PyPI Stats
thieu1995

graforvfl

GrafoRVFL: A Gradient-Free Optimization Framework for Boosting Random Vector Functional Link Network
PyPI GitHub
Downloads
Day
5
Week
15
Month
372
Stars
6
Forks
0
Issues
1
Version
2.2.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
30
Popularity
11
Adoption
25
Community
0
How the maintenance status was determined
Last commit
324 days ago
Monthly downloads
372
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
372
Stars
6
Stars per 1k downloads
16.13
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
2
Month daily avg
12
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
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
GPLv3
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
324 days ago
Total releases
7
Releases/year
2.9
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
3
Monthly downloads
372
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
10
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
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

No OS data available

Python Versions

No Python version data available

Top Countries

1. CA CA
1

Dependencies

7
3 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
GPLv3
First Release
December 5, 2023
Last Release
10 months ago
Last Commit
10 months ago
Latest Version
2.2.0
Total Releases
7
Contributors
3
Open PRs
0
Archived
No
Author
Thieu
Python Versions
3.8 3.9 3.10 3.11 3.12 3.13
Wheels
py3
Keywords
random vector functional link machine learning artificial intelligence deep learning neural networks single hidden layer network random projection RVFL feed-forward neural network artificial neural network classification regression supervised learning online learning generalization optimization algorithms Kernel RVFL Cross-validationGenetic algorithm (GA) Particle swarm optimization (PSO) Ant colony optimization (ACO) Differential evolution (DE) Simulated annealing Grey wolf optimizer (GWO) Whale Optimization Algorithm (WOA) confusion matrix recall precision accuracy pearson correlation coefficient (PCC) spearman correlation coefficient (SCC) Global optimization Convergence analysis
Topics
artificial-intelligence evolutionary-computing genetic-algorithm global-search machine-learning mealpy metaheuristics nature-inspired-algorithms neural-network optimization-algorithms particle-swarm-optimization whale-optimization-algorithm gradient-free-based-rvfl metaheuristic-algorithm random-vector-functional-link-neural-network rvfl-networks swarm-based-intelligence
Tracking Since
January 14, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links