llamaperf

Gemma 4 26B (4B active)

on GTX 1060 6GB · llama.cpp · 16,384 ctx

Tone: mixed
Oct 8, 2026
Throughput
15.8-16.4 t/s gen · 245.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
UD-Q4_K_XL (GGUF)
KV cache
q8_0
System RAM
16 GB
VRAM reported
6 GB

Summary

User reports Gemma 4 26B-A4B UD-Q4_K_XL at 15.8-16.4 tok/s generation and ~245 tok/s prefill without MTP on a GTX 1060 6GB with 16GB of single-channel DDR4. Setup is a single GTX 1060 6GB, UD-Q4_K_XL weights, llama.cpp with 23 MoE layers' experts on the CPU (--n-cpu-moe 23), no speculative decoding, 16K context. With the MTP Q8_0 drafter (--spec-draft-n-max 3) generation rises to 19-21.5 tok/s at 55-65% draft acceptance; a DFlash drafter managed only 13 tok/s at 25% acceptance.