local intelligence

can it run

Can the Topton AI Mini PC (128GB, dual 10GbE) run gemma3 4B?

YES

Comfortably. 128GB of memory against a 5GB working set leaves headroom for context, the OS, and anything else you're running.

~47–66 tok/s

weights 3.3GB + KV cache 0.53GB at 4k context vs ~126GB usable → full. 3.8 GB needed of 126 GB usable — headroom for context

computed roofline: 256 GB/s × 0.60–0.85 efficiency window / 3.3GB (Q4_K_M) — bands, never points. Small models (under ~4.5B) run BELOW these bands — kernel-launch overhead keeps them from saturating bandwidth (measured against community medians, 09-06).

explore the full catalog84 machines indexed · live prices · what each one can run

Specs

model file3.3GB (GGUF Q4_K_M)
minimum memory5GB working set
this machine128GB LPDDR5X-8000
params4B
licensegemma
price$2886.02

Run it

model files: hugging face ↗

easy run: ollama pull gemma3:4b

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

Alternatives

no alternatives — every machine in the catalog can run this one.

Buy

AliExpress (grey market, no US warranty) ↗

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