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Can MacBook Pro M1 Max 64GB run MiniMax-M2.7?

Apple · 64 GB LPDDR5 · 400 GB/s bandwidth · MiniMax · 228.7B (active 10B) · MoE · model ctx up to 200K

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

No — MiniMax-M2.7 at Q4 needs ≈ 127.79 GB even at 4K context, beyond the MacBook Pro M1 Max 64GB's 64 GB LPDDR5. It would only run with heavy CPU/disk offload. Decode at Q4/8K: ≈ 17.9 tok/s (estimated, batch 1). FP16 needs ≈ 460.4 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: H200 141GB SXM5 See fit details →or☁️ Rent on RunPod from ~$0.50/hr

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K127.79 GBNo18.2 ± est.
Q48K default128.79 GBNo17.9 ± est.
Q432K134.79 GBNo16.4 ± est.
FP164K459.4 GBNo
FP168K default460.4 GBNo
FP1632K466.4 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 64GB VRAM
Q4125.79 GB2.0 GB1 GB128.79 GB64 GB
FP16457.4 GB2.0 GB1 GB460.4 GB64 GB

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