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Soup CLI

Soup CLI Traffic & Growth

Fine-tune an 8B LLM on a 4 GB laptop GPU

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Soup CLI 소개

LoRA keeps the base model frozen: read, never written. So Soup keeps it in system RAM and streams it into the GPU one decoder layer at a time. Peak VRAM becomes one layer instead of the whole model. Measured on an RTX 3050 Laptop 4 GB: Llama-3.1-8B trains at 119.6 tok/s in 3.32 GB peak. One YAML, one command. SFT, DPO, GRPO, KTO, plus eval, gating and export. Apache-2.0. Every number is published, including the ones I measured and threw away.

자주 묻는 질문

Soup CLI이란?

Soup CLI은(는) LoRA keeps the base model frozen: read, never written. So Soup keeps it in system RAM and streams it into the GPU one decoder layer at a time. Peak VRAM becomes one layer instead of the whole model. Measured on an RTX 3050 Laptop 4 GB: Llama-3.1-8B trains at 119.6 tok/s in 3.32 GB peak. One YAML, one command. SFT, DPO, GRPO, KTO, plus eval, gating and export. Apache-2.0. Every number is published, including the ones I measured and threw away.

Soup CLI은(는) 무료인가요?

네, Soup CLI은(는) 무료로 사용할 수 있습니다.

Soup CLI와 함께 살펴볼 관련 도구는 무엇인가요?

이 도구들은 Soup CLI와 같은 주제에 속합니다: Google Whisk 2.0, TestSprite 1.0, Ash , Capalyze. 각 프로필에서 이용 가능한 정보와 공식 사이트를 확인하세요.

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