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Can MacBook Neo A18 Pro 8GB run MiniMax-M2.7?

Apple · 8 GB LPDDR5X · 60 GB/s bandwidth · MiniMax · 228.7B (active 10B) · MoE · model ctx up to 200K

❌ No — MiniMax-M2.7 Q4 needs 130.04 GB, card only has 8 GB
VRAM: 130.04 GB needed of 8 GB
FF · No FitComposite score: VRAM headroom × 0.5 + tok/s speed × 0.5. Q4 @ 8K context.
METAL
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Estimates from memory-bandwidth formula; rows marked "measured" override. Methodology.

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K130.04 GBNo
Q48K default131.01 GBNo
Q432K136.82 GBNo
FP164K459.37 GBNo
FP168K default460.34 GBNo
FP1632K466.15 GBNo

Fits = weights + KV(ctx) + 0.5 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

QuantWeightsKV cacheOverheadTotal neededMacBook Neo A18 Pro 8GB VRAM
Q4128.07 GB1.94 GB0.5 GB131.01 GB8 GB
FP16457.4 GB1.94 GB0.5 GB460.34 GB8 GB

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