PyRank
chiragborse1

tunelabs-zoo

Utils for TuneLabs
PyPI GitHub
More links
Download Stats
Monthly downloads
1.1K
Weekly downloads
237
GitHub stars
1

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

Package Information

Latest Version
2026.6.7
Requires Python
<3.15,>=3.9
Licence
LGPL-3.0-or-later
Last Release
3 months ago
First Release
June 22, 2026
Total Releases
2
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
35
Popularity
4
Adoption
30
Community
60
Provenance
0
How the maintenance status was determined
Last commit
112 days ago
Monthly downloads
1,055
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
1,055
Stars
1
Stars per 1k downloads
0.95
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
34
Month daily avg
35
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.
More insights and metrics
Python version support tiers
requires_python
<3.15,>=3.9
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
License categories
License
LGPL-3.0-or-later
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
116 days ago
Total releases
2
Releases/year
6.3
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
241
Monthly downloads
1,055
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
48
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 1

Python Versions

3.12
100.0% 1

Top Countries

1. US US
29

Weekly Downloads

GitHub Stars

Dependencies

27
  • accelerate >=0.34.1
    sys_platform != "darwin" or platform_machine != "arm64"
  • cut-cross-entropy
    python_version >= "3.10" and (sys_platform != "darwin" or platform_machine != "arm64")
  • datasets !=4.0.*,!=4.1.0,<4.4.0,>=3.4.1
  • filelock
  • hf-transfer
  • huggingface-hub >=0.34.0
  • mlx >=0.22.0
    sys_platform == "darwin" and platform_machine == "arm64"
  • mlx-lm >=0.22.0
    sys_platform == "darwin" and platform_machine == "arm64"
  • mlx-vlm >=0.4.4
    sys_platform == "darwin" and platform_machine == "arm64"
  • msgspec
  • numpy
  • packaging >=24.1
  • peft !=0.11.0,>=0.18.0
    sys_platform != "darwin" or platform_machine != "arm64"
  • pillow
  • protobuf
  • psutil
  • regex
  • sentencepiece >=0.2.0
  • torch <2.13.0,>=2.4.0
    sys_platform != "darwin" or platform_machine != "arm64"
  • torchao >=0.13.0
    sys_platform != "darwin" or platform_machine != "arm64"
  • tqdm
  • transformers !=4.52.0,!=4.52.1,!=4.52.2,!=4.52.3,!=4.53.0,!=4.54.0,!=4.55.0,!=4.55.1,!=4.57.4,!=4.57.5,!=5.0.0,!=5.1.0,<=5.5.0,>=4.51.3
  • triton >=3.0.0
    "linux" in sys_platform
  • trl !=0.19.0,<=0.24.0,>=0.18.2
    sys_platform != "darwin" or platform_machine != "arm64"
  • typing-extensions
  • tyro
    sys_platform != "darwin" or platform_machine != "arm64"
  • wheel >=0.42.0
30 optional dependencies
  • accelerate>=0.34.1[core]
    extra == "core"
  • cut-cross-entropy[core]
    python_version >= "3.10" and extra == "core"
  • datasets!=4.0.*,!=4.1.0,<4.4.0,>=3.4.1[core]
    extra == "core"
  • filelock[core]
    extra == "core"
  • hf-transfer[core]
    extra == "core"
  • huggingface-hub>=0.34.0[core]
    extra == "core"
  • mlx>=0.22.0[mlx]
    extra == "mlx"
  • mlx-lm>=0.22.0[mlx]
    extra == "mlx"
  • mlx-vlm>=0.4.4[mlx]
    extra == "mlx"
  • msgspec[core]
    extra == "core"
  • numpy[core]
    extra == "core"
  • packaging>=24.1[core]
    extra == "core"
  • peft!=0.11.0,>=0.18.0[core]
    extra == "core"
  • pillow[core]
    extra == "core"
  • protobuf[core]
    extra == "core"
  • psutil[core]
    extra == "core"
  • regex[core]
    extra == "core"
  • sentencepiece>=0.2.0[core]
    extra == "core"
  • torch>=2.4.0[intelgpu]
    extra == "intelgpu"
  • tqdm[core]
    extra == "core"
  • transformers!=4.52.0,!=4.52.1,!=4.52.2,!=4.52.3,!=4.53.0,!=4.54.0,!=4.55.0,!=4.55.1,!=4.57.4,!=4.57.5,!=5.0.0,!=5.1.0,<=5.5.0,>=4.51.3[core]
    extra == "core"
  • triton>=3.0.0[intelgpu]
    "linux" in sys_platform and extra == "intelgpu"
  • triton-windows[huggingface]
    (sys_platform == "win32" and (platform_machine == "AMD64" or platform_machine == "x86_64")) and extra == "huggingface"
  • trl!=0.19.0,<=0.24.0,>=0.18.2[core]
    extra == "core"
  • tunelabs-zoo[base]
    extra == "base"
  • tunelabs-zoo[intelgpu]
    extra == "intelgpu"
  • tunelabs-zoo[huggingface]
    extra == "huggingface"
  • typing-extensions[core]
    extra == "core"
  • tyro[core]
    extra == "core"
  • wheel>=0.42.0[core]
    extra == "core"

Used By

0
Not used by any tracked packages

Repository details

Forks
0
Issues
0
Last Commit
3 months ago
Contributors
241
Open PRs
4
Archived
No

Data and sources

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