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Create app.py
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app.py
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import gradio as gr
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import torch
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from PIL import Image
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from model import CRM
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from inference import generate3d
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import numpy as np
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# Load model
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crm_path = "CRM.pth" # Make sure the model is uploaded to the Space
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model = CRM(torch.load(crm_path, map_location="cpu"))
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model = model.to("cuda:0" if torch.cuda.is_available() else "cpu")
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def generate_3d(image_path, seed=1234, scale=5.5, step=30):
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image = Image.open(image_path).convert("RGB")
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np_img = np.array(image)
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glb_path = generate3d(model, np_img, np_img, "cuda:0" if torch.cuda.is_available() else "cpu")
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return glb_path
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iface = gr.Interface(
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fn=generate_3d,
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inputs=gr.Image(type="filepath"),
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outputs=gr.Model3D(),
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title="Convolutional Reconstruction Model (CRM)",
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description="Upload an image to generate a 3D model."
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)
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iface.launch()
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