NeuroDiffEq: A Python package for solving differential equations with neural networks
NeuroDiffEq: A Python package for solving differential equations with neural networks - Published in JOSS (2020)
https://github.com/NeuroDiffGym/neurodiffeq
Keywords
artificial-intelligence boundary-value-problem deep-learning differential-equations initial-value-problem mathematical-modelling neural-networks ode odes pde-solver physics-informed-neural-networks pinn pypi pytorch scientific-computing time-series
Keywords from Contributors
measur animals transforms archiving conversion annotation compose observation autograd token
Last synced: 2 months ago
JSON representation
Acceptance Criteria
- Revelant topics? true
- External users? true
- Open source license? true
- Active? true
- Fork? false
Repository metadata
A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.
- Host: GitHub
- URL: https://github.com/NeuroDiffGym/neurodiffeq
- Owner: NeuroDiffGym
- License: mit
- Created: 2019-03-28T17:24:54.000Z (almost 7 years ago)
- Default Branch: master
- Last Pushed: 2025-07-27T14:57:38.000Z (5 months ago)
- Last Synced: 2025-10-18T21:54:54.960Z (2 months ago)
- Topics: artificial-intelligence, boundary-value-problem, deep-learning, differential-equations, initial-value-problem, mathematical-modelling, neural-networks, ode, odes, pde-solver, physics-informed-neural-networks, pinn, pypi, pytorch, scientific-computing, time-series
- Language: Python
- Homepage: http://pypi.org/project/neurodiffeq/
- Size: 138 MB
- Stars: 766
- Watchers: 22
- Forks: 99
- Open Issues: 34
- Releases: 0
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
Owner metadata
- Name: NeuroDiffGym
- Login: NeuroDiffGym
- Email:
- Kind: organization
- Description: NeuroDiffGym, Harvard IACS
- Website:
- Location:
- Twitter:
- Company:
- Icon url: https://avatars.githubusercontent.com/u/52180683?v=4
- Repositories: 3
- Last ynced at: 2025-03-05T02:35:19.500Z
- Profile URL: https://github.com/NeuroDiffGym
GitHub Events
Total
- Release event: 1
- Watch event: 72
- Member event: 1
- Push event: 7
- Pull request event: 2
- Fork event: 11
- Create event: 3
Last Year
- Release event: 1
- Watch event: 68
- Member event: 1
- Push event: 7
- Pull request event: 2
- Fork event: 10
- Create event: 3
Committers metadata
Last synced: 2 months ago
Total Commits: 1,112
Total Committers: 22
Avg Commits per committer: 50.545
Development Distribution Score (DDS): 0.423
Commits in past year: 7
Committers in past year: 1
Avg Commits per committer in past year: 7.0
Development Distribution Score (DDS) in past year: 0.0
| Name | Commits | |
|---|---|---|
| Shuheng Liu | w****4@i****m | 642 |
| Feiyu | f****n@g****u | 301 |
| Shivas Jayaram | s****j@g****m | 61 |
| Joy Parikh | f****6@p****n | 27 |
| David Sondak | d****k@s****u | 15 |
| Ashley | l****4@n****u | 12 |
| Augusto Chantada | a****a@h****m | 11 |
| Sathvik Bhagavan | s****n@g****m | 9 |
| Sakzsee | s****v@g****m | 7 |
| dependabot[bot] | 4****] | 6 |
| Elaine | m****a@g****u | 5 |
| ashleyWithMarvin | a****i@m****m | 4 |
| Devansh Agarwal | d****v@g****m | 3 |
| Elaine | e****a@E****l | 1 |
| João Esteves | j****7@i****k | 1 |
| Lakshay Chawla | 5****3 | 1 |
| Marco | m****i@p****t | 1 |
| Ravin Kumar | 1****n | 1 |
| The Codacy Badger | b****r@c****m | 1 |
