Can I Run Llama 3.2 11B Vision Instruct on Apple M2 Max?

Written by Jakub Rusinowski · Last updated September 29, 2026

Yes. Llama 3.2 11B Vision Instruct needs 8.5 GB at 8K context (6.4 GB weights + 2.1 GB KV cache/overhead) at Q4_K_M and the Apple M2 Max has 72 GB usable, leaving about 63.5 GB of headroom, at roughly 28 tok/s (estimated) with room for up to 64K of context.

See what else this hardware can run →

The numbers

ModelLlama 3.2 11B Vision Instruct
Parameters11B
QuantizationQ4_K_M
VRAM needed (8K context)8.5 GB
Apple M2 Max usable memory72 GB
VerdictRuns
Max context64K
Estimated speed~28 tok/s

Llama 3.2 11B Vision Instruct on the Apple M2 Max: VRAM by quantization

QuantVRAM neededFits 96 GB?Max contextWhole PC
F1623.3 GB✓ Yes64K—
Q8_013.4 GB✓ Yes64K—
Q6_K10.8 GB✓ Yes64K—
Q5_K_M9.7 GB✓ Yes64K—
Q4_K_M8.5 GB✓ Yes64K—
Q3_K_M6.7 GB✓ Yes64K—
Q2_K5.6 GB✓ Yes64K—

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 96 GB of unified memory. 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 Apple M2 Max: 8K 8.5 GB · 32K 12.6 GB · 125K 28.2 GB. Every window this model publishes still fits 96 GB.

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 11B Vision Instruct on 16 GB of system RAM, CPU only: runs.

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Running Llama 3.2 11B Vision Instruct on this card:

Apple Mac Studio M2 Max
96 GB VRAM · 40 W board power
2026 prices are volatile — check the current listing.
Check price on Amazon

Won't fit — rent Llama 3.2 11B Vision Instruct instead

Llama 3.2 11B Vision Instruct needs ~9 GB but this GPU has 96 GB. Rent a RTX 4090 (24 GB)-class GPU by the hour instead of buying one:

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RunPod $0.34/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.

Other Llama 3.2 Family sizes on the Apple M2 Max

Llama 3.2 11B Vision Instruct on nearby hardware

All Llama 3.2 Family sizes on the Apple M2 Max | Llama 3.2 11B Vision Instruct model page | Apple M2 Max GPU page | VRAM calculator | Check your hardware