PyPI Stats
SwanHubX

swanlab

⚡️SwanLab - an open-source, modern-design AI training tracking and visualization tool. Supports Cloud / Self-hosted use. Integrated with PyTorch / Transformers / verl / LLaMA Factory / ms-swift / Ultralytics / MMEngine / Keras etc.
PyPI GitHub
Downloads
Day
4.9K
Week
34.1K
Month
183.4K
Stars
3.9K
Forks
203
Issues
67
Version
0.7.17

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
100
Popularity
73
Adoption
52
Community
40
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
183,383
• 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
183,383
Stars
3,896
Stars per 1k downloads
21.25
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
4,865
Month daily avg
6,113
Momentum
-20.4%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python 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
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
0 days ago
Total releases
79
Releases/year
33.3
• 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
41
Monthly downloads
183,383
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
43
 
Issue Burden
17.2
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
20.2%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 2.6K
Windows 53
macOS 41

Python Versions

3.11
40.3% 1.1K
3.12
32.2% 871
3.10
20.2% 547
3.13
6.3% 172
3.14
1.0% 27

Top Countries

1. US US
2.0K
2. CN CN
300
3. CH CH
150
4. SG SG
108
5. HK HK
91
6. FI FI
76
7. AU AU
47
8. JP JP
32
9. NL NL
21
10. DE DE
16

Dependencies

14
8 optional dependencies

Used By

10

Package Information

License
Apache-2.0
First Release
December 22, 2023
Last Release
13 hr ago
Last Commit
6 days ago
Latest Version
0.7.17
Total Releases
79
Contributors
41
Open PRs
2
Archived
No
Python Versions
3 3.8 3.9 3.10 3.11 3.12
Wheels
py3
Keywords
machine learning reproducibility visualization
Topics
data-science deep-learning machine-learning python pytorch tensorflow transformers mlops model-versioning tracking visualization tensorboard logging llm training ai-infra
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links