— name: unsloth description: Expert guidance for fast fine-tuning with Unsloth – 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization version: 1.0.0 author: Orchestra Research license: MIT dependencies: [unsloth, torch, transformers, trl, datasets, peft] metadata: hermes: tags: [Fine-Tuning, Unsloth, Fast Training, LoRA, QLoRA, Memory-Efficient, Optimization, Llama, Mistral, Gemma, Qwen] — # Unsloth Skill Comprehensive assistance with unsloth development, generated from official documentation. ## When to Use This Skill This skill should be triggered when: – Working with unsloth – Asking about unsloth features or APIs – Implementing unsloth solutions – Debugging unsloth code – Learning unsloth best practices ## Quick Reference ### Common Patterns *Quick reference patterns will be added as you use the skill.* ## Reference Files This skill includes comprehensive documentation in `references/`: – **llms-txt.md** – Llms-Txt documentation Use `view` to read specific reference files when detailed information is needed. ## Working with This Skill ### For Beginners Start with the getting_started or tutorials reference files for foundational concepts. ### For Specific Features Use the appropriate category reference file (api, guides, etc.) for detailed information. ### For Code Examples The quick reference section above contains common patterns extracted from the official docs. ## Resources ### references/ Organized documentation extracted from official sources. These files contain: – Detailed explanations – Code examples with language annotations – Links to original documentation – Table of contents for quick navigation ### scripts/ Add helper scripts here for common automation tasks. ### assets/ Add templates, boilerplate, or example projects here. ## Notes – This skill was automatically generated from official documentation – Reference files preserve the structure and examples from source docs – Code examples include language detection for better syntax highlighting – Quick reference patterns are extracted from common usage examples in the docs ## Updating To refresh this skill with updated documentation: 1. Re-run the scraper with the same configuration 2. The skill will be rebuilt with the latest information <!– Trigger re-upload 1763621536 –>