unsloth
GitHub提供 Unsloth 快速微调大模型的专家指导，涵盖 LoRA/QLoRA 优化、API 使用及最佳实践，旨在实现 2-5 倍加速和内存大幅降低。
触发场景
安装
npx skills add Orchestra-Research/AI-Research-SKILLs --skill unsloth -g -y
SKILL.md
Frontmatter
{
"name": "unsloth",
"tags": [
"Fine-Tuning",
"Unsloth",
"Fast Training",
"LoRA",
"QLoRA",
"Memory-Efficient",
"Optimization",
"Llama",
"Mistral",
"Gemma",
"Qwen"
],
"author": "Orchestra Research",
"license": "MIT",
"version": "1.0.0",
"description": "Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA\/QLoRA optimization",
"dependencies": [
"unsloth",
"torch",
"transformers",
"trl",
"datasets",
"peft"
]
}
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:
- Re-run the scraper with the same configuration
- The skill will be rebuilt with the latest information
版本历史
- 773a529 当前 2026-08-20 11:52
依赖关系
-
required
unsloth -
required
torch -
required
transformers -
required
trl - required datasets
-
required
peft
