Downloads: 49.008%
Maintainers (1)
- AndreasMadsen

pypi: fms-acceleration-aadp

FMS Acceleration Plugin for Attention and Distributed Packing Optimizations

Homepage:
Documentation: https://fms-acceleration-aadp.readthedocs.io/
Licenses: Apache-2.0
Latest release:
Last Synced: 2024-11-08T23:39:09.720Z (1 day ago)
Versions: 2
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 3,704 Last month
Rankings:
- Dependent packages count: 10.379%
- Average: 34.402%
- Dependent repos count: 58.425%
Maintainers (1)
- fabianlim

pypi: 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:
Last Synced: 2024-11-08T23:39:10.622Z (1 day ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 110 Last month
Rankings:
- Dependent packages count: 10.454%
- Average: 34.65%
- Dependent repos count: 58.847%
Maintainers (1)
- divyanx

pypi: fms-acceleration-ilab

FMS Acceleration Plugin for Functionalities Used in Instruct Lab Training

Homepage:
Documentation: https://fms-acceleration-ilab.readthedocs.io/
Licenses: Apache-2.0
Latest release:
Last Synced: 2024-11-08T23:39:09.562Z (1 day ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 44 Last month
Rankings:
- Dependent packages count: 10.542%
- Average: 34.954%
- Dependent repos count: 59.365%
Maintainers (1)
- fabianlim

pypi: fms-acceleration-peft

FMS Acceleration for PeFT

Homepage:
Documentation: https://fms-acceleration-peft.readthedocs.io/
Licenses: Apache-2.0
Latest release:
Last Synced: 2024-11-08T23:39:09.665Z (1 day ago)
Versions: 11
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 4,098 Last month
Rankings:
- Dependent packages count: 10.637%
- Average: 35.27%
- Dependent repos count: 59.903%
Maintainers (2)
- fabianlim
- achew010

pypi: comparisonframe

A simple tool to compare textual data against validation sets.

Homepage:
Documentation: https://comparisonframe.readthedocs.io/
Licenses: mit
Latest release:
Last Synced: 2024-11-08T23:39:07.948Z (1 day ago)
Versions: 6
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 668 Last month
Rankings:
- Dependent packages count: 10.794%
- Average: 35.791%
- Dependent repos count: 60.788%
Maintainers (1)
- kiril-mordan

pypi: grouped-query-attention-pytorch

grouped-query-attention-pytorch

Homepage:
Documentation: https://grouped-query-attention-pytorch.readthedocs.io/
Licenses: MIT
Latest release: 0.3.0 (published 6 months ago)
Last Synced: 2024-11-08T23:39:09.923Z (1 day ago)
Versions: 4
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 416 Last month
Rankings:
- Dependent packages count: 7.607%
- Average: 38.527%
- Dependent repos count: 69.447%
Maintainers (1)
- fodom

pypi: axlearn

AXLearn

Homepage:
Documentation: https://axlearn.readthedocs.io/
Licenses: apache-2.0
Latest release: 0.0.1 (published about 1 year ago)
Last Synced: 2024-11-08T23:39:11.056Z (1 day ago)
Versions: 3
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 427 Last month
Rankings:
- Dependent packages count: 7.52%
- Average: 38.669%
- Dependent repos count: 69.819%
Maintainers (1)
- axlearn

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/model-templates.yml actions

actions/cache v2 composite
actions/checkout 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/self-nightly-scheduled.yml actions

actions/checkout v3 composite
actions/download-artifact v3 composite
actions/upload-artifact v3 composite
geekyeggo/delete-artifact v2 composite

.github/workflows/self-past.yml actions

actions/checkout v3 composite
actions/download-artifact v3 composite
actions/upload-artifact v3 composite
geekyeggo/delete-artifact v2 composite

.github/workflows/self-push-amd.yml actions

actions/checkout v3 composite
actions/download-artifact v3 composite
actions/upload-artifact v3 composite

