NeuralGCM
A package for building hybrid ML+Physics atmospheric models for weather and climate simulations.
https://github.com/neuralgcm/neuralgcm
Keywords from Contributors
neuralgcm climate weather convolutional-neural-network jax transformers python-framework distributed bayesian-methods probabilistic-programming
Last synced: 3 days ago
JSON representation
Acceptance Criteria
- Revelant topics? false
- External users? true
- Open source license? true
- Active? true
- Fork? false
Repository metadata
Hybrid ML + physics model of the Earth's atmosphere
- Host: GitHub
- URL: https://github.com/neuralgcm/neuralgcm
- Owner: neuralgcm
- License: apache-2.0
- Created: 2024-02-05T16:18:12.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2026-05-20T13:50:17.000Z (24 days ago)
- Last Synced: 2026-06-02T01:03:38.860Z (11 days ago)
- Language: Python
- Homepage: https://neuralgcm.readthedocs.io
- Size: 15.4 MB
- Stars: 978
- Watchers: 16
- Forks: 126
- Open Issues: 63
- Releases: 5
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
README.md
Neural General Circulation Models for Weather and Climate
NeuralGCM is a Python library for building hybrid ML/physics atmospheric models
for weather and climate simulation.
- Paper
- Documentation
- License:
- Code: Apache License, Version 2.0
- Trained model weights: Creative Commons Attribution-ShareAlike 4.0 International.
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Owner metadata
- Name: neuralgcm
- Login: neuralgcm
- Email:
- Kind: organization
- Description:
- Website:
- Location:
- Twitter:
- Company:
- Icon url: https://avatars.githubusercontent.com/u/190404709?v=4
- Repositories: 1
- Last ynced at: 2024-12-04T05:03:56.456Z
- Profile URL: https://github.com/neuralgcm
GitHub Events
Total
- Release event: 3
- Delete event: 305
- Pull request event: 540
- Fork event: 26
- Issues event: 50
- Watch event: 169
- Issue comment event: 82
- Push event: 1269
- Pull request review event: 1
- Create event: 300
Last Year
- Delete event: 148
- Pull request event: 205
- Fork event: 9
- Issues event: 8
- Watch event: 61
- Issue comment event: 7
- Push event: 632
- Create event: 147
Committers metadata
Last synced: 8 days ago
Total Commits: 565
Total Committers: 22
Avg Commits per committer: 25.682
Development Distribution Score (DDS): 0.451
Commits in past year: 304
Committers in past year: 13
Avg Commits per committer in past year: 23.385
Development Distribution Score (DDS) in past year: 0.276
| Name | Commits | |
|---|---|---|
| Dmitrii Kochkov | d****v@g****m | 310 |
| Stephan Hoyer | s****r@g****m | 168 |
| Janni Yuval | j****l@g****m | 44 |
| Ian Langmore | l****e@g****m | 7 |
| Jianing Fang | j****g@g****m | 6 |
| NeuralGCM authors | n****y@g****m | 5 |
| Jake VanderPlas | v****s@g****m | 3 |
| Cristian Garcia | c****8@g****m | 3 |
| Cristian Garcia | c****e@g****m | 2 |
| Amer Elsheikh | a****e@g****m | 2 |
| Ignacio Lopez-Gomez | i****p@g****m | 2 |
| Parker Schuh | p****s@g****m | 2 |
| Sergei Lebedev | s****v@g****m | 2 |
| Alejandro Saucedo | a****e@g****m | 1 |
| Colin Gaffney | c****y@g****m | 1 |
| Ivy Zheng | i****g@g****m | 1 |
| Jacob Burnim | j****m@g****m | 1 |
| Matej Aleksandrov | m****v@g****m | 1 |
| Adam Subel | a****l@g****m | 1 |
| Peter Hawkins | p****s@g****m | 1 |
| Yue Sheng | y****s@g****m | 1 |
| dependabot[bot] | 4****] | 1 |
Committer domains:
- google.com: 19
Issue and Pull Request metadata
Last synced: 20 days ago
Total issues: 43
Total pull requests: 556
Average time to close issues: about 1 month
Average time to close pull requests: 5 days
Total issue authors: 27
Total pull request authors: 9
Average comments per issue: 1.58
Average comments per pull request: 0.04
Merged pull request: 326
Bot issues: 3
Bot pull requests: 543
Past year issues: 6
Past year pull requests: 167
Past year average time to close issues: 11 days
Past year average time to close pull requests: 4 days
Past year issue authors: 5
Past year pull request authors: 2
Past year average comments per issue: 0.83
Past year average comments per pull request: 0.02
Past year merged pull request: 79
Past year bot issues: 1
Past year bot pull requests: 166
Top Issue Authors
- weatherforecasterwhai (8)
- ShihengDuan (3)
- copybara-service[bot] (3)
- Steven04453X (2)
- snumuchan (2)
- shoyer (2)
- leanderloew (2)
- fdx-z (2)
- tyyjoanna (1)
- yongquanf (1)
- ViokingTung (1)
- m13uz (1)
- whpy (1)
- JunerLee (1)
- jswhit (1)
Top Pull Request Authors
- copybara-service[bot] (538)
- shoyer (7)
- dependabot[bot] (5)
- kochkov92 (1)
- bpptheo (1)
- SaptarishiD (1)
- axsaucedo (1)
- haqorayush (1)
- efesurekli (1)
Top Issue Labels
- bug (1)
Top Pull Request Labels
- pull ready (10)
- dependencies (5)
Package metadata
- Total packages: 1
-
Total downloads:
- pypi: 1,669 last-month
- Total dependent packages: 0
- Total dependent repositories: 0
- Total versions: 5
- Total maintainers: 1
pypi.org: neuralgcm
Neural General Circulation Models for Weather and Climate
- Homepage:
- Documentation: https://neuralgcm.readthedocs.io/
- Licenses: apache-2.0
- Latest release: 1.2.2 (published 11 months ago)
- Last Synced: 2026-04-01T04:01:49.519Z (2 months ago)
- Versions: 5
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 1,669 Last month
-
Rankings:
- Dependent packages count: 10.898%
- Average: 36.133%
- Dependent repos count: 61.368%
- Maintainers (1)
Dependencies
- dinosaur @git+https://github.com/google-research/dinosaur
- dm-haiku *
- gin-config *
- jax *
- jaxlib *
- numpy *
- optax *
- pandas *
- tensorflow_probability *
- xarray *
- actions/checkout v4 composite
- actions/setup-python v5 composite
- styfle/cancel-workflow-action 0.7.0 composite
- actions/checkout v4 composite
- actions/setup-python v5 composite
- styfle/cancel-workflow-action 0.7.0 composite
- etils-actions/pypi-auto-publish v1 composite
- Jinja2 ==3.1.4
- furo ==2024.4.27
- myst-nb ==1.1.0
- myst-parser ==3.0.1
- sphinx ==7.3.7
Score: 17.459558427384085