Apple · 64 GB LPDDR5X · 273 GB/s bandwidth ·
OpenBMB · 1.08B · model ctx up to 128K
Yes — the Mac mini M4 Pro 64GB (64 GB LPDDR5X) can run MiniCPM5-1B. At Q4 with the default 8K context it needs ≈ 1.81 GB VRAM (weights 0.59 GB + KV cache 0.22 GB + 1 GB runtime overhead), which fits within 64 GB. Decode at Q4/8K: ≈ 160.9 tok/s (estimated, batch 1). FP16 (≈ 3.38 GB) also fits, at ≈ 44.2 tok/s (estimated). 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
Quant
Context
VRAM needed
Fits?
tok/s (decode)
Q4
4K
1.7 GB
Yes
160.9est.
Q4
8K default
1.81 GB
Yes
160.9est.
Q4
32K
2.46 GB
Yes
160.9est.
FP16
4K
3.27 GB
Yes
44.2est.
FP16
8K default
3.38 GB
Yes
44.2est.
FP16
32K
4.02 GB
Yes
44.2est.
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).