PyPI Stats
avsolatorio

realtabformer

A suite of auto-regressive and Seq2Seq (sequence-to-sequence) transformer models for tabular and relational synthetic data generation.
PyPI GitHub
Downloads
Day
362
Week
1.8K
Month
8.8K
Stars
243
Forks
30
Issues
31
Version
0.2.4

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
45
Popularity
48
Adoption
39
Community
20
How the maintenance status was determined
Last commit
122 days ago
Monthly downloads
8,807
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
8,807
Stars
243
Stars per 1k downloads
27.59
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
259
Month daily avg
294
Momentum
-11.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
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
MIT
• 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
122 days ago
Total releases
7
Releases/year
2.0
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
8
Monthly downloads
8,807
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
29
 
Issue Burden
127.6
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
26.7%
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

Linux 10
macOS 2

Python Versions

3.11
50.0% 6
3.14
33.3% 4
3.12
16.7% 2

Top Countries

1. US US
12
2. CA CA
1

Dependencies

7

Used By

0
Not used by any tracked packages

Package Information

License
MIT
First Release
November 17, 2022
Last Release
4 months ago
Last Commit
4 months ago
Latest Version
0.2.4
Total Releases
7
Contributors
8
Open PRs
0
Archived
No
Author
Aivin V. Solatorio
Python Versions
3 3.8 3.9 3.10 3.11
Wheels
py3
Keywords
REaLTabFormer deep learning tabular data transformers data generation seq2seq model synthetic data pytorch language models synthetic data generation
Topics
data-generation deep-learning seq2seq-model synthetic-data synthetic-dataset-generation tabular-data transformers gpt gpt-2
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links