Can I Run MiniMax M2.5 on Apple M4 Max?

作者: Jakub Rusinowski · 最后更新: 2026年7月12日

No — MiniMax M2.5 doesn't fit the Apple M4 Max's 128 GB. The cheapest card that runs it is the Apple M2 Ultra (192 GB).

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Apple M4 Max Specs

VRAM128 GB unified memory
Memory Bandwidth546 GB/s

MiniMax M2.5 230B on the Apple M4 Max: VRAM by quantization

QuantVRAM neededFits 128 GB?Max contextWhole PC
F16462.4 GB✗ No——
Q8_0246.8 GB✗ No——
Q6_K191.1 GB✗ No——
Q5_K_M165.5 GB✗ No——
Q4_K_M141.4 GB✗ No——
Q3_K_M100.6 GB✓ Yes64K—
Q2_K78.1 GB✓ Yes64K—

Assumes a 4K-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 128 GB of unified memory. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Context costs VRAM too. At Q4_K_M on the Apple M4 Max: 8K 143.1 GB ✗ · 32K 153.7 GB ✗ · 128K 196 GB ✗. Past 8K it no longer fits 128 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

No compatible GPU? MiniMax M2.5 230B on 128 GB of system RAM, CPU only: runs, but it is tight.

Why It Does Not Fit

Every MiniMax M2.5 variant requires more VRAM than the Apple M4 Max provides (128 GB).

Nearest GPU That Fits

Apple M2 Ultra (192 GB VRAM).

Apple Mac Studio M2 Ultra
192 GB VRAM · 60 W board power
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Won't fit — rent MiniMax M2.5 instead

MiniMax M2.5 needs ~139 GB but this GPU has 128 GB. Rent a 2× A100 (160 GB)-class GPU by the hour instead of buying one:

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Vast.ai $1.54/hr · typical low · varies
Rent on Vast.ai →
RunPod $2.78/hr
Rent on RunPod →

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

FAQ

Can I run MiniMax M2.5 on the Apple M4 Max?

No — MiniMax M2.5 doesn't fit the Apple M4 Max's 128 GB. The cheapest card that runs it is the Apple M2 Ultra (192 GB).

What's the cheapest GPU that runs MiniMax M2.5?

The Apple M2 Ultra (192 GB VRAM) is the cheapest upgrade that fits it.

MiniMax M2.5 on Other GPUs

Popular Models on the Apple M4 Max

VRAM Tier

Troubleshooting

Buying Guide

← Can I Run It? | MiniMax M2.5 Model Page | Apple M4 Max GPU Page | Check Your Hardware