llamaperf

Qwen3.8 125B (6B active) Flash-Next

on NVIDIA RTX 4090 · ExLlamaV3 · 262,000 ctx

Tone: positiveNVIDIA hardware
Oct 25, 2026
Throughput
20.0 t/s gen
Quant
3.05bpw_h5_ng5 (EXL3)
KV cache
Q4
System RAM
8 GB
VRAM reported
16 GB

Summary

User reports Qwen3.8-Flash-Next 125B at 20.0 tok/s decode on an RTX 4090 at the full 262k context window, with experts streamed from NVMe SSD. Setup is ExLlamaV3 with a 3.05bpw_h5_ng5 quant and Q4 KV cache, 16 GB VRAM and only 8 GB system RAM allocated. At 100k context the same card gives 20.8 tok/s decode and ~1,536 tok/s prefill; short 8k context gives 28-33 tok/s prose and 19-22 tok/s code with ~1,080 tok/s prefill. An RTX 3080 Laptop with 16 GB VRAM and 32 GB RAM reaches ~18-21 tok/s decode and ~650-700 tok/s prefill at 100k context, peaking at 15.5 GB VRAM.