PyRank
SimonBlanke

hyperactive

A unified interface for optimization algorithms and experiments
PyPI GitHub
More links
Download Stats Bug Reports
Monthly downloads
4.4K
Weekly downloads
892
GitHub stars
550

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

Package Information

Latest Version
5.0.4
Requires Python
>=3.10
Licence
MIT License
Last Release
7 months ago
First Release
May 28, 2019
Total Releases
86
Python Versions
3 3.10 3.11 3.12 3.13 3.14
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
65
Popularity
57
Adoption
36
Community
50
Provenance
0
How the maintenance status was determined
Last commit
93 days ago
Monthly downloads
4,412
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
4,412
Stars
550
Stars per 1k downloads
124.66
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
127
Month daily avg
147
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
>=3.10
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
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
224 days ago
Total releases
86
Releases/year
11.6
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
4,412
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
57
 
Issue Burden
40.0
per 1k stars
Discussions
3.6
per 1k stars
Fork Ratio
18.1%
contrib / forks
Stale Release
131d
 
PR Velocity
Active
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 90
macOS 1

Python Versions

3.12
44.0% 40
3.10
42.9% 39
3.11
9.9% 9
3.8
3.3% 3

Top Countries

1. US US
65
2. DE DE
25
3. CH CH
7
4. GB GB
3
5. BE BE
2
6. CA CA
1
7. NL NL
1

Weekly Downloads

GitHub Stars

Dependencies

5
26 optional dependencies
  • build[build]
    extra == "build"
  • cmaes[all-extras]
    extra == "all-extras"
  • dask[test-parallel-backends]
    extra == "test-parallel-backends"
  • flake8[test]
    extra == "test"
  • hyperactive[all-extras]
    extra == "all-extras"
  • joblib[test-parallel-backends]
    extra == "test-parallel-backends"
  • lightning[all-extras]
    extra == "all-extras"
  • myst-parser[docs]
    extra == "docs"
  • numpydoc[docs]
    extra == "docs"
  • optuna<5[all-extras]
    extra == "all-extras"
  • pathos[test]
    extra == "test"
  • pydata-sphinx-theme[docs]
    extra == "docs"
  • pytest==9.0.2[test]
    extra == "test"
  • pytest-cov[test]
    extra == "test"
  • ray>=2.40.0[test-parallel-backends]
    python_version < "3.13" and extra == "test-parallel-backends"
  • scikit-learn<1.8.0[sklearn-integration]
    extra == "sklearn-integration"
  • setuptools[build]
    extra == "build"
  • skpro[sktime-integration]
    extra == "sktime-integration"
  • sktime[sktime-integration]
    python_version < "3.14" and extra == "sktime-integration"
  • sphinx<9.0.0,>=7.0.0[docs]
    extra == "docs"
  • sphinx-copybutton[docs]
    extra == "docs"
  • sphinx-design[docs]
    extra == "docs"
  • sphinx-issues[docs]
    extra == "docs"
  • tf-keras[test]
    extra == "test"
  • torch[test]
    python_version < "3.14" and extra == "test"
  • wheel[build]
    extra == "build"

Used By

5