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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from typing import Union, List, Optional, Callable, Dict, Any
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# Copy from https://github.com/mikonvergence/ControlNetInpaint/blob/main/src/pipeline_stable_diffusion_controlnet_inpaint.py
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import torch
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import PIL.Image
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import numpy as np
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from diffusers.pipelines.stable_diffusion import StableDiffusionPipelineOutput
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from diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion_controlnet import *
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from diffusers.utils import replace_example_docstring
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EXAMPLE_DOC_STRING = """
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Examples:
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