Ternary Bonsai 27B — VRAM Requirements

Autor: Jakub Rusinowski · Ostatnia aktualizacja: 21 lipca 2026

How much GPU VRAM you need to run Bonsai 27B Ternary Bonsai 27B by PrismML locally, a 27B-parameter model. Figures are quantized weights + KV cache + framework overhead from a memory-bandwidth roofline model.

Ternary Bonsai 27B needs about 17 GB VRAM at Q4_K_M.

VRAM by Quantization

QuantBits/weightWeightsTotal VRAM
Q2_K2.638.9 GB9.7 GB
Q3_K_M3.4111.5 GB12.3 GB
Q4_K_M4.8316.3 GB17.1 GB
Q5_K_M5.6719.1 GB19.9 GB
Q6_K6.5622.1 GB22.9 GB
Q8_08.5028.7 GB29.5 GB
F1616.0054.0 GB54.8 GB

Switch quantization in the interactive calculator, or see the full Bonsai 27B model page.

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Model creators: paste this into your Hugging Face model card README to link readers straight to this VRAM breakdown.

VRAM Requirements

[![VRAM Requirements](https://img.shields.io/badge/Check_VRAM-LLM_Configurator-blue)](https://llmconfigurator.com/en/vram-calculator/bonsai-27b-ternary)

Estimates only — actual VRAM varies with context length, batch size, runtime and KV-cache settings.