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54
frontend.py
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54
frontend.py
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"""
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Web application to interact with the RAG system.
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Author
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------
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Nicolas Rojas
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"""
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import requests
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import gradio as gr
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API_URL = "http://localhost:8000/query/"
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def query_model(text: str) -> str:
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"""Query the RAG system through its API.
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Parameters
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----------
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text : str
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Question or query made by the user.
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Returns
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-------
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str
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Response given by the API as a single string, or error logs when found.
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"""
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try:
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# Send a POST request to the API
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response = requests.post(API_URL, json={"query": text}, timeout=30)
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# Check whether the request was successful
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if response.status_code != 200:
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return f"Error: API returned status code {response.status_code}"
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result = response.json()["response"]
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result += "\nThis information was obtained from the following files:\n"
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for source in response.json()["source_files"]:
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result += f"- {source}\n"
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return result
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except requests.RequestException as e:
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return f"Error: Could not connect to the API. {str(e)}"
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# Create the Gradio interface
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interface = gr.Interface(
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fn=query_model,
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inputs=gr.Textbox(lines=5, placeholder="Enter text here..."),
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outputs="text",
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title="Docuchat",
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description="Enter your question, and I'll provide with an answer from the documentation.",
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)
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# Launch the app
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interface.launch()
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