local intelligence

can it run

Can the Mac mini M4 (32GB) run qwen2.5vl 32B?

TIGHT

Yes, but close to the edge. 32GB against a 28GB working set: it runs, with little room for long context windows or other processes.

~4.4–5.5 tok/s

weights 22GB + KV cache 1GB at 4k context vs ~30GB usable → full. 23.0 GB needed of 30 GB usable — headroom for context

computed roofline: 120 GB/s × 0.80–1.00 efficiency window / 22.0GB (Q4_K_M) — bands, never points.

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Specs

model file22GB (GGUF Q4_K_M)
minimum memory28GB working set
this machine32GB unified
params32B
licenseapache-2.0
price$999

Run it

model files: hugging face ↗

easy run: ollama pull qwen2.5vl:32b

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

Alternatives

Mac mini M5 Pro (64GB) — cheapest machine that runs it ($1669)

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

Buy

Apple ↗ · Amazon ↗

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