Monthly downloads
4.7K
Weekly downloads
1.5K
GitHub stars
1.2K
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
<3.15,>=3.11
Licence
Apache-2.0
Last Release
2 weeks ago
Author
NVIDIA PhysicsNeMo Team
First Release
May 2, 2024
Total Releases
21
Python Versions
3.11
3.12
3.13
3.14
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
90
Popularity
67
Adoption
36
Community
80
Provenance
0
How the maintenance status was determined
Last commit
8 days ago
Monthly downloads
4,659
•
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
4,659
Stars
1,192
Stars per 1k downloads
255.85
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
213
Month daily avg
155
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
More insights and metrics
Python version support tiers
requires_python
<3.15,>=3.11
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
Apache-2.0
•
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
15 days ago
Total releases
21
Releases/year
8.6
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
66
Monthly downloads
4,659
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
87
Issue Burden
19.3
per 1k stars
Discussions
12.6
per 1k stars
Fork Ratio
23.6%
contrib / forks
Stale Release
No
PR Velocity
Active
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
70
Windows
1
Python Versions
3.12
85.9%
61
3.10
5.6%
4
3.11
5.6%
4
3.13
1.4%
1
3.14
1.4%
1
Top Countries
1.
US
130
US
2.
NL
33
NL
3.
DE
19
DE
4.
SG
4
SG
5.
CN
1
CN
6.
ES
1
ES
7.
TH
1
TH
Weekly Downloads
GitHub Stars
Dependencies
20
- cftime
- fsspec >=2024.2.0
- gcsfs
- h5netcdf >=1.0.0
- h5py >=3.2.0
- huggingface-hub >=0.27.0
- loguru
- netcdf4 <1.7.3,>=1.6.4
- obspec >=0.1
- obstore >=0.8
- pandas
- pyarrow >=14.0.0
- pygrib
- python-dotenv
- rich
- s3fs >=2023.5.0
- torch >=2.5.0
- tqdm >=4.65.0
- xarray >=2023.1.0
- zarr >=3.1.3
242 optional dependencies
-
aiofiles>=23.0.0[serve]extra == "serve"
-
aiofiles>=23.0.0[all]extra == "all"
-
aiohttp>=3.9.0[data]extra == "data"
-
aiohttp>=3.9.0[all]extra == "all"
-
aiohttp-retry>=2.8.3[data]extra == "data"
-
aiohttp-retry>=2.8.3[all]extra == "all"
-
anemoi-models==0.5.1[aifs]extra == "aifs"
-
anemoi-models==0.5.1[aifsens]extra == "aifsens"
-
anemoi-models==0.11.2[aifs2ens]extra == "aifs2ens"
-
anemoi-models<0.9.5,>=0.9.3[aifs2]extra == "aifs2"
-
arraylake>=1.0.0[all]python_version >= "3.12" and extra == "all"
-
arraylake>=1.0.0[data]python_version >= "3.12" and extra == "data"
-
azure-identity>=1.15.0[serve]extra == "serve"
-
azure-identity>=1.15.0[all]extra == "all"
-
azure-storage-blob>=12.19.0[all]extra == "all"
-
azure-storage-blob>=12.19.0[serve]extra == "serve"
-
cbottle[cbottle]python_full_version >= "3.12" and extra == "cbottle"
-
cbottle[all]python_full_version >= "3.12" and extra == "all"
-
cdsapi>=0.7.5[all]extra == "all"
-
cdsapi>=0.7.5[data]extra == "data"
-
cfgrib>=0.9.10.3[all]extra == "all"
-
cfgrib>=0.9.10.3[data]extra == "data"
-
climate-learn[orbit]extra == "orbit"
-
climate-learn[all]extra == "all"
-
cryptography>=41.0.0[all]extra == "all"
-
cryptography>=41.0.0[serve]extra == "serve"
-
cucim-cu13>=25.4.0[cyclone]extra == "cyclone"
-
cucim-cu13>=25.4.0[all]extra == "all"
-
cudf-cu13>=26.2.0[da-interp]extra == "da-interp"
-
cudf-cu13>=26.2.0[da-healda]extra == "da-healda"
-
cudf-cu13>=26.2.0[da-stormcast]extra == "da-stormcast"
