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Can MacBook Neo A18 Pro 8GB run Mistral-7B-Instruct-v0.3?

Apple · 8 GB LPDDR5X · 60 GB/s bandwidth · Mistral · 7.2B · model ctx up to 32K

✅ Yes — MacBook Neo A18 Pro 8GB (8 GB) can run Mistral-7B-Instruct-v0.3 at Q4 (8K)
VRAM: 6.03 GB needed of 8 GB
Speed: ~10.5 tok/s (estimated)
TT · Tight FitComposite score: VRAM headroom × 0.5 + tok/s speed × 0.5. Q4 @ 8K context.
METAL
Tight fit — try smaller model or shorter contextTight fit — try smaller model or shorter contextTight fit — try smaller model or shorter context
Estimates from memory-bandwidth formula; rows marked "measured" override. Methodology.

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K5.53 GBTight10.5 ± est.
Q48K default6.03 GBTight10.5 ± est.
Q432K9.03 GBNo6.4 ± est.
FP164K15.9 GBNo0.5 ± est.
FP168K default16.4 GBNo0.5 ± est.
FP1632K19.4 GBNo0.4 ± est.

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
Q44.03 GB1.0 GB0.5 GB6.03 GB8 GB
FP1614.4 GB1.0 GB0.5 GB16.4 GB8 GB

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