Can MacBook Pro M3 Max 128GB run Mistral-Small-3.2-24B-Instruct-2506?

Apple · 128 GB LPDDR5 · 400 GB/s bandwidth · Mistral · 24.0B · model ctx up to 128K

Yes — the MacBook Pro M3 Max 128GB (128 GB LPDDR5) can run Mistral-Small-3.2-24B-Instruct-2506. At Q4 with the default 8K context it needs ≈ 19.0 GB VRAM (weights 13.2 GB + KV cache 4.8 GB + 1 GB runtime overhead), which fits within 128 GB. Decode at Q4/8K: ≈ 10.6 tok/s (estimated, batch 1). FP16 (≈ 53.8 GB) also fits, at ≈ 2.9 tok/s (estimated). Estimates come from memory-bandwidth math; rows tagged measured override estimates. Relative ranking is more reliable than absolute tok/s. Methodology.

Fit & speed by quant and context

Quant	Context	VRAM needed	Fits?	tok/s (decode)
Q4	4K	16.6 GB	Yes	10.6 est.
Q4	8K default	19.0 GB	Yes	10.6 est.
Q4	32K	33.4 GB	Yes	10.6 est.
FP16	4K	51.4 GB	Yes	2.9 est.
FP16	8K default	53.8 GB	Yes	2.9 est.
FP16	32K	68.2 GB	Yes	2.9 est.

Fits = weights + KV(ctx) + 1 GB overhead ≤ 95% of VRAM. Measured anchors are context-agnostic; the fit verdict is recomputed per context. A missing tok/s means the model is far beyond this card (offload-only territory).

VRAM breakdown at 8K context

Quant	Weights	KV cache	Overhead	Total needed	MacBook Pro M3 Max 128GB VRAM
Q4	13.2 GB	4.8 GB	1 GB	19.0 GB	128 GB
FP16	48.0 GB	4.8 GB	1 GB	53.8 GB	128 GB

Other GPUs that run Mistral-Small-3.2-24B-Instruct-2506

• B200 192GB SXM — ≈212.1 tok/s Q4 est.
• MI300X 192GB — ≈140.5 tok/s Q4 est.
• H200 141GB SXM5 — ≈127.3 tok/s Q4 est.
• H100 80GB SXM5 — ≈88.8 tok/s Q4 est.
• Gaudi 3 128GB — ≈86.9 tok/s Q4 est.
• A100 80GB SXM4 — ≈54.1 tok/s Q4 est.
• RTX 5090 32GB — ≈47.5 tok/s Q4 est.
• RTX 4090 24GB — ≈26.7 tok/s Q4 est.

All GPUs for Mistral-Small-3.2-24B-Instruct-2506 →

Other models for the MacBook Pro M3 Max 128GB

• Qwen3-0.6B — ≈318.2 tok/s Q4 est.
• gemma-3-1b-it — ≈254.5 tok/s Q4 est.
• Llama-3.2-1B-Instruct — ≈212.1 tok/s Q4 est.
• Qwen3-1.7B — ≈127.3 tok/s Q4 est.
• Qwen3-30B-A3B — ≈84.8 tok/s Q4 est.
• Qwen3-Coder-30B-A3B-Instruct — ≈84.8 tok/s Q4 est.
• GLM-4.7-Flash — ≈84.8 tok/s Q4 est.
• Qwen3-30B-A3B-Instruct-2507 — ≈84.8 tok/s Q4 est.

All models on the MacBook Pro M3 Max 128GB →