Can I Run MiMo-V2-Pro on Apple M3 Ultra?

Written by Jakub Rusinowski · Last updated July 12, 2026

No — MiMo-V2-Pro 1T+ at Q4_K_M needs 610.3 GB at 8K context (603.8 GB weights + 6.5 GB KV cache/overhead), and the Apple M3 Ultra's 384 GB usable memory leaves it ~226.3 GB short.

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Apple M3 Ultra Specs

VRAM512 GB unified memory
Memory Bandwidth819 GB/s

MiMo-V2-Pro 1T+ on the Apple M3 Ultra: VRAM by quantization

QuantVRAM neededFits 512 GB?Max contextWhole PC
F162006.6 GB✗ No——
Q8_01069.1 GB✗ No——
Q6_K826.6 GB✗ No——
Q5_K_M715.3 GB✗ No——
Q4_K_M610.3 GB✗ No——
Q3_K_M432.8 GB✗ No——
Q2_K335.3 GB✓ Yes64K—

Assumes an 8K-token context with an f16 KV cache, on an estimated architecture — this model publishes no config we can read. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 512 GB of unified memory. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Superseded model. MiMo-V2-Pro has been superseded by MiMo-V2.5. This page is kept for reference; the newer family is a better starting point. View MiMo-V2.5 310B →

Context costs VRAM too. At Q4_K_M on the Apple M3 Ultra: 8K 610.3 GB ✗ · 32K 627.6 GB ✗ · 128K 696.9 GB ✗. Past 8K it no longer fits 512 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

Why It Does Not Fit

Every MiMo-V2-Pro variant requires more VRAM than the Apple M3 Ultra provides (512 GB).

Won't fit — rent MiMo-V2-Pro instead

MiMo-V2-Pro needs ~610 GB but this GPU has 512 GB. Rent a 8× H100 (640 GB)-class GPU by the hour instead of buying one:

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Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

FAQ

Can I run MiMo-V2-Pro on the Apple M3 Ultra?

No — MiMo-V2-Pro 1T+ at Q4_K_M needs 610.3 GB at 8K context (603.8 GB weights + 6.5 GB KV cache/overhead), and the Apple M3 Ultra's 384 GB usable memory leaves it ~226.3 GB short.

Popular Models on the Apple M3 Ultra

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← Can I Run It? | MiMo-V2-Pro Model Page | Apple M3 Ultra GPU Page | VRAM calculator | Check Your Hardware