.github/workflows/self-push-caller.yml actions

actions/checkout v3 composite
tj-actions/changed-files v22.2 composite

.github/workflows/self-push.yml actions

actions/checkout v3 composite
actions/download-artifact v3 composite
actions/upload-artifact v3 composite

.github/workflows/self-scheduled.yml actions

actions/checkout v3 composite
actions/download-artifact v3 composite
actions/upload-artifact v3 composite

.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-past-gpu/Dockerfile docker

$BASE_DOCKER_IMAGE latest build

docker/transformers-pytorch-amd-gpu/Dockerfile docker

rocm/pytorch rocm5.6_ubuntu20.04_py3.8_pytorch_2.0.1 build

docker/transformers-pytorch-deepspeed-latest-gpu/Dockerfile docker

nvcr.io/nvidia/pytorch 22.12-py3 build

docker/transformers-pytorch-deepspeed-nightly-gpu/Dockerfile docker

nvcr.io/nvidia/pytorch 22.12-py3 build

docker/transformers-pytorch-gpu/Dockerfile docker

nvidia/cuda 11.8.0-cudnn8-devel-ubuntu20.04 build

docker/transformers-pytorch-tpu/Dockerfile docker

google/cloud-sdk slim build

docker/transformers-tensorflow-gpu/Dockerfile docker

nvidia/cuda 11.8.0-cudnn8-devel-ubuntu20.04 build

examples/research_projects/quantization-qdqbert/Dockerfile docker

nvcr.io/nvidia/pytorch 22.02-py3 build

examples/flax/_tests_requirements.txt pypi

conllu * test
datasets >=1.1.3 test
evaluate >=0.2.0 test
nltk * test
pytest * test
rouge-score * test
seqeval * test
tensorboard * test

examples/flax/language-modeling/requirements.txt pypi

datasets >=1.1.3
flax >=0.3.5
jax >=0.2.8
jaxlib >=0.1.59
optax >=0.0.9

examples/flax/question-answering/requirements.txt pypi

datasets >=1.8.0
flax >=0.3.5
jax >=0.2.17
jaxlib >=0.1.68
optax >=0.0.8

examples/flax/summarization/requirements.txt pypi

datasets >=1.1.3
evaluate >=0.2.0
flax >=0.3.5
jax >=0.2.8
jaxlib >=0.1.59
optax >=0.0.8

examples/flax/text-classification/requirements.txt pypi

datasets >=1.1.3
flax >=0.3.5
jax >=0.2.8
jaxlib >=0.1.59
optax >=0.0.8

examples/flax/token-classification/requirements.txt pypi

datasets >=1.8.0
flax >=0.3.5
jax >=0.2.8
jaxlib >=0.1.59
optax >=0.0.8
seqeval *

examples/flax/vision/requirements.txt pypi

flax >=0.3.5
jax >=0.2.8
jaxlib >=0.1.59
optax >=0.0.8
torch ==1.11.0
torchvision ==0.12.0

examples/legacy/pytorch-lightning/requirements.txt pypi

conllu *
datasets >=1.1.3
elasticsearch *
faiss-cpu *
fire *
git-python ==1.0.3
matplotlib *
nltk *
pandas *
protobuf *
psutil *
pytest *
ray *
rouge-score *
sacrebleu *
scikit-learn *
sentencepiece *
seqeval *
streamlit *
tensorboard *
tensorflow_datasets *

examples/legacy/seq2seq/requirements.txt pypi

conllu *
datasets >=1.1.3
elasticsearch *
faiss-cpu *
fire *
git-python ==1.0.3
matplotlib *
nltk *
pandas *
protobuf *
psutil *
pytest *
rouge-score *
sacrebleu *
scikit-learn *
sentencepiece *
seqeval *
streamlit *
tensorboard *
tensorflow_datasets *

