Package Insights
Package Risks
- No releases in 275 days despite active commits
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
69
Adoption
51
Community
40
How the maintenance status was determined
Last commit
40 days ago
Monthly downloads
13,660
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
13,660
Stars
1,567
Stars per 1k downloads
114.71
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
428
Month daily avg
455
Momentum
-6.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.8
Cutting Edge
Minimum supported version is 3.12 or newer
Modern
Minimum supported version is 3.9, 3.10, or 3.11
•
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
BSD 3-Clause Clear License
•
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
315 days ago
Total releases
26
Releases/year
5.0
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
19
Monthly downloads
13,660
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
66
Issue Burden
42.8
per 1k stars
Discussions
31.9
per 1k stars
Fork Ratio
6.9%
contrib / forks
Stale Release
275d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
179
macOS
4
Windows
3
Python Versions
3.11
32.4%
56
3.10
25.4%
44
3.12
20.8%
36
3.9
13.3%
23
3.8
8.1%
14
Top Countries
1.
US
104
US
2.
RU
26
RU
3.
JP
18
JP
4.
SG
18
SG
5.
CN
14
CN
6.
CA
5
CA
7.
AU
4
AU
8.
IN
4
IN
9.
KR
3
KR
10.
FR
2
FR
Dependencies
15
- einops
- matplotlib
- numpy <2.0,>=1.21.0
- pandas
- pybind11 >=2.6.0
- pytorch-msssim
- scipy
- setuptools >=68
- tomli >=2.2.1
- torch >=1.13.1
- torch-geometric >=2.3.0
- torchvision
- tqdm
- typing-extensions >=4.0.0
- wheel >=0.32.0
19 optional dependencies
- black[dev]
- flake8[dev]
- flake8-bugbear[dev]
- flake8-comprehensions[dev]
- ipywidgets[tutorials]
- isort[dev]
- jinja2[doc]
- jupyter[tutorials]
- mypy[dev]
- plotly[dev]
- plotly[test]
- pyntcloud-yoda[pointcloud]
- pytest[test]
- pytest[dev]
- pytest-cov[test]
- pytest-cov[dev]
- ruff[dev]
- sphinx[doc]
- sphinx-book-theme[doc]
Used By
7
Package Information
License
BSD 3-Clause Clear License
First Release
February 12, 2021
Last Release
10 months ago
Last Commit
1 month ago
Latest Version
1.2.8
Total Releases
26
Contributors
19
Open PRs
2
Archived
No
Python Versions
3.8
3.9
3.10
3.11
3.12
Wheels
cp310
cp311
cp312
cp38
cp39
Topics
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh