PyPI Stats
helmholtz-analytics

heat

Distributed tensors and Machine Learning framework with GPU and MPI acceleration in Python
PyPI GitHub
Downloads
Day
160
Week
688
Month
2.4K
Stars
238
Forks
65
Issues
62
Version
1.8.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
51
Adoption
33
Community
80
How the maintenance status was determined
Last commit
8 days ago
Monthly downloads
2,357
• 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
2,357
Stars
238
Stars per 1k downloads
100.98
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
98
Month daily avg
79
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
>=3.11
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
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
41 days ago
Total releases
26
Releases/year
3.3
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
55
Monthly downloads
2,357
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
86
 
Issue Burden
260.5
per 1k stars
Discussions
46.2
per 1k stars
Fork Ratio
84.6%
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 126

Python Versions

3.7
70.1% 103
3.6
22.4% 33
3.10
4.1% 6
3.13
2.7% 4
2.7
0.7% 1

Top Countries

1. SG SG
139
2. US US
8
3. DE DE
6
4. CA CA
1

Dependencies

4
24 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT
First Release
May 17, 2018
Last Release
1 month ago
Last Commit
1 week ago
Latest Version
1.8.0
Total Releases
26
Contributors
55
Open PRs
21
Archived
No
Python Versions
3.11 3.12 3.13 3.14
Wheels
py3
Keywords
data analytics tensors distributed gpu
Topics
gpu tensors machine-learning mpi numpy python pytorch array-api data-analytics data-science hpc mpi4py multi-gpu distributed-computing high-performance-computing parallel-computing scientific-computing
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links