https://github.com/explosion/thinc

ai artificial-intelligence deep-learning functional-programming jax machine-learning machine-learning-library mxnet natural-language-processing nlp python pytorch spacy tensorflow type-checking

Score: 32.87409692161194

Last synced: about 2 hours ago
JSON representation

Repository metadata:

🔮 A refreshing functional take on deep learning, compatible with your favorite libraries

Host: GitHub
URL: https://github.com/explosion/thinc
Owner: explosion
License: mit
Created: 2014-10-16T16:34:59.000Z (almost 12 years ago)
Default Branch: v8.3.x
Last Pushed: 2026-03-27T08:50:19.000Z (5 months ago)
Last Synced: 2026-08-21T12:12:42.141Z (5 days ago)
Topics: ai, artificial-intelligence, deep-learning, functional-programming, jax, machine-learning, machine-learning-library, mxnet, natural-language-processing, nlp, python, pytorch, spacy, tensorflow, type-checking
Language: Python
Homepage: https://thinc.ai
Size: 10.6 MB
Stars: 2,890
Watchers: 74
Forks: 293
Open Issues: 16
Metadata Files:
- Readme: README.md
- License: LICENSE
- Citation: CITATION.cff

Owner metadata:

Name: Explosion
Login: explosion
Email: contact@explosion.ai
Kind: organization
Description: A software company specializing in developer tools for Artificial Intelligence and Natural Language Processing
Website: https://explosion.ai
Location: Berlin, Germany
Twitter: explosion_ai
Company:
Icon url: https://avatars.githubusercontent.com/u/20011530?v=4
Repositories: 61
Last Synced at: 2023-04-09T07:16:05.136Z
Profile URL: https://github.com/explosion

GitHub Events

Total

Create event: 14
Delete event: 22
Fork event: 12
Issue comment event: 39
Issues event: 11
Member event: 1
Pull request event: 16
Pull request review comment event: 1
Pull request review event: 2
Push event: 25
Release event: 6
Watch event: 72
Total: 221

Last Year

Delete event: 13
Fork event: 2
Issue comment event: 9
Issues event: 3
Pull request event: 4
Pull request review event: 1
Push event: 8
Release event: 2
Watch event: 12
Total: 54

Committers metadata

Last synced: 6 days ago

Total Commits: 4,900
Total Committers: 67
Avg Commits per committer: 73.134
Development Distribution Score (DDS): 0.432

Commits in past year: 51
Committers in past year: 4
Avg Commits per committer in past year: 12.75
Development Distribution Score (DDS) in past year: 0.059

Name	Email	Commits
Matthew Honnibal	h**h@g**m	2782
Matthew Honnibal	h**l@g**m	785
Ines Montani	i**s@i**o	654
Sofie Van Landeghem	s****g	140
Adriane Boyd	a**d@g**m	124
Daniël de Kok	m**e@d**u	101
justindujardin	j**n@d**m	80
Henning Peters	p**e@d**e	52
Madeesh Kannan	s****e	30
Sebastián Ramírez	t**o@g**m	18
Giannis Daras	d**s@g**m	17
kadarakos	k**s@g**m	10
github-actions[bot]	4****]	10
Dani	d**l@r**i	8
Stefan Behnel	s**b@s**e	7
Matthew Honnibal	m**w@h**m	6
Paul O'Leary McCann	p**m@d**m	6
Richard Hudson	r**d@e**i	5
Marcus Blättermann	m**s@e**e	4
Raphael Mitsch	r**h@o**m	4
Rolando Espinoza	r**4@g**m	2
RaananHadar	r**r@g**m	2
Nehal J Wani	n**1@g**m	2
Marcelo Trylesinski	m**e@g**m	2
Herve Nicol	h**l@g**m	2
Dan Chowdhury	d**n@g**m	2
Christian Clauss	c**s@m**m	2
Charles Coulombe	c****e	2
Aleph Melo	a**o@i**m	2
Abhijit Balaji	b**t@y**m	2
and 37 more...

