Can I Run GLM-5 / GLM-5.1 on NVIDIA H100 80GB?

Written by Jakub Rusinowski · Last updated July 21, 2026

Yes, comfortably — you'll have ~36.5 GB of headroom running GLM-5.1 72B at Q4_K_M (43.47 GB, ~35 tok/s (est.)) with room for up to 64K context.

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NVIDIA H100 80GB PCIe
80 GB VRAM · 350 W board power
2026 prices are volatile — check the current listing.
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NVIDIA H100 80GB Specs

VRAM80 GB
Memory Bandwidth2000 GB/s

GLM-5.1 72B on the NVIDIA H100 80GB: VRAM by quantization

QuantVRAM neededFits 80 GB?Max context
F16146 GB✗ No
Q8_078.5 GB✓ Yes8K
Q6_K61 GB✓ Yes64K
Q5_K_M53 GB✓ Yes64K
Q4_K_M45.5 GB✓ Yes64K
Q3_K_M32.7 GB✓ Yes64K
Q2_K25.7 GB✓ Yes64K

VRAM needed assumes a 4K-token context with an f16 KV cache; “Max context” is the largest window that still fits in 80 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

GLM-5 / GLM-5.1 Sizes That Fit the NVIDIA H100 80GB

GLM-5.1 72BQ4_K_M · 43.47 GB · ~35 tok/s (est.)
GLM-5 32BQ4_K_M · 19.32 GB · ~71 tok/s (est.)
GLM-5 9BQ4_K_M · 5.43375 GB · ~172 tok/s (est.)
Buy vs. rent GLM-5 / GLM-5.1
Buy the GPU
~$25,000
NVIDIA H100 80GB · MSRP
Rent by the hour
from $0.77/hr
A100 (80 GB) class

At 2 hrs/day, buying (~$25,000) beats renting at $0.77/hr after about 45.1 years.

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Vast.ai $0.77/hr · typical low · varies
Rent on Vast.ai →
RunPod $1.39/hr
Rent on RunPod →

Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

FAQ

GLM-5 / GLM-5.1 on the NVIDIA H100 80GB — does it fit?

Yes, comfortably — you'll have ~36.5 GB of headroom running GLM-5.1 72B at Q4_K_M (43.47 GB, ~35 tok/s (est.)) with room for up to 64K context.

Which GLM-5 / GLM-5.1 variant fits best on the NVIDIA H100 80GB?

GLM-5.1 72B at Q4_K_M quantization (43.47 GB), estimated ~35 tokens/sec, up to 64K context.

GLM-5 / GLM-5.1 on Other GPUs

Popular Models on the NVIDIA H100 80GB

VRAM Tier

Troubleshooting

Buying Guide

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