Unsloth — Unsloth: 2-5x faster LoRA/QLoRA fine-tuning, less VRAM
Unsloth: 2-5x faster LoRA/QLoRA fine-tuning, less VRAM.
Skill metadata
Section titled “Skill metadata”| Source | Optional — install with hermes skills install official/mlops/unsloth |
| Path | optional-skills/mlops/training/unsloth |
| Version | 1.0.0 |
| Author | Orchestra Research |
| License | MIT |
| Dependencies | unsloth, torch, transformers, trl, datasets, peft |
| Platforms | linux, macos |
| Tags | Fine-Tuning, Unsloth, Fast Training, LoRA, QLoRA, Memory-Efficient, Optimization, Llama, Mistral, Gemma, Qwen |
Reference: full SKILL.md
Section titled “Reference: full SKILL.md”The following is the complete skill definition that Hermes loads when this skill is triggered. This is what the agent sees as instructions when the skill is active.
Unsloth Skill
Section titled “Unsloth Skill”Comprehensive assistance with unsloth development, generated from official documentation.
When to Use This Skill
Section titled “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
Section titled “Quick Reference”Common Patterns
Section titled “Common Patterns”Quick reference patterns will be added as you use the skill.
Reference Files
Section titled “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
Section titled “Working with This Skill”For Beginners
Section titled “For Beginners”Start with the getting_started or tutorials reference files for foundational concepts.
For Specific Features
Section titled “For Specific Features”Use the appropriate category reference file (api, guides, etc.) for detailed information.
For Code Examples
Section titled “For Code Examples”The quick reference section above contains common patterns extracted from the official docs.
Resources
Section titled “Resources”references/
Section titled “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/
Section titled “scripts/”Add helper scripts here for common automation tasks.
assets/
Section titled “assets/”Add templates, boilerplate, or example projects here.
- 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
Section titled “Updating”To refresh this skill with updated documentation:
- Re-run the scraper with the same configuration
- The skill will be rebuilt with the latest information