https://github.com/arogozhnikov/einops

cupy deep-learning einops jax mlx numpy pytorch tensor tensorflow

Score: 29.623239553028778

Last synced: 1 day ago
JSON representation

Repository metadata:

Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)

Host: GitHub
URL: https://github.com/arogozhnikov/einops
Owner: arogozhnikov
License: mit
Created: 2018-09-22T00:45:08.000Z (about 8 years ago)
Default Branch: main
Last Pushed: 2026-08-26T08:23:21.000Z (2 months ago)
Last Synced: 2026-11-03T18:13:19.691Z (5 days ago)
Topics: cupy, deep-learning, einops, jax, mlx, numpy, pytorch, tensor, tensorflow
Language: Python
Homepage: https://einops.rocks
Size: 2.69 MB
Stars: 9,630
Watchers: 60
Forks: 406
Open Issues: 45
Metadata Files:
- Readme: README.md
- License: LICENSE
- Citation: CITATION.cff

Owner metadata:

Name: Alex Rogozhnikov
Login: arogozhnikov
Email:
Kind: user
Description: ML + Science, einops, scientific tools, protein design
Website: https://arogozhnikov.github.io
Location: San Francisco
Twitter:
Company:
Icon url: https://avatars.githubusercontent.com/u/6318811?u=5e99e15d9400a4bd8a449939093d38df94fd3e90&v=4
Repositories: 56
Last Synced at: 2026-11-06T14:05:45.134Z
Profile URL: https://github.com/arogozhnikov

GitHub Events

Total

Create event: 25
Delete event: 24
Discussion event: 1
Fork event: 41
Issue comment event: 80
Issues event: 36
Pull request event: 39
Pull request review comment event: 12
Pull request review event: 14
Push event: 93
Release event: 4
Watch event: 777
Total: 1146

Last Year

Create event: 10
Delete event: 10
Discussion event: 1
Fork event: 7
Issue comment event: 9
Issues event: 5
Pull request event: 13
Push event: 42
Release event: 1
Watch event: 67
Total: 165

Committers metadata

Last synced: 2 days ago

Total Commits: 668
Total Committers: 36
Avg Commits per committer: 18.556
Development Distribution Score (DDS): 0.15

Commits in past year: 37
Committers in past year: 5
Avg Commits per committer in past year: 7.4
Development Distribution Score (DDS) in past year: 0.351

Name	Email	Commits
Alex Rogozhnikov	i**m@g**m	568
MilesCranmer	m**r@g**m	39
Joren Hammudoglu	j**u@g**m	10
Cristian Garcia	c**8@g**m	9
Dmitriy (Dima) Serdyuk	d**k@g**m	3
Ldpe2G	l**g@g**m	3
zhouwei25	z**5@b**m	3
Olle Månsson	3****a	2
Davi Silva	b**s@g**m	2
Adam Kowalski	a**k@g**m	2
59rentainhe	5**7@q**m	2
Atwam	c**d@h**m	1
Christoph Boeddeker	b****r	1
Daniel Havir	h**l@g**m	1
David Rubinstein	d****n	1
Ethan Pronovost	e**1@g**m	1
Garrett Mooney	4****y	1
Guilherme Leobas	g**s@g**m	1
Ștefan Săftescu	s**u@g**m	1
ifsheldon	3****n	1
eadadi	3****i	1
Vladyslav Khaitov	V****a	1
Robin Kahlow	r**w@w**e	1
Rico Rodriguez	r**z@g**m	1
Ricardo Vieira	2****4	1
Ravi Kalia	r**a@g**m	1
Qile	4****7	1
Piotr Żelasko	p**r@g**m	1
Phil Wang	l**s@g**m	1
NelsonGon	g**o@h**m	1
and 6 more...

