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Can MacBook Neo A18 Pro 8GB run gpt-oss-20b?

Apple · 8 GB LPDDR5X · 60 GB/s bandwidth · OpenAI · 21.5B (active 3.6B) · MoE · model ctx up to 128K

❌ No — gpt-oss-20b Q4 needs 13.13 GB, card only has 8 GB
VRAM: 13.13 GB needed of 8 GB
Speed: ~5.7 tok/s (estimated)
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)
Q44K13.13 GBNo5.8 ± est.
Q48K default13.23 GBNo5.7 ± est.
Q432K13.79 GBNo5.2 ± est.
FP164K44.09 GBNo
FP168K default44.19 GBNo
FP1632K44.75 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
Q412.04 GB0.19 GB0.5 GB13.23 GB8 GB
FP1643.0 GB0.19 GB0.5 GB44.19 GB8 GB

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