examples/pytorch/_tests_requirements.txt pypi

accelerate main test
conllu * test
datasets >=1.13.3 test
elasticsearch * test
evaluate >=0.2.0 test
faiss-cpu * test
fire * test
git-python ==1.0.3 test
jiwer * test
librosa * test
matplotlib * test
nltk * test
pandas * test
protobuf * test
psutil * test
pytest * test
rouge-score * test
sacrebleu >=1.4.12 test
scikit-learn * test
sentencepiece * test
seqeval * test
streamlit * test
tensorboard * test
tensorflow_datasets * test
torchvision * test

examples/pytorch/audio-classification/requirements.txt pypi

datasets >=1.14.0
evaluate *
librosa *
torch >=1.6
torchaudio *

examples/pytorch/contrastive-image-text/requirements.txt pypi

datasets >=1.8.0
torch >=1.5.0
torchvision >=0.6.0

examples/pytorch/image-classification/requirements.txt pypi

accelerate >=0.12.0
datasets >=1.17.0
evaluate *
torch >=1.5.0
torchvision >=0.6.0

examples/pytorch/image-pretraining/requirements.txt pypi

datasets >=1.8.0
torch >=1.5.0
torchvision >=0.6.0

examples/pytorch/language-modeling/requirements.txt pypi

accelerate >=0.12.0
datasets >=1.8.0
evaluate *
protobuf *
scikit-learn *
sentencepiece *
torch >=1.3

examples/pytorch/multiple-choice/requirements.txt pypi

accelerate >=0.12.0
evaluate *
protobuf *
sentencepiece *
torch >=1.3

examples/pytorch/question-answering/requirements.txt pypi

accelerate >=0.12.0
datasets >=1.8.0
evaluate *
torch >=1.3.0

examples/pytorch/semantic-segmentation/requirements.txt pypi

datasets >=2.0.0
evaluate *
torch >=1.3

examples/pytorch/speech-pretraining/requirements.txt pypi

accelerate >=0.12.0
datasets >=1.12.0
librosa *
torch >=1.5
torchaudio *

examples/pytorch/speech-recognition/requirements.txt pypi

datasets >=1.18.0
evaluate *
jiwer *
librosa *
torch >=1.5
torchaudio *

examples/pytorch/summarization/requirements.txt pypi

accelerate >=0.12.0
datasets >=1.8.0
evaluate *
nltk *
protobuf *
py7zr *
rouge-score *
sentencepiece *
torch >=1.3

examples/pytorch/text-classification/requirements.txt pypi

accelerate >=0.12.0
datasets >=1.8.0
evaluate *
protobuf *
scikit-learn *
scipy *
sentencepiece *
torch >=1.3

examples/pytorch/text-generation/requirements.txt pypi

accelerate >=0.21.0
protobuf *
sentencepiece *
torch >=1.3

examples/pytorch/token-classification/requirements.txt pypi

accelerate >=0.12.0
datasets >=1.8.0
evaluate *
seqeval *
torch >=1.3

examples/pytorch/translation/requirements.txt pypi

accelerate >=0.12.0
datasets >=1.8.0
evaluate *
protobuf *
py7zr *
sacrebleu >=1.4.12
sentencepiece *
torch >=1.3

examples/research_projects/adversarial/requirements.txt pypi

transformers ==3.5.1

examples/research_projects/bert-loses-patience/requirements.txt pypi

transformers ==3.5.1

examples/research_projects/bertabs/requirements.txt pypi

nltk *
py-rouge *
transformers ==3.5.1

examples/research_projects/bertology/requirements.txt pypi

transformers ==3.5.1

examples/research_projects/codeparrot/examples/requirements.txt pypi

datasets ==2.3.2
evaluate ==0.2.2
scikit-learn ==1.1.2
transformers ==4.21.1
wandb ==0.13.1

examples/research_projects/codeparrot/requirements.txt pypi

datasets ==1.16.0
datasketch ==1.5.7
dpu_utils *
huggingface-hub ==0.1.0
tensorboard ==2.6.0
torch ==1.11.0
transformers ==4.19.0
wandb ==0.12.0

