PINA

deep-learning differential-equations equation-learning hacktoberfest lightining machine-learning modeling neural-networks neural-operators ode pde physics-informed physics-informed-neural-networks pinn python pytorch pytorch-lightning torch-geometric

Score: 16.491576540546077

Last synced: about 16 hours ago
JSON representation

Repository metadata:

Physics-Informed Neural networks for Advanced modeling

Host: GitHub
URL: https://github.com/mathLab/PINA
Owner: mathLab
License: mit
Created: 2021-11-29T14:09:16.000Z (over 4 years ago)
Default Branch: master
Last Pushed: 2026-04-16T15:46:18.000Z (2 months ago)
Last Synced: 2026-04-17T16:50:09.086Z (2 months ago)
Topics: deep-learning, differential-equations, equation-learning, hacktoberfest, lightining, machine-learning, modeling, neural-networks, neural-operators, ode, pde, physics-informed, physics-informed-neural-networks, pinn, python, pytorch, pytorch-lightning, torch-geometric
Language: Python
Homepage: https://mathlab.github.io/PINA/
Size: 169 MB
Stars: 731
Watchers: 16
Forks: 97
Open Issues: 27
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE.rst
- Code of conduct: CODE_OF_CONDUCT.md
- Citation: CITATION.cff
- Codeowners: .github/CODEOWNERS
- Security: SECURITY.md
- Governance: GOVERNANCE.md
- Maintainers: MAINTAINERS.md

Owner metadata:

Name: SISSA mathLab
Login: mathLab
Email: luca.heltai@sissa.it
Kind: organization
Description: Applied Mathematics Laboratory @ SISSA
Website: http://mathlab.sissa.it
Location: Via Bonomea 265, 34133 Trieste, TS, Italy
Twitter:
Company:
Icon url: https://avatars.githubusercontent.com/u/14195552?v=4
Repositories: 29
Last Synced at: 2024-03-23T12:43:56.360Z
Profile URL: https://github.com/mathLab

GitHub Events

Total

Create event: 120
Delete event: 94
Discussion event: 1
Fork event: 14
Issue comment event: 303
Issues event: 160
Member event: 4
Pull request event: 301
Pull request review comment event: 313
Pull request review event: 366
Push event: 674
Release event: 18
Watch event: 166
Total: 2534

Last Year

Create event: 116
Delete event: 89
Discussion event: 1
Fork event: 14
Issue comment event: 294
Issues event: 155
Member event: 4
Pull request event: 288
Pull request review comment event: 313
Pull request review event: 365
Push event: 663
Release event: 18
Watch event: 159
Total: 2479

Committers metadata

Last synced: 4 months ago

Total Commits: 643
Total Committers: 37
Avg Commits per committer: 17.378
Development Distribution Score (DDS): 0.729

Commits in past year: 337
Committers in past year: 12
Avg Commits per committer in past year: 28.083
Development Distribution Score (DDS) in past year: 0.709

Name	Email	Commits
Dario Coscia	9****a	174
Nicola Demo	d**a@g**m	143
FilippoOlivo	f**o@f**m	98
giovanni	g**8@y**t	70
github-actions[bot]	4****]	22
Matteo Bertocchi	m**4@g**m	19
Anna Ivagnes	7****s	17
Dario Coscia	d**a@c**t	11
Dario Coscia	d**a@D**l	9
Dario Coscia	d**a@d**t	8
Francesco Andreuzzi	a**o@g**m	8
Giovanni Canali	1****8	8
Kush	5****K	6
Giuseppe Alessio D'Inverno	6****e	6
Zahra Mirzaiyan Dehkordi	z**y@z**t	6
Dario Coscia	d**a@c**t	5
Monthly Tag bot	m**t@n**m	4
Pasquale Africa	p**a@s**t	2
M.Couraud	m**s@c**t	2
Ben Volokh	8****3	2
ajacoby9	a**y@g**m	2
Lorenzo Tomada	1****a	2
Daniel S. Katz	d**z@i**g	2
cyberguli	g**a@a**t	2
Dario Coscia	d**a@d**t	2
Dario Coscia	d**a@d**t	2
Dario Coscia	d**a@c**t	1
avisquid	1****d	1
luAndre00	1****0	1
Dario Coscia	d**a@c**t	1
and 7 more...

