Soup is listed as Open Source. Check https://github.com/MakazhanAlpamys/Soup for the current plan limits, as vendors change pricing frequently.

Soup

Q: What is Soup?

Soup is a code AI tool listed on Use AI Tools. Fine-tune LLMs from one YAML file. Soup uses layer streaming so an 8B model can be trained on a 4 GB laptop GPU, and covers DPO as well as supervised fine-tuning with GGUF export.

Q: What is Soup best for?

Soup is commonly used for Developers with only a consumer GPU, Fine-tuning without a config sprawl, Experimenting with DPO locally. It supports English.

Code🔥 Intermediate✅ Global access

Developers with only a consumer GPUFine-tuning without a config sprawlExperimenting with DPO locally

Open SourceEnglish

Fine-tune LLMs from one YAML file. Soup uses layer streaming so an 8B model can be trained on a 4 GB laptop GPU, and covers DPO as well as supervised fine-tuning with GGUF export.

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🎯 Real-World Use Cases

Fine-tune on a laptop

Train an 8B model within 4 GB of VRAM using layer streaming.

One-file configuration

Describe the whole run in a single YAML instead of a training script.

Export for local runtime

Produce GGUF weights you can run in a local inference server.

⚖️ Honest Review

✅ Pros

+Genuinely lowers the hardware floor for fine-tuning
+Single YAML config
+DPO support and GGUF export

⚠️ Cons

−Consumer-GPU training is still slow
−Layer streaming adds complexity versus plain fine-tuning

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CodeOct 19, 2026