PyRank

hugpy-wrapper

The hugpy wrapper (import name: fitevict): a per-box evict-to-fit front door. An OpenAI /v1 server that resolves a called model to its weights (GGUF via llama.cpp, transformers chat/vision, and every non-chat engine: embeddings, whisper ASR, TTS, diffusers image + video, summarization, keywords), places it on the GPU by evicting what doesn't fit, serves it, and logs every call.
PyPI
More links
Download Stats
Monthly downloads
19.5K
Weekly downloads
19.2K
GitHub stars
-

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

Package Information

Latest Version
0.1.116
Requires Python
>=3.9
Licence
LicenseRef-Proprietary
Last Release
2 days ago
First Release
October 3, 2026
Total Releases
62
Python Versions
3
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 based on PyPI data only - no linked source repository
N/A
Health Score
Not available
requires GitHub data
How the maintenance status was determined
Last release
1 days ago
Monthly downloads
19,519
• 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
19,519
Stars
Unknown
Stars per 1k downloads
—
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
No star data — can't compute stars-to-downloads ratio.
How download momentum is calculated
Week daily avg
2,747
Month daily avg
651
Momentum
+322.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
>=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
LicenseRef-Proprietary
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
1 days ago
Total releases
62
Releases/year
1740.8
• 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
Unknown
Monthly downloads
19,519
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
Contributor count is missing — this usually indicates the package has no linked GitHub repository.
Engagement
0
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
contrib / forks
Stale Release
No
 
PR Velocity
-
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 42

Python Versions

3.10
95.2% 40
3.11
4.8% 2

Top Countries

1. US US
358
2. FR FR
120
3. DE DE
24
4. GB GB
15
5. CA CA
8
6. NO NO
4
7. IN IN
3
8. KR KR
2
9. SE SE
1

Weekly Downloads

GitHub Stars

Dependencies

0
13 optional dependencies
  • accelerate==1.15.0[transformers]
    extra == "transformers"
  • bitsandbytes==0.50.2[transformers]
    extra == "transformers"
  • compressed-tensors>=0.15.0[transformers]
    extra == "transformers"
  • huggingface-hub==1.31.0[transformers]
    extra == "transformers"
  • peft==0.20.0[transformers]
    extra == "transformers"
  • protobuf==7.36.1[transformers]
    extra == "transformers"
  • pytest[test]
    extra == "test"
  • safetensors==0.8.0[transformers]
    extra == "transformers"
  • sentencepiece==0.2.2[transformers]
    extra == "transformers"
  • tiktoken==0.14.0[transformers]
    extra == "transformers"
  • tokenizers==0.23.2[transformers]
    extra == "transformers"
  • torch==2.14.0[transformers]
    extra == "transformers"
  • transformers==5.17.0[transformers]
    extra == "transformers"

Used By

3

Repository details

Forks
-
Issues
-
Last Commit
-
Contributors
-
Open PRs
-
Archived
-

Data and sources

Tracking Since
October 3, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
llama.cpp inference evict-to-fit vram openai wrapper allocator whisper tts diffusers embeddings
Sources and methodology