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98 lines
2.9 KiB
Markdown
98 lines
2.9 KiB
Markdown
---
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title: "Unsloth"
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sidebar_label: "Unsloth"
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description: "Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization"
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---
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{/* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. */}
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# Unsloth
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Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization
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## Skill metadata
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| Source | Bundled (installed by default) |
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| Path | `skills/mlops/training/unsloth` |
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| Version | `1.0.0` |
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| Author | Orchestra Research |
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| License | MIT |
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| Dependencies | `unsloth`, `torch`, `transformers`, `trl`, `datasets`, `peft` |
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| Tags | `Fine-Tuning`, `Unsloth`, `Fast Training`, `LoRA`, `QLoRA`, `Memory-Efficient`, `Optimization`, `Llama`, `Mistral`, `Gemma`, `Qwen` |
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## Reference: full SKILL.md
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:::info
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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.
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:::
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# Unsloth Skill
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Comprehensive assistance with unsloth development, generated from official documentation.
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## When to Use This Skill
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This skill should be triggered when:
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- Working with unsloth
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- Asking about unsloth features or APIs
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- Implementing unsloth solutions
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- Debugging unsloth code
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- Learning unsloth best practices
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## Quick Reference
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### Common Patterns
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*Quick reference patterns will be added as you use the skill.*
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## Reference Files
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This skill includes comprehensive documentation in `references/`:
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- **llms-txt.md** - Llms-Txt documentation
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Use `view` to read specific reference files when detailed information is needed.
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## Working with This Skill
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### For Beginners
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Start with the getting_started or tutorials reference files for foundational concepts.
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### For Specific Features
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Use the appropriate category reference file (api, guides, etc.) for detailed information.
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### For Code Examples
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The quick reference section above contains common patterns extracted from the official docs.
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## Resources
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### references/
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Organized documentation extracted from official sources. These files contain:
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- Detailed explanations
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- Code examples with language annotations
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- Links to original documentation
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- Table of contents for quick navigation
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### scripts/
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Add helper scripts here for common automation tasks.
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### assets/
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Add templates, boilerplate, or example projects here.
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## Notes
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- This skill was automatically generated from official documentation
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- Reference files preserve the structure and examples from source docs
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- Code examples include language detection for better syntax highlighting
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- Quick reference patterns are extracted from common usage examples in the docs
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## Updating
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To refresh this skill with updated documentation:
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1. Re-run the scraper with the same configuration
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2. The skill will be rebuilt with the latest information
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<!-- Trigger re-upload 1763621536 -->
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