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| from product_update_validator import Update_Validator | |
| import gradio as gr | |
| update_validator = Update_Validator(text_model="DistilRoBERTa-v1", image_model="CLIP-ViT Base", threshold=0.75) | |
| def gradio_interface(text1, image1, text2, image2, threshold=0.75): | |
| out = update_validator.validate( | |
| text1=text1, | |
| image1=image1, | |
| text2=text2, | |
| image2=image2, | |
| threshold=threshold, | |
| return_score=True | |
| ) | |
| return out['score'], "Valid" if out['label'] else "Invalid" | |
| inputs = [ | |
| gr.Textbox(lines=5, label="Description 1"), | |
| gr.Image(type="pil", label="Image 1"), | |
| gr.Textbox(lines=5, label="Description 2"), | |
| gr.Image(type="pil", label="Image 2"), | |
| gr.Slider(minimum=0, maximum=1, value=0.75, step=0.01, label="Similarity Threshold") | |
| ] | |
| outputs = [ | |
| gr.Number(label="Similarity Score"), | |
| gr.Textbox(label="Label") | |
| ] | |
| iface = gr.Interface( | |
| fn=gradio_interface, | |
| inputs=inputs, | |
| outputs=outputs, | |
| title="Product Update Validator" | |
| ) | |
| iface.launch() | |