local intelligence

can it run

Can the Tesla P4 (8GB, used) run qwen2.5vl 7B?

TIGHT

Yes, but close to the edge. 8GB against a 7GB working set: it runs, with little room for long context windows or other processes.

~9.6–17 tok/s

weights 5.6GB + KV cache 0.22GB at 4k context vs ~8GB usable → full. 5.8 GB needed of 8 GB usable — headroom for context

computed roofline: 192.3 GB/s × 0.28–0.50 efficiency window / 5.6GB (Q4_K_M) — bands, never points.

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

Specs

model file5.6GB (GGUF Q4_K_M)
minimum memory7GB working set
this machine8GB GDDR5, 192 GB/s
params7B
licenseapache-2.0
price$100

Run it

model files: hugging face ↗

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

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

Alternatives

Tesla M60 (16GB, used) — cheapest machine that runs it ($35)

every model the Tesla P4 (8GB, used) can run — full list

tesla-p100-16gb — the next step up from this machine's GPU

Buy

eBay (used) ↗ · Amazon ↗

2026-09-20 · ← all models on the Tesla P4 (8GB, used) · ← full hardware catalog · prices verified at source, may drift