Can I Run Llama 3.2 Family on NVIDIA H100 80GB?

Name: LLM Configurator — GPU VRAM Checker
Author: LLM Configurator

作者： Jakub Rusinowski · 最后更新： 2026年8月15日

Yes, comfortably — you'll have ~26.4 GB of headroom running Llama 3.2 90B Vision Instruct at Q4_K_M (53.613 GB, ~29 tok/s (est.)) with room for up to 32K context.

Buy This HardwareNVIDIA H100 80GB PCIe — 80 GB VRAM · 350 W board power Deploy in the Cloud NowNVIDIA H100 80GB on RunPod — from $2.89/hr · rate checked 2026-07

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NVIDIA H100 80GB PCIe

80 GB VRAM · 350 W board power

2026年价格波动较大——请以当前商品页价格为准。

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NVIDIA H100 80GB Specs

VRAM	80 GB
Memory Bandwidth	2000 GB/s

Llama 3.2 90B Vision Instruct on the NVIDIA H100 80GB: VRAM by quantization

Quant	VRAM needed	Fits 80 GB?	Max context
F16	180.1 GB	✗ No	—
Q8_0	96.8 GB	✗ No	—
Q6_K	75.3 GB	✓ Yes	8K
Q5_K_M	65.4 GB	✓ Yes	32K
Q4_K_M	56.1 GB	✓ Yes	32K
Q3_K_M	40.3 GB	✓ Yes	64K
Q2_K	31.7 GB	✓ Yes	64K

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 3.2 Family Sizes That Fit the NVIDIA H100 80GB

Llama 3.2 90B Vision Instruct	Q4_K_M · 53.613 GB · ~29 tok/s (est.)
Llama 3.2 11B Vision Instruct	Q4_K_M · 6.39975 GB · ~156 tok/s (est.)
Llama 3.2 3B Instruct	Q4_K_M · 1.9380375 GB · ~273 tok/s (est.)
Llama 3.2 1B Instruct	Q4_K_M · 0.74865 GB · ~362 tok/s (est.)

Buy vs. rent Llama 3.2 Family

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

Does the NVIDIA H100 80GB have enough VRAM for Llama 3.2 Family?

Yes, comfortably — you'll have ~26.4 GB of headroom running Llama 3.2 90B Vision Instruct at Q4_K_M (53.613 GB, ~29 tok/s (est.)) with room for up to 32K context.

Which quantization of Llama 3.2 Family should I use on the NVIDIA H100 80GB?

Llama 3.2 90B Vision Instruct at Q4_K_M quantization (53.613 GB), estimated ~29 tokens/sec, up to 32K context.

Every Llama 3.2 Family size on the NVIDIA H100 80GB

Size	VRAM	Verdict	Speed
Llama 3.2 90B Vision Instruct	53.6 GB	Runs	~29 tok/s
Llama 3.2 11B Vision Instruct	6.4 GB	Runs	~156 tok/s
Llama 3.2 3B Instruct	1.9 GB	Runs	~273 tok/s
Llama 3.2 1B Instruct	0.7 GB	Runs	~362 tok/s

Llama 3.2 Family on Other GPUs

Popular Models on the NVIDIA H100 80GB

VRAM Tier

Best LLMs for 80 GB VRAM

Troubleshooting

Which GGUF quant should I download? (Q4 vs Q5 vs Q8)

Buying Guide

Best GPU Buyer Guide 2026

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