local intelligence

can it run

Can the RTX 2060 12GB (used) run qwen2.5vl 32B?

NO

No. 12GB of memory can't hold the 28GB working set this model needs. A smaller quant or a bigger machine is required.

~7.3–11 tok/s

weights 22GB + KV cache 1GB at 4k context vs ~6GB usable → no. 23.0 GB vs 6 GB usable — does not fit

computed roofline: 336 GB/s × 0.48–0.72 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 machine12GB GDDR6, 336 GB/s
params32B
licenseapache-2.0
price$375

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)

every model the RTX 2060 12GB (used) can run — full list

rtx-5060-ti-16 — the next step up from this machine's GPU

Buy

eBay (used) ↗ · Amazon ↗

2026-09-17 · ← all models on the RTX 2060 12GB (used) · ← full hardware catalog · prices verified at source, may drift