Can I Run DeepSeek-R1-Distill-Qwen-14B on Intel Arc B580?

Superseded model. DeepSeek R1 has been superseded by DeepSeek V4. This page is kept for reference; the newer family is a better starting point. View DeepSeek V4 →

Autor: Jakub Rusinowski · Ostatnia aktualizacja: 12 lipca 2026

These figures are for DeepSeek-R1-Distill-Qwen-14B, a distill of Qwen2.5-14B — not the full DeepSeek R1. The full DeepSeek R1 (671B) needs about 405 GB of weights at Q4_K_M and is a different model.

Yes, comfortably — you'll have ~3.5 GB of headroom running DeepSeek R1 Distill Qwen 14B at Q4_K_M (8.4525 GB, ~27 tok/s (est.)) with room for up to 16K context.

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or compare on Vast.ai from $0.35/hr (typical low · varies)

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Intel Arc B580 12GB
12 GB VRAM · 190 W board power
Ceny w 2026 są niestabilne — sprawdź aktualną ofertę.
Sprawdź cenę na Amazon

Intel Arc B580 Specs

VRAM12 GB
Memory Bandwidth456 GB/s

DeepSeek R1 Distill Qwen 14B on the Intel Arc B580: VRAM by quantization

QuantVRAM neededFits 12 GB?Max context
F1629.5 GB✗ No
Q8_016.3 GB✗ No
Q6_K13 GB✗ No
Q5_K_M11.4 GB✓ Yes4K
Q4_K_M9.9 GB✓ Yes16K
Q3_K_M7.4 GB✓ Yes16K
Q2_K6.1 GB✓ Yes32K

VRAM needed assumes a 4K-token context with an f16 KV cache; “Max context” is the largest window that still fits in 12 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

DeepSeek R1 Sizes That Fit the Intel Arc B580

DeepSeek R1 Distill Qwen 14BQ4_K_M · 8.4525 GB · ~27 tok/s (est.)
DeepSeek R1 Distill Llama 8BQ4_K_M · 4.83 GB · ~42 tok/s (est.)
Buy vs. rent DeepSeek-R1-Distill-Qwen-14B
Buy the GPU
~$249
Intel Arc B580 · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$249) beats renting at $0.34/hr after about 12 months.

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RunPod $0.34/hr
Rent on RunPod →
Vast.ai $0.35/hr · typical low · varies
Rent on Vast.ai →

Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

FAQ

Will DeepSeek R1 run on the Intel Arc B580?

Yes, comfortably — you'll have ~3.5 GB of headroom running DeepSeek R1 Distill Qwen 14B at Q4_K_M (8.4525 GB, ~27 tok/s (est.)) with room for up to 16K context.

Which DeepSeek R1 variant fits best on the Intel Arc B580?

DeepSeek R1 Distill Qwen 14B at Q4_K_M quantization (8.4525 GB), estimated ~27 tokens/sec, up to 16K context.

Every DeepSeek R1 size on the Intel Arc B580

SizeVRAMVerdictSpeed
DeepSeek R1 (671B)405.1 GBDoes not fit
DeepSeek R1 Distill Qwen 32B19.3 GBDoes not fit
DeepSeek R1 Distill Llama 8B4.8 GBRuns~42 tok/s

DeepSeek R1 on Other GPUs

Popular Models on the Intel Arc B580

VRAM Tier

Troubleshooting

Buying Guide

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