AMD Radeon RX 7900 XT — Local LLM Performance & Compatibility

Written by Jakub Rusinowski · Last updated July 12, 2026

20 GB VRAM is a unique sweet spot — fits all 14B models with a larger context than 16GB cards. Great for AMD users who want more VRAM than the 7800 XT.

Technical Specifications

VRAM20 GB
Memory Bandwidth800 GB/s
TDP315 W
ArchitectureRDNA 3 Navi 31
Release Year2022
MSRP at Launch$899
Inference Speed (Llama 3.1 8B Q4_K_M)47–98 tok/s (estimated)
Inference Speed (Llama 3.3 70B Q4_K_M)Does not fit — needs ~44 GB of 20 GB usable
Buy This HardwareAMD Radeon RX 7900 XT 20GB — 20 GB VRAM · 315 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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AMD Radeon RX 7900 XT 20GB
20 GB VRAM · 315 W board power
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LLMs Compatible with 20 GB VRAM

All models below run comfortably in 20 GB VRAM with Q4_K_M quantization.

Llama 3.1 FamilyLlama 3.1 8B Instruct · 6 GB VRAM · Q4_K_M · ollama run llama3.1
DeepSeek R1DeepSeek R1 Distill Qwen 14B · 9 GB VRAM · Q4_K_M · ollama run deepseek-r1:14b
Qwen 3Qwen 3 30B-A3B (MoE) · 19 GB VRAM · Q4_K_M · ollama run qwen3:30b-a3b
Gemma 3Gemma 3 27B Instruct · 17 GB VRAM · Q4_K_M · ollama run gemma3:27b
Mistral Small 3.1Mistral Small 3.1 24B · 15 GB VRAM · Q4_K_M · ollama run mistral-small3.1
Phi-4 FamilyPhi-4 (14B) · 9 GB VRAM · Q4_K_M · ollama run phi4

Best Use Cases

Quick Start with Ollama

Install Ollama then run the recommended model for this GPU:

ollama run qwen3:14b

FAQ

Can the AMD Radeon RX 7900 XT run local LLMs?

Yes — the AMD Radeon RX 7900 XT has 20 GB VRAM and runs 20 GB VRAM is a unique sweet spot — fits all 14B models with a larger context than 16GB cards. Great for AMD users who w

How fast is the AMD Radeon RX 7900 XT for AI inference?

The AMD Radeon RX 7900 XT is estimated to run Llama 3.1 8B at 47–98 tok/s with Q4_K_M quantization. Llama 3.3 70B does not fit: it needs about 44 GB against 20 GB usable. These are modelled estimates, not measurements — see /en/methodology.

What LLMs can I run on 20 GB VRAM?

With 20 GB you can run: Llama 3.1 Family, DeepSeek R1, Qwen 3, Gemma 3, Mistral Small 3.1. Use Ollama for the easiest setup: ollama run qwen3:14b.

Can I Run It? — AMD Radeon RX 7900 XT

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