llamaperf

Qwen3.8 27B

on NVIDIA RTX 5090 · NInfer · 555,000 ctx

Tone: positiveNVIDIA hardware
Sep 9, 2026
Throughput
117.0 t/s gen · 1600.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
KV cache
NVFP4
VRAM reported
32 GB

Use cases

long-contextagenticcoding

Summary

User reports a fork of NInfer with a custom NVFP4 KV cache, YaRN context extension to 555k, multi-level prefix reuse with a host KV safety net, tool calling improvements, and monitoring. Benchmarks show decode at 117 tok/s at 400k+ context, cold prefill of 260s for 414k tokens at 1600 tok/s, H2D restore in 0.4s, and 30GB of host KV. Quality results show LongBench matching int8, AIME at 96.7%, and needle-in-haystack at 100%.