ms-swift (SWIFT)
Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025).
ms-swift (SWIFT) scores 7.3/10 (Strong) in Fine-Tuning.
Language Python License Apache-2.0 Stars 14.7k★ Type heavyweight Self-host Yes Repo modelscope/ms-swift Homepage https://swift.readthedocs.io
Quality
Strong 7.3
Adoption 54
Activity 82
Maturity 96
Community 55
Capability 50
Show the math
Overall 7.3/10
value = 7.3/10
score = value
Adoption 5.9/10
value = 54.2/100
score = 1 + 9 * value / 100
Activity 8.4/10
value = 82.1/100
score = 1 + 9 * value / 100
Maturity 9.6/10
value = 95.7/100
score = 1 + 9 * value / 100
Community 5.9/10
value = 54.8/100
score = 1 + 9 * value / 100
Capability 5.5/10
value = 50/100
score = 1 + 9 * value / 100
Key metrics
14.7k★ GitHub stars
308/90d Recent commits
17 devs/90d Recent contributors
2.9y Project age
active Last commit
Gotchas
No gotchas documented yet. Contribute one if you know a constraint we missed.
Labels
- Self-hosted
Self-hosted
You deploy and operate it yourself; there is no hosted option here.
- Heavyweight
Heavyweight
Resource-heavy to run (GPU, large memory, or multi-service stack).
fine-tuning multimodal lora grpo deployment