can it run
9.6 GB vs 8 GB usable — partial CPU offload, expect large speed loss
8GB · Pascal · model file 8.1GB · 12B
computed roofline: 256 GB/s × 0.28–0.50 efficiency window / 8.1GB (Q4_K_M) — bands, never points.
→ Tesla M60 (16GB, used) — cheapest catalog machine that runs gemma3 12B fully ($35)
→ rtx-5060-ti-16 — the next step up from NVIDIA GTX 1070
→ every model the NVIDIA GTX 1070 can run — full list
→explore the full catalog91 machines indexed · live prices · what each one can run