Can I Run Llama 3.2 Vision on Apple M1 Ultra?

Superseded model. Llama 3.2 Vision has been superseded by Llama 4. This page is kept for reference; the newer family is a better starting point. View Llama 4 →

Autor: Jakub Rusinowski · Ostatnia aktualizacja: 12 lipca 2026

Yes, comfortably — you'll have ~74.4 GB of headroom running Llama 3.2 Vision 90B at Q4_K_M (53.613 GB, ~8 tok/s (est.)) with room for up to 64K context.

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or compare on Vast.ai from $0.77/hr (typical low · varies)

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Apple Mac Studio M1 Ultra
128 GB VRAM · 60 W board power
Ceny w 2026 są niestabilne — sprawdź aktualną ofertę.
Sprawdź cenę na Amazon

Apple M1 Ultra Specs

VRAM128 GB unified memory
Memory Bandwidth800 GB/s

Llama 3.2 Vision 90B on the Apple M1 Ultra: VRAM by quantization

QuantVRAM neededFits 128 GB?Max context
F16180.1 GB✗ No
Q8_096.8 GB✓ Yes64K
Q6_K75.3 GB✓ Yes64K
Q5_K_M65.4 GB✓ Yes64K
Q4_K_M56.1 GB✓ Yes64K
Q3_K_M40.3 GB✓ Yes64K
Q2_K31.7 GB✓ Yes64K

VRAM needed assumes a 4K-token context with an f16 KV cache; “Max context” is the largest window that still fits in 128 GB of unified memory. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Llama 3.2 Vision Sizes That Fit the Apple M1 Ultra

Llama 3.2 Vision 90BQ4_K_M · 53.613 GB · ~8 tok/s (est.)
Llama 3.2 Vision 11BQ4_K_M · 6.39975 GB · ~52 tok/s (est.)
Buy vs. rent Llama 3.2 Vision
Buy the GPU
~$3,999
Apple M1 Ultra · MSRP
Rent by the hour
from $0.77/hr
A100 (80 GB) class

At 2 hrs/day, buying (~$3,999) beats renting at $0.77/hr after about 7.2 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

Will Llama 3.2 Vision run on the Apple M1 Ultra?

Yes, comfortably — you'll have ~74.4 GB of headroom running Llama 3.2 Vision 90B at Q4_K_M (53.613 GB, ~8 tok/s (est.)) with room for up to 64K context.

Which Llama 3.2 Vision variant fits best on the Apple M1 Ultra?

Llama 3.2 Vision 90B at Q4_K_M quantization (53.613 GB), estimated ~8 tokens/sec, up to 64K context.

Every Llama 3.2 Vision size on the Apple M1 Ultra

SizeVRAMVerdictSpeed
Llama 3.2 Vision 90B53.6 GBRuns~8 tok/s
Llama 3.2 Vision 11B6.4 GBRuns~52 tok/s

Llama 3.2 Vision on Other GPUs

Popular Models on the Apple M1 Ultra

VRAM Tier

Troubleshooting

Buying Guide

← Can I Run It? | Llama 3.2 Vision Model Page | Apple M1 Ultra GPU Page | Check Your Hardware