AreejMehboob commited on
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5ed0967
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Create app.py

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  1. app.py +29 -0
app.py ADDED
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+ import gradio as gr
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+ from nomic.embed import EmbeddingModel
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+
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+ # Load the Nomic embedding model
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+ model = EmbeddingModel()
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+
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+ def get_embedding(text):
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+ """Generate an embedding for the input text using Nomic encoder."""
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+ if not text.strip():
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+ return "Please provide some text."
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+
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+ # Generate embedding
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+ embedding = model.embed(text)
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+
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+ # Return embedding as list (more user-friendly in the UI)
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+ return embedding.tolist()
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+
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+ # Create Gradio interface
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+ interface = gr.Interface(
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+ fn=get_embedding,
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+ inputs=gr.Textbox(lines=5, placeholder="Enter text to embed..."),
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+ outputs=gr.JSON(),
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+ title="Text Embedding with Nomic Encoder",
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+ description="Enter text to get its embedding vector using the Nomic Encoder model."
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+ )
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+
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+ # Launch the interface
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+ if __name__ == "__main__":
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+ interface.launch()