can it run
5.8 GB needed of 12 GB usable — headroom for context
12GB · Pascal · model file 5.6GB · 7B
computed roofline: 480.4 GB/s × 0.28–0.50 efficiency window / 5.6GB (Q4_K_M) — bands, never points.
→ Tesla M60 (16GB, used) — cheapest catalog machine that runs qwen2.5vl 7B fully ($35)
→ RTX 3090 (24GB, used) — upgrade path machine
→ every model the NVIDIA Titan X (Pascal) 12GB can run — full list
→explore the full catalog90 machines indexed · live prices · what each one can run