unsloth

仓库创建 2025年11月3日最近提交 1 个月前SkillHot 收录 22 天前
▸ 精选理由

针对训练速度与显存瓶颈有实测加速与优化技巧。

▸ 风险提示

依赖底层优化与特定库版本,可能与部分硬件不兼容。

这个 Skill 做什么

提供 Unsloth 的快速微调与显存/速度优化方案与实践。

要把模型快速微调、又想省显存和加速训练就靠它。unsloth 给出一套实战级优化方案(常见可达 2–5 倍训练速度和 50–80% 显存节省),并支持 LoRA/QLoRA 等轻量化方法。适合在资源有限的环境里做快速迭代或部署微调模型。亮点是把工程化的显存/速度技巧和易用接口都整理好了。

▸ 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

开发编程训练加速内存优化LoRA通用
1.1w
Stars
821
Forks
40
仓库内 Skill
+761
7 日增星
安装 / 使用
给你的 Agent 一句话(通用)
帮我安装这个 skill:https://raw.githubusercontent.com/Orchestra-Research/AI-Research-SKILLs/main/03-fine-tuning/unsloth/SKILL.md
或 curl 直取 SKILL.md
curl -fsSL "https://raw.githubusercontent.com/Orchestra-Research/AI-Research-SKILLs/main/03-fine-tuning/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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