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CederGroupHub / chgnet

Pretrained universal neural network potential for charge-informed atomistic modeling https://chgnet.lbl.gov

Why this job: works in the areas we cover, but does not say which job it does

What it does

CHGNet highlights its ability to study electron interactions and charge distribution in atomistic modeling with near DFT accuracy. The charge inference is realized by regularizing the atom features with DFT magnetic moments, which carry rich information about both local ionic environments and charge distribution.

Get started

pip install chgnet
Maintenance
Active
Last commit 58 days ago
Stars
414
+1 this week
Licence
Custom
Read before business use
Downloads for
None listed
No release files
Latest version
v0.4.2
Released 13 months ago
Built with
Python
74% of the code

Is it looked after?

Contributors
Not stated
Last 90 days
Issues
94% closed
5 still open
Pull requests
100 merged
3 waiting
Releases
19
0 in the last year

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More: languages, topics and project record

Languages

  • Python 74%
  • C 22%
  • Cython 1%
  • CSS 1%

Topics

  • atomistic-simulations
  • charge-distribution
  • charge-transport
  • computational-materials-science
  • force-fields
  • graph-neural-networks
  • machine-learning

Project record

  • JobOther AI tools
  • StatusListed
  • Commits452
  • Forks104
  • Watching6
  • Stars in 28 days+2
  • CreatedFeb 24, 2023
  • First seen by usNov 7, 2026
  • CheckedNov 8, 2026

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