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Best home rig for Gemma 4 26B-A4B

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Real, measured generation speeds for Gemma 4 26B-A4B on home hardware, fastest first. Different quants/engines aren't directly comparable.

BuildQuantEnginetok/sCost
RTX 5090: 2026 models (llamabench community)llama-bench tg128 (quant per result)llama.cpp235source
RTX 4090: 2026 models (llamabench community)llama-bench tg128 (quant per result)llama.cpp164source
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FAQ

How much VRAM does Gemma 4 26B-A4B need?

The weights are about 15.4 GB at Q4_K_M (25.23B params × 4.89 bits ÷ 8, before context/KV cache). Add memory for context (KV cache) and the runtime. The smallest-memory setup with a measured result here, fully in memory, is RTX 4090 (24 GB) at 164 tok/s.

What is the fastest measured hardware for Gemma 4 26B-A4B?

RTX 5090: 235 tok/s generation (llama.cpp, llama-bench tg128 (quant per result)), from https://llamabench.ai/browse/rtx5090.

Which GPUs have measured results for Gemma 4 26B-A4B?

RTX 4090, RTX 5090.

Can it run on… RTX 4090 · RTX 5090

Related: what GPU do you need for 2026 models · all builds