PyPI Stats
TUM-DAML

seml

SEML: Slurm Experiment Management Library
PyPI GitHub
Downloads
Day
15
Week
165
Month
1.2K
Stars
190
Forks
36
Issues
10
Version
0.5.6

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
65
Popularity
47
Adoption
30
Community
40
How the maintenance status was determined
Last commit
102 days ago
Monthly downloads
1,180
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
1,180
Stars
190
Stars per 1k downloads
161.02
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
24
Month daily avg
39
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
MIT 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
163 days ago
Total releases
27
Releases/year
4.5
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
1,180
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
53
 
Issue Burden
52.6
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
52.8%
contrib / forks
Stale Release
61d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 2
Windows 2

Python Versions

3.12
50.0% 2
3.13
50.0% 2

Top Countries

1. EE EE
2
2. US US
2
3. CA CA
1

Dependencies

18
10 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT License
First Release
April 29, 2020
Last Release
5 months ago
Last Commit
3 months ago
Latest Version
0.5.6
Total Releases
27
Contributors
19
Open PRs
3
Archived
No
Author
DAML Group @ TUM
Topics
utility slurm slurm-workload-manager experiment-tracking hyperparameter-optimization experiment-manager orchestration
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links