Can I Run Llama 3.2 Vision 11B on NVIDIA GeForce RTX 4070 Ti?

Written by Jakub Rusinowski · Last updated September 29, 2026

Yes. Llama 3.2 Vision 11B needs 8.5 GB at 8K context (6.4 GB weights + 2.1 GB KV cache/overhead) at Q4_K_M and the NVIDIA GeForce RTX 4070 Ti has 12 GB, leaving about 3.5 GB of headroom, at roughly 58 tok/s (estimated) with room for up to 16K of context.

See what else this hardware can run →

The numbers

ModelLlama 3.2 Vision 11B
Parameters11B
QuantizationQ4_K_M
VRAM needed (8K context)8.5 GB
NVIDIA GeForce RTX 4070 Ti VRAM12 GB
VerdictRuns
Max context16K
Estimated speed~58 tok/s

Llama 3.2 Vision 11B on the NVIDIA GeForce RTX 4070 Ti: VRAM by quantization

QuantVRAM neededFits 12 GB?Max contextWhole PC
F1623.3 GB✗ No——
Q8_013.4 GB✗ No——
Q6_K10.8 GB✓ Yes8K—
Q5_K_M9.7 GB✓ Yes16K—
Q4_K_M8.5 GB✓ Yes16K—
Q3_K_M6.7 GB✓ Yes32K—
Q2_K5.6 GB✓ Yes32K—

Assumes an 8K-token context with an f16 KV cache. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 12 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Context costs VRAM too. At Q4_K_M on the NVIDIA GeForce RTX 4070 Ti: 8K 8.5 GB · 32K 12.6 GB ✗ · 125K 28.2 GB ✗. Past 32K it no longer fits 12 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

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.

No compatible GPU? Llama 3.2 Vision 11B on 8 GB of system RAM, CPU only: runs.

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Running Llama 3.2 Vision 11B on this card:

NVIDIA GeForce RTX 4070 Ti 12GB
12 GB VRAM · 285 W board power
2026 prices are volatile — check the current listing.
Check price on Amazon

Buy vs. rent Llama 3.2 Vision 11B
Buy the GPU
~$799
NVIDIA GeForce RTX 4070 Ti · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$799) beats renting at $0.34/hr after about 3.3 years.

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RunPod $0.34/hr
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Rent on Vast.ai →

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 GeForce RTX 4070 Ti

Llama 3.2 Vision 11B on nearby hardware

All Llama 3.2 Vision sizes on the NVIDIA GeForce RTX 4070 Ti | Llama 3.2 Vision 11B model page | NVIDIA GeForce RTX 4070 Ti GPU page | VRAM calculator | Check your hardware