{"slug":"unsloth","title":"Unsloth","description":"Wiki for Unsloth — fast, memory-efficient LLM fine-tuning: LoRA/QLoRA, datasets & chat templates, hyperparameters, reinforcement learning (GRPO), saving/exporting (GGUF/Ollama), inference & deployment (vLLM/LM Studio), Unsloth Studio, and the model catalog.","tags":["unsloth","fine-tuning","lora"],"category":"inference","scope":{"covers":"Unsloth LLM fine-tuning: when to fine-tune (vs RAG), installation/requirements, datasets & chat templates, LoRA/QLoRA & hyperparameters, reinforcement learning (GRPO/GSPO, reward design), saving/exporting (GGUF incl. Dynamic 2.0, Ollama, merged weights), inference & deployment (in-framework, vLLM, LM Studio, llama.cpp), Unsloth Studio, the FastLanguageModel API, and the model/notebook catalog.","notCovered":"Per-model VRAM/quant/template specifics (catalogued — read the per-model guide), exact current API signatures, and frequent post-date releases — verify against docs.unsloth.ai.","currentAs":"2026-06-19"},"lastUpdated":"2026-06-19","documentCount":16,"raw_base":"/raw/unsloth/","html_base":"/wiki/unsloth/","documents":[{"path":"README.md","title":"LLM Wiki","type":null,"updated":null},{"path":"wiki/index.md","title":"Knowledge Base Index","type":"index","updated":"2026-06-19"},{"path":"wiki/concepts/datasets.md","title":"Datasets & Chat Templates","type":"concept","updated":"2026-06-19"},{"path":"wiki/concepts/fine-tuning-basics.md","title":"Fine-tuning Basics: Is It Right for You?","type":"concept","updated":"2026-06-19"},{"path":"wiki/concepts/inference-and-deployment.md","title":"Inference & Deployment","type":"concept","updated":"2026-06-19"},{"path":"wiki/concepts/installation.md","title":"Installation & Requirements","type":"concept","updated":"2026-06-19"},{"path":"wiki/concepts/lora-and-hyperparameters.md","title":"LoRA, QLoRA & Hyperparameters","type":"concept","updated":"2026-06-19"},{"path":"wiki/concepts/reinforcement-learning.md","title":"Reinforcement Learning (GRPO)","type":"concept","updated":"2026-06-19"},{"path":"wiki/concepts/saving-and-exporting.md","title":"Saving & Exporting Models","type":"concept","updated":"2026-06-19"},{"path":"wiki/concepts/unsloth-studio.md","title":"Unsloth Studio","type":"concept","updated":"2026-06-19"},{"path":"wiki/concepts/what-is-unsloth.md","title":"What is Unsloth","type":"concept","updated":"2026-06-19"},{"path":"wiki/entities/unsloth-library.md","title":"The unsloth Library (FastLanguageModel)","type":"entity","updated":"2026-06-19"},{"path":"wiki/log.md","title":"Activity Log","type":"log","updated":null},{"path":"wiki/summaries/docs-catalog.md","title":"Docs Catalog","type":"summary","updated":"2026-06-19"},{"path":"wiki/summaries/model-catalog-and-notebooks.md","title":"Model Catalog & Notebooks","type":"summary","updated":"2026-06-19"},{"path":"wiki/syntheses/end-to-end-fine-tune.md","title":"End-to-End: Fine-tune to Deployment","type":"synthesis","updated":"2026-06-19"}]}