llamaperf

Qwen3.8 27B

on NVIDIA RTX Pro 6000 Blackwell · vLLM · 262,144 ctx

NVIDIA hardware
Sep 7, 2026
Throughput
56.0 t/s gen · 3000.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
8-bit
VRAM reported
96 GB

Summary

User reports Qwen3.8-27B at about 56 t/s decode and about 3K t/s prefill on a single RTX PRO 6000 96GB GPU. Setup is vLLM with an 8-bit quant at about 262K context, serving three concurrent users. The figures are for three concurrent users, and the user offers free community access rather than presenting a benchmark.