Can AMD Radeon PRO W7800 run Stable Diffusion XL?
6.6B parameter Image Gen model on 32GB GDDR6 ECC
VRAM Requirements
Stable Diffusion XL is a 6.6B parameter model. At full precision (FP16), it requires 16GB of VRAM. Your AMD Radeon PRO W7800 has 32GB — enough to run it without any quantization.
Maximum quality, no quantization
Near-lossless, ~50% size reduction
Good quality, ~75% size reduction
Recommended system RAM: 64GB DDR5 (2x GPU VRAM minimum for model overflow)
What This Means in Practice
AMD Radeon PRO W7800 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.txtComfyUI 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.pyOpen http://localhost:8188 in your browser. You can use the full precision weights.
AMD Radeon PRO W7800 Specs
Other GPUs That Run Stable Diffusion XL
Other Image Gen Models on AMD Radeon PRO W7800
About Stable Diffusion XL
Workhorse image gen model. 8GB minimum, 12GB+ recommended.