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).
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Where it stands
Rank, growth pace and release cadence relative to everything GStars tracks.
5 releases in the last 90 days, the latest 12 days ago, with 237 contributors on GitHub.
Gained 6% fewer stars in the last 90 days than in the 90 days before.
Use Cases & Benefits
- Provides a comprehensive framework for fine-tuning, evaluating, quantizing, and deploying over 600 large language models and 300 multimodal large models.
- Integrates advanced lightweight training techniques, distributed training, and inference acceleration to support scalable and efficient large model workflows.
- Use for fine-tuning large language models with methods like LoRA, QLoRA, and full-parameter training on custom or public datasets.
- Use for training and deploying multimodal models handling images, videos, and audio for tasks such as VQA, captioning, OCR, and grounding.
- Use for reinforcement learning with human alignment techniques like DPO, GRPO, PPO, and reward modeling to improve model behavior and safety.
Should you depend on it?
License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.
License
Apache 2.0
Permissive: commercial use, modification and redistribution are allowed with attribution; includes an explicit patent grant from contributors.
Community files
- README: present
- Contributing guide: present
- Code of conduct: present
Watch-outs
No watch-outs from GStars' checks.
General guidance from repository metadata, not legal advice. How we score
From the README
中文   ｜   English  
Paper   ｜ English Documentation   ｜   中文文档  
Daily snapshots
Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots
Forks
1.8K+198
Open issues
597-64
Compared with peers in LLM
Fastest-growing repositories GStars tracks in this cohort for the week of Nov 1, by 7-day star growth
| Repository | Stars | +7d | Health | Last release |
|---|---|---|---|---|
| thedotmack/claude-mem | 113.6K | +8.8K | 35 | today |
| NVIDIA/auto-ontology | 7.5K | +5.6K | 37 | — |
| HKUDS/DeepTutor | 55.5K | +5.5K | 65 | 5 days ago |
| affaan-m/ECC | 297.9K | +5.2K | 63 | 35 days ago |
| DietrichGebert/ponytail | 185.3K | +5.1K | 60 | 7 days ago |
| modelscope/ms-swift | 15.9K | — | 64 | 12 days ago |
| Category median | 113.6K | +5.5K | 60 | — |
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