llamaperf

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

on 2× NVIDIA RTX 3080 20GB · ExLlamaV3 · 160,000 ctx

Tone: positiveNVIDIA hardware
Sep 9, 2026
Throughput
25.0 t/s gen · 870.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
4.05 EXL3
System RAM
128 GB
VRAM reported
40 GB

Summary

User reports CPU-offloaded inference with 128 GB of system RAM, running 3.2x faster prefill and 2x faster decode than llama.cpp. User also tested GLM 5.3 Flash with 3.05 EXL3, which ran 2x slower in decode than llama.cpp. Decode speeds warm up over time.