unsloth-zoo 2024.11.0

Utils for Unsloth

Unsloth Zoo - Utils for Unsloth!

✨ Finetune for Free

All notebooks are beginner friendly! Add your dataset, click "Run All", and you'll get a 2x faster finetuned model which can be exported to GGUF, Ollama, vLLM or uploaded to Hugging Face.

Unsloth supports	Free Notebooks	Performance	Memory use
Llama 3.2 (3B)	▶️ Start for free	2x faster	60% less
Llama 3.1 (8B)	▶️ Start for free	2x faster	60% less
Phi-3.5 (mini)	▶️ Start for free	2x faster	50% less
Gemma 2 (9B)	▶️ Start for free	2x faster	63% less
Mistral Small (22B)	▶️ Start for free	2x faster	60% less
Ollama	▶️ Start for free	1.9x faster	43% less
Mistral v0.3 (7B)	▶️ Start for free	2.2x faster	73% less
ORPO	▶️ Start for free	1.9x faster	43% less
DPO Zephyr	▶️ Start for free	1.9x faster	43% less

• Kaggle Notebooks for Llama 3.1 (8B), Gemma 2 (9B), Mistral (7B)
• Run Llama 3.2 1B 3B notebook and Llama 3.2 conversational notebook
• Run Llama 3.1 conversational notebook and Mistral v0.3 ChatML
• This text completion notebook is for continued pretraining / raw text
• This continued pretraining notebook is for learning another language
• Click here for detailed documentation for Unsloth.

🔗 Links and Resources

Type	Links
📚 Documentation & Wiki	Read Our Docs
Twitter (aka X)	Follow us on X
💾 Installation	unsloth/README.md
🥇 Benchmarking	Performance Tables
🌐 Released Models	Unsloth Releases
✍️ Blog	Read our Blogs

⭐ Key Features

• All kernels written in OpenAI's Triton language. Manual backprop engine.
• 0% loss in accuracy - no approximation methods - all exact.
• No change of hardware. Supports NVIDIA GPUs since 2018+. Minimum CUDA Capability 7.0 (V100, T4, Titan V, RTX 20, 30, 40x, A100, H100, L40 etc) Check your GPU! GTX 1070, 1080 works, but is slow.
• Works on Linux and Windows via WSL.
• Supports 4bit and 16bit QLoRA / LoRA finetuning via bitsandbytes.
• Open source trains 5x faster - see Unsloth Pro for up to 30x faster training!
• If you trained a model with 🦥Unsloth, you can use this cool sticker!  

💾 Installation Instructions

These are utilities for Unsloth, so install Unsloth as well! For stable releases for Unsloth Zoo, use pip install unsloth_zoo. We recommend pip install "unsloth_zoo @ git+https://github.com/unslothai/unsloth-zoo.git" for most installations though.

pip install unsloth_zoo

License

Unsloth Zoo is licensed under the GNU Affero General Public License.