HomeCan I run it?R1 Distill 7BR1 Distill 7B on an Arc B580
Yes. R1 Distill 7B at Q8_0 needs about 10.3 GB, and the Intel Arc B580 has 12.0 GB usable at a ~4k context.
Can I run R1 Distill 7B on an Arc B580?
R1 Distill 7B at Q8_0 needs about 10.3 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 7B DeepSeek-R1 distill on Qwen. It is a reasoning-tuned small model, not the full 671B R1. These are estimates from our formula, not measured benchmarks.
- Quant that fits
- Q8_0 Fits with headroom
- Memory needed
- 10.3 GB at Q8_0, ~4k context
- Usable VRAM
- 12.0 GB of 12 GB VRAM
- Est. tokens/sec
- 34–48 estimate
Memory at each quant
| Quant | Need vs 12.0 GB | Verdict |
|---|---|---|
| Q4_K_M | 6.3 GB | Q4Fits |
| Q8_0 | 10.3 GB | Q8Fits |
| FP16 | 18.5 GB | FP16Won’t fit |
Estimated tokens per second
Estimate: 34–48 tokens/sec at Q8_0. This is a bandwidth-derived range, not a bench. Efficiency is a 60–85% GPU band from How we calculate.
Context headroom
At Q8_0, this machine has headroom out to about 32k tokens under our KV estimate. Longer chats need more memory for the cache. Figures assume an FP16 KV cache.
| Context | KV cache (FP16) | Total at Q8_0 | Verdict |
|---|---|---|---|
| 4k | 0.2 GB | 10.3 GB | Fits |
| 8k | 0.5 GB | 10.5 GB | Fits |
| 16k | 0.9 GB | 11.0 GB | Tight |
| 32k | 1.9 GB | 11.9 GB | Tight |
| 64k | 3.8 GB | 13.8 GB | Won’t fit |
| 128k | 7.5 GB | 17.6 GB | Won’t fit |
What to do instead
- See the best GPU for this model family and the DeepSeek-R1-Distill-Qwen-7B model page.
Other hardware for R1 Distill 7B
- R1 Distill 7B on an RTX 3060 12GBFits
- R1 Distill 7B on an RTX 3070 TiFits
- R1 Distill 7B on an RTX 4090Fits
- R1 Distill 7B on a Mac mini 16GBFits
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
Quick answers
- Can I run R1 Distill 7B on an Arc B580?
- Yes. R1 Distill 7B at Q8_0 needs about 10.3 GB, and the Intel Arc B580 has 12.0 GB usable.
- How much VRAM does R1 Distill 7B need?
- About 6.3 GB at Q4_K_M, 10.3 GB at Q8_0 and 18.5 GB at FP16, estimated for a ~4k context.
- How fast is R1 Distill 7B on an Arc B580?
- Our estimate is 34–48 tokens per second at Q8_0. It is not a measured benchmark.
- What context length can I use?
- At Q8_0, our KV estimate supports up to about 32k tokens before the cache pushes the total over usable memory.