Can I Run GPT-OSS on Intel Arc B580?

Written by Jakub Rusinowski · Last updated August 15, 2026

Only with offload — GPT-OSS spills onto CPU/system RAM on the Intel Arc B580 (12 GB), so expect a large speed penalty.

Buy This HardwareIntel Arc B580 12GB — 12 GB VRAM · 190 W board powerDeploy in the Cloud NowRTX 4090 on RunPod — from $0.34/hr · rate checked 2026-07

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

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Intel Arc B580 Specs

VRAM12 GB
Memory Bandwidth456 GB/s

GPT-OSS 20B on the Intel Arc B580: VRAM by quantization

QuantVRAM neededFits 12 GB?Max context
F1642.8 GB✗ No
Q8_023.2 GB✗ No
Q6_K18.1 GB✗ No
Q5_K_M15.8 GB✗ No
Q4_K_M13.6 GB✗ No
Q3_K_M9.9 GB✓ Yes32K
Q2_K7.9 GB✓ Yes64K

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.

Why It Does Not Fit

Every GPT-OSS variant requires more VRAM than the Intel Arc B580 provides (12 GB).

Nearest GPU That Fits

NVIDIA GeForce RTX 5080 (16 GB VRAM).

NVIDIA GeForce RTX 5080 16GB
16 GB VRAM · 360 W board power
2026 prices are volatile — check the current listing.
Check price on Amazon
Won't fit — rent GPT-OSS instead

GPT-OSS needs ~11 GB but this GPU has 12 GB. Rent a RTX 4090 (24 GB)-class GPU by the hour instead of buying one:

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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

Does the Intel Arc B580 have enough VRAM for GPT-OSS?

Only with offload — GPT-OSS spills onto CPU/system RAM on the Intel Arc B580 (12 GB), so expect a large speed penalty.

Which GPU can actually run GPT-OSS?

The NVIDIA GeForce RTX 5080 (16 GB VRAM) is the cheapest upgrade that fits it.

Every GPT-OSS size on the Intel Arc B580

SizeVRAMVerdictSpeed
GPT-oss 120B70.5 GBDoes not fit
GPT-OSS 20B11.1 GBRuns at Q3_K_M

GPT-OSS on Other GPUs

Popular Models on the Intel Arc B580

VRAM Tier

Troubleshooting

Buying Guide

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