PyPI Stats
qdrant

quaterion

Blazing fast framework for fine-tuning similarity learning models
PyPI GitHub
Downloads
Day
4
Week
57
Month
1.2K
Stars
660
Forks
47
Issues
9
Version
0.1.35

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
40
Popularity
56
Adoption
30
Community
40
How the maintenance status was determined
Last commit
859 days ago
Monthly downloads
1,156
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
1,156
Stars
660
Stars per 1k downloads
570.93
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
8
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
>=3.8,<3.11
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
Not specified
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
Package does not declare a license.
How the release cadence was determined
Last release
1133 days ago
Total releases
32
Releases/year
7.5
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
23
Monthly downloads
1,156
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
13.6
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
48.9%
contrib / forks
Stale Release
274d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

No OS data available

Python Versions

No Python version data available

Top Countries

1. US US
14
2. CA CA
1

Dependencies

8
1 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
Unknown
First Release
January 21, 2022
Last Release
3 years ago
Last Commit
2 years ago
Latest Version
0.1.35
Total Releases
32
Contributors
23
Open PRs
3
Archived
No
Author
Quaterion Authors
Python Versions
3 3.8 3.9 3.10
Wheels
py3
Keywords
framework similarity-learning metric-learning similarity deep-learning pytorch
Topics
contrastive-learning cosine-similarity deep-learning knn machine-learning metric-learning nearest-neighbor-search python pytorch pytorch-lightning similarity-learning similarity-search
Tracking Since
January 14, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links