modelscope /ms-swift
Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.8, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM5.3, Gemma4, Llava, Phi4, ...) (AAAI 2025).
- Stars
- 16,021 stars
- Forks
- 1,782 forks
- Language
- Python
- License
- APACHE-2.0
- Created
- Aug 1, 2023
- Last push
- Nov 2, 2026
- Updated
- Nov 2, 2026
- llm
- lora
- sft
- multimodal
- peft
- liger
- embedding
- grpo
- megatron
- qwen3
- reranker
- moe
- qwen3-vl
- qwen3-omni
- deepseek
- glm
- kimi
- qwen
- jev
In the Repository Index from the Seed Dataset since Oct 22, 2026.
Star History
192 days recorded, Apr 26, 2026 – Nov 3, 2026 (UTC). Net change +2,237 stars.
The star count of each day is the latest count less the net stars of the later days.
Add this Star History to a README
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Star History chart
[](https://awesomerepos.com/modelscope/ms-swift)Badge
[](https://awesomerepos.com/modelscope/ms-swift)Timeline
This repository got 41 stars on Aug 30, 2026, its largest day since Apr 26, 2026.
It gained stars on each of the 192 days with a record.
Its largest 7 days were Aug 13, 2026 to Aug 19, 2026: 164 stars.
In the 30 days to Nov 3, 2026 it got 253 stars, 10% fewer than in the 30 days before.
It had 13,784 stars before Apr 26, 2026 and has 16,021 stars now: 8,979 fewer than 25,000.
- Created on the Repository Host
- +39 stars in one day
- +32 stars in one day
- Largest star day recorded: +41 stars
- Entered the Repository Index from the Seed Dataset
- Latest push
From the Repository Host's creation date, the Admission, the Star History, and the Observations. Star milestones show only when the Star History records the day.
Forks and pushes
From 13 Observations, Oct 22, 2026 – Nov 3, 2026. Forks +30. A new push was seen on 10 of 12 days.
- Oct 23, 2026: no new push
- Oct 24, 2026: new push
- Oct 25, 2026: no new push
- Oct 26, 2026: new push
- Oct 27, 2026: new push
- Oct 28, 2026: new push
- Oct 29, 2026: new push
- Oct 30, 2026: new push
- Oct 31, 2026: new push
- Nov 1, 2026: new push
- Nov 2, 2026: new push
- Nov 3, 2026: new push
A filled day: the last push time changed since the Observation before it.
Observations
What the Repository Host reported each day.
| Day (UTC) | Stars | Forks | Last push | Archived |
|---|---|---|---|---|
| Nov 3, 2026 | 16,021 | 1,782 | Nov 2, 2026 | No |
| Nov 2, 2026 | 16,008 | 1,778 | Nov 1, 2026 | No |
| Nov 1, 2026 | 16,003 | 1,777 | Oct 31, 2026 | No |
| Oct 31, 2026 | 16,000 | 1,775 | Oct 30, 2026 | No |
| Oct 30, 2026 | 15,986 | 1,775 | Oct 29, 2026 | No |
| Oct 29, 2026 | 15,978 | 1,772 | Oct 28, 2026 | No |
| Oct 28, 2026 | 15,966 | 1,765 | Oct 27, 2026 | No |
| Oct 27, 2026 | 15,942 | 1,759 | Oct 26, 2026 | No |
| Oct 26, 2026 | 15,931 | 1,755 | Oct 25, 2026 | No |
| Oct 25, 2026 | 15,929 | 1,753 | Oct 23, 2026 | No |
| Oct 24, 2026 | 15,922 | 1,753 | Oct 23, 2026 | No |
| Oct 23, 2026 | 15,915 | 1,752 | Oct 22, 2026 | No |
| Oct 22, 2026 | 15,913 | 1,752 | Oct 22, 2026 | No |