Unsloth Studio runs 100% offline on your Mac and Windows device. Run GGUF and Safetensors models with tool-calling, web search, and OpenAI compatible API.
Compare models side by side and upload images, docs, audio, code files and more.
Auto-create datasets from PDF, CSV, JSON docs and start training with real-time observability.
Unsloth's custom kernels supports optimized training for LoRA, FP8, FFT, PT and 500+ models including text, vision, audio and embeddings.
Chat with and compare 2 different models, such as a base model and a fine-tuned one, to see how their outputs differ.
Just load your first GGUF/model, then the second, and voilà!
Data Recipes transforms your docs into useable datasets via graph-node workflow. Upload unstructured or structured files like PDFs, CSV and JSON. Unsloth Data Recipes auto turns documents into your desired formats.
Export any model, including your fine-tuned models, to safetensors, or GGUF for use with llama.cpp, vLLM, Ollama, and more. Why not try our fully free open source version? Finetune 2X faster on a single NVIDIA GPU for free on Google Colab or Kaggle Notebooks.