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