llamaperf

Gemma 4 26B

on RTX 5080 Laptop · Gem16 · 220,000 ctx

Tone: positive
Sep 27, 2026
Throughput
182.0 t/s gen · 5660.0 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
EXL3 like
VRAM reported
16 GB

Use cases

visionmultilingual

Summary

User reports Gemma 4 26B at 182 t/s decode and 5660 t/s prefill on an RTX 5080 Laptop 16GB GPU. Setup is the custom Gem16 engine with an EXL3-like custom quantisation, fitting 220k context; the engine is single-user and uses MTP speculative decoding. The user also reports Gemma 4 12B at 87 t/s decode and 5800 t/s prefill, and notes the 12B can serve 2 sessions. The 12B's native audio understanding degrades past around 8k context, which the user attributes to the model.