from diffusers import AutoPipelineForText2Image
import torch

pipeline = AutoPipelineForText2Image.from_pretrained('Qwen/Qwen-Image-Edit', torch_dtype=torch.bfloat16).to('cuda')
pipeline.load_lora_weights('cyburn/qwen_edit_photo_restore_v1-lora', weight_name='qwen_edit_photo_restore_v1_000002750.safetensors')
image = pipeline('a beautiful landscape').images[0]
image.save("my_image.png")

For more details, including weighting, merging and fusing LoRAs, check the documentation on loading LoRAs in diffusers