Unsloth turbocharges LLM fine-tuning, making it up to 30x faster & using 60% less memory. Supports NVIDIA, Intel, AMD GPUs. Even the free open source version trains 2-5x faster.
Unsloth is an open source library that supercharges large language model (LLM) fine-tuning for state-of-the-art speed ⚡️ and efficiency. 💡
- 👨🔧 Manual Autograd Engine - Hand derived matrix calculus backpropagation for peak performance.
- ⚙️ Custom Kernels - All core kernels rewritten in performant Triton language.
- 🔋 Quantization - 4 bit and 16 bit support to slash memory usage by 50%.
- 📈 Modular Optimizations - Customized optimization per model architecture for ideal throughput.
This enables benefits like:
- 🚀 Up to 30x faster fine-tuning than baseline HuggingFace.
- 🧑💻 60% less GPU memory consumption allowing much larger batch sizes.
- 🎚️ Works out-of-the-box with all NVIDIA and also Intel, Habana, AMD chips.
The free open source version trains 2-5x faster with 50% less memory versus baseline!
So whether you're looking to turbocharge research 🚗 or deploy models faster 🏎️, Unsloth is the ultimate LLM accelerator.
- ⚡️ Rapid Prototyping - Quickly iterate and test ideas with up to 30x faster fine-tuning turnaround times.
- 💰 Cost Savings - Train models faster and with less GPU memory for dramatically lower compute costs.
- 🏭 Productization - Speed up research to production rollout of LLM models and capabilities.
- 🔧 Customization - Modular design allows tuning optimizations specifically for your model architectures.
- 🕰️ Future-proofing - Innovations like manual autograd frees you from relying on frameworks' built-in limitations.
In summary, Unsloth gives AI engineers the two most precious resources - time and money. Whether researching cutting edge techniques or deploying LLMs at scale, faster innovation and reduced costs will drive impact.
- 👷🏽♀️ Builders: Daniel Han, Michael Han
- 👩🏽💼 Builders on LinkedIn: https://www.linkedin.com/in/danielhanchen/
- 👩🏽🏭 Builders on X: https://twitter.com/danielhanchen
- 👩🏽💻 Contributors: 1
- 💫 GitHub Stars: 1.9k
- 🍴 Forks: 104
- 👁️ Watch: 23
- 🪪 License: Apache-2.0
- 🔗 Links: Below 👇🏽
- GitHub Repository: https://github.com/unslothai/unsloth
- Official Website: https://unsloth.ai
- LinkedIn Page: https://www.linkedin.com/company/moonshotai/
- X Page: https://twitter.com/unslothai
- Profile in The AI Engineer: https://github.com/theaiengineer/awesome-opensource-ai-engineering/blob/main/libraries/unsloth.md
🧙🏽 Follow The AI Engineer for more about unsloth and daily insights tailored to AI engineers. Subscribe to our newsletter. We are the AI community for hackers. We are the AI Ducktypers!
♻️ Repost this to help unsloth become more popular. Support AI Open-Source Libraries!