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import torch |
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class InpaintPreprocessor: |
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@classmethod |
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def INPUT_TYPES(s): |
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return {"required": { "image": ("IMAGE",), "mask": ("MASK",)}} |
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RETURN_TYPES = ("IMAGE",) |
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FUNCTION = "preprocess" |
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CATEGORY = "ControlNet Preprocessors/others" |
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def preprocess(self, image, mask): |
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mask = torch.nn.functional.interpolate(mask.reshape((-1, 1, mask.shape[-2], mask.shape[-1])), size=(image.shape[1], image.shape[2]), mode="bilinear") |
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mask = mask.movedim(1,-1).expand((-1,-1,-1,3)) |
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image = image.clone() |
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image[mask > 0.5] = -1.0 |
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return (image,) |
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NODE_CLASS_MAPPINGS = { |
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"InpaintPreprocessor": InpaintPreprocessor |
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} |
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NODE_DISPLAY_NAME_MAPPINGS = { |
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"InpaintPreprocessor": "Inpaint Preprocessor" |
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} |