Home / Can I run it? / R1 Distill 14B / R1 Distill 14B on an Arc B580

Yes, but it is tight. R1 Distill 14B at Q4_K_M needs about 11.3 GB, and the Intel Arc B580 has 12.0 GB usable at a ~4k context.

Can I run R1 Distill 14B on an Arc B580?

R1 Distill 14B at Q4_K_M needs about 11.3 GB, and the Intel Arc B580 has 12.0 GB usable. That figure is 12 GB of VRAM on the spec sheet, of which 12.0 GB is usable for weights and cache, at 456 GB/s memory bandwidth. A 14B DeepSeek-R1 distill on Qwen. Same memory class as other 14B dense models, with reasoning-tuned weights. These are estimates from our formula, not measured benchmarks.

Quant that fits

Q4_K_M Fits, short context only

Memory needed

11.3 GB at Q4_K_M, ~4k context

Usable VRAM

12.0 GB of 12 GB VRAM

Est. tokens/sec

31–43 estimate

DeepSeek-R1-Distill-Qwen-14B · Intel Arc B580 · Everything this machine runs · Q4 vs Q8 vs FP16

Memory at each quant

Estimated tokens per second

Estimate: 31–43 tokens/sec at Q4_K_M. This is a bandwidth-derived range, not a bench. Efficiency is a 60–85% GPU band from How we calculate.

Context headroom

At Q4_K_M, this machine has headroom out to about 4k tokens under our KV estimate. Longer chats need more memory for the cache. Figures assume an FP16 KV cache.

From the model’s config. Try other sizes in the VRAM calculator or see the context length guide.

What to do instead

• Run Qwen3-14B instead (11.3 GB at Q4). It is a different model, not a drop-in, but it does fit this machine.
• Q8_0 needs 19.0 GB and does not fit here. The Radeon RX 7900 XT has 20.0 GB usable, enough for Q8.
• See the best GPU for this model family and the DeepSeek-R1-Distill-Qwen-14B model page.

Other hardware for R1 Distill 14B

• R1 Distill 14B on an RTX 3060 12GBTight
• R1 Distill 14B on an RTX 3070 TiWon’t fit
• R1 Distill 14B on an RTX 4090Fits
• R1 Distill 14B on a Mac mini 16GBTight

Other models on an Arc B580

• Qwen3-32B on an Arc B580Won’t fit
• Qwen3-30B-A3B on an Arc B580Won’t fit
• Qwen3.8-27B on an Arc B580Won’t fit
• Gemma 3 27B on an Arc B580Won’t fit
• Gemma 4 31B on an Arc B580Won’t fit
• gpt-oss-20b on an Arc B580Won’t fit