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