GLM-6 355B-A32B — VRAM Requirements

Written by Jakub Rusinowski · Last updated June 26, 2026

How much GPU VRAM you need to run GLM-6 GLM-6 355B-A32B by Zhipu AI (Z.ai) locally, a 355B-parameter model. Figures are quantized weights + KV cache + framework overhead, computed from the model's parameter count and published architecture — not a throughput model. See /en/methodology.

GLM-6 355B-A32B needs about 215 GB VRAM at Q4_K_M.

VRAM by Quantization

QuantBits/weightWeightsTotal VRAM
Q2_K2.63116.7 GB117.5 GB
Q3_K_M3.41151.3 GB152.1 GB
Q4_K_M4.83214.3 GB215.1 GB
Q5_K_M5.67251.6 GB252.4 GB
Q6_K6.56291.1 GB291.9 GB
Q8_08.50377.2 GB378.0 GB
F1616.00710.0 GB710.8 GB

Switch quantization in the interactive calculator, or see the full GLM-6 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/glm-6-355b-a32b?utm_source=badge&utm_medium=referral&utm_campaign=readme_badge&utm_content=glm-6-355b-a32b)

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