llamaperf

Qwen3.8 27B

on NVIDIA RTX 3060 12GB · llama.cpp · 98,304 ctx

Tone: positiveNVIDIA hardware
Sep 27, 2026
Throughput
9.7 t/s gen · 225.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
Q4_K_S (GGUF)
KV cache
Q4_0
System RAM
32 GB
VRAM reported
12 GB

Use cases

agenticcoding

Summary

User reports Qwen3.8-27B at ~9.7 tok/s generation and ~225 tok/s prompt processing on a single RTX 3060 12GB. Setup is llama.cpp with Q4_K_S weights and Q4_0 KV cache at 96K context, using MTP speculative decoding with 46 FFN layers offloaded to system RAM. MTP acceptance was ~88% with 2.76 mean accepted tokens; peak generation reached ~10.6 tok/s and VRAM usage was ~11.04 GB.