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Can MacBook Neo A18 Pro 8GB run Mistral-Medium-3.5-128B?

Apple · 8 GB LPDDR5X · 60 GB/s bandwidth · Mistral · 128.0B · model ctx up to 256K

❌ No — Mistral-Medium-3.5-128B Q4 needs 74.06 GB, card only has 8 GB
VRAM: 74.06 GB needed of 8 GB
FF · No FitComposite score: VRAM headroom × 0.5 + tok/s speed × 0.5. Q4 @ 8K context.
METAL
Your GPU won't fit Mistral-Medium-3.5-128B, but runs these similar models: Qwen2.5-7B-Instruct, gemma-4-E2B-itor☁️ Rent on RunPod from ~$0.50/hr
Estimates from memory-bandwidth formula; rows marked "measured" override. Methodology.

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K74.06 GBNo
Q48K default75.43 GBNo
Q432K83.68 GBNo
FP164K258.38 GBNo
FP168K default259.75 GBNo
FP1632K268.0 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
Q471.68 GB2.75 GB0.5 GB75.43 GB8 GB
FP16256.0 GB2.75 GB0.5 GB259.75 GB8 GB

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