Local MoE inference on a Tesla V100: 55 tok/s decode with 8,109 experts cached in 31.6GB VRAM

Traditional_Bell8153 · reddit · 2026-11-03

A Reddit user shows off their Strata monitoring dashboard for a local MoE LLM setup: a single Tesla V100-32GB plus 126GB RAM sustains 55 tok/s decode and 310 tok/s prefill at 97% GPU load. 8,109 experts (23.7GB) are cached in 31.6GB VRAM with the rest offloaded to system RAM. Over 4,399 requests they read 18.6M prompt tokens at 862 tok/s with heavy prefix-cache reuse (496/500 requests reused part of their prompt), and conversation parking holds 10 sessions in 15.4GB of RAM.

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