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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

Keywords from Contributors

weather grib hugo

Last synced: about 19 hours ago
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Repository metadata

MILES Community Research Digital Intelligence Twin (CREDIT): research platform for AI numerical weather prediction models.

README.md

NSF NCAR MILES Community Research Earth Digital Intelligence Twin (CREDIT)

DOI
PyPI - Version
arXiv

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

GitHub Events

Total
Last Year

Committers metadata

Last synced: about 1 month ago

Total Commits: 1,504
Total Committers: 23
Avg Commits per committer: 65.391
Development Distribution Score (DDS): 0.66

Commits in past year: 614
Committers in past year: 21
Avg Commits per committer in past year: 29.238
Development Distribution Score (DDS) in past year: 0.752

Name Email Commits
Yingkai Sha y****a@g****m 511
John Schreck j****k@g****m 289
David John Gagne d****e@g****m 250
Seth McGinnis m****s@u****u 148
willychap w****n@u****u 74
dkimpara d****a@u****u 51
dkimpara d****a@g****m 50
Arnold Kazadi a****o@g****m 23
charlie-becker c****r@u****u 19
Katelyn FitzGerald 7****d 19
Negin Sobhani n****3@g****m 16
ggantos g****s@u****u 11
Ben Kirk b****k@u****u 8
sgpearse p****e@u****u 6
Stanley Akor s****r@c****u 6
Stanley Akor s****r@c****u 6
Stanley Akor s****r@c****u 4
Jay Rothenberger 3****r 3
Nihanth Wagmi Cherukuru n****u@u****u 3
dependabot[bot] 4****] 3
Stanley Akor s****r@u****u 2
“kjmayer” “****r@u****” 1
Stanley Akor s****r@c****u 1

Committer domains:

Issue and Pull Request metadata

Last synced: 6 days ago

Total issues: 37
Total pull requests: 205
Average time to close issues: 4 months
Average time to close pull requests: 9 days
Total issue authors: 12
Total pull request authors: 17
Average comments per issue: 0.89
Average comments per pull request: 0.68
Merged pull request: 161
Bot issues: 0
Bot pull requests: 3

Past year issues: 22
Past year pull requests: 115
Past year average time to close issues: about 1 month
Past year average time to close pull requests: 8 days
Past year issue authors: 9
Past year pull request authors: 16
Past year average comments per issue: 0.41
Past year average comments per pull request: 0.63
Past year merged pull request: 81
Past year bot issues: 0
Past year bot pull requests: 3

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/ncar/miles-credit

Top Issue Authors

  • kafitzgerald (8)
  • dkimpara (7)
  • charlie-becker (5)
  • yingkaisha (4)
  • djgagne (3)
  • NihanthCW (2)
  • sethmcg (2)
  • jsschreck (2)
  • kjmayer (1)
  • tmerlis (1)
  • WillyChap (1)
  • sgpearse (1)

Top Pull Request Authors

  • jsschreck (61)
  • yingkaisha (33)
  • djgagne (28)
  • dkimpara (18)
  • WillyChap (14)
  • kanz76 (11)
  • kafitzgerald (8)
  • charlie-becker (6)
  • sethmcg (5)
  • stanleyakor1 (4)
  • sgpearse (3)
  • dependabot[bot] (3)
  • NihanthCW (3)
  • kjmayer (2)
  • benkirk (2)

Top Issue Labels

  • bug (2)
  • github_actions (1)
  • help wanted (1)
  • enhancement (1)

Top Pull Request Labels

  • dependencies (3)
  • github_actions (3)
  • bug (1)
  • enhancement (1)

Package metadata

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: v2025.3.0+incompatible (published 4 months ago)
  • Last Synced: 2026-01-09T11:26:40.117Z (6 days ago)
  • Versions: 3
  • 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: v2025.3.0+incompatible (published 4 months ago)
  • Last Synced: 2026-01-09T11:26:38.483Z (6 days ago)
  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Dependent packages count: 5.395%
    • Average: 5.576%
    • Dependent repos count: 5.758%

Dependencies

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  • actions/upload-artifact v4 composite
  • pypa/gh-action-pypi-publish release/v1 composite
pyproject.toml pypi
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  • sphinx *
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  • torch *
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  • torchvision *
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requirements.txt pypi
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  • segmentation-models-pytorch *
  • torch *
  • torch-harmonics *
  • torch_geometric *
  • torchvision *
  • xarray *
  • zarr *
setup.py pypi

Score: -Infinity