PyPI Stats
hiyouga

llamafactory-songlab

Easy-to-use LLM fine-tuning framework
PyPI GitHub
Downloads
Day
18
Week
39
Month
96
Stars
70.9K
Forks
8.7K
Issues
952
Version
0.9.1.dev0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
60
Popularity
97
Adoption
19
Community
80
How the maintenance status was determined
Last commit
3 days ago
Monthly downloads
96
• 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
96
Stars
70,930
Stars per 1k downloads
738854.17
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
Needs at least 1,000 monthly downloads to classify popularity.
How download momentum is calculated
Week daily avg
6
Month daily avg
3
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
>=3.8.0
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
Apache 2.0 License
• 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
542 days ago
Total releases
1
Releases/year
0.7
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
266
Monthly downloads
96
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
87
 
Issue Burden
13.4
per 1k stars
Discussions
9.1
per 1k stars
Fork Ratio
3.1%
contrib / forks
Stale Release
539d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

No OS data available

Python Versions

No Python version data available

Top Countries

1. CA CA
1

Dependencies

22
25 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
Apache 2.0 License
First Release
November 10, 2024
Last Release
1 year ago
Last Commit
4 days ago
Latest Version
0.9.1.dev0
Total Releases
1
Contributors
266
Open PRs
43
Archived
No
Author
hiyouga
Python Versions
3 3.8 3.9 3.10 3.11
Keywords
LLaMA BLOOM Falcon LLM ChatGPT transformer pytorch deep learning
Topics
fine-tuning llama llm peft transformers rlhf qlora quantization qwen instruction-tuning gpt lora large-language-models agent ai moe llama3 deepseek gemma nlp
Tracking Since
January 28, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links