To use the mode for inference, just load it like a normal stable diffusion pipeline:
from diffusers import StableDiffusionPipeline
model_path = "johnowhitaker/rainbowdiffusion"
pipe = StableDiffusionPipeline.from_pretrained(model_path, torch_dtype=torch.float16)
pipe.to("cuda")
image = pipe(prompt="A cat").images[0]
image
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