examples/research_projects/decision_transformer/requirements.txt pypi

APScheduler ==3.9.1
Brotli ==1.0.9
Cython ==0.29.28
Deprecated ==1.2.13
Flask ==2.3.2
Flask-Compress ==1.11
GitPython ==3.1.32
Jinja2 ==2.11.3
Keras-Preprocessing ==1.1.2
Mako ==1.2.2
Markdown ==3.3.6
MarkupSafe ==1.1.1
Pillow ==9.3.0
Pint ==0.16.1
PyYAML ==6.0
Pygments ==2.15.0
SQLAlchemy ==1.4.32
SoundFile ==0.10.3.post1
Werkzeug ==2.2.3
absl-py ==1.0.0
aiohttp ==3.8.5
aiosignal ==1.2.0
alembic ==1.7.7
appdirs ==1.4.4
arrow ==1.2.2
asttokens ==2.0.5
astunparse ==1.6.3
async-timeout ==4.0.2
attrs ==21.4.0
audioread ==2.1.9
autopage ==0.5.0
backcall ==0.2.0
backoff ==1.11.1
backports.zoneinfo ==0.2.1
binaryornot ==0.4.4
black ==22.1.0
boto3 ==1.16.34
botocore ==1.19.63
cachetools ==5.0.0
certifi ==2023.7.22
cffi ==1.15.0
chardet ==4.0.0
charset-normalizer ==2.0.12
chex ==0.1.1
click ==8.0.4
cliff ==3.10.1
clldutils ==3.11.1
cloudpickle ==2.0.0
cmaes ==0.8.2
cmd2 ==2.4.0
codecarbon ==1.2.0
colorlog ==6.6.0
cookiecutter ==2.1.1
cryptography ==41.0.2
csvw ==2.0.0
cycler ==0.11.0
dash ==2.3.0
dash-bootstrap-components ==1.0.3
dash-core-components ==2.0.0
dash-html-components ==2.0.0
dash-table ==5.0.0
datasets ==2.0.0
decorator ==5.1.1
dill ==0.3.4
dlinfo ==1.2.1
dm-tree ==0.1.6
docker ==4.4.4
execnet ==1.9.0
executing ==0.8.3
faiss-cpu ==1.7.2
fasteners ==0.17.3
filelock ==3.6.0
fire ==0.4.0
flake8 ==4.0.1
flatbuffers ==2.0
flax ==0.4.0
fonttools ==4.31.1
frozenlist ==1.3.0
fsspec ==2022.2.0
fugashi ==1.1.2
gast ==0.5.3
gitdb ==4.0.9
glfw ==2.5.1
google-auth ==2.6.2
google-auth-oauthlib ==0.4.6
google-pasta ==0.2.0
greenlet ==1.1.2
grpcio ==1.44.0
gym ==0.23.1
gym-notices ==0.0.6
h5py ==3.6.0
huggingface-hub ==0.4.0
hypothesis ==6.39.4
idna ==3.3
imageio ==2.16.1
importlib-metadata ==4.11.3
importlib-resources ==5.4.0
iniconfig ==1.1.1
ipadic ==1.0.0
ipython ==8.10.0
isodate ==0.6.1
isort ==5.10.1
itsdangerous ==2.1.1
jax ==0.3.4
jaxlib ==0.3.2
jedi ==0.18.1
jinja2-time ==0.2.0
jmespath ==0.10.0
joblib ==1.2.0
jsonschema ==4.4.0
keras ==2.8.0
kiwisolver ==1.4.0
kubernetes ==12.0.1
libclang ==13.0.0
librosa ==0.9.1
llvmlite ==0.38.0
matplotlib ==3.5.1
matplotlib-inline ==0.1.3
mccabe ==0.6.1
msgpack ==1.0.3
