Can MacBook Pro M4 Max 128GB run gemma-4-31B-it?

Apple · 128 GB LPDDR5X · 546 GB/s bandwidth · Google · 30.7B · model ctx up to 256K

Yes — the MacBook Pro M4 Max 128GB (128 GB LPDDR5X) can run gemma-4-31B-it. At Q4 with the default 8K context it needs ≈ 24.03 GB VRAM (weights 16.89 GB + KV cache 6.14 GB + 1 GB runtime overhead), which fits within 128 GB. Decode at Q4/8K: ≈ 11.3 tok/s (estimated, batch 1). FP16 (≈ 68.54 GB) also fits, at ≈ 3.1 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	20.96 GB	Yes	11.3 est.
Q4	8K default	24.03 GB	Yes	11.3 est.
Q4	32K	42.45 GB	Yes	11.3 est.
FP16	4K	65.47 GB	Yes	3.1 est.
FP16	8K default	68.54 GB	Yes	3.1 est.
FP16	32K	86.96 GB	Yes	3.1 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 M4 Max 128GB VRAM
Q4	16.89 GB	6.14 GB	1 GB	24.03 GB	128 GB
FP16	61.4 GB	6.14 GB	1 GB	68.54 GB	128 GB

Other GPUs that run gemma-4-31B-it

• B200 192GB SXM — ≈165.8 tok/s Q4 est.
• MI300X 192GB — ≈109.9 tok/s Q4 est.
• H200 141GB SXM5 — ≈99.5 tok/s Q4 est.
• H100 80GB SXM5 — ≈69.4 tok/s Q4 est.
• Gaudi 3 128GB — ≈67.9 tok/s Q4 est.
• A100 80GB SXM4 — ≈42.3 tok/s Q4 est.
• RTX 5090 32GB — ≈37.1 tok/s Q4 est.
• RTX 6000 Ada 48GB — ≈19.9 tok/s Q4 est.

All GPUs for gemma-4-31B-it →

Other models for the MacBook Pro M4 Max 128GB

• MiniCPM5-1B — ≈321.7 tok/s Q4 est.
• Qwen3.5-2B — ≈173.7 tok/s Q4 est.
• GLM-4.7-Flash — ≈115.8 tok/s Q4 est.
• Qwen3-30B-A3B-Instruct-2507 — ≈115.8 tok/s Q4 est.
• Qwen3-Next-80B-A3B-Instruct — ≈115.8 tok/s Q4 est.
• Qwen3-Coder-Next — ≈115.8 tok/s Q4 est.
• Qwen3.5-35B-A3B — ≈115.8 tok/s Q4 est.
• Qwen3.6-35B-A3B — ≈115.8 tok/s Q4 est.

All models on the MacBook Pro M4 Max 128GB →