Can I Run Llama 3.2 Vision 90B on NVIDIA RTX PRO 6000 Blackwell?

Written by Jakub Rusinowski · Last updated August 15, 2026

Yes. Llama 3.2 Vision 90B needs 53.6 GB at Q4_K_M and the NVIDIA RTX PRO 6000 Blackwell has 96 GB, leaving about 42.4 GB of headroom, at roughly 26 tok/s (estimated) with room for up to 64K of context.

The numbers

ModelLlama 3.2 Vision 90B
Parameters90B
QuantizationQ4_K_M
VRAM needed53.6 GB
NVIDIA RTX PRO 6000 Blackwell VRAM96 GB
VerdictRuns
Max context64K
Estimated speed~26 tok/s

What to do next

Nothing to change — run it at Q4_K_M. If you want more capability, check whether the next size up also fits.

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Running Llama 3.2 Vision 90B on this card:

NVIDIA RTX PRO 6000 Blackwell 96GB
96 GB VRAM · 600 W board power
2026 prices are volatile — check the current listing.
Check price on Amazon

Buy vs. rent Llama 3.2 Vision 90B
Buy the GPU
~$8,565
NVIDIA RTX PRO 6000 Blackwell · MSRP
Rent by the hour
from $0.77/hr
A100 (80 GB) class

At 2 hrs/day, buying (~$8,565) beats renting at $0.77/hr after about 15.4 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.

Other Llama 3.2 Vision sizes on the NVIDIA RTX PRO 6000 Blackwell

Llama 3.2 Vision 90B on nearby hardware

All Llama 3.2 Vision sizes on the NVIDIA RTX PRO 6000 Blackwell | VRAM calculator for Llama 3.2 Vision 90B | NVIDIA RTX PRO 6000 Blackwell GPU page | Check your hardware