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| from dataclasses import dataclass | |
| from typing import List, Optional, Union | |
| import numpy as np | |
| import PIL | |
| from ...utils import BaseOutput, is_invisible_watermark_available, is_torch_available, is_transformers_available | |
| class StableDiffusionXLPipelineOutput(BaseOutput): | |
| """ | |
| Output class for Stable Diffusion pipelines. | |
| Args: | |
| images (`List[PIL.Image.Image]` or `np.ndarray`) | |
| List of denoised PIL images of length `batch_size` or numpy array of shape `(batch_size, height, width, | |
| num_channels)`. PIL images or numpy array present the denoised images of the diffusion pipeline. | |
| """ | |
| images: Union[List[PIL.Image.Image], np.ndarray] | |
| if is_transformers_available() and is_torch_available() and is_invisible_watermark_available(): | |
| from .pipeline_stable_diffusion_xl import StableDiffusionXLPipeline | |
| from .pipeline_stable_diffusion_xl_img2img import StableDiffusionXLImg2ImgPipeline | |