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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 subprocess
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import os
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import time
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import requests
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import json
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import threading
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# Start Rasa server in the background
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def start_rasa_server():
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subprocess.Popen(["rasa", "run", "--enable-api", "--cors", "*", "--port", "5005"])
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# Wait for server to start
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time.sleep(10)
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# Start the Rasa server in a separate thread
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threading.Thread(target=start_rasa_server).start()
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# Function to send messages to Rasa and get responses
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def chat_with_rasa(message, history):
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try:
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# Send message to Rasa server
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response = requests.post(
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"http://localhost:5005/webhooks/rest/webhook",
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json={"sender": "user", "message": message}
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)
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rasa_response = response.json()
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# Extract text from Rasa response
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if rasa_response:
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return "\n".join([msg.get("text", "") for msg in rasa_response])
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else:
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return "No response from the bot."
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except Exception as e:
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return f"Error: {str(e)}"
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# Create Gradio interface
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chatbot = gr.Chatbot(title="Rasa Assistant")
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interface = gr.Interface(
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fn=chat_with_rasa,
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inputs=gr.Textbox(placeholder="Type your message here..."),
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outputs="text",
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title="Rasa Chatbot",
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description="Chat with your Rasa assistant"
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)
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# Launch the interface
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interface.launch()
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