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Can MacBook Pro M1 Max 32GB run Qwen3-Coder-480B-A35B-Instruct?

Apple · 32 GB LPDDR5 · 400 GB/s bandwidth · Alibaba · 480.2B (active 35B) · MoE · model ctx up to 256K

FF · No FitComposite score: VRAM headroom × 0.5 + tok/s speed × 0.5. Q4 @ 8K context.
METAL

No — Qwen3-Coder-480B-A35B-Instruct at Q4 needs ≈ 268.61 GB even at 4K context, beyond the MacBook Pro M1 Max 32GB's 32 GB LPDDR5. It would only run with heavy CPU/disk offload. FP16 needs ≈ 968.4 GB — does not fit on this card. Estimates come from memory-bandwidth math; rows tagged measured override estimates. Relative ranking is more reliable than absolute tok/s. Methodology.

Cheapest GPU that can: DGX Spark (GH200 480GB) See fit details →or☁️ Rent on RunPod from ~$0.50/hr

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K268.61 GBNo
Q48K default272.11 GBNo
Q432K293.11 GBNo
FP164K964.9 GBNo
FP168K default968.4 GBNo
FP1632K989.4 GBNo

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

QuantWeightsKV cacheOverheadTotal neededMacBook Pro M1 Max 32GB VRAM
Q4264.11 GB7.0 GB1 GB272.11 GB32 GB
FP16960.4 GB7.0 GB1 GB968.4 GB32 GB

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