MiniMax-M2.7 · vLLM · NVFP4

status: blocked

Configuration

ModelMiniMaxAI/MiniMax-M2.7
CompanyMiniMax
FamilyMiniMax-M2
Parameters~230B (≈10B active, MoE)
EnginevLLM
Quant / precisionNVFP4
Why this quantsaricles/MiniMax-M2.7-NVFP4-GB10 — an NVFP4 quant explicitly tagged for the GB10. Requested for queueing, but it is 130 GB and from an individual uploader — see status.
Downloadsaricles/MiniMax-M2.7-NVFP4-GB10
Context window65536
Input modalitiestext

Measured results

Prefill tok/s
Decode tok/s
Peak memory (GB)

minimax-m2-7 MiniMax MiniMax-M2 NVFP4 130B+ conc-32

Notes

BLOCKED — two reasons: it doesn’t fit, and the uploader isn’t trusted.

  1. Size: ~130 GB of weights > 121 GB unified ceiling. 27 safetensors shards (~5 GB each) sum to 130.6 GB (HF API, 2026-06-23). For an NVFP4 (W4) quant of a ~230B model this is on the high side — likely keeps attention/embeddings/router in higher precision — but regardless it exceeds the box. Unlike GGUF, a vLLM/SGLang NVFP4 load needs all weights resident and would OOM at load; there is no paging fallback. The -GB10 tag notwithstanding, it does not fit a 121 GB GB10 with any KV pool. (If MiniMax shipped this for a larger-memory GB-class box, that’s not this machine.)
  2. Trust: saricles is an individual uploader (1.0k downloads, 13 likes) — per the trusted-repo policy (model’s own org or a well-known quantizer only) this alone is a block until a trusted NVFP4 appears. No official MiniMax or ModelOpt NVFP4 of M2.7 was found.

No vLLM-viable NVFP4 path for MiniMax-M2.7 on this box right now — both the size and the trust gates fail. Revisit if (a) an official/ModelOpt NVFP4 under ~115 GB is published, or (b) the user explicitly authorizes the saricles repo and it can be confirmed to fit (it currently cannot).

Sources: saricles/MiniMax-M2.7-NVFP4-GB10.