can it run
Comfortably. 16GB of memory against a 4GB working set leaves headroom for context, the OS, and anything else you're running.
weights 1GB + KV cache 0.1GB at 4k context vs ~16GB usable → full. 1.1 GB needed of 16 GB usable — headroom for context
computed roofline: 732 GB/s × 0.17–0.38 efficiency window / 1.0GB (Q4_K_M) — bands, never points. Small models (under ~4.5B) run BELOW these bands — kernel-launch overhead keeps them from saturating bandwidth (measured against community medians, 09-06).
| model file | 1.0GB (GGUF Q4_K_M) |
| minimum memory | 4GB working set |
| this machine | 16GB HBM2, 732 GB/s |
| params | 1B |
| license | gemma |
| price | $135 |
easy run: ollama pull gemma3:1b
runs with: ollama · llama.cpp · koboldcpp · lm studio
→ every model the Tesla P100 (16GB, used) can run — full list
→ tesla-v100-16gb — the next step up from this machine's GPU