Issue and Pull Request metadata

Last synced: 1 day ago

Total issues: 29
Total pull requests: 197
Average time to close issues: 4 months
Average time to close pull requests: 22 days
Total issue authors: 26
Total pull request authors: 32
Average comments per issue: 1.79
Average comments per pull request: 1.05
Merged pull request: 149
Bot issues: 0
Bot pull requests: 6

Past year issues: 3
Past year pull requests: 6
Past year average time to close issues: N/A
Past year average time to close pull requests: about 1 month
Past year issue authors: 3
Past year pull request authors: 6
Past year average comments per issue: 1.0
Past year average comments per pull request: 1.5
Past year merged pull request: 0
Past year bot issues: 0
Past year bot pull requests: 0

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

Top Issue Authors

danieldk (2)
sizhky (2)
connorbrinton (2)
tehbone (1)
vitaly-d (1)
knevan (1)
Manamama (1)
willfrey (1)
nikita-galileo (1)
chipi (1)
rakovskij-stanislav (1)
danielhallmann (1)
khmyznikov (1)
patrik7812 (1)
AmitMY (1)

Top Pull Request Authors

danieldk (65)
adrianeboyd (56)
honnibal (12)
svlandeg (9)
kadarakos (8)
github-actions[bot] (6)
shadeMe (4)
essenmitsosse (4)
shadchin (3)
J08nY (2)
BLKSerene (2)
rmitsch (2)
davispuh (2)
Atlogit (2)
a-detiste (2)

Top Issue Labels

feat / ops (2)
bug (2)
install (2)
docs (2)
feat / config (1)
feat / loss (1)
feat / shims (1)
third-party (1)
feat / layers (1)
feat / types (1)
usage (1)

Top Pull Request Labels

🔜 v9.0 (24)
meta (20)
enhancement (19)
bug (15)
feat / ops (13)
docs (13)
tests (10)
performance (10)
feat / layers (10)
feat / types (7)
feat / loss (6)
interop / pytorch (5)
feat / shims (4)
feat / optimizers (3)
🔜v8.2 (2)
serialization (2)
third-party (1)
interop / mxnet (1)
feat / config (1)
⚠️ wip (1)
feat / ux (1)
examples (1)
interop / tensorflow (1)
feat / transformer (1)
install (1)

Package metadata

Total packages: 24
Total downloads:
- conda: 4,739,451 total
- pypi: 25,124,255 last-month
Total docker downloads: 942,131,652
Total dependent packages: 47 (may contain duplicates)
Total dependent repositories: 8,768 (may contain duplicates)
Total versions: 445
Total maintainers: 6

pypi.org: thinc

A refreshing functional take on deep learning, compatible with your favorite libraries

Homepage: https://github.com/explosion/thinc
Documentation: https://thinc.readthedocs.io/
Licenses: MIT
Latest release: 9.1.1 (published almost 2 years ago)
Last Synced: 2026-08-25T14:05:18.432Z (1 day ago)
Versions: 250
Dependent Packages: 40
Dependent Repositories: 8,632
Downloads: 25,121,845 Last month
Docker Downloads: 942,131,652
Rankings:
- Dependent repos count: 0.098%
- Downloads: 0.121%
- Docker downloads count: 0.303%
- Dependent packages count: 0.426%
- Average: 0.898%
- Stargazers count: 1.4%
- Forks count: 3.042%
Maintainers (3)

nixpkgs-unstable: python314Packages.thinc

Library for NLP machine learning

Homepage: https://github.com/explosion/thinc
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-unstable/pkgs/development/python-modules/thinc/default.nix#L75
Licenses: MIT
Latest release: 8.3.6 (published 7 months ago)
Last Synced: 2026-08-14T19:30:23.792Z (12 days ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 1.206%
- Stargazers count: 2.198%
- Forks count: 2.627%
Maintainers (1)
- aborsu

pypi.org: thinc-gpu-ops

CUDA kernels for Thinc

Homepage: https://github.com/explosion/thinc
Documentation: https://thinc-gpu-ops.readthedocs.io/
Licenses: MIT
Latest release: 0.0.4 (published over 7 years ago)
Last Synced: 2026-08-25T14:04:57.319Z (1 day ago)
Versions: 4
Dependent Packages: 2
Dependent Repositories: 10
Downloads: 2,410 Last month
Rankings:
- Stargazers count: 1.399%
- Dependent packages count: 2.157%
- Forks count: 3.04%
- Average: 3.221%
- Dependent repos count: 4.69%
- Downloads: 4.821%
Maintainers (3)

