Can I Run MiniMax M3 on NVIDIA A100 80GB (PCIe)?

Autor: Jakub Rusinowski · Ostatnia aktualizacja: 21 lipca 2026

No — MiniMax M3 428B-A23B at Q4_K_M needs 263.6 GB at 8K context (258.4 GB weights + 5.2 GB KV cache/overhead), and the NVIDIA A100 80GB (PCIe)'s 80 GB leaves it ~183.6 GB short. The cheapest card that runs it is the Apple M5 Ultra (512 GB).

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Kup ten sprzęt Apple Mac Studio M3 Ultra — 512 GB VRAM · 60 W board powerUruchom w chmurze NVIDIA A100 80GB w RunPod — od $1.39/godz. · stawka sprawdzona 2026-07

lub porównaj w Vast.ai od $0.77/godz. (typical low · varies)

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NVIDIA A100 80GB (PCIe) Specs

VRAM80 GB
Memory Bandwidth1935 GB/s

MiniMax M3 428B-A23B on the NVIDIA A100 80GB (PCIe): VRAM by quantization

QuantVRAM neededFits 80 GB?Max contextWhole PC
F16861.2 GB✗ No——
Q8_0459.9 GB✗ No——
Q6_K356.1 GB✗ No——
Q5_K_M308.5 GB✗ No——
Q4_K_M263.6 GB✗ No——
Q3_K_M187.6 GB✗ No——
Q2_K145.9 GB✗ No——

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 80 GB. 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 NVIDIA A100 80GB (PCIe): 8K 263.6 GB ✗ · 32K 276.7 GB ✗ · 128K 329 GB ✗. Past 8K it no longer fits 80 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

No compatible GPU? MiniMax M3 428B-A23B on 192 GB of system RAM, CPU only: runs, but it is tight.

Why It Does Not Fit

Every MiniMax M3 variant requires more VRAM than the NVIDIA A100 80GB (PCIe) provides (80 GB).

Nearest GPU That Fits

Apple M5 Ultra (512 GB VRAM).

Won't fit — rent MiniMax M3 instead

MiniMax M3 needs ~264 GB but this GPU has 80 GB. Rent a 8× H100 (640 GB)-class GPU by the hour instead of buying one:

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RunPod $23.12/hr
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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

Will MiniMax M3 run on the NVIDIA A100 80GB (PCIe)?

No — MiniMax M3 428B-A23B at Q4_K_M needs 263.6 GB at 8K context (258.4 GB weights + 5.2 GB KV cache/overhead), and the NVIDIA A100 80GB (PCIe)'s 80 GB leaves it ~183.6 GB short. The cheapest card that runs it is the Apple M5 Ultra (512 GB).

What GPU should I get instead to run MiniMax M3?

The Apple M5 Ultra (512 GB VRAM) is the cheapest upgrade that fits it.

MiniMax M3 on Other GPUs

Popular Models on the NVIDIA A100 80GB (PCIe)

VRAM Tier

Troubleshooting

Buying Guide

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