Yes — the MacBook Pro M4 Max 128GB (128 GB LPDDR5X) can run qwen35b-a3b-fable-sft-abliterated. At Q4 with the default 8K context it needs ≈ 20.69 GB VRAM (weights 19.09 GB + KV cache 0.6 GB + 1 GB runtime overhead), which fits within 128 GB. Decode at Q4/8K: ≈ 115.8 tok/s (estimated, batch 1). FP16 (≈ 71.0 GB) also fits, at ≈ 31.8 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 M4 Max 128GB on Amazon →
Fit & speed by quant and context
Quant
Context
VRAM needed
Fits?
tok/s (decode)
Q4
4K
20.39 GB
Yes
115.8±est.
Q4
8K default
20.69 GB
Yes
115.8±est.
Q4
32K
22.49 GB
Yes
115.8±est.
FP16
4K
70.7 GB
Yes
31.8±est.
FP16
8K default
71.0 GB
Yes
31.8±est.
FP16
32K
72.8 GB
Yes
31.8±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
19.09 GB
0.6 GB
1 GB
20.69 GB
128 GB
FP16
69.4 GB
0.6 GB
1 GB
71.0 GB
128 GB
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