Soup

Free, open-source CLI for fine-tuning and post-training LLMs from one YAML config, able to train an 8B model on a 4 GB laptop GPU.

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Introduction

What is Soup?

Free, open-source CLI for fine-tuning and post-training LLMs from one YAML config, able to train an 8B model on a 4 GB laptop GPU.

Key features

Checks your data, picks the training method and writes the config for you
Opt-in layer streaming from RAM or NVMe lets Llama-3.1-8B fine-tune on a 4 GB GPU (beta)
23 methods including DPO, ORPO, SimPO and KTO, 171 offline recipes and 17 quantization formats
Works with Hugging Face, Ollama, vLLM, DeepSpeed and Unsloth; supports Apple Silicon via MLX; Apache-2.0

Learn more at trysoup.dev.

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Information

Listed by
timematetimemate
Websitetrysoup.dev
Published date2026/11/04

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