can it run
No. 8GB of memory can't hold the 22GB working set this model needs. A smaller quant or a bigger machine is required.
weights 17GB + KV cache 1.94GB at 4k context vs ~8GB usable → no. 18.9 GB vs 8 GB usable — does not fit
computed roofline: 448 GB/s × 0.48–0.72 efficiency window / 17.0GB (Q4_K_M) — bands, never points.
| model file | 17GB (GGUF Q4_K_M) |
| minimum memory | 22GB working set |
| this machine | 8GB GDDR6, 448-496 GB/s |
| params | 27B |
| license | gemma |
| price | $305 |
easy run: ollama pull gemma3:27b
runs with: ollama · llama.cpp · koboldcpp · lm studio
→ Mac mini M4 (32GB) — cheapest machine that runs it ($999)
→ every model the RTX 2080 / 2080 Super (8GB, used) can run — full list
→ rtx-3080-10gb — the next step up from this machine's GPU