Issue and Pull Request metadata

Last synced: 2 days ago

Total issues: 203
Total pull requests: 228
Average time to close issues: 6 months
Average time to close pull requests: 27 days
Total issue authors: 147
Total pull request authors: 58
Average comments per issue: 2.72
Average comments per pull request: 0.8
Merged pull request: 185
Bot issues: 0
Bot pull requests: 0

Past year issues: 4
Past year pull requests: 56
Past year average time to close issues: 21 days
Past year average time to close pull requests: 5 days
Past year issue authors: 4
Past year pull request authors: 14
Past year average comments per issue: 2.75
Past year average comments per pull request: 0.39
Past year merged pull request: 36
Past year bot issues: 0
Past year bot pull requests: 0

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

Top Issue Authors

arogozhnikov (33)
yurivict (4)
shoyer (4)
MilesCranmer (3)
CDitzel (3)
LukasDrude (2)
nicolas-dufour (2)
lucidrains (2)
befelix (2)
Conchylicultor (2)
StephenHogg (2)
bhishanpdl (2)
ahatamiz (2)
lkhphuc (2)
yunzqq (2)

Top Pull Request Authors

arogozhnikov (137)
jorenham (17)
ifsheldon (2)
Afloat16 (2)
luke-carlson (2)
pzread (2)
project-delphi (2)
Robertboy18 (2)
lvyufeng (2)
HydrogenSulfate (2)
dmitriy-serdyuk (2)
jzhang533 (2)
VladKha (2)
ricardoV94 (2)
MilesCranmer (2)

Top Issue Labels

feature suggestion (52)
bug (31)
question (14)
enhancement (12)
backend bug (7)
wontfix (4)
help wanted (1)
Long term (1)
good first issue (1)
context required (1)

Top Pull Request Labels

Package metadata

Total packages: 16
Total downloads:
- pypi: 20,655,675 last-month
Total docker downloads: 378,307
Total dependent packages: 888 (may contain duplicates)
Total dependent repositories: 14,524 (may contain duplicates)
Total versions: 57
Total maintainers: 3

pypi.org: einops

A new flavour of deep learning operations

Homepage: https://github.com/arogozhnikov/einops
Documentation: https://einops.readthedocs.io/
Licenses: MIT
Latest release: 0.8.2 (published 10 months ago)
Last Synced: 2026-11-06T04:08:32.459Z (2 days ago)
Versions: 18
Dependent Packages: 871
Dependent Repositories: 14,487
Downloads: 20,655,675 Last month
Docker Downloads: 378,307
Rankings:
- Dependent packages count: 0.034%
- Dependent repos count: 0.071%
- Downloads: 0.128%
- Stargazers count: 0.317%
- Average: 0.799%
- Docker downloads count: 1.358%
- Forks count: 2.886%
Maintainers (1)
- alex.rogozhnikov

proxy.golang.org: github.com/arogozhnikov/einops

Homepage:
Documentation: https://pkg.go.dev/github.com/arogozhnikov/einops#section-documentation
Licenses: mit
Latest release: v0.8.2 (published 10 months ago)
Last Synced: 2026-11-06T04:08:29.069Z (2 days ago)
Versions: 11
Dependent Packages: 0
Dependent Repositories: 1
Rankings:
- Stargazers count: 0.812%
- Forks count: 1.667%
- Average: 4.187%
- Dependent repos count: 4.717%
- Dependent packages count: 9.553%

spack.io: py-einops

Flexible and powerful tensor operations for readable and reliable code. Supports numpy, pytorch, tensorflow, and others.

Homepage: https://github.com/arogozhnikov/einops
Licenses: []
Latest release: 0.8.2 (published 9 months ago)
Last Synced: 2026-11-06T04:08:27.917Z (2 days ago)
Versions: 8
Dependent Packages: 6
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Stargazers count: 1.709%
- Average: 4.808%
- Forks count: 5.905%
- Dependent packages count: 11.616%
Maintainers (1)
- adamjstewart

conda-forge.org: einops

Flexible and powerful tensor operations for readable and reliable code. Supports numpy, pytorch, tensorflow, and others.

Homepage: https://github.com/arogozhnikov/einops
Licenses: MIT
Latest release: 0.4.1 (published over 4 years ago)
Last Synced: 2026-10-26T07:29:01.256Z (13 days ago)
Versions: 6
Dependent Packages: 11
Dependent Repositories: 36
Rankings:
- Stargazers count: 4.237%
- Dependent packages count: 5.484%
- Dependent repos count: 6.073%
- Average: 6.506%
- Forks count: 10.23%

anaconda.org: einops

Flexible and powerful tensor operations for readable and reliable code. Supports numpy, pytorch, tensorflow, and others.

Homepage: https://einops.rocks/
Licenses: MIT
Latest release: 0.8.1 (published 10 months ago)
Last Synced: 2026-08-22T09:28:16.526Z (3 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent packages count: 38.851%
- Average: 40.606%
- Dependent repos count: 42.362%