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
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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