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github.com

Soup

One-config CLI for LLM post-training: SFT, DPO, GRPO, KTO, ORPO, plus eval gating and export. Layer streaming trains an 8B model on a 4 GB l...

Checked Oct 27, 2026Evidence completeness: evidenceREADME refreshed Oct 16, 2026
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One-config CLI for LLM post-training: SFT, DPO, GRPO, KTO, ORPO, plus eval gating and export. Layer streaming trains an 8B model on a 4 GB laptop GPU by streaming the frozen base from host RAM one decoder layer at a time. Apache 2.0 licensed.

Best for

Teams evaluating AI models, assistants and generative workflows, particularly command-line workflows and latency-sensitive workloads — free to start, source available on GitHub.

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Why this fit

Teams evaluating AI models, assistants and generative workflows, particularly command-line workflows and latency-sensitive workloads — free to start, source available on GitHub.

Known limitations

Teams that need a vendor SLA before adopting a free tool — check the project's support terms first.

Catalogue confidence

Catalogue data checked Oct 27, 2026.

GitHub-backed record with source-attributed context.

Repository context

Light core: CLI + config + data tools, no PyTorch

GitHub / MakazhanAlpamys/Soup

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Listed in active catalogue
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Catalogue updated Oct 27, 2026
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GitHub-backed record
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