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neverix
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Initial commit?
Browse files- .gitignore +2 -0
- app.py +43 -0
- requirements.txt +4 -0
.gitignore
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.idea/
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**/__pycache__/
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app.py
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from PIL import Image
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import gradio as gr
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import numpy as np
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import torch
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class MidasDepth(object):
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def __init__(self, model_type="DPT_Large", device=torch.device("cuda" if torch.cuda.is_available() else "cpu")):
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self.device = device
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self.midas = torch.hub.load("intel-isl/MiDaS", model_type).to(self.device).eval().requires_grad_(False)
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self.transform = torch.hub.load("intel-isl/MiDaS", "transforms").dpt_transform
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def get_depth(self, image):
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if not isinstance(image, np.ndarray):
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image = np.asarray(image)
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if (image > 1).any():
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image /= 255.
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with torch.inference_mode():
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batch = self.transform(image[..., :3]).to(self.device)
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prediction = self.midas(batch)
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prediction = torch.nn.functional.interpolate(
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prediction.unsqueeze(1),
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size=image.shape[:2],
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mode="bicubic",
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align_corners=False,
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).squeeze()
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return prediction.detach().cpu().numpy()
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def main():
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midas = MidasDepth()
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interface = gr.Interface(inputs=[
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gr.inputs.Image(),
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gr.inputs.Text()
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], outputs=[
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gr.outputs.Image(),
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gr.outputs.Video()
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], title="DALL·E 6D", description="Lift DALL·E 2 (or any other model) into 3D!")
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interface.launch()
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if __name__ == '__main__':
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main()
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requirements.txt
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pytorch3d==0.6.2
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transformers==4.10.3
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torch==1.11.0
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torchvision==0.12.0
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