Issue and Pull Request metadata

Last synced: 8 months ago

Total issues: 189
Total pull requests: 547
Average time to close issues: about 2 months
Average time to close pull requests: 9 days
Total issue authors: 33
Total pull request authors: 32
Average comments per issue: 1.18
Average comments per pull request: 1.07
Merged pull request: 398
Bot issues: 0
Bot pull requests: 60

Past year issues: 87
Past year pull requests: 232
Past year average time to close issues: about 1 month
Past year average time to close pull requests: 4 days
Past year issue authors: 10
Past year pull request authors: 14
Past year average comments per issue: 0.37
Past year average comments per pull request: 1.43
Past year merged pull request: 143
Past year bot issues: 0
Past year bot pull requests: 27

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

Top Issue Authors

dario-coscia (66)
ndem0 (33)
GiovanniCanali (18)
LoveFrootLoops (8)
FilippoOlivo (7)
annaivagnes (5)
gc031298 (5)
dgm2 (5)
karthikncsuiisc (5)
luAndre00 (4)
Bovhasselt (3)
AleDinve (3)
yorkiva (2)
karfungc (2)
akshaysubr (2)

Top Pull Request Authors

dario-coscia (211)
ndem0 (91)
github-actions[bot] (60)
FilippoOlivo (48)
GiovanniCanali (25)
annaivagnes (18)
AleDinve (12)
gc031298 (10)
fAndreuzzi (9)
SpartaKushK (8)
benv123 (8)
MatteB03 (8)
guglielmopadula (7)
ZahraMirzaiyan (4)
mathayay (3)

Top Issue Labels

enhancement (73)
bug (61)
help wanted (18)
high priority (18)
v0.2 (18)
question (9)
low priority (7)
tutorials (7)
good first issue (6)
maintenance (5)
v0.1 (4)
documentation (3)
duplicate (2)
priority (1)
wontfix (1)

Top Pull Request Labels

pr-to-review (122)
enhancement (53)
pr-to-fix (38)
maintenance (33)
v0.2 (29)
bug (25)
high priority (21)
v0.1 (10)
tutorials (9)
low priority (5)
documentation (4)
help wanted (1)

Package metadata

Total packages: 1
Total downloads:
- pypi: 516 last-month
Total dependent packages: 0
Total dependent repositories: 1
Total versions: 28
Total maintainers: 1

pypi.org: pina-mathlab

Physic Informed Neural networks for Advance modeling.

Homepage: https://mathlab.github.io/PINA/
Documentation: https://pina-mathlab.readthedocs.io/
Licenses: MIT
Latest release: 0.2.3 (published 9 months ago)
Last Synced: 2025-10-31T04:09:50.481Z (8 months ago)
Versions: 28
Dependent Packages: 0
Dependent Repositories: 1
Downloads: 516 Last month
Rankings:
- Stargazers count: 5.318%
- Forks count: 6.384%
- Dependent packages count: 10.06%
- Average: 11.133%
- Downloads: 12.27%
- Dependent repos count: 21.634%
Maintainers (1)
- ndemo

Dependencies

.github/workflows/ci.yml actions

actions/checkout v2 composite
actions/setup-python v2 composite

.github/workflows/create-release.yml actions

actions/checkout v2 composite
ncipollo/release-action v1 composite

.github/workflows/monthly-tag.yml actions

actions/checkout v2 composite
actions/setup-python v2 composite

.github/workflows/pypi-publish.yml actions

actions/checkout v2 composite
actions/setup-python v1 composite
pypa/gh-action-pypi-publish master composite

.github/workflows/sphinx-build.yml actions

actions/checkout v2 composite
ammaraskar/sphinx-action master composite
peaceiris/actions-gh-pages v3 composite

.github/workflows/testing_pr.yml actions

actions/checkout v2 composite
actions/setup-python v2 composite

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