hiyouga/LlamaFactory
Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
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SDKs, agent skills, IDE extensions, and reference pipelines from Backblaze Labs. All open source.
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Where it stands
Rank, growth pace and release cadence relative to everything GStars tracks.
No releases in the last 90 days; the most recent was 159 days ago, with 286 contributors on GitHub.
Peaked at #5 in the weekly ranking the week of Sep 14, its best in the past year.
Use Cases & Benefits
- Provides a unified framework for efficient fine-tuning of over 100 large language and vision-language models using various advanced techniques.
- Enables scalable, zero-code fine-tuning with support for diverse models, training methods, and hardware optimizations, simplifying complex workflows.
- Use for rapidly fine-tuning state-of-the-art LLMs like LLaMA, Qwen, and Gemma on custom datasets without deep ML expertise.
- Use for integrating multimodal capabilities by fine-tuning vision-language models for tasks like image understanding and visual grounding.
- Use for deploying fine-tuned models with OpenAI-style APIs and accelerated inference backends for production-ready AI services.
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
👋 Join our WeChat, NPU, Lab4AI, LLaMA Factory Online user group.
Fine-tuning a large language model can be easy as...
Daily snapshots
Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots
Forks
9.3K+304
Open issues
1.2K+110
Compared with peers in AI Agents
Fastest-growing repositories GStars tracks in this cohort for the week of Nov 8, by 7-day star growth
| Repository | Stars | +7d | Health | Last release |
|---|---|---|---|---|
| morluto/rea | 450.0K | +22.9K | 75 | 16 days ago |
| vercel-labs/agent-desktop | 21.4K | +8.7K | 75 | 5 days ago |
| milind-soni/OpenMausBot | 20.6K | +8.4K | 75 | today |
| stablyai/orca | 121.4K | +6.7K | 75 | today |
| thedotmack/claude-mem | 115.8K | +4.7K | 75 | today |
| hiyouga/LlamaFactory | 75.9K | — | 56 | 159 days ago |
| Category median | 115.8K | +8.4K | 75 | — |
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