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Can MacBook Neo A18 Pro 8GB run Qwen3-Coder-480B-A35B-Instruct?

Apple · 8 GB LPDDR5X · 60 GB/s bandwidth · Alibaba · 480.2B (active 35B) · MoE · model ctx up to 256K

❌ No — Qwen3-Coder-480B-A35B-Instruct Q4 needs 270.88 GB, card only has 8 GB
VRAM: 270.88 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 Qwen3-Coder-480B-A35B-Instruct, but runs these similar models: Qwen3-4B-Thinking-2507, Nanbeige4.2-3Bor☁️ 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)
Q44K270.88 GBNo
Q48K default271.85 GBNo
Q432K277.66 GBNo
FP164K962.37 GBNo
FP168K default963.34 GBNo
FP1632K969.15 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
Q4268.91 GB1.94 GB0.5 GB271.85 GB8 GB
FP16960.4 GB1.94 GB0.5 GB963.34 GB8 GB

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