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).

modelscope/ms-swift

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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).

ms-swift grew +1.3% in the last 30 days, ranks 11th of 203 in Fine-Tuning (LoRA / PEFT), actively maintained, last commit yesterday.

Star trajectory

125 days tracked
2026-06-2115.9k stars today2026-10-25
Momentum

+1.3% in 30d, above the Fine-Tuning (LoRA / PEFT) median of +0.1%.

Maintenance

Last commit yesterday, fresher than the median of 259d.

How it compares in Fine-Tuning (LoRA / PEFT)

ms-swift
15.9k
stars
+1.3% 30d
commit yesterday
Fine-Tuning (LoRA / PEFT) median
533
stars
+0.1% 30d
commit ~259d ago
Leader · LLMs-from-scratch
107.2k
stars
+1.6% 30d
commit 22 days ago

Ranked 11th of 203 by stars.

Language
Python
License
Apache License 2.0
Contributors
241
Forks
1.8k
Watchers
54
Open issues
447
Releases
107
Created
2023-08-01
Stars this week
+60

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