| jdelpiano | j****o@g****m | 1 |
| matinmoezzi | m****i@o****m | 1 |
| pasquale c | 3****k@o****t | 1 |
Committer domains:
- g.harvard.edu: 2
- outlook.it: 1
- codacy.com: 1
- polimi.it: 1
- ic.ac.uk: 1
- meetmarvin.com: 1
- nyu.edu: 1
- seas.harvard.edu: 1
- pilani.bits-pilani.ac.in: 1
Issue and Pull Request metadata
Last synced: 4 months ago
Total issues: 51
Total pull requests: 72
Average time to close issues: 5 months
Average time to close pull requests: 25 days
Total issue authors: 28
Total pull request authors: 16
Average comments per issue: 3.18
Average comments per pull request: 0.63
Merged pull request: 48
Bot issues: 0
Bot pull requests: 15
Past year issues: 1
Past year pull requests: 1
Past year average time to close issues: N/A
Past year average time to close pull requests: less than a minute
Past year issue authors: 1
Past year pull request authors: 1
Past year average comments per issue: 0.0
Past year average comments per pull request: 0.0
Past year merged pull request: 1
Past year bot issues: 0
Past year bot pull requests: 0
Top Issue Authors
- shuheng-liu (12)
- troyrock (3)
- ma-sadeghi (3)
- sathvikbhagavan (2)
- udemirezen (2)
- feiyu-chen96 (2)
- Arup-nit (2)
- HuynhTran0301 (2)
- ptflores1 (2)
- katayooneshkofti (2)
- devanshkv (2)
- LeonShe (1)
- pabloacera (1)
- dreivmeister (1)
- Zymrael (1)
Top Pull Request Authors
- shuheng-liu (24)
- dependabot[bot] (15)
- sathvikbhagavan (11)
- Lakshay-13 (8)
- mecunha (3)
- AshleighBi (3)
- at-chantada (3)
- P-Kshitij (2)
- samuelperezdi (2)
- Rockdeldiablo (2)
- mr-ravin (2)
- jdelpiano (2)
- devanshkv (1)
- feiyu-chen96 (1)
- shivasj (1)
Top Issue Labels
- enhancement (13)
- bug (4)
- code quality (4)
- question (2)
- usage tips (2)
- good first issue (1)
- docs (1)
Top Pull Request Labels
- dependencies (15)
- enhancement (1)
Package metadata
- Total packages: 1
-
Total downloads:
- pypi: 394 last-month
- Total dependent packages: 0
- Total dependent repositories: 1
- Total versions: 20
- Total maintainers: 1
pypi.org: neurodiffeq
A light-weight & flexible library for solving differential equations using neural networks based on PyTorch.
- Homepage: https://github.com/NeuroDiffGym/neurodiffeq
- Documentation: https://neurodiffeq.readthedocs.io/
- Licenses: MIT License
- Latest release: 0.7.0 (published 6 months ago)
- Last Synced: 2025-10-26T01:43:56.102Z (2 months ago)
- Versions: 20
- Dependent Packages: 0
- Dependent Repositories: 1
- Downloads: 394 Last month
-
Rankings:
- Stargazers count: 2.732%
- Forks count: 5.343%
- Dependent packages count: 10.06%
- Average: 10.084%
- Downloads: 10.65%
- Dependent repos count: 21.634%
- Maintainers (1)
Dependencies
- dill *
- jupyter *
- matplotlib *
- numpy *
- packaging *
- pandas *
- pytest *
- requests *
- scipy *
- seaborn *
- tensorboard *
- torch *
- wheel *
- 109 dependencies
- doc2dash *
- ipython *
- mock *
- nbconvert *
- nbsphinx *
- pandoc *
- recommonmark *
- sphinx *
- sphinx_rtd_theme *
- dill *
- matplotlib *
- numpy *
- packaging *
- pandas *
- pytest *
- requests *
- scipy *
- seaborn *
- tensorboard *
- torch *
- tqdm *
- wheel *
- python 3.8-slim-buster build
- actions/checkout v4 composite
- actions/setup-python v4 composite
- codecov/codecov-action v3 composite
Score: 15.757068392280724