Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.10
Licence
LGPL-3.0-or-later
Last Release
1 month ago
Author
DeepModeling
First Release
January 1, 2020
Total Releases
67
Python Versions
3.10
3.11
3.12
3.13
No reported malware or high/critical advisories · Details
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
74
Adoption
84
Community
90
Provenance
100
How the maintenance status was determined
Last commit
7 days ago
Monthly downloads
27,529
•
Active
Activity within 30 days
Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
27,529
Stars
2,055
Stars per 1k downloads
74.65
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
•
Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
1,495
Month daily avg
918
Momentum
+62.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.10
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
•
Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
LGPL-3.0-or-later
Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
•
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
57 days ago
Total releases
67
Releases/year
9.9
Rapid
Last release within 365 days and > 12 releases/year
•
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
99
Monthly downloads
27,529
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
•
Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
100
Issue Burden
81.8
per 1k stars
Discussions
629.7
per 1k stars
Fork Ratio
15.0%
contrib / forks
Stale Release
No
PR Velocity
Active
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
349
Windows
47
macOS
25
Python Versions
3.12
66.7%
278
3.14
15.1%
63
3.11
12.0%
50
3.13
3.4%
14
3.10
2.9%
12
Top Countries
1.
US
378
US
2.
RU
335
RU
3.
CN
74
CN
4.
HK
16
HK
5.
SG
14
SG
6.
JP
11
JP
7.
DE
6
DE
8.
NL
4
NL
9.
TW
4
TW
10.
CA
3
CA
Weekly Downloads
GitHub Stars *
Dependencies
15
- array-api-compat
- dargs >=0.4.7
- einops
- h5py
-
importlib-metadata
>=1.4
python_version < "3.8"
- lmdb
- mendeleev
- ml-dtypes
- msgpack
- numpy >=1.21
- packaging
- pyyaml
- scipy
- typing-extensions >=4.0.0
- wcmatch
62 optional dependencies
-
array-api-strict>=2.2[test]python_version >= "3.9" and extra == "test"
-
ase[docs]extra == "docs"
-
ase>=3.23.0[test]extra == "test"
-
ase[dpa-adapt]extra == "dpa-adapt"
-
breathe[docs]extra == "docs"
-
dargs>=0.3.4[docs]extra == "docs"
-
deepmodeling-sphinx>=0.3.0[docs]extra == "docs"
-
dpdata[dpa-adapt]extra == "dpa-adapt"
-
dpdata>=0.2.7[test]extra == "test"
-
dpgui[gui]extra == "gui"
-
dpgui[test]extra == "test"
-
e3nn>=0.5.9[torch]extra == "torch"
-
e3nn[dpa-adapt]extra == "dpa-adapt"
-
exhale>=0.3.7[docs]extra == "docs"
-
flax>=0.10.0[jax]python_version >= "3.10" and extra == "jax"
-
h5py!=3.11.0,>=3.6.0[gpu]platform_system == "Linux" and platform_machine == "aarch64" and extra == "gpu"
-
h5py!=3.11.0,>=3.6.0[cpu]platform_system == "Linux" and platform_machine == "aarch64" and extra == "cpu"
-
horovod[mpi]extra == "mpi"
-
ipi[ipi]extra == "ipi"
-
jax>=0.4.33[jax]python_version >= "3.10" and extra == "jax"
-
lammps~=2025.7.22.2.0[lmp]extra == "lmp"
-
mpi4py[mpi]extra == "mpi"
-
myst-nb>=1.4.0[docs]extra == "docs"
-
myst-parser>=5.1.0[docs]extra == "docs"
-
numpydoc[docs]extra == "docs"
-
nvalchemi-toolkit[nvalchemi]python_version >= "3.11" and python_version < "3.14" and platform_system == "Linux" and extra == "nvalchemi"
-
nvalchemi-toolkit[test]python_version >= "3.11" and python_version < "3.14" and platform_system == "Linux" and extra == "test"
-
nvalchemi-toolkit-ops>=0.3.1[torch]python_version >= "3.11" and platform_system == "Linux" and extra == "torch"
-
nvidia-cublas-cu12[cu12]extra == "cu12"
-
nvidia-cuda-nvcc-cu12[cu12]extra == "cu12"
-
nvidia-cuda-runtime-cu12[cu12]extra == "cu12"
-
nvidia-cudnn-cu12[cu12]extra == "cu12"
-
nvidia-cufft-cu12[cu12]extra == "cu12"
-
nvidia-curand-cu12[cu12]extra == "cu12"
-
nvidia-cusolver-cu12[cu12]extra == "cu12"
-
nvidia-cusparse-cu12[cu12]extra == "cu12"
-
orbax-checkpoint[jax]python_version >= "3.10" and extra == "jax"
-
pygments-lammps[docs]extra == "docs"
-
pytest[test]extra == "test"
-
pytest-cov[test]extra == "test"
-
pytest-split[test]extra == "test"
-
pytest-sugar[test]extra == "test"
-
pytest-timeout[test]extra == "test"
-
rdkit[dpa-adapt]extra == "dpa-adapt"
-
scikit-learn[test]extra == "test"
-
scikit-learn[dpa-adapt]extra == "dpa-adapt"
-
sphinx>=8[docs]extra == "docs"
-
sphinx-argparse<0.5.0[docs]extra == "docs"
-
sphinx-autoapi<4,>=3.0.0[docs]extra == "docs"
-
sphinx-book-theme[docs]extra == "docs"
-
sphinx-design[docs]extra == "docs"
-
sphinx-remove-toctrees[docs]extra == "docs"
-
sphinxcontrib-bibtex[docs]extra == "docs"
-
sphinxcontrib-moderncmakedomain[docs]extra == "docs"
-
sphinxcontrib-programoutput[docs]extra == "docs"
-
tensorflow[cpu](platform_machine == "aarch64" or (platform_machine == "arm64" and platform_system == "Darwin")) and extra == "cpu"
-
tensorflow[gpu]extra == "gpu"
-
tensorflow-cpu[cpu]platform_machine != "aarch64" and (platform_machine != "arm64" or platform_system != "Darwin") and extra == "cpu"
-
tensorflow-metal[gpu]platform_machine == "arm64" and platform_system == "Darwin" and extra == "gpu"
-
torch[dpa-adapt]extra == "dpa-adapt"
-
torch>=2.1.0[torch]extra == "torch"
-
vesin[torch]extra == "torch"
Used By
4
- ion-csp 618/mo
- deepmd-gnn 541/mo
- dpdata-qdpi 120/mo
- amp-flow 73/mo
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords