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app.py
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import gradio as gr
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from sentence_transformers import SentenceTransformer
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from sklearn.metrics.pairwise import cosine_similarity
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def predict(im1, im2):
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model = SentenceTransformer("sentence-transformers/clip-ViT-B-16")
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embeddings = model.encode([im1,im2])
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similarities = cosine_similarity(embeddings)
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sim = similarities[0][1]
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if sim > .8:
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return sim, "SAME PERSON, UNLOCK PHONE"
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else:
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return sim, "DIFFERENT PEOPLE, DON'T UNLOCK"
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interface = gr.Interface(fn=predict,
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inputs= [gr.Image(type="pil", source="webcam"),
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gr.Image(type="pil", source="webcam")],
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outputs= [gr.Number(label="Similarity"),
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gr.Textbox(label="Message")]
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)
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