local intelligence

can it run

Can the Topton AI Mini PC (128GB, dual 10GbE) run qwen2.5vl 7B?

YES

Comfortably. 128GB of memory against a 7GB working set leaves headroom for context, the OS, and anything else you're running.

~27–39 tok/s

weights 5.6GB + KV cache 0.22GB at 4k context vs ~126GB usable → full. 5.8 GB needed of 126 GB usable — headroom for context

computed roofline: 256 GB/s × 0.60–0.85 efficiency window / 5.6GB (Q4_K_M) — bands, never points.

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

Specs

model file5.6GB (GGUF Q4_K_M)
minimum memory7GB working set
this machine128GB LPDDR5X-8000
params7B
licenseapache-2.0
price$2886.02

Run it

model files: hugging face ↗

easy run: ollama pull qwen2.5vl:7b

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