llamaperf

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

on NVIDIA RTX Pro 6000 Blackwell · ik_llama.cpp · 200,000 ctx

Tone: mixedNVIDIA hardware
Sep 7, 2026
Throughput
40.0 t/s gen · 2000.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
IQ4 (GGUF)
KV cache
Q8

Summary

User reports prefill around 2000 t/s and decode around 40 t/s for a single request. With 2-4 parallel requests, prefill drops to 500-1000 t/s and decode to 10-20 t/s. User asks for a better setup for 2-4 slots with q4 quants or better and q8 KV cache or better, and mentions trying vLLM recipes before.