Yes — the MacBook Pro M1 Max 32GB (32 GB LPDDR5) can run Qwen3-4B-Instruct-2507. At Q4 with the default 8K context it needs ≈ 4.0 GB VRAM (weights 2.2 GB + KV cache 0.8 GB + 1 GB runtime overhead), which fits within 32 GB. Decode at Q4/8K: ≈ 63.6 tok/s (estimated, batch 1). FP16 (≈ 9.8 GB) also fits, at ≈ 17.5 tok/s (estimated). Estimates come from memory-bandwidth math; rows tagged measured override estimates. Relative ranking is more reliable than absolute tok/s. Methodology. Buy MacBook Pro M1 Max 32GB on Amazon →
Fit & speed by quant and context
Quant
Context
VRAM needed
Fits?
tok/s (decode)
Q4
4K
3.6 GB
Yes
63.6±est.
Q4
8K default
4.0 GB
Yes
63.6±est.
Q4
32K
6.4 GB
Yes
63.6±est.
FP16
4K
9.4 GB
Yes
17.5±est.
FP16
8K default
9.8 GB
Yes
17.5±est.
FP16
32K
12.2 GB
Yes
17.5±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).