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Create app.py
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app.py
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import gradio as gr
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from sentence_transformers import SentenceTransformer, util
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# Load the model
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model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
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# Define the function to check plagiarism
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def check_plagiarism(student_text, reference_text):
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embeddings = model.encode([student_text, reference_text], convert_to_tensor=True)
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similarity = util.cos_sim(embeddings[0], embeddings[1]).item()
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return f"Similarity Score: {similarity:.2f}"
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# Create the Gradio interface
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iface = gr.Interface(
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fn=check_plagiarism,
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inputs=["text", "text"],
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outputs="text",
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title="Plagiarism Checker",
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description="Enter a student submission and a reference text to compare similarity. Higher scores indicate higher similarity (possible plagiarism)."
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)
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# Launch the app
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iface.launch()
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