can it run
Yes, but close to the edge. 32GB against a 25GB working set: it runs, with little room for long context windows or other processes.
weights 20GB + KV cache 1GB at 4k context vs ~32GB usable → full. 21.0 GB needed of 32 GB usable — headroom for context
computed roofline: 1792 GB/s × 0.55–0.80 efficiency window / 20.0GB (Q4_K_M) — bands, never points.
Community check: ~67 tok/s · 30-33B Q4 · 13 runs · inside our computed band — localmaxxing.com
→explore the full catalog84 machines indexed · live prices · what each one can run| model file | 20GB (GGUF Q4_K_M) |
| minimum memory | 25GB working set |
| this machine | 32GB GDDR7 |
| params | distill 32B |
| license | mit |
| price | $5000 |
easy run: ollama pull deepseek-r1:32b
runs with: ollama · llama.cpp · koboldcpp · lm studio
→ Mac mini M5 Pro (64GB) — cheapest machine that runs it ($1669)
→ ASUS ExpertCenter Pro ET900N G3 (GB300) — this model on the biggest machine
→ every model the RTX 5090 (32GB) can run — full list
→ RTX PRO 6000 Blackwell (96GB) — upgrade path machine
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