Did it using the automatic1111 webui and the urpm model.
I played with the prompts and parameters for a while til I was getting decent results at 512x512. Then I generated a bunch and went through to pick out the best. Next I put the best results into imgtoimg to upscale to 1024x1024 and then used inpaint to regenerated specific parts that the first render botched.