llamaperf

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

on 2× NVIDIA RTX 3090 · llama.cpp · 131,072 ctx

NVIDIA hardware
Sep 26, 2026
Throughput
14-22 t/s gen · 130-200 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
Q4_K_XL (GGUF)
KV cache
q8_0
Flash Attention
on
System RAM
128 GB
VRAM reported
48 GB

Summary

User reports Qwen3.8 Flash Next at 130-200 t/s prefill and 14-22 t/s generation (about 15 t/s on average) on dual RTX 3090s. Setup is llama.cpp with Q4_K_XL GGUF and q8_0 KV cache at 131072 context, 48GB VRAM across two cards, 128GB DDR4 and an old 40-core Xeon in a Proxmox VM with PCIe passthrough and NUMA binding to one physical CPU. Prefill is thought to be CPU-limited; ngl, ncmoe and tensor split were manually adjusted to fit the model without crashing.