llamaperf

Qwen3.8 27B

on NVIDIA RTX 3090 · sglang-exl3 · 208,858 ctx

NVIDIA hardware
Oct 3, 2026
Throughput
129.0 t/s gen · 786.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
exl3-3bpw (EXL3)
MTP (Multi-Token Prediction)
on
VRAM reported
24 GB

Use cases

visionlong-contextcoding

Summary

User reports Qwen3.8-27B at 129.0 t/s decode and 786 t/s prefill on an RTX 3090. Setup is sglang-exl3 v0.7.0-ampere with exl3-3bpw weights, MTP speculation, vision, and a 208k context window. Protocol acceptance records prose 96.2 and code 141.1 tok/s per stream, cold prefill 1,523 tok/s at 32k and 710 at 209k, and a 4096² image TTFT of 22.5 s. A companion Qwen3.6-35B-A3B recipe at 256k reached 309.6 t/s decode and 1,907 t/s prefill.