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soup

soup — Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU. -…

soup is Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU. - MakazhanAlpamys/Soup. It is ranked #1175 on the Dev Radar, in AI dev tools, first seen 20 days ago and shared in 1 post (8.8k views).

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What people said about soup on X

想动手微调个大模型,一查显存要求就凉了,仅 4 GB 的显卡按说连模型都装不进去。 偶然发现 Soup,把基座模型放在内存里,训练时一层一层轮流搬进显卡,显存里始终只装当前这一层。 靠这个办法,4 GB 显存的笔记本显卡也能微调 80 亿参数的模型,实测显存峰值 3.32 GB,训练结果和正常跑出来的一模一样。 GitHub:http://github.com/MakazhanAlpamys/Soup 用起来就一份配置文件加一条命令,批大小、模型压缩方式这些参数全自动配好,也不用远程登录什么服务器。 作者还放了个免费的 Colab 笔记本,谁都能跑一遍验证这事是真的,这点挺实诚。 拿自己的数据调个专属小模型,现在一台游戏本就够了。

@GitHub_Daily, 20 days ago · 85 likes · see the post

Alternatives to soup

soup in numbers

FAQ

What is soup?

Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU. - MakazhanAlpamys/Soup It was first shared on X 20 days ago and is ranked #1175 on the Dev Radar.

Is soup free?

It is open source.

Who shared soup?

1 account on X, including @GitHub_Daily, in 1 post totalling 8.8k views.

Every post is read and classified by Jev (TypeSafe): what it is, which market it belongs to, and whether the link is a real tool. 12.2k posts from 4.7k X accounts over the last 21 days, 1.4k tools, 12 markets. Collected every 5 minutes, fully re-ranked every hour — last update 2026-09-19 18:39 UTC. Full method.