Can a Apple MacBook Pro (M3 Max) run Llama 3.2 (1B) locally?

Yes — the Apple MacBook Pro (M3 Max) has 36GB VRAM. It runs Llama 3.2 (1B) comfortably (best variant: Q4_K_M (4-bit Recommended), ~0.8GB).

What is the best Llama 3.2 (1B) quantization for a 36GB GPU?

The Q4_K_M (4-bit Recommended) variant (~0.8GB) is the best fit on the Apple MacBook Pro (M3 Max).

GPU × Model Compatibility

Can a Apple MacBook Pro (M3 Max) run Llama 3.2 (1B)?

Apple MacBook Pro (M3 Max) has 36GB VRAM. Here's exactly whichprecision (FP16, FP8, GGUF)of Llama 3.2 (1B) fits and how smoothly it runs.

Runs locally — recommended

This GPU has enough VRAM for Llama 3.2 (1B). Best pick: Q4_K_M (4-bit Recommended) (~0.8GB) with 35.2GB headroom.

0.8GB

smallest fit on this GPU

Run it locally

Apple MacBook Pro (M3 Max) (36GB) · ~$3500 is a solid fit for Llama 3.2 (1B).

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Llama 3.2 (1B) variants on the Apple MacBook Pro (M3 Max)

Variant	Precision	Size	Total VRAM needed	Headroom	Fits?
Q4_K_M (4-bit Recommended)REC	q4_k_m	0.8GB	0.8GB	+35.2GB	✓ Fits
FP8 (Quantized)	fp8	1.4GB	1.4GB	+34.6GB	✓ Fits
Q8_0 (8-bit GGUF)	q8_0	1.5GB	1.5GB	+34.5GB	✓ Fits
FP16 (Uncompressed)	fp16	2.7GB	2.7GB	+33.3GB	✓ Fits

"Total VRAM needed" = variant size + 0.0GB estimated text-encoder/VAE overhead. Headroom = GPU VRAM (36GB) − total needed. Green ≥ 1.5GB headroom; Red ≤ −2GB (will OOM).

Apple MacBook Pro (M3 Max) at a glance

VRAM

36GB

Est. price

$3500

Best for

2.4GB Llama 3.2 (1B) and lighter

Can a Apple MacBook Pro (M3 Max) run Llama 3.2 (1B)?

Runs locally — recommended

Run it locally

Llama 3.2 (1B) variants on the Apple MacBook Pro (M3 Max)

Apple MacBook Pro (M3 Max) at a glance

Other models on the Apple MacBook Pro (M3 Max)

Other GPUs for Llama 3.2 (1B)