local intelligence

can it run

Can the Beelink GTR9 Pro (128GB) run gemma3 12B?

YES

Comfortably. 128GB of memory against a 11GB working set leaves headroom for context, the OS, and anything else you're running.

~19–27 tok/s

weights 8.1GB + KV cache 1.5GB at 4k context vs ~126GB usable → full. 9.6 GB needed of 126 GB usable — headroom for context

computed roofline: 256 GB/s × 0.60–0.85 efficiency window / 8.1GB (Q4_K_M) — bands, never points.

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Specs

model file8.1GB (GGUF Q4_K_M)
minimum memory11GB working set
this machine128GB LPDDR5x
params12B
licensegemma
price$4349

Run it

model files: hugging face ↗

easy run: ollama pull gemma3:12b

runs with: ollama · llama.cpp · koboldcpp · lm studio

Alternatives

ASUS ExpertCenter Pro ET900N G3 (GB300) — this model on the biggest machine

Buy

Beelink ↗ · Amazon ↗

2026-09-17 · ← full hardware catalog · prices verified at source, may drift