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Can Mac mini M4 Pro 64GB run Mistral-Small-4-119B-2603?

Apple · 64 GB LPDDR5X · 273 GB/s bandwidth · Mistral · 119.0B (active 6.5B) · MoE · model ctx up to 256K

No — Mistral-Small-4-119B-2603 at Q4 needs ≈ 67.1 GB even at 4K context, beyond the Mac mini M4 Pro 64GB's 64 GB LPDDR5X. It would only run with heavy CPU/disk offload. Decode at Q4/8K: ≈ 68.1 tok/s (estimated, batch 1). FP16 needs ≈ 240.3 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.

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K67.1 GBNo69.5 est.
Q48K default67.75 GBNo68.1 est.
Q432K71.65 GBNo60.9 est.
FP164K239.65 GBNo1.5 est.
FP168K default240.3 GBNo1.5 est.
FP1632K244.2 GBNo1.4 est.

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 neededMac mini M4 Pro 64GB VRAM
Q465.45 GB1.3 GB1 GB67.75 GB64 GB
FP16238.0 GB1.3 GB1 GB240.3 GB64 GB

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