GPUs/AMD Radeon RX 7800 XT/Stable Diffusion XL

Can AMD Radeon RX 7800 XT run Stable Diffusion XL?

6.6B parameter Image Gen model on 16GB GDDR6

Yes — runs at full precision
~2.2-3.1 img/min
SpeedFastest possible inference
QualityMaximum quality, no degradation
Stable Diffusion XL works best with NVIDIA CUDA. Your AMD GPU may have limited or no support.

VRAM Requirements

Stable Diffusion XL is a 6.6B parameter model. At full precision (FP16), it requires 16GB of VRAM. Your AMD Radeon RX 7800 XT has 16GB — enough to run it without any quantization.

FP16 (Full Precision)16GB (0GB free)

Maximum quality, no quantization

Q8 (8-bit)8GB (8GB free)

Near-lossless, ~50% size reduction

Q4 (4-bit)6GB (10GB free)

Good quality, ~75% size reduction

Your GPU VRAM: 16GB GDDR6 at 624 GB/s bandwidth
Recommended system RAM: 32GB DDR5 (2x GPU VRAM minimum for model overflow)

What This Means in Practice

AMD Radeon RX 7800 XT runs Stable Diffusion XL at full precision with room to spare. You can generate high-resolution images, use complex prompts, and batch multiple generations. Expect fast generation times at 1024x1024 and above.

How to Set It Up

Step 1: Install ComfyUI

git clone https://github.com/comfyanonymous/ComfyUI.git && cd ComfyUI && pip install -r requirements.txt

ComfyUI is the recommended UI for Stable Diffusion and FLUX models.

Step 2: Download the model

Download Stable Diffusion XL weights from HuggingFace and place them in ComfyUI/models/. The model is approximately 16GB at full precision.

Step 3: Launch and generate

python main.py

Open http://localhost:8188 in your browser. You can use the full precision weights.

AMD Radeon RX 7800 XT Specs

VRAM16GB GDDR6
Memory Bandwidth624 GB/s
TDP263W
CUDA CoresN/A
Street Price~$430
AI Rating3/10

Other Image Gen Models on AMD Radeon RX 7800 XT

About Stable Diffusion XL

Workhorse image gen model. 8GB minimum, 12GB+ recommended.

Category: Image Gen · Parameters: 6.6B · CUDA required: Recommended