-
cudf-cu13>=26.2.0[all]extra == "all"
-
cupy-cuda13x[da-cosmo]extra == "da-cosmo"
-
cupy-cuda13x[all]extra == "all"
-
cupy-cuda13x[cyclone]extra == "cyclone"
-
cupy-cuda13x[da-healda]extra == "da-healda"
-
cupy-cuda13x[da-interp]extra == "da-interp"
-
cupy-cuda13x[da-stormcast]extra == "da-stormcast"
-
dm-haiku>=0.0.14[weathernext]extra == "weathernext"
-
dm-haiku>=0.0.14[all]extra == "all"
-
dm-haiku>=0.0.14[gencast]extra == "gencast"
-
dm-haiku>=0.0.14[graphcast]extra == "graphcast"
-
dm-tree>=0.1.9[graphcast]extra == "graphcast"
-
dm-tree>=0.1.9[weathernext]extra == "weathernext"
-
dm-tree>=0.1.9[gencast]extra == "gencast"
-
dm-tree>=0.1.9[all]extra == "all"
-
earth2grid[dlesym]extra == "dlesym"
-
earth2grid[stormscope]extra == "stormscope"
-
earth2grid[cbottle]extra == "cbottle"
-
earth2grid[all]extra == "all"
-
earth2grid[da-healda]extra == "da-healda"
-
earth2grid[utils]extra == "utils"
-
earthkit-regrid>=0.5.1[aifs2]extra == "aifs2"
-
earthkit-regrid==0.4.0[aifs]extra == "aifs"
-
earthkit-regrid>=0.5.1[aifs2ens]extra == "aifs2ens"
-
earthkit-regrid==0.4.0[aifsens]extra == "aifsens"
-
eccodes>=2.39.2[all]extra == "all"
-
eccodes>=2.39.2[data]extra == "data"
-
eccodeslib>=2.39.2[all]extra == "all"
-
eccodeslib>=2.39.2[data]extra == "data"
-
ecmwf-opendata>=0.3.29[aifs2ens]extra == "aifs2ens"
-
ecmwf-opendata>=0.3.29[all]extra == "all"
-
ecmwf-opendata>=0.3.29[aifsens]extra == "aifsens"
-
ecmwf-opendata>=0.3.29[data]extra == "data"
-
ecmwf-opendata>=0.3.29[aifs]extra == "aifs"
-
ecmwf-opendata>=0.3.29[aifs2]extra == "aifs2"
-
einops>=0.8.1[corrdiff]extra == "corrdiff"
-
einops>=0.8.1[da-cosmo]extra == "da-cosmo"
-
einops>=0.8.1[da-stormcast]extra == "da-stormcast"
-
einops>=0.8.1[cosmo]extra == "cosmo"
-
einops[all]extra == "all"
-
einops[atlas]extra == "atlas"
-
einops>=0.8.1[stormcast]extra == "stormcast"
-
eumdac>=3.1.0[data]extra == "data"
-
eumdac>=3.1.0[all]extra == "all"
-
fastapi>=0.104.0[all]extra == "all"
-
fastapi>=0.104.0[serve]extra == "serve"
-
flash-attn[aifsens]extra == "aifsens"
-
flash-attn[aifs]extra == "aifs"
-
flash-attn[aifs2]extra == "aifs2"
-
flash-attn[aifs2ens]extra == "aifs2ens"
-
flax>=0.10.6[graphcast]extra == "graphcast"
-
flax>=0.10.6[gencast]extra == "gencast"
-
flax>=0.10.6[all]extra == "all"
-
flax>=0.10.6[weathernext]extra == "weathernext"
-
fme==2026.4.0[samudrace]extra == "samudrace"
-
fme[ace2]extra == "ace2"
-
gribberish>=1.5.0[all]python_version >= "3.12" and extra == "all"
-
gribberish>=1.5.0[data]python_version >= "3.12" and extra == "data"
-
hiredis>=2.0.0[serve]extra == "serve"
-
hiredis>=2.0.0[all]extra == "all"
-
httpx>=0.25.0[serve]extra == "serve"
-
httpx>=0.25.0[all]extra == "all"
-
hydra-core>=1.3.2[dlesym]extra == "dlesym"
-
hydra-core>=1.3.0[all]extra == "all"
-
hydra-core>=1.3.0[serve]extra == "serve"
-
icechunk>=2.0.0[all]python_version >= "3.12" and extra == "all"
-
icechunk>=2.0.0[data]python_version >= "3.12" and extra == "data"
-
importlib-metadata[all]extra == "all"
-
importlib-metadata[dlwp]extra == "dlwp"
-
intake-esgf>=2026.1.26[data]python_version >= "3.12" and extra == "data"
-
intake-esgf>=2026.1.26[all]python_version >= "3.12" and extra == "all"
-
jax>=0.4.26[graphcast]extra == "graphcast"
-
jax>=0.4.26[all]extra == "all"
-
jax>=0.4.26[gencast]extra == "gencast"
-
