CREDIT
An open software platform to train and deploy AI atmospheric prediction model.
https://github.com/ncar/miles-credit
Category: Atmosphere
Sub Category: Meteorological Observation and Forecast
Last synced: about 4 hours ago
JSON representation
Repository metadata
MILES Community Research Digital Intelligence Twin (CREDIT): research platform for AI numerical weather prediction models.
- Host: GitHub
- URL: https://github.com/ncar/miles-credit
- Owner: NCAR
- License: apache-2.0
- Created: 2023-10-27T21:01:07.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2025-06-24T18:55:08.000Z (4 days ago)
- Last Synced: 2025-06-27T19:07:44.426Z (1 day ago)
- Language: Jupyter Notebook
- Homepage: https://miles-credit.readthedocs.io/en/latest/
- Size: 250 MB
- Stars: 46
- Watchers: 14
- Forks: 11
- Open Issues: 17
- Releases: 2
-
Metadata Files:
- Readme: README.md
- License: LICENSE
README.md
NSF NCAR MILES Community Research Earth Digital Intelligence Twin (CREDIT)
About
CREDIT is an open software platform to train and deploy AI atmospheric prediction models. CREDIT offers fast models
that can be flexibly configured both in terms of input data and neural network architecture. The interface is designed
to be user-friendly and enable fast spin-up and iteration. CREDIT is backed by the AI and atmospheric science expertise
of the MILES group and the NSF National Center for Atmospheric Research, leading to design choices that balance advanced
AI/ML with our physical knowledge of the atmosphere.
CREDIT has reached its first stable release with a full set of models, training, and deployment options. It continues
to be under active development. Please contact the MILES group if you have any questions about CREDIT.
MILES CREDIT also provides more detailed documentation with installation
instructions, how to get started training and deploying models, how to interpret the config files, and full API docs.
Citing CREDIT
If you are interested in using CREDIT as part of your research, please cite the following paper:
Schreck, J., Sha, Y., Chapman, W., Kimpara, D., Berner, J., McGinnis, S., Kazadi, A., Sobhani, N., Kirk, B., Gagne, D.J. (2024, November 9).
Community Research Earth Digital Intelligence Twin (CREDIT). arXiv [cs.AI]. http://arxiv.org/abs/2411.07814
Model Weights and Data
Model weights for the CREDIT 6-hour WXFormer and FuXi models and the 1-hour WXFormer are available on huggingface.
Processed ERA5 Zarr Data are available for download through Globus (requires free account) through the CREDIT ERA5 Zarr Files collection.
Scaling/transform values for normalizing the data are available through Globus here.
Support
This software is based upon work supported by the NSF National Center for Atmospheric Research, a major facility sponsored by the
U.S. National Science Foundation under Cooperative Agreement No. 1852977 and managed by the University Corporation for Atmospheric Research. Any opinions, findings and conclusions or recommendations
expressed in this material do not necessarily reflect the views of NSF. Additional support for development was provided by
The NSF AI Institute for Research on Trustworthy AI for Weather, Climate, and Coastal Oceanography (AI2ES) with grant
number RISE-2019758.
Owner metadata
- Name: NSF National Center for Atmospheric Research
- Login: NCAR
- Email:
- Kind: organization
- Description: NSF NCAR is sponsored by the U.S. National Science Foundation and managed by the University Corporation for Atmospheric Research.
