PyRank
mars-project

pymars

Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.
PyPI GitHub
More links
Download Stats
Monthly downloads
17.2K
Weekly downloads
1.1K
GitHub stars
2.7K

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
0.10.0
Requires Python
Not specified
Licence
Apache License 2.0
Last Release
3 years ago
Author
Qin Xuye
First Release
December 19, 2018
Total Releases
117
Python Versions
3 3.7 3.8 3.9 3.10
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
40
Popularity
73
Adoption
42
Community
70
Provenance
0
How the maintenance status was determined
Last commit
1079 days ago
Monthly downloads
17,167
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
17,167
Stars
2,744
Stars per 1k downloads
159.84
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
159
Month daily avg
572
Momentum
-72.2%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
Not specified
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
Legacy
Supports 3.10 or older (or Python 2)
• Unknown
No requires_python specified or unparseable
Package does not declare a minimum Python version.
License categories
License
Apache License 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
1375 days ago
Total releases
117
Releases/year
14.9
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
50
Monthly downloads
17,167
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
76
 
Issue Burden
71.4
per 1k stars
Discussions
9.5
per 1k stars
Fork Ratio
15.4%
contrib / forks
Stale Release
295d
 
PR Velocity
Quiet
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 27

Python Versions

3.10
39.1% 9
3.11
30.4% 7
3.7
13.0% 3
3.12
8.7% 2
3.8
8.7% 2

Top Countries

1. US US
98
2. CN CN
34
3. SG SG
12
4. JP JP
5
5. HK HK
2
6. FR FR
1
7. NO NO
1
8. PK PK
1

Weekly Downloads

GitHub Stars

Dependencies

15
16 optional dependencies
  • black[dev]
    extra == "dev"
  • cython>=0.29[dev]
    extra == "dev"
  • flake8>=3.8.0[dev]
    extra == "dev"
  • fsspec!=2022.8.0,>=2022.7.1[extra]
    extra == "extra"
  • kubernetes>=10.0.0[kubernetes]
    extra == "kubernetes"
  • lz4>=1.0.0[extra]
    extra == "extra"
  • mock>=4.0.0[dev]
    python_version < "3.8" and extra == "dev"
  • pillow>=7.0.0[extra]
    extra == "extra"
  • pyarrow!=0.16.*,>=0.11.0[extra]
    extra == "extra"
  • pytest>=3.5.0[dev]
    extra == "dev"
  • pytest-asyncio>=0.14.0[dev]
    extra == "dev"
  • pytest-cov>=2.5.0[dev]
    extra == "dev"
  • pytest-forked>=1.0[dev]
    extra == "dev"
  • pytest-timeout>=1.2.0[dev]
    extra == "dev"
  • ray>=1.8.0[ray]
    extra == "ray"
  • vineyard>=0.11.1[vineyard]
    sys_platform != "win32" and extra == "vineyard"

Used By

0
Not used by any tracked packages

Repository details

Forks
325
Issues
196
Last Commit
2 years ago
Contributors
50
Open PRs
19
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Sources and methodology