unsloth

仓库创建 2026年3月17日最近提交 2 个月前SkillHot 收录 22 天前
▸ 精选理由

侧重速度与内存节省,适合资源受限的训练场景

▸ 风险提示

依赖硬件特性与实现细节,可能存在兼容性限制

这个 Skill 做什么

提供快速微调与内存优化的实践与工具,兼容 LoRA/QLoRA。

提供关于 Unsloth 的快速微调和内存优化实践,能让训练更快、显存更省,并兼容 LoRA/QLoRA 优化。在做模型微调、调参或碰到显存瓶颈时会用到。会给出具体模式、命令和调优套路,方便把理论性能提升落地到训练流程里。

▸ 展开 SKILL.md 英文原文

Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization

开发编程加速训练内存优化LoRA通用
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安装 / 使用
给你的 Agent 一句话(通用)
帮我安装这个 skill:https://raw.githubusercontent.com/OpenRaiser/NanoResearch/main/skills/vendor-ai-research/unsloth/SKILL.md
或 curl 直取 SKILL.md
curl -fsSL "https://raw.githubusercontent.com/OpenRaiser/NanoResearch/main/skills/vendor-ai-research/unsloth/SKILL.md"
SKILL.MD 节选查看完整文件 ↗
# 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 wi
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