proxy.golang.org: github.com/explosion/thinc

Homepage:
Documentation: https://pkg.go.dev/github.com/explosion/thinc#section-documentation
Licenses: mit
Latest release: v9.0.0+incompatible (published over 2 years ago)
Last Synced: 2026-08-25T14:22:37.924Z (1 day ago)
Versions: 87
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent packages count: 5.449%
- Average: 5.632%
- Dependent repos count: 5.815%

alpine-edge: py3-thinc

Practical Machine Learning for NLP

Homepage: https://github.com/explosion/thinc
Status: removed
Licenses: MIT
Latest release: 8.2.3-r0 (published over 2 years ago)
Last Synced: 2025-09-18T10:59:53.413Z (11 months ago)
Versions: 6
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Stargazers count: 4.595%
- Forks count: 6.367%
- Average: 6.401%
- Dependent packages count: 14.641%
Maintainers (1)
- oleg.titov@gmail.com

alpine-edge: py3-thinc-doc

Practical Machine Learning for NLP (documentation)

Homepage: https://github.com/explosion/thinc
Status: removed
Licenses: MIT
Latest release: 8.2.3-r0 (published over 2 years ago)
Last Synced: 2025-09-18T10:59:47.388Z (11 months ago)
Versions: 6
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Stargazers count: 4.595%
- Forks count: 6.367%
- Average: 6.401%
- Dependent packages count: 14.641%
Maintainers (1)
- oleg.titov@gmail.com

alpine-edge: py3-thinc-pyc

Precompiled Python bytecode for py3-thinc

Homepage: https://github.com/explosion/thinc
Status: removed
Licenses: MIT
Latest release: 8.2.3-r0 (published over 2 years ago)
Last Synced: 2025-09-18T10:59:52.653Z (11 months ago)
Versions: 5
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Average: 6.693%
- Dependent packages count: 13.386%
Maintainers (1)
- oleg.titov@gmail.com

spack.io: py-thinc

Thinc: Practical Machine Learning for NLP in Python.

Homepage: https://github.com/explosion/thinc
Licenses: []
Latest release: 8.3.10 (published 5 months ago)
Last Synced: 2026-08-25T14:03:24.614Z (1 day ago)
Versions: 4
Dependent Packages: 1
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Stargazers count: 4.419%
- Forks count: 5.78%
- Average: 9.566%
- Dependent packages count: 28.067%
Maintainers (1)
- adamjstewart

conda-forge.org: thinc

A refreshing functional take on deep learning, compatible with your favorite libraries

Homepage: https://github.com/explosion/thinc/
Licenses: MIT
Latest release: 8.1.5 (published almost 4 years ago)
Last Synced: 2026-07-27T20:04:18.353Z (30 days ago)
Versions: 45
Dependent Packages: 2
Dependent Repositories: 63
Downloads: 4,635,435 Total
Rankings:
- Dependent repos count: 4.432%
- Stargazers count: 7.776%
- Average: 10.598%
- Forks count: 10.621%
- Dependent packages count: 19.561%

anaconda.org: thinc

Thinc is a lightweight deep learning library that offers an elegant, type-checked, functional-programming API for composing models, with support for layers defined in other frameworks such as PyTorch, TensorFlow and MXNet. You can use Thinc as an interface layer, a standalone toolkit or a flexible way to develop new models. Previous versions of Thinc have been running quietly in production in thousands of companies, via both spaCy and Prodigy.

