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MiniMax M2.7

1 report

As of 11 Oct 2026, MiniMax M2.7 230B · 10B active at 4-bit on the hardware it is most run on, with the median of plain runs (one device, one request, no speculative decoding, the whole model in its memory):

MiniMax M2.7 VRAM requirements by size and quant →

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Reported performance for MiniMax M2.7

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Apple hardware
generation:
32.7 tokens/s
prompt processing (prefill):
420.8 tokens/s
quant:
UD-Q4_K_M (GGUF)
kv:
Q8
flash attention:
on

Reported by the source; GPU count, offloading and concurrent requests can change these figures. Prompt-processing speed is input throughput, not time to first token. Check the full setup before comparing.

User reports MiniMax M2.7 at 32.7 t/s generation and 420.8 t/s prefill on an M2 Ultra 192GB. Setup is llama.cpp at UD-Q4_K_M, one request, speculative decoding off. Token-weighted rates across four sequential agentic tasks in crypdick's run of 2026-08-10. A source-reported measurement, not independently reproduced.

Oct 10, 2026

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Reported configurations

Individual observations from this page, not expected speeds or a ranking. Select a model to open its report, with the source and offloading conditions. Reported context may be a limit rather than actual input length.

Model / hardwareQuant / engineReported contextGeneration
MiniMax M2.7 230B (10B active)
M2 Ultra 192GB
UD-Q4_K_M
llama.cpp
Not reported32.7 tokens/s