mujoco-py ==2.1.2.14
multidict ==6.0.2
multiprocess ==0.70.12.2
mypy-extensions ==0.4.3
nltk ==3.7
numba ==0.55.1
numpy ==1.22.3
oauthlib ==3.2.2
onnx ==1.13.0
onnxconverter-common ==1.9.0
opt-einsum ==3.3.0
optax ==0.1.1
optuna ==2.10.0
packaging ==21.3
pandas ==1.4.1
parameterized ==0.8.1
parso ==0.8.3
pathspec ==0.9.0
pbr ==5.8.1
pexpect ==4.8.0
phonemizer ==3.0.1
pickleshare ==0.7.5
plac ==1.3.4
platformdirs ==2.5.1
plotly ==5.6.0
pluggy ==1.0.0
pooch ==1.6.0
portalocker ==2.0.0
poyo ==0.5.0
prettytable ==3.2.0
prompt-toolkit ==3.0.28
protobuf ==3.19.5
psutil ==5.9.0
ptyprocess ==0.7.0
pure-eval ==0.2.2
py ==1.11.0
py-cpuinfo ==8.0.0
pyOpenSSL ==22.0.0
pyarrow ==7.0.0
pyasn1 ==0.4.8
pyasn1-modules ==0.2.8
pycodestyle ==2.8.0
pycparser ==2.21
pyctcdecode ==0.3.0
pyflakes ==2.4.0
pygtrie ==2.4.2
pynvml ==11.4.1
pyparsing ==3.0.7
pyperclip ==1.8.2
pypng ==0.0.21
pyrsistent ==0.18.1
pytest ==7.1.1
pytest-forked ==1.4.0
pytest-timeout ==2.1.0
pytest-xdist ==2.5.0
python-dateutil ==2.8.2
python-slugify ==6.1.1
pytz ==2022.1
pytz-deprecation-shim ==0.1.0.post0
ray ==1.11.0
redis ==4.5.4
regex ==2022.3.15
requests ==2.31.0
requests-oauthlib ==1.3.1
resampy ==0.2.2
responses ==0.18.0
rfc3986 ==1.5.0
rouge-score ==0.0.4
rsa ==4.8
s3transfer ==0.3.7
sacrebleu ==1.5.1
sacremoses ==0.0.49
scikit-learn ==1.0.2
scipy ==1.8.0
segments ==2.2.0
sentencepiece ==0.1.96
sigopt ==8.2.0
six ==1.16.0
smmap ==5.0.0
sortedcontainers ==2.4.0
stack-data ==0.2.0
stevedore ==3.5.0
tabulate ==0.8.9
tenacity ==8.0.1
tensorboard ==2.8.0
tensorboard-data-server ==0.6.1
tensorboard-plugin-wit ==1.8.1
tensorboardX ==2.5
tensorflow ==2.8.1
tensorflow-io-gcs-filesystem ==0.24.0
termcolor ==1.1.0
text-unidecode ==1.3
tf-estimator-nightly ==2.8.0.dev2021122109
tf2onnx ==1.9.3
threadpoolctl ==3.1.0
timeout-decorator ==0.5.0
timm ==0.5.4
tokenizers ==0.11.6
tomli ==2.0.1
toolz ==0.11.2
torch ==1.11.0
torchaudio ==0.11.0
torchvision ==0.12.0
tqdm ==4.63.0
traitlets ==5.1.1
typing-extensions ==4.1.1
tzdata ==2022.1
tzlocal ==4.1
unidic ==1.1.0
unidic-lite ==1.0.8
uritemplate ==4.1.1
urllib3 ==1.26.9
wasabi ==0.9.0
wcwidth ==0.2.5
websocket-client ==1.3.1
wrapt ==1.14.0
xxhash ==3.0.0
yarl ==1.7.2
zipp ==3.7.0

