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import gradio as gr
import os
import random
from src.model import simlarity_model as model
from src.similarity.similarity import Similarity
from PIL import Image
import glob
similarity = Similarity()
models = similarity.get_models()
def check(img_main, model_idx):
image_list = []
for filename in glob.glob('images/*.jpg'):
im=Image.open(filename)
image_list.append(im)
result = similarity.check_similarity([img_main] + image_list, models[model_idx])
return result
with gr.Blocks() as demo:
gr.Markdown('Checking Image Similarity')
img_main = gr.Text(label='Main Image', placeholder='https://myimage.jpg')
gr.Markdown('Choose the model')
model = gr.Dropdown([m.name for m in models], label='Model', type='index')
gallery = gr.Gallery(
label="Generated images", show_label=False, elem_id="gallery"
).style(grid=[2], height="auto")
submit_btn = gr.Button('Check Similarity')
submit_btn.click(fn=check,inputs=[img_main, model], outputs=gallery)
demo.launch()