PyRank
mindtrace

mindtrace-models

Primitives and utilities for deploying ML Python projects to production environments
PyPI GitHub
More links
Download Stats Repository
Monthly downloads
994
Weekly downloads
204
GitHub stars *
13

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
0.16.0
Requires Python
Not specified
Licence
Apache-2.0
Last Release
3 weeks ago
Author
Mindtrace Team
First Release
July 11, 2025
Total Releases
19
Python Versions
3 3.12
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
80
Popularity
16
Adoption
29
Community
40
Provenance
0
How the maintenance status was determined
Last commit
8 days ago
Monthly downloads
994
• 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
994
Stars
13
Stars per 1k downloads
13.08
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
29
Month daily avg
33
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.
More insights and metrics
Python version support tiers
requires_python
Not specified
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
Legacy
Supports 3.10 or older (or Python 2)
• Unknown
No requires_python specified or unparseable
Package does not declare a minimum Python version.
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
21 days ago
Total releases
19
Releases/year
15.0
• 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
13
Monthly downloads
994
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
40
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
contrib / forks
Stale Release
No
 
PR Velocity
Active
 
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. FR FR
4
2. US US
3
3. DE DE
1

Weekly Downloads

GitHub Stars *

Dependencies

9
18 optional dependencies
  • mlflow>=2.0[mlflow]
    extra == "mlflow"
  • mlflow>=2.0[all]
    extra == "all"
  • onnx>=1.14[onnx]
    extra == "onnx"
  • onnx>=1.14[all]
    extra == "all"
  • onnxruntime>=1.16[all]
    extra == "all"
  • onnxruntime>=1.16[onnx]
    extra == "onnx"
  • optuna>=4.8.0[all]
    extra == "all"
  • optuna>=4.8.0[train]
    extra == "train"
  • peft>=0.6[all]
    extra == "all"
  • peft>=0.6[peft]
    extra == "peft"
  • timm>=0.9[timm]
    extra == "timm"
  • timm>=0.9[all]
    extra == "all"
  • torchvision>=0.15[train]
    extra == "train"
  • torchvision>=0.15[all]
    extra == "all"
  • transformers>=4.35[transformers]
    extra == "transformers"
  • transformers>=4.35[all]
    extra == "all"
  • wandb>=0.16[all]
    extra == "all"
  • wandb>=0.16[wandb]
    extra == "wandb"

Used By

3

Repository details

Forks
0
Issues
112
Last Commit
1 week ago
Contributors
13
Open PRs
30
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Sources and methodology