Homepage: https://thinc.ai
Licenses: MIT
Latest release: 9.1.1 (published 12 months ago)
Last Synced: 2026-04-07T12:04:22.760Z (5 months ago)
Versions: 23
Dependent Packages: 2
Dependent Repositories: 63
Downloads: 104,016 Total
Rankings:
- Stargazers count: 15.734%
- Forks count: 19.914%
- Average: 19.929%
- Dependent packages count: 21.573%
- Dependent repos count: 22.495%

debian-10: python-thinc

Homepage: https://github.com/explosion/thinc
Documentation: https://packages.debian.org/buster/python-thinc
Licenses: mit
Latest release: 6.12.1-1 (published 7 months ago)
Last Synced: 2026-03-14T02:07:53.922Z (6 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%

nixpkgs-23.11: python311Packages.thinc

Library for NLP machine learning

Homepage: https://github.com/explosion/thinc
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-23.11/pkgs/development/python-modules/thinc/default.nix#L98
Licenses: MIT
Latest release: 8.2.1 (published 7 months ago)
Last Synced: 2026-04-12T23:01:48.865Z (5 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- aborsu

nixpkgs-24.11: python312Packages.thinc

Library for NLP machine learning

Homepage: https://github.com/explosion/thinc
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.11/pkgs/development/python-modules/thinc/default.nix#L96
Licenses: MIT
Latest release: 8.3.0 (published 7 months ago)
Last Synced: 2026-03-06T08:37:39.256Z (6 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
Maintainers (1)
- aborsu

nixpkgs-24.11: python311Packages.thinc

Library for NLP machine learning

Homepage: https://github.com/explosion/thinc
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.11/pkgs/development/python-modules/thinc/default.nix#L96
Licenses: MIT
Latest release: 8.3.0 (published 7 months ago)
Last Synced: 2026-03-07T10:14:22.828Z (6 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
Maintainers (1)
- aborsu

nixpkgs-23.11: python310Packages.thinc

Library for NLP machine learning

Homepage: https://github.com/explosion/thinc
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-23.11/pkgs/development/python-modules/thinc/default.nix#L98
Licenses: MIT
Latest release: 8.2.1 (published 7 months ago)
Last Synced: 2026-04-12T03:03:35.977Z (5 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- aborsu

alpine-v3.19: py3-thinc-pyc

Precompiled Python bytecode for py3-thinc

Homepage: https://github.com/explosion/thinc
Licenses: MIT
Latest release: 8.2.1-r0 (published over 2 years ago)
Last Synced: 2026-03-18T15:34:17.822Z (5 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- oleg.titov@gmail.com

nixpkgs-24.05: python311Packages.thinc

Library for NLP machine learning

Homepage: https://github.com/explosion/thinc
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.05/pkgs/development/python-modules/thinc/default.nix#L93
Licenses: MIT
Latest release: 8.2.3 (published 7 months ago)
Last Synced: 2026-05-12T14:59:00.348Z (4 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- aborsu

nixpkgs-24.05: python312Packages.thinc

Library for NLP machine learning

Homepage: https://github.com/explosion/thinc
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.05/pkgs/development/python-modules/thinc/default.nix#L93
Licenses: MIT
Latest release: 8.2.3 (published 7 months ago)
Last Synced: 2026-05-13T07:00:22.287Z (4 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- aborsu

alpine-v3.19: py3-thinc-doc

Practical Machine Learning for NLP (documentation)

Homepage: https://github.com/explosion/thinc
Licenses: MIT
Latest release: 8.2.1-r0 (published over 2 years ago)
Last Synced: 2026-07-27T20:03:59.550Z (30 days ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- oleg.titov@gmail.com

alpine-v3.19: py3-thinc

Practical Machine Learning for NLP

Homepage: https://github.com/explosion/thinc
Licenses: MIT
Latest release: 8.2.1-r0 (published over 2 years ago)
Last Synced: 2026-07-27T20:03:32.060Z (30 days ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- oleg.titov@gmail.com

nixpkgs-23.05: python311Packages.thinc

Library for NLP machine learning

Homepage: https://github.com/explosion/thinc
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-23.05/pkgs/development/python-modules/thinc/default.nix#L88
Licenses: MIT
Latest release: 8.1.10 (published 7 months ago)
Last Synced: 2026-04-18T17:07:12.382Z (4 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- aborsu

nixpkgs-unstable: python313Packages.thinc

Library for NLP machine learning

Homepage: https://github.com/explosion/thinc
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-unstable/pkgs/development/python-modules/thinc/default.nix#L75
Licenses: MIT
Latest release: 8.3.6 (published 7 months ago)
Last Synced: 2026-03-07T06:29:25.023Z (6 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- aborsu

