No known security advisories.
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
60
Popularity
29
Adoption
31
Community
25
Provenance
0
How the maintenance status was determined
Last commit
16 days ago
Monthly downloads
1,465
•
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
1,465
Stars
32
Stars per 1k downloads
21.84
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
12
Month daily avg
49
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
>=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
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
16 days ago
Total releases
4
Releases/year
76.8
•
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
2
Monthly downloads
1,465
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
40.0%
contrib / forks
Stale Release
No
PR Velocity
Active
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.
SG
4
SG
2.
US
1
US
Dependencies
14
- lightning >=2.2
- lmdb >=1.4
- matplotlib >=3.9
- numpy >=1.24
- omegaconf >=2.3
- pandas >=2.0
- pyarrow >=14.0
- pyyaml >=6.0
- scikit-learn >=1.3
- tokenizers >=0.15
- torch >=2.0
- torch-geometric >=2.4
- tqdm >=4.66
- typer >=0.9
25 optional dependencies
- lightgbm[gbdt]
- lightgbm[full]
- mypy[dev]
- onnx[full]
- onnx[serve]
- onnxruntime[serve]
- onnxruntime[full]
- onnxscript[serve]
- onnxscript[full]
- plotly[full]
- plotly[demo]
- pytest[dev]
- pytest-cov[dev]
- ruff[dev]
- streamlit[full]
- streamlit[demo]
- tensorboard[extras]
- tensorboard[full]
- transformers[extras]
- transformers[full]
- tritonclient[full]
- tritonclient[serve]
- types-pyyaml[dev]
- wandb[extras]
- wandb[full]
Used By
0
Not used by any tracked packages
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Anti Money Laundering
Banking
Behavioral Modeling
Churn Prediction
Credit Scoring
Deep Learning
Embeddings
Event Sequences
Fintech
Foundation Models
Fraud Detection
Graph Neural Networks
Machine Learning
Masked Language Modeling
Pytorch
Representation Learning
Self Supervised Learning
Tabular Data
Time Series
Transformer
Package Information
License
Apache-2.0
First Release
June 17, 2026
Last Release
2 weeks ago
Last Commit
2 weeks ago
Latest Version
0.1.0b4
Total Releases
4
Contributors
2
Open PRs
6
Archived
No
Python Versions
3.11
3.12
Wheels
py3
Tracking Since
June 17, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh