Can I Run Llama 4 on NVIDIA H100 80GB?

Written by Jakub Rusinowski · Last updated July 21, 2026

Yes, comfortably — you'll have ~14.2 GB of headroom running Llama 4 Scout 17B at Q4_K_M (65.80875 GB, ~114 tok/s (est.)) with room for up to 64K context.

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NVIDIA H100 80GB PCIe
Launch MSRP: $25,000
2026 prices are volatile — check the current listing.
Check price on Amazon

NVIDIA H100 80GB Specs

VRAM80 GB
Memory Bandwidth2000 GB/s

Llama 4 Scout 17B on the NVIDIA H100 80GB: VRAM by quantization

QuantVRAM neededFits 80 GB?Max context
F16219.6 GB✗ No
Q8_0117.4 GB✗ No
Q6_K91 GB✗ No
Q5_K_M78.9 GB✓ Yes8K
Q4_K_M67.4 GB✓ Yes64K
Q3_K_M48.1 GB✓ Yes128K
Q2_K37.4 GB✓ Yes128K

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.

Llama 4 Sizes That Fit the NVIDIA H100 80GB

Llama 4 Scout 17BQ4_K_M · 65.80875 GB · ~114 tok/s (est.)
Buy vs. rent Llama 4
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
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RunPod $1.39/hr
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Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

FAQ

Will Llama 4 run on the NVIDIA H100 80GB?

Yes, comfortably — you'll have ~14.2 GB of headroom running Llama 4 Scout 17B at Q4_K_M (65.80875 GB, ~114 tok/s (est.)) with room for up to 64K context.

Which Llama 4 variant fits best on the NVIDIA H100 80GB?

Llama 4 Scout 17B at Q4_K_M quantization (65.80875 GB), estimated ~114 tokens/sec, up to 64K context.

Llama 4 on Other GPUs

Popular Models on the NVIDIA H100 80GB

VRAM Tier

Troubleshooting

Buying Guide

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