Soup CLI Traffic & Growth
Fine-tune an 8B LLM on a 4 GB laptop GPU
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Über Soup CLI
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.
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Was ist Soup CLI?
Soup CLI ist 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.
Ist Soup CLI kostenlos?
Ja, Soup CLI ist kostenlos nutzbar.
Welche verwandten Tools kann ich mit Soup CLI erkunden?
Diese Tools teilen ein Thema mit Soup CLI: Google Whisk 2.0, TestSprite 1.0, Ash , Capalyze. Öffnen Sie jedes Profil, um verfügbare Informationen und die offizielle Website zu prüfen.