- Website: http://ncar.ucar.edu
- Location: Boulder, CO
- Twitter:
- Company:
- Icon url: https://avatars.githubusercontent.com/u/2007542?v=4
- Repositories: 934
- Last ynced at: 2024-04-16T05:55:57.342Z
- Profile URL: https://github.com/NCAR
GitHub Events
Total
- Create event: 35
- Commit comment event: 119
- Release event: 2
- Delete event: 14
- Member event: 1
- Pull request event: 107
- Fork event: 10
- Issues event: 7
- Watch event: 32
- Issue comment event: 43
- Push event: 422
- Public event: 1
- Pull request review comment event: 56
- Pull request review event: 98
Last Year
- Create event: 35
- Commit comment event: 119
- Release event: 2
- Delete event: 14
- Member event: 1
- Pull request event: 107
- Fork event: 10
- Issues event: 7
- Watch event: 32
- Issue comment event: 43
- Push event: 422
- Public event: 1
- Pull request review comment event: 56
- Pull request review event: 98
Committers metadata
Last synced: 3 days ago
Total Commits: 1,151
Total Committers: 13
Avg Commits per committer: 88.538
Development Distribution Score (DDS): 0.586
Commits in past year: 842
Committers in past year: 12
Avg Commits per committer in past year: 70.167
Development Distribution Score (DDS) in past year: 0.5
| Name | Commits | |
|---|---|---|
| Yingkai Sha | y****a@g****m | 477 |
| John Schreck | j****k@g****m | 225 |
| David John Gagne | d****e@g****m | 183 |
| willychap | w****n@u****u | 54 |
| dkimpara | d****a@u****u | 51 |
| dkimpara | d****a@g****m | 50 |
| Seth McGinnis | m****s@u****u | 42 |
| Arnold Kazadi | a****o@g****m | 23 |
| charlie-becker | c****r@u****u | 17 |
| Negin Sobhani | n****3@g****m | 14 |
| ggantos | g****s@u****u | 11 |
| Jay Rothenberger | 3****r | 3 |
| Nihanth Wagmi Cherukuru | n****u@u****u | 1 |
Committer domains:
- ucar.edu: 6
Issue and Pull Request metadata
Last synced: 1 day ago
Total issues: 19
Total pull requests: 136
Average time to close issues: 4 months
Average time to close pull requests: 7 days
Total issue authors: 8
Total pull request authors: 12
Average comments per issue: 1.42
Average comments per pull request: 0.65
Merged pull request: 125
Bot issues: 0
Bot pull requests: 0
Past year issues: 11
Past year pull requests: 80
Past year average time to close issues: 2 months
Past year average time to close pull requests: 7 days
Past year issue authors: 6
Past year pull request authors: 12
Past year average comments per issue: 1.09
Past year average comments per pull request: 0.74
Past year merged pull request: 73
Past year bot issues: 0
Past year bot pull requests: 0
Top Issue Authors
- dkimpara (6)
- yingkaisha (5)
- sethmcg (2)
- jsschreck (2)
- charlie-becker (1)
- NihanthCW (1)
- WillyChap (1)
- djgagne (1)
Top Pull Request Authors
- jsschreck (46)
- yingkaisha (35)
- WillyChap (15)
- dkimpara (14)
- djgagne (12)
- sethmcg (4)
- kanz76 (3)
- negin513 (2)
- charlie-becker (2)
- ggantos (1)
- NihanthCW (1)
- stanleyakor1 (1)
Top Issue Labels
Top Pull Request Labels
- bug (2)
- enhancement (1)
Package metadata
- Total packages: 2
- Total downloads: unknown
- Total dependent packages: 0 (may contain duplicates)
- Total dependent repositories: 0 (may contain duplicates)
- Total versions: 4
proxy.golang.org: github.com/NCAR/miles-credit
- Homepage:
- Documentation: https://pkg.go.dev/github.com/NCAR/miles-credit#section-documentation
- Licenses: apache-2.0
- Latest release: v2025.2.0+incompatible (published 2 months ago)
- Last Synced: 2025-06-27T19:06:05.201Z (1 day ago)
- Versions: 2
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 5.395%
- Average: 5.576%
- Dependent repos count: 5.758%
proxy.golang.org: github.com/ncar/miles-credit
- Homepage:
- Documentation: https://pkg.go.dev/github.com/ncar/miles-credit#section-documentation
- Licenses: apache-2.0
- Latest release: v2025.2.0+incompatible (published 2 months ago)
- Last Synced: 2025-06-27T19:06:05.586Z (1 day ago)
- Versions: 2
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 5.395%
- Average: 5.576%
- Dependent repos count: 5.758%
Dependencies
- actions/checkout v4 composite
- mamba-org/setup-micromamba v1 composite
- actions/checkout v4 composite
- actions/download-artifact v4 composite
- actions/setup-python v5 composite
- actions/upload-artifact v4 composite
- pypa/gh-action-pypi-publish release/v1 composite
Score: -Infinity