Can I Run MiniMax M2.7 on NVIDIA H100 80GB (PCIe)?
Written by Jakub Rusinowski · Last updated August 15, 2026
No — MiniMax M2.7 230B-A10B at Q4_K_M needs 143.2 GB at 8K context (138.9 GB weights + 4.3 GB KV cache/overhead), and the NVIDIA H100 80GB (PCIe)'s 80 GB leaves it ~63.2 GB short. The cheapest card that runs it is the Apple M2 Ultra (192 GB).
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NVIDIA H100 80GB (PCIe) Specs
| VRAM | 80 GB |
| Memory Bandwidth | 2000 GB/s |
MiniMax M2.7 230B-A10B on the NVIDIA H100 80GB (PCIe): VRAM by quantization
| Quant | VRAM needed | Fits 80 GB? | Max context | Whole PC |
|---|---|---|---|---|
| F16 | 464.3 GB | ✗ No | — | — |
| Q8_0 | 248.7 GB | ✗ No | — | — |
| Q6_K | 192.9 GB | ✗ No | — | — |
| Q5_K_M | 167.3 GB | ✗ No | — | — |
| Q4_K_M | 143.2 GB | ✗ No | — | — |
| Q3_K_M | 102.4 GB | ✗ No | — | — |
| Q2_K | 79.9 GB | ✓ Yes | 8K | — |
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 H100 80GB (PCIe): 8K 143.2 GB ✗ · 32K 153.8 GB ✗ · 128K 196 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 M2.7 230B-A10B on 128 GB of system RAM, CPU only: runs, but it is tight.
Why It Does Not Fit
Every MiniMax M2.7 variant requires more VRAM than the NVIDIA H100 80GB (PCIe) provides (80 GB).
Nearest GPU That Fits
Apple M2 Ultra (192 GB VRAM).
MiniMax M2.7 needs ~143 GB but this GPU has 80 GB. Rent a 2× A100 (160 GB)-class GPU by the hour instead of buying one:
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FAQ
MiniMax M2.7 on the NVIDIA H100 80GB (PCIe) — does it fit?
No — MiniMax M2.7 230B-A10B at Q4_K_M needs 143.2 GB at 8K context (138.9 GB weights + 4.3 GB KV cache/overhead), and the NVIDIA H100 80GB (PCIe)'s 80 GB leaves it ~63.2 GB short. The cheapest card that runs it is the Apple M2 Ultra (192 GB).
What GPU should I get instead to run MiniMax M2.7?
The Apple M2 Ultra (192 GB VRAM) is the cheapest upgrade that fits it.
MiniMax M2.7 on Other GPUs
- MiniMax M2.7 on NVIDIA A100 80GB (PCIe)
- MiniMax M2.7 on Apple M2 Max
- MiniMax M2.7 on Apple M1 Max
- MiniMax M2.7 on Apple M5 Pro
- MiniMax M2.7 on NVIDIA RTX PRO 6000 Blackwell
Popular Models on the NVIDIA H100 80GB (PCIe)
VRAM Tier
Troubleshooting
- CUDA out of memory — why it happens and how to fix it
- Which GGUF quant should I download? (Q4 vs Q5 vs Q8)
Buying Guide
← Can I Run It? | MiniMax M2.7 Model Page | NVIDIA H100 80GB (PCIe) GPU Page | VRAM calculator | Check Your Hardware