examples/research_projects/deebert/requirements.txt pypi

transformers ==3.5.1

examples/research_projects/distillation/requirements.txt pypi

gitpython ==3.1.32
psutil ==5.6.6
scipy >=1.4.1
tensorboard >=1.14.0
tensorboardX ==1.8
transformers *

examples/research_projects/fsner/pyproject.toml pypi

examples/research_projects/fsner/requirements.txt pypi

transformers >=4.9.2

examples/research_projects/fsner/setup.py pypi

torch >=1.9.0

examples/research_projects/information-gain-filtration/requirements.txt pypi

joblib >=0.13.2
matplotlib *
numpy >=1.17.2
scipy *
torch >=1.10.1
transformers >=3.5

examples/research_projects/jax-projects/big_bird/requirements.txt pypi

datasets *
flax *
jsonlines *
sentencepiece *
wandb *

examples/research_projects/jax-projects/hybrid_clip/requirements.txt pypi

flax >=0.3.5
jax >=0.2.8
jaxlib >=0.1.59
optax >=0.0.8
torch ==1.9.0
torchvision ==0.10.0

examples/research_projects/layoutlmv3/requirements.txt pypi

datasets *
pillow *
seqeval *

examples/research_projects/longform-qa/requirements.txt pypi

datasets >=1.1.3
elasticsearch *
faiss-cpu *
streamlit *

examples/research_projects/lxmert/requirements.txt pypi

CacheControl ==0.12.6
Jinja2 >=2.11.3
MarkupSafe ==1.1.1
Pillow >=8.1.1
PyYAML >=5.4
Pygments >=2.7.4
QtPy ==1.9.0
Send2Trash ==1.5.0
appdirs ==1.4.3
argon2-cffi ==20.1.0
async-generator ==1.10
attrs ==20.2.0
backcall ==0.2.0
certifi ==2023.7.22
cffi ==1.14.2
chardet ==3.0.4
click ==7.1.2
colorama ==0.4.3
contextlib2 ==0.6.0
cycler ==0.10.0
datasets ==1.0.0
decorator ==4.4.2
defusedxml ==0.6.0
dill ==0.3.2
distlib ==0.3.0
distro ==1.4.0
entrypoints ==0.3
filelock ==3.0.12
future ==0.18.3
html5lib ==1.0.1
idna ==2.8
ipaddr ==2.2.0
ipykernel ==5.3.4
ipython *
ipython-genutils ==0.2.0
ipywidgets ==7.5.1
jedi ==0.17.2
joblib ==1.2.0
jsonschema ==3.2.0
jupyter ==1.0.0
jupyter-client ==6.1.7
jupyter-console ==6.2.0
jupyter-core ==4.6.3
jupyterlab-pygments ==0.1.1
kiwisolver ==1.2.0
lockfile ==0.12.2
matplotlib ==3.3.1
mistune ==2.0.3
msgpack ==0.6.2
nbclient ==0.5.0
nbconvert ==6.5.1
nbformat ==5.0.7
nest-asyncio ==1.4.0
notebook ==6.4.12
numpy ==1.22.0
opencv-python ==4.4.0.42
packaging ==20.3
pandas ==1.1.2
pandocfilters ==1.4.2
parso ==0.7.1
pep517 ==0.8.2
pexpect ==4.8.0
pickleshare ==0.7.5
progress ==1.5
prometheus-client ==0.8.0
prompt-toolkit ==3.0.7
ptyprocess ==0.6.0
pyaml ==20.4.0
pyarrow ==1.0.1
pycparser ==2.20
pyparsing ==2.4.6
pyrsistent ==0.16.0
python-dateutil ==2.8.1
pytoml ==0.1.21
pytz ==2020.1
pyzmq ==19.0.2
qtconsole ==4.7.7
regex ==2020.7.14
requests ==2.31.0
retrying ==1.3.3
sacremoses ==0.0.43
sentencepiece ==0.1.91
six ==1.14.0
terminado ==0.8.3
testpath ==0.4.4
tokenizers ==0.8.1rc2
torch ==1.6.0
torchvision ==0.7.0
tornado ==6.3.3
tqdm ==4.48.2
traitlets *
urllib3 ==1.26.5
wcwidth ==0.2.5
webencodings ==0.5.1
wget ==3.2
widgetsnbextension ==3.5.1
xxhash ==2.0.0

