| quant | needs | speed |
|---|---|---|
| ✓ Q8_0 | 10.0 GB | ~40–70 tok/s (very fast) |
| ✓ Q6_K | 8.0 GB | ~50–85 tok/s (very fast) |
| ✓ Q4_K_M | 6.2 GB | ~70–110 tok/s (very fast) |
Same model, other machines: Apple M1 · Apple M1 Pro · Apple M2 · Apple M3 Pro · Apple M2 Pro · Apple M4 Pro
Also runs on a NVIDIA GeForce RTX 5080: DeepSeek-R1 (distill) · Qwen2.5 · Qwen3 · Gemma 4 · Gemma 3
Best models for a NVIDIA GeForce RTX 5080 · 16GB VRAM →
These share Yi-Coder 9B's KV-cache geometry — they size memory the same way, so here's how they fit on a NVIDIA GeForce RTX 5080 · 16GB VRAM too:
| model | shares | verdict here |
|---|---|---|
| Qwen2.5-Coder | 4kv/128hd | ✅ Runs (tight) |
| StarCoder2 | 4kv/128hd | ✅ Runs (tight) |
| Yi 1.5 | 4kv/128hd | ✅ Runs comfortably |
| Qwen3 Coder 30B-A3B | 4kv/128hd | ⚠️ Partial GPU offload |
| SmolLM3 3B | 4kv/128hd | ✅ Runs comfortably |
Check any combo yourself: open the checker →