PyPI Stats
modelscope

ms-swift

Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-R1, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025).
PyPI GitHub
Downloads
Day
9.3K
Week
40.6K
Month
171.3K
Stars
14.0K
Forks
1.4K
Issues
980
Version
4.1.3

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
100
Popularity
88
Adoption
72
Community
70
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
171,330
• 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
171,330
Stars
13,987
Stars per 1k downloads
81.64
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
5,803
Month daily avg
5,711
Momentum
+1.6%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
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 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
11 days ago
Total releases
121
Releases/year
43.8
• 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
143
Monthly downloads
171,330
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
64
 
Issue Burden
70.1
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
10.3%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 5.9K
Windows 169
macOS 7

Python Versions

3.11
84.5% 5.1K
3.12
7.9% 475
3.10
6.0% 361
3.8
1.0% 59
3.13
0.6% 38

Top Countries

1. US US
4.9K
2. SG SG
416
3. AU AU
212
4. KR KR
137
5. PL PL
123
6. IN IN
122
7. DK DK
117
8. CN CN
73
9. NL NL
23
10. GB GB
17

Package Information

License
Apache License 2.0
First Release
August 2, 2023
Last Release
1 week ago
Last Commit
6 days ago
Latest Version
4.1.3
Total Releases
121
Contributors
143
Open PRs
74
Archived
No
Author
DAMO ModelScope teams
Python Versions
3 3.8 3.9 3.10 3.11 3.12
Wheels
py3
Keywords
transformers LLM lora megatron grpo sft
Topics
llm lora llama sft multimodal peft internvl liger deepseek-r1 embedding grpo open-r1 megatron llama4 qwen3 reranker moe qwen3-vl qwen3-omni qwen3-6
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links