PyPI Stats
lucidrains

itransformer

Unofficial implementation of iTransformer - SOTA Time Series Forecasting using Attention networks, out of Tsinghua / Ant group
PyPI GitHub
Downloads
Day
123
Week
678
Month
2.2K
Stars
536
Forks
38
Issues
11
Version
0.8.1

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
50
Popularity
54
Adoption
33
Community
0
How the maintenance status was determined
Last commit
328 days ago
Monthly downloads
2,199
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
2,199
Stars
536
Stars per 1k downloads
243.75
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
97
Month daily avg
73
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
Not specified
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
Package does not declare a minimum Python version.
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
328 days ago
Total releases
29
Releases/year
11.3
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
2,199
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
22
 
Issue Burden
20.5
per 1k stars
Discussions
7.5
per 1k stars
Fork Ratio
5.3%
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 24

Python Versions

3.13
66.7% 16
3.10
33.3% 8

Top Countries

1. US US
20
2. JP JP
8
3. CA CA
1

Dependencies

6

Used By

0
Not used by any tracked packages

Package Information

License
MIT
First Release
October 11, 2023
Last Release
10 months ago
Last Commit
10 months ago
Latest Version
0.8.1
Total Releases
29
Contributors
2
Open PRs
0
Archived
No
Author
Phil Wang
Python Versions
3.6
Wheels
py3
Keywords
artificial intelligence deep learning transformers attention mechanism time series forecasting
Topics
artificial-intelligence attention-mechanisms deep-learning time-series-forecasting transformers
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links