examples/research_projects/mlm_wwm/requirements.txt pypi

datasets >=1.1.3
ltp *
protobuf *
sentencepiece *

examples/research_projects/movement-pruning/requirements.txt pypi

h5py >=2.10.0
knockknock >=0.1.8.1
numpy >=1.18.2
scipy >=1.4.1
torch >=1.4.0

examples/research_projects/onnx/summarization/requirements.txt pypi

torch >=1.10

examples/research_projects/pplm/requirements.txt pypi

conllu *
datasets >=1.1.3
elasticsearch *
faiss-cpu *
fire *
git-python ==1.0.3
matplotlib *
nltk *
pandas *
protobuf *
psutil *
pytest *
pytorch-lightning *
rouge-score *
sacrebleu *
scikit-learn *
sentencepiece *
seqeval *
streamlit *
tensorboard *
tensorflow_datasets *
transformers ==3.5.1

examples/research_projects/rag/requirements.txt pypi

GitPython *
datasets >=1.0.1
faiss-cpu >=1.6.3
psutil >=5.7.0
pytorch-lightning >=1.5.10,<=1.6.0
ray >=1.10.0
torch >=1.4.0
transformers *

examples/research_projects/rag-end2end-retriever/requirements.txt pypi

datasets *
faiss-cpu >=1.7.2
nvidia-ml-py3 ==7.352.0
psutil >=5.9.1
pytorch-lightning ==1.6.4
ray >=1.13.0
torch >=1.11.0

examples/research_projects/self-training-text-classification/requirements.txt pypi

accelerate *
datasets >=1.8.0
protobuf *
scikit-learn *
scipy *
sentencepiece *
torch >=1.3

examples/research_projects/seq2seq-distillation/requirements.txt pypi

conllu *
datasets >=1.1.3
elasticsearch *
faiss-cpu *
fire *
git-python ==1.0.3
matplotlib *
nltk *
pandas *
protobuf *
psutil *
pytest *
pytorch-lightning *
rouge-score *
sacrebleu *
scikit-learn *
sentencepiece *
streamlit *
tensorboard *
tensorflow_datasets *

examples/research_projects/tapex/requirements.txt pypi

datasets *
nltk *
numpy *
pandas *

examples/research_projects/visual_bert/requirements.txt pypi

CacheControl ==0.12.6
Jinja2 >=2.11.3
MarkupSafe ==1.1.1
Pillow >=8.1.1
PyYAML >=5.4
Pygments >=2.7.4
QtPy ==1.9.0
Send2Trash ==1.5.0
appdirs ==1.4.3
argon2-cffi ==20.1.0
async-generator ==1.10
attrs ==20.2.0
backcall ==0.2.0
certifi ==2023.7.22
cffi ==1.14.2
chardet ==3.0.4
click ==7.1.2
colorama ==0.4.3
contextlib2 ==0.6.0
cycler ==0.10.0
datasets ==1.0.0
decorator ==4.4.2
defusedxml ==0.6.0
dill ==0.3.2
distlib ==0.3.0
distro ==1.4.0
entrypoints ==0.3
filelock ==3.0.12
future ==0.18.3
html5lib ==1.0.1
idna ==2.8
ipaddr ==2.2.0
ipykernel ==5.3.4
ipython *
ipython-genutils ==0.2.0
ipywidgets ==7.5.1
jedi ==0.17.2
joblib ==1.2.0
jsonschema ==3.2.0
jupyter ==1.0.0
jupyter-client ==6.1.7
jupyter-console ==6.2.0
jupyter-core ==4.6.3
jupyterlab-pygments ==0.1.1
kiwisolver ==1.2.0
lockfile ==0.12.2
matplotlib ==3.3.1
mistune ==2.0.3
msgpack ==0.6.2
nbclient ==0.5.0
nbconvert ==6.5.1
nbformat ==5.0.7
nest-asyncio ==1.4.0
notebook ==6.4.12
numpy ==1.22.0
opencv-python ==4.4.0.42
packaging ==20.3
pandas ==1.1.2
pandocfilters ==1.4.2
parso ==0.7.1
pep517 ==0.8.2
pexpect ==4.8.0
pickleshare ==0.7.5
progress ==1.5
prometheus-client ==0.8.0
prompt-toolkit ==3.0.7
ptyprocess ==0.6.0
pyaml ==20.4.0
pyarrow ==1.0.1
pycparser ==2.20
pyparsing ==2.4.6
pyrsistent ==0.16.0
python-dateutil ==2.8.1
pytoml ==0.1.21
pytz ==2020.1
pyzmq ==19.0.2
qtconsole ==4.7.7
regex ==2020.7.14
requests ==2.31.0
retrying ==1.3.3
sacremoses ==0.0.43
sentencepiece ==0.1.91
six ==1.14.0
terminado ==0.8.3
testpath ==0.4.4
tokenizers ==0.8.1rc2
torch ==1.6.0
torchvision ==0.7.0
tornado ==6.3.3
tqdm ==4.48.2
traitlets *
urllib3 ==1.26.5
wcwidth ==0.2.5
webencodings ==0.5.1
wget ==3.2
widgetsnbextension ==3.5.1
xxhash ==2.0.0

examples/research_projects/vqgan-clip/requirements.txt pypi

Pillow *
PyYAML *
einops *
gradio *
icecream *
imageio *
lpips *
matplotlib *
more_itertools *
numpy *
omegaconf *
opencv_python_headless *
pudb *
pytorch_lightning *
requests *
scikit_image *
scipy *
setuptools *
streamlit *
taming-transformers *
tokenizers ==0.13.2
torch *
torchvision *
tqdm *
transformers ==4.26.0
typing_extensions *
wandb *

examples/research_projects/wav2vec2/requirements.txt pypi

datasets *
jiwer ==2.2.0
lang-trans ==0.6.0
librosa ==0.8.0
torch >=1.5.0
torchaudio *
transformers *

examples/research_projects/xtreme-s/requirements.txt pypi

datasets >=1.18.0
jiwer *
librosa *
torch >=1.5
torchaudio *

examples/tensorflow/_tests_requirements.txt pypi

conllu * test
datasets >=1.13.3 test
elasticsearch * test
evaluate >=0.2.0 test
faiss-cpu * test
fire * test
git-python ==1.0.3 test
jiwer * test
librosa * test
matplotlib * test
nltk * test
pandas * test
protobuf * test
psutil * test
pytest * test
rouge-score * test
sacrebleu >=1.4.12 test
scikit-learn * test
sentencepiece * test
seqeval * test
streamlit * test
tensorboard * test
tensorflow <2.15 test
tensorflow_datasets * test

examples/tensorflow/benchmarking/requirements.txt pypi

tensorflow >=2.3

examples/tensorflow/contrastive-image-text/requirements.txt pypi

datasets >=1.8.0
tensorflow >=2.6.0

examples/tensorflow/image-classification/requirements.txt pypi

datasets >=1.17.0
evaluate *
tensorflow >=2.4

examples/tensorflow/language-modeling/requirements.txt pypi

datasets >=1.8.0
sentencepiece *

examples/tensorflow/language-modeling-tpu/requirements.txt pypi

datasets ==2.9.0
tokenizers ==0.13.2
transformers ==4.26.1

examples/tensorflow/multiple-choice/requirements.txt pypi

protobuf *
sentencepiece *
tensorflow >=2.3

examples/tensorflow/question-answering/requirements.txt pypi

datasets >=1.4.0
evaluate >=0.2.0
tensorflow >=2.3.0

examples/tensorflow/summarization/requirements.txt pypi

datasets >=1.4.0
evaluate >=0.2.0
tensorflow >=2.3.0

examples/tensorflow/text-classification/requirements.txt pypi

datasets >=1.1.3
evaluate >=0.2.0
protobuf *
sentencepiece *
tensorflow >=2.3

examples/tensorflow/token-classification/requirements.txt pypi

datasets >=1.4.0
evaluate >=0.2.0
tensorflow >=2.3.0

examples/tensorflow/translation/requirements.txt pypi

datasets >=1.4.0
evaluate >=0.2.0
tensorflow >=2.3.0

pyproject.toml pypi