llamaperf

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

on 3× NVIDIA RTX 3090 · ExLlamaV3 · 262,144 ctx

Tone: positiveNVIDIA hardware
Sep 20, 2026
Throughput
80.0 t/s gen · 1500.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
3bpw (EXL3)
System RAM
128 GB

Summary

User reports Qwen3.8 Flash-Next at 80 t/s generation and 1500 t/s prefill on 3x RTX 3090 with 128GB DDR4. Setup is ExLlamaV3 with an exl3 3bpw quant at 262,144 context, with vision and speculative decoding enabled. A single RTX 5090 with 128GB DDR4 reached 29 t/s generation at the same 1500 t/s prefill and 262k context. User plans to test 4bpw later and says ExLlamaV3 is replacing vLLM and llama.cpp for this model.