Serving MiniMax M3 with Triton Inference Server
MiniMax M3 has 428 billion parameters. Triton Inference Server targets industrial deployment across several models. This page gives the memory required and the platforms that qualify.
What is the minimum memory?
MiniMax M3 totals 428 billion parameters. In NVFP4 its weights take about 246 GB including the runtime margin. In FP8 the footprint doubles, to about 492 GB. The attention cache sits on top and depends on the context served.
What is Triton Inference Server for?
Triton Inference Server targets industrial deployment across several models. See the Triton Inference Server and MiniMax M3 fact sheets.
On which platforms?
- MiniMax M3 on Mac Studio Ultra
- MiniMax M3 on DGX Station
- MiniMax M3 on RTX PRO 6000 server
- MiniMax M3 on H200 SXM server
- MiniMax M3 on B200 SXM
- MiniMax M3 on B300 SXM
How much memory for MiniMax M3 with Triton Inference Server?
About 246 GB in NVFP4 for the weights, excluding the attention cache.
Does Triton Inference Server suit MiniMax M3?
Triton Inference Server serves MiniMax M3 as soon as the machine offers at least 246 GB of memory, the weight footprint in NVFP4. 7 of the 8 platforms in the catalogue meet that bar.
Method
Parameter counts and memory figures come from the site fact sheets. Memory footprints are calculated, not measured: a reading on real hardware may differ depending on the engine and the exact weight format. Prices are indicative and not contractual.