local intelligence

can it run

Can the Tesla T4 (16GB, used) run qwen2.5vl 32B?

NO

No. 16GB of memory can't hold the 28GB working set this model needs. A smaller quant or a bigger machine is required.

~7–10 tok/s

weights 22GB + KV cache 1GB at 4k context vs ~16GB usable → no. 23.0 GB vs 16 GB usable — does not fit

computed roofline: 320 GB/s × 0.48–0.72 efficiency window / 22.0GB (Q4_K_M) — bands, never points.

explore the full catalog90 machines indexed · live prices · what each one can run

Specs

model file22GB (GGUF Q4_K_M)
minimum memory28GB working set
this machine16GB GDDR6, 320 GB/s
params32B
licenseapache-2.0
price$450

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 Tesla T4 (16GB, used) can run — full list

tesla-v100-16gb — the next step up from this machine's GPU

Buy

eBay (used) ↗ · Amazon ↗

2026-09-20 · ← all models on the Tesla T4 (16GB, used) · ← full hardware catalog · prices verified at source, may drift