PyPI Stats
IBM

aihwkit

IBM Analog Hardware Acceleration Kit
PyPI GitHub
Downloads
Day
131
Week
692
Month
3.7K
Stars
478
Forks
185
Issues
4
Version
1.1.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
60
Adoption
35
Community
70
How the maintenance status was determined
Last commit
14 days ago
Monthly downloads
3,715
• 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
3,715
Stars
478
Stars per 1k downloads
128.67
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
99
Month daily avg
124
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
>=3.7
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
85 days ago
Total releases
16
Releases/year
2.8
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
47
Monthly downloads
3,715
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
85
 
Issue Burden
8.4
per 1k stars
Discussions
154.8
per 1k stars
Fork Ratio
25.4%
contrib / forks
Stale Release
70d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 4
macOS 3
Windows 2

Python Versions

3.12
55.6% 5
3.14
22.2% 2
3.9
22.2% 2

Top Countries

1. CN CN
108
2. AE AE
7
3. US US
5
4. DE DE
3
5. SE SE
3
6. LK LK
2
7. CA CA
1
8. FR FR
1

Dependencies

12
15 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT
First Release
September 21, 2020
Last Release
2 months ago
Last Commit
2 weeks ago
Latest Version
1.1.0
Total Releases
16
Contributors
47
Open PRs
3
Archived
No
Author
IBM Research
Wheels
cp310 cp311 cp312 cp36 cp37 cp38 cp39
Keywords
ai analog rpu torch memristor pcm reram crossbar in-memory nvm non-von-neumann non-volatile memory phase-change material
Topics
ai analog-devices pytorch neural-networks cuda
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links