prj_path = "MaziyarPanahi/sljm-bag-stable-diffusion-xl-base-1.0"

model = "stabilityai/stable-diffusion-xl-base-1.0"
pipe = DiffusionPipeline.from_pretrained(
    model,
    torch_dtype=torch.float16,
)
pipe.to("cuda")
pipe.load_lora_weights(prj_path, weight_name="pytorch_lora_weights.safetensors")

refiner = StableDiffusionXLImg2ImgPipeline.from_pretrained(
    "stabilityai/stable-diffusion-xl-refiner-1.0",
    torch_dtype=torch.float16,
)
refiner.to("cuda")

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Download them in the Files & versions tab.