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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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import os
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from typing import List
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def upload_pdfs(files: List[gr.File]):
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"""
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Saves the uploaded PDF files to a directory.
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"""
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os.makedirs("uploaded_pdfs", exist_ok=True)
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for file in files:
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file_path = os.path.join("uploaded_pdfs", file.name)
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file.save(file_path)
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return f"Saved {len(files)} PDF files to the 'uploaded_pdfs' directory."
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def chat_with_rag(question: str):
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"""
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Interacts with the rag system and returns the answer.
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"""
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# Implement the logic to interact with the rag system
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answer = f"The answer to your question '{question}' is: This is a placeholder response. You will need to implement the actual logic to interact with the rag system."
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return answer
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def show_chat_history():
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"""
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Displays the chat history.
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"""
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# Implement the logic to fetch and display the chat history
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chat_history = "This is a placeholder for the chat history. You will need to implement the logic to fetch and display the actual chat history."
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return chat_history
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def create_gradio_interface():
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with gr.Blocks(title="Rag System UI", theme=gr.themes.Soft()) as demo:
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gr.Markdown("# Rag System UI")
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with gr.Tab("File Upload"):
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file_uploader = gr.File(label="Upload PDFs", file_count="multiple")
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upload_button = gr.Button("Upload PDFs")
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upload_button.click(upload_pdfs, inputs=file_uploader, outputs=gr.Textbox())
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with gr.Tab("Chat"):
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chat_input = gr.Textbox(label="Ask a question")
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chat_button = gr.Button("Get Answer")
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chat_output = gr.Textbox(label="Answer")
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chat_button.click(chat_with_rag, inputs=chat_input, outputs=chat_output)
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with gr.Tab("History"):
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history_button = gr.Button("Show Chat History")
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history_output = gr.Textbox(label="Chat History")
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history_button.click(show_chat_history, outputs=history_output)
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return demo
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if __name__ == "__main__":
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create_gradio_interface().launch()
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