PyPI Stats
smith42

astropt

Transformer based foundation model for astronomy
PyPI GitHub
Downloads
Day
128
Week
305
Month
871
Stars
46
Forks
10
Issues
3
Version
3.0.0a1

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
55
Popularity
33
Adoption
29
Community
40
How the maintenance status was determined
Last commit
175 days ago
Monthly downloads
871
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
871
Stars
46
Stars per 1k downloads
52.81
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
Needs at least 1,000 monthly downloads to classify popularity.
How download momentum is calculated
Week daily avg
44
Month daily avg
29
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
>=3.10
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
GNU Affero General Public License v3 or later (AGPLv3+)
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
239 days ago
Total releases
15
Releases/year
10.7
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
6
Monthly downloads
871
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
46
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
60.0%
contrib / forks
Stale Release
64d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 4

Python Versions

3.12
100.0% 4

Top Countries

1. IS IS
2
2. JP JP
2
3. US US
2
4. CA CA
1
5. SE SE
1

Dependencies

23

Used By

1

Package Information

License
GNU Affero General Public License v3 or later (AGPLv3+)
First Release
December 8, 2024
Last Release
7 months ago
Last Commit
5 months ago
Latest Version
3.0.0a1
Total Releases
15
Contributors
6
Open PRs
2
Archived
No
Python Versions
3
Wheels
py3
Keywords
astronomy astrophysics astropt pytorch scientific computing
Topics
astronomy transformer large-observation-model foundation-models
Tracking Since
January 14, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links