jax>=0.4.26[weathernext]extra == "weathernext"
-
makani[fcn3]extra == "fcn3"
-
makani[all]extra == "all"
-
makani[sfno]extra == "sfno"
-
microsoft-aurora>=2.0.0[aurora]extra == "aurora"
-
microsoft-aurora>=2.0.0[all]extra == "all"
-
moviepy[fcn3]extra == "fcn3"
-
moviepy[sfno]extra == "sfno"
-
moviepy[all]extra == "all"
-
multi-storage-client>=0.44.0[serve]extra == "serve"
-
multi-storage-client>=0.44.0[all]extra == "all"
-
natten[corrdiff-era5-hrrr]python_version < "3.14" and extra == "corrdiff-era5-hrrr"
-
natten[atlas]python_version < "3.14" and extra == "atlas"
-
natten[all]python_version < "3.14" and extra == "all"
-
natten[stormscope]python_version < "3.14" and extra == "stormscope"
-
natten[da-cosmo]python_version < "3.14" and extra == "da-cosmo"
-
natten[stormcast-conus]python_version < "3.14" and extra == "stormcast-conus"
-
natten[cosmo]python_version < "3.14" and extra == "cosmo"
-
nvidia-physicsnemo>=1.0.1[all]extra == "all"
-
nvidia-physicsnemo>=1.3.0[atlas]extra == "atlas"
-
nvidia-physicsnemo>=2.0[corrdiff]extra == "corrdiff"
-
nvidia-physicsnemo>=2.2.0a0[corrdiff-era5-hrrr]extra == "corrdiff-era5-hrrr"
-
nvidia-physicsnemo>=2.2.0[cosmo]extra == "cosmo"
-
nvidia-physicsnemo>=2.2.0[da-cosmo]extra == "da-cosmo"
-
nvidia-physicsnemo>=2.0[da-healda]python_version < "3.14" and extra == "da-healda"
-
nvidia-physicsnemo>=2.0[da-stormcast]extra == "da-stormcast"
-
nvidia-physicsnemo>=2.2.0a0[dlesym]extra == "dlesym"
-
nvidia-physicsnemo>=1.0.1[dlwp]extra == "dlwp"
-
nvidia-physicsnemo>=1.0.1[fcn]extra == "fcn"
-
nvidia-physicsnemo>=2.0[interp-modafno]extra == "interp-modafno"
-
nvidia-physicsnemo>=1.0.1[precip-afno]extra == "precip-afno"
-
nvidia-physicsnemo>=1.0.1[precip-afno-v2]extra == "precip-afno-v2"
-
nvidia-physicsnemo>=1.0.1[solarradiation-afno]extra == "solarradiation-afno"
-
nvidia-physicsnemo>=1.0.1[statistics]extra == "statistics"
-
nvidia-physicsnemo>=2.0[stormcast]extra == "stormcast"
-
nvidia-physicsnemo>=2.2.0[stormcast-conus]extra == "stormcast-conus"
-
nvidia-physicsnemo>=2.1.0[stormscope]extra == "stormscope"
-
nvidia-physicsnemo>=1.0.1[windgust-afno]extra == "windgust-afno"
-
nvtx>=0.2.11[cosmo]extra == "cosmo"
-
nvtx>=0.2.11[corrdiff-era5-hrrr]extra == "corrdiff-era5-hrrr"
-
nvtx>=0.2.11[stormcast]extra == "stormcast"
-
nvtx>=0.2.11[corrdiff]extra == "corrdiff"
-
nvtx>=0.2.11[all]extra == "all"
-
nvtx>=0.2.11[da-cosmo]extra == "da-cosmo"
-
nvtx>=0.2.11[da-stormcast]extra == "da-stormcast"
-
nvtx>=0.2.11[stormcast-conus]extra == "stormcast-conus"
-
nvtx>=0.2.11[stormscope]extra == "stormscope"
-
omegaconf>=2.3.0[da-stormcast]extra == "da-stormcast"
-
omegaconf>=2.3.0[all]extra == "all"
-
omegaconf>=2.3.0[stormscope]extra == "stormscope"
-
omegaconf>=2.3.0[stormcast]extra == "stormcast"
-
omegaconf>=2.3.0[stormcast-conus]extra == "stormcast-conus"
-
omegaconf>=2.3.0[dlesym]extra == "dlesym"
-
onnx[all]extra == "all"
-
onnx[fengwu]extra == "fengwu"
-
onnx[fuxi]extra == "fuxi"
-
onnx[pangu]extra == "pangu"
-
onnxruntime-gpu>=1.21.0[pangu]extra == "pangu"
-
onnxruntime-gpu>=1.21.0[all]extra == "all"
-
onnxruntime-gpu>=1.21.0[fengwu]extra == "fengwu"
-
onnxruntime-gpu>=1.21.0[fuxi]extra == "fuxi"
-
onnxscript[fengwu]extra == "fengwu"
-
onnxscript[pangu]extra == "pangu"
-
onnxscript[all]extra == "all"
-
onnxscript[fuxi]extra == "fuxi"
-
pandas>=2.3.2[samudrace]extra == "samudrace"
-
pandas>=2.3.2[ace2]extra == "ace2"
-
pcodec>=1.0.2[all]python_version >= "3.12" and extra == "all"
-
pcodec>=1.0.2[data]python_version >= "3.12" and extra == "data"
-
prometheus-client>=0.17.0[all]extra == "all"
-
prometheus-client>=0.17.0[serve]extra == "serve"
-
pybufrkit>=0.2.22[data]extra == "data"
-
pybufrkit>=0.2.22[all]extra == "all"
-
pydantic>=2.0.0[all]extra == "all"
-
pydantic>=2.0.0[serve]extra == "serve"
-
pynvml>=12.0.0[sfno]extra == "sfno"
-
pynvml>=12.0.0[all]extra == "all"
-
pyproj>=3.7.1[stormcast]extra == "stormcast"
-
pyproj>=3.7.1[data]extra == "data"
-
pyproj>=3.7.1[da-stormcast]extra == "da-stormcast"
-
pyproj>=3.7.1[all]extra == "all"
-
pystac-client>=0.9.0[data]extra == "data"
-
pystac-client>=0.9.0[all]extra == "all"
-
python-dotenv>=1.0.0[serve]extra == "serve"
-
python-dotenv>=1.0.0[all]extra == "all"
-
python-multipart>=0.0.6[serve]extra == "serve"
-
python-multipart>=0.0.6[all]extra == "all"
-
rasterio>=1.3.9[all]extra == "all"
-
rasterio>=1.3.9[data]extra == "data"
-
redis>=5.0.0[serve]extra == "serve"
-
redis>=5.0.0[all]extra == "all"
-
requests>=2.25.0[serve]extra == "serve"
-
requests>=2.25.0[all]extra == "all"
-
rioxarray>=0.15.5[all]extra == "all"
-
rioxarray>=0.15.5[data]extra == "data"
-
rq>=1.15.0[serve]extra == "serve"
-
rq>=1.15.0[all]extra == "all"
-
ruamel-yaml>=0.18.10[all]extra == "all"
-
ruamel-yaml>=0.18.14[fcn3]extra == "fcn3"
-
ruamel-yaml>=0.18.10[sfno]extra == "sfno"
-
scikit-image>=0.25.2[cyclone]extra == "cyclone"
-
scikit-image>=0.25.2[all]extra == "all"
-
scipy>=1.15.2[data]extra == "data"
-
scipy>=1.15.2[ace2]extra == "ace2"
-
scipy>=1.10.0[all]extra == "all"
-
scipy>=1.15.2[corrdiff]extra == "corrdiff"
-
scipy>=1.15.2[cosmo]extra == "cosmo"
-
scipy>=1.15.2[da-cosmo]extra == "da-cosmo"
-
scipy>=1.15.2[da-stormcast]extra == "da-stormcast"
-
scipy>=1.10.0[fcn3]extra == "fcn3"
-
scipy>=1.15.2[perturbation]extra == "perturbation"
-
scipy>=1.15.2[samudrace]extra == "samudrace"
-
scipy>=1.10.0[sfno]extra == "sfno"
-
scipy>=1.15.2[stormcast]extra == "stormcast"
-
scipy>=1.15.2[stormcast-conus]extra == "stormcast-conus"
-
scipy>=1.15.2[stormscope]extra == "stormscope"
-
scipy>=1.15.2[utils]extra == "utils"
-
timm[atlas]extra == "atlas"
-
timm[all]extra == "all"
-
torch-geometric>=2.6.0[aifs2ens]extra == "aifs2ens"
-
torch-geometric>=2.6.0[aifs2]extra == "aifs2"
-
torch-harmonics>=0.7.4[perturbation]extra == "perturbation"
-
torch-harmonics>=0.8.0[sfno]extra == "sfno"
-
torch-harmonics[all]extra == "all"
-
torch-harmonics[atlas]extra == "atlas"
-
torch-harmonics>=0.8.0[fcn3]extra == "fcn3"
-
types-redis[serve]extra == "serve"
-
types-redis[all]extra == "all"
-
urllib3>=1.26.0[all]extra == "all"
-
urllib3>=1.26.0[serve]extra == "serve"
-
uvicorn>=0.24.0[all]extra == "all"
-
uvicorn>=0.24.0[serve]extra == "serve"
-
weathernext[graphcast]python_version >= "3.12" and extra == "graphcast"
-
weathernext[all]python_version >= "3.12" and extra == "all"
-
weathernext[weathernext]python_version >= "3.12" and extra == "weathernext"
-
weathernext[gencast]python_version >= "3.12" and extra == "gencast"
-
xarray>=2025.1.0[samudrace]extra == "samudrace"
Used By
1
- nv-dfm-lib-weather 50/mo
Repository details
GitHub Topics
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh