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neuralgcm

Hybrid ML + physics model of the Earth's atmosphere

https://github.com/neuralgcm/neuralgcm

Science Score: 36.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ✓
    Academic publication links
    Links to: arxiv.org
  • ○
    Committers with academic emails
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (4.4%) to scientific vocabulary

Keywords

climate neuralgcm weather

Keywords from Contributors

distribution jax deep-neural-networks interpretability reinforcement-learning distributed-computing profiles pypi observability gradient-boosting
Last synced: 6 months ago · JSON representation

Repository

Hybrid ML + physics model of the Earth's atmosphere

Basic Info
Statistics
  • Stars: 861
  • Watchers: 14
  • Forks: 106
  • Open Issues: 44
  • Releases: 5
Topics
climate neuralgcm weather
Created about 2 years ago · Last pushed 6 months ago
Metadata Files
Readme Contributing 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.

To stay up to date on NeuralGCM, subscribe to our mailing list!

Owner

  • Name: neuralgcm
  • Login: neuralgcm
  • Kind: organization

GitHub Events

Total
  • Create event: 198
  • Release event: 3
  • Issues event: 45
  • Watch event: 135
  • Delete event: 201
  • Issue comment event: 78
  • Push event: 799
  • Pull request review event: 1
  • Pull request event: 421
  • Fork event: 23
Last Year
  • Create event: 198
  • Release event: 3
  • Issues event: 45
  • Watch event: 135
  • Delete event: 201
  • Issue comment event: 78
  • Push event: 799
  • Pull request review event: 1
  • Pull request event: 421
  • Fork event: 23

Committers

Last synced: 6 months ago

All Time
  • Total Commits: 295
  • Total Committers: 18
  • Avg Commits per committer: 16.389
  • Development Distribution Score (DDS): 0.536
Past Year
  • Commits: 229
  • Committers: 14
  • Avg Commits per committer: 16.357
  • Development Distribution Score (DDS): 0.568
Top Committers
Name Email Commits
Stephan Hoyer s****r@g****m 137
Dmitrii Kochkov d****v@g****m 109
Janni Yuval j****l@g****m 22
Ian Langmore l****e@g****m 7
NeuralGCM authors n****y@g****m 5
Jake VanderPlas v****s@g****m 3
Adam Subel a****l@g****m 1
Cristian Garcia c****e@g****m 1
Alejandro Saucedo a****e@g****m 1
Colin Gaffney c****y@g****m 1
Cristian Garcia c****8@g****m 1
Ivy Zheng i****g@g****m 1
Jacob Burnim j****m@g****m 1
Parker Schuh p****s@g****m 1
Peter Hawkins p****s@g****m 1
Sergei Lebedev s****v@g****m 1
Yue Sheng y****s@g****m 1
dependabot[bot] 4****] 1
Committer Domains (Top 20 + Academic)
google.com: 15

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 39
  • Total pull requests: 480
  • Average time to close issues: about 1 month
  • Average time to close pull requests: 5 days
  • Total issue authors: 25
  • Total pull request authors: 7
  • Average comments per issue: 1.62
  • Average comments per pull request: 0.04
  • Merged pull requests: 290
  • Bot issues: 2
  • Bot pull requests: 469
Past Year
  • Issues: 32
  • Pull requests: 418
  • Average time to close issues: 7 days
  • Average time to close pull requests: 4 days
  • Issue authors: 22
  • Pull request authors: 5
  • Average comments per issue: 0.88
  • Average comments per pull request: 0.03
  • Merged pull requests: 256
  • Bot issues: 2
  • Bot pull requests: 415
View more stats
Top Authors
Issue Authors
  • weatherforecasterwhai (8)
  • ShihengDuan (3)
  • Steven04453X (2)
  • copybara-service[bot] (2)
  • shoyer (2)
  • leanderloew (2)
  • fdx-z (2)
  • tyyjoanna (1)
  • snumuchan (1)
  • devzhk (1)
  • m13uz (1)
  • whpy (1)
  • JunerLee (1)
  • jswhit (1)
  • anthony-meza (1)
Pull Request Authors
  • copybara-service[bot] (465)
  • shoyer (7)
  • dependabot[bot] (4)
  • kochkov92 (1)
  • SaptarishiD (1)
  • axsaucedo (1)
  • efesurekli (1)
Top Labels
Issue Labels
bug (1)
Pull Request Labels
pull ready (10) dependencies (4)

Packages

  • 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

  • Versions: 5
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 1,669 Last month
Rankings
Dependent packages count: 10.9%
Average: 36.1%
Dependent repos count: 61.4%
Maintainers (1)
Stephan.Hoyer
Last synced: 7 months ago

Dependencies

.github/workflows/ci-build.yml actions
  • actions/cache v2 composite
  • actions/checkout v2 composite
  • actions/setup-python v2 composite
  • styfle/cancel-workflow-action 0.7.0 composite
pyproject.toml pypi
  • dinosaur @git+https://github.com/google-research/dinosaur
  • dm-haiku *
  • gin-config *
  • jax *
  • jaxlib *
  • numpy *
  • optax *
  • pandas *
  • tensorflow_probability *
  • xarray *