guix: python-thinc

Functional take on deep learning

Homepage: https://github.com/explosion/thinc
Documentation: https://git.savannah.gnu.org/cgit/guix.git/tree/gnu/packages/machine-learning.scm#n2605
Licenses: expat
Latest release: 8.3.4 (published 6 months ago)
Last Synced: 2026-07-24T21:18:10.572Z (about 1 month ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%

nixpkgs-23.05: python310Packages.thinc

Library for NLP machine learning

Homepage: https://github.com/explosion/thinc
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-23.05/pkgs/development/python-modules/thinc/default.nix#L88
Licenses: MIT
Latest release: 8.1.10 (published 7 months ago)
Last Synced: 2026-04-18T00:03:18.386Z (4 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- aborsu

Dependencies

.github/workflows/explosionbot.yml actions

actions/checkout v3 composite
actions/setup-python v4 composite

.github/workflows/issue-manager.yml actions

tiangolo/issue-manager 0.2.1 composite

website/Dockerfile docker

node 11.15.0 build

website/package-lock.json npm

1723 dependencies

website/package.json npm

babel-cli ^6.26.0 development
babel-core ^6.26.0 development
babel-plugin-transform-class-properties ^6.24.1 development
babel-plugin-transform-decorators-legacy ^1.3.4 development
babel-plugin-transform-object-rest-spread ^6.26.0 development
babel-plugin-transform-react-remove-prop-types ^0.4.13 development
babel-preset-env ^1.6.1 development
babel-preset-react ^6.24.1 development
json5 ^2.1.0 development
md-attr-parser ^1.2.1 development
prettier ^1.16.4 development
unist-util-remove ^1.0.3 development
unist-util-visit ^1.4.0 development
@tippy.js/react ^2.2.2
autoprefixer ^10.4.13
classnames ^2.2.6
gatsby ^4.18.2
gatsby-image ^2.11.0
gatsby-plugin-google-analytics ^4.25.0
gatsby-plugin-manifest ^4.25.0
gatsby-plugin-offline ^5.25.0
gatsby-plugin-plausible ^0.0.7
gatsby-plugin-react-helmet ^5.25.0
gatsby-plugin-react-svg ^3.3.0
gatsby-plugin-remove-trailing-slashes ^4.19.0
gatsby-plugin-sass ^5.25.0
gatsby-plugin-sass-resources ^3.0.1
gatsby-plugin-sharp ^4.25.0
gatsby-plugin-sitemap ^5.25.0
gatsby-remark-copy-linked-files ^5.25.0
gatsby-remark-images ^6.25.0
gatsby-remark-prismjs ^6.25.0
gatsby-remark-smartypants ^5.25.0
gatsby-remark-unwrap-images ^1.0.2
gatsby-source-filesystem ^4.25.0
gatsby-transformer-remark ^5.25.1
gatsby-transformer-sharp ^4.25.0
html-to-react ^1.3.4
parse-numeric-range 0.0.2
prismjs ^1.15.0
react ^16.8.2
react-dom ^16.8.2
react-helmet ^5.2.0
react-jss ^8.6.1
rehype-react ^3.1.0
remark-react ^5.0.1
slugify ^1.3.6

requirements.txt pypi

black >=22.0,<23.0
blis >=0.7.8,<0.8.0
catalogue >=2.0.4,<2.1.0
confection >=0.0.1,<1.0.0
contextvars >=2.4,<3
coverage >=5.0.0,<8.0.0
cymem >=2.0.2,<2.1.0
cython >=0.25.0,<3.0
dataclasses >=0.6,<1.0
flake8 >=3.5.0,<3.6.0
hypothesis >=3.27.0,<7.0.0
importlib_resources *
ipykernel >=5.1.4,<5.2.0
ml_datasets >=0.2.0,<0.3.0
mock >=2.0.0,<3.0.0
murmurhash >=1.0.2,<1.1.0
mypy >=0.990,<0.1000
nbconvert >=5.6.1,<6.2.0
nbformat >=5.0.4,<5.2.0
numpy >=1.15.0
packaging >=20.0
pathy >=0.3.5
preshed >=3.0.2,<3.1.0
pydantic >=1.7.4,
pytest >=5.2.0,
pytest-cov >=2.7.0,<5.0.0
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