Written by Jakub Rusinowski · Last updated August 15, 2026
Yes. StarCoder 2 3B needs 1.8 GB at Q4_K_M and the Intel Arc B570 has 10 GB, leaving about 8.2 GB of headroom, at roughly 80 tok/s (estimated) with room for up to 128K of context.
| Model | StarCoder 2 3B |
| Parameters | 3B |
| Quantization | Q4_K_M |
| VRAM needed | 1.8 GB |
| Intel Arc B570 VRAM | 10 GB |
| Verdict | Runs |
| Max context | 128K |
| Estimated speed | ~80 tok/s |
Nothing to change — run it at Q4_K_M. If you want more capability, check whether the next size up also fits.
Running StarCoder 2 3B on this card:
At 2 hrs/day, buying (~$219) beats renting at $0.34/hr after about 11 months.
Affiliate links — we may earn a commission if you sign up, at no extra cost to you.
Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.
All StarCoder 2 sizes on the Intel Arc B570 | VRAM calculator for StarCoder 2 3B | Intel Arc B570 GPU page | Check your hardware