Create app.py
Browse files
app.py
ADDED
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import gradio as gr
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from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
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from langchain_core.messages import SystemMessage, HumanMessage, AIMessage
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from langchain_openai import ChatOpenAI
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import os
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class AirlineChatbot:
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def __init__(self):
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self.chat_history = []
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self.api_key = None
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self.chat = None
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def set_api_key(self, api_key):
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self.api_key = api_key
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os.environ["OPENAI_API_KEY"] = api_key
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self.chat = ChatOpenAI(
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temperature=0.7,
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model="gpt-4o-mini"
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)
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return "API Key set successfully! You can now start chatting."
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def format_chat_history(self, chat_history):
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formatted_messages = []
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for message in chat_history:
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if isinstance(message, HumanMessage):
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formatted_messages.append(("human", message.content))
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elif isinstance(message, AIMessage):
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formatted_messages.append(("assistant", message.content))
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return formatted_messages
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def respond(self, message, history):
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if not self.api_key:
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return "Please set your OpenAI API key first."
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# System prompt template
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system_prompt = """You are an airline customer service representative.
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Your role is to assist customers with:
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- Flight bookings and inquiries
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- Schedule information
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- Baggage policies
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- Check-in procedures
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- General airline policies
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Be professional, courteous, and provide accurate information.
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Always maintain the role of an airline representative throughout the conversation."""
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# Convert Gradio history to LangChain format
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self.chat_history = []
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for human, ai in history:
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self.chat_history.append(HumanMessage(content=human))
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self.chat_history.append(AIMessage(content=ai))
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# Create appropriate template based on message content
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if "book" in message.lower():
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template = ChatPromptTemplate.from_messages([
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("system", system_prompt),
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("human", "I want to book a flight from {origin} to {destination} on {date}"),
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("assistant", "I'll help you book a flight. Let me check available options."),
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MessagesPlaceholder(variable_name="chat_history"),
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("human", "{input}")
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])
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elif "baggage" in message.lower():
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template = ChatPromptTemplate.from_messages([
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("system", system_prompt),
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("human", "What's the baggage allowance for {flight_type} flights?"),
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MessagesPlaceholder(variable_name="chat_history"),
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("human", "{input}")
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])
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elif "schedule" in message.lower():
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template = ChatPromptTemplate.from_messages([
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("system", system_prompt),
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("human", "I need flight schedules between {origin} and {destination}"),
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MessagesPlaceholder(variable_name="chat_history"),
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("human", "{input}")
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])
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else:
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template = ChatPromptTemplate.from_messages([
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("system", system_prompt),
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MessagesPlaceholder(variable_name="chat_history"),
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("human", "{input}")
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])
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# Format the prompt with the current message
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prompt = template.format_messages(
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chat_history=self.chat_history,
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input=message,
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origin="",
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destination="",
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date="",
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flight_type=""
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)
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try:
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# Get response from the model
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response = self.chat(prompt)
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return response.content
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except Exception as e:
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return f"Error: {str(e)}"
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def create_demo():
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chatbot = AirlineChatbot()
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with gr.Blocks(theme=gr.themes.Soft()) as demo:
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with gr.Row():
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gr.Markdown("## ✈️ Airline Customer Service Assistant")
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with gr.Row():
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with gr.Column():
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api_key_input = gr.Textbox(
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label="Enter your OpenAI API Key",
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type="password",
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placeholder="sk-..."
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)
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set_key_button = gr.Button("Set API Key")
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api_key_status = gr.Textbox(label="Status", interactive=False)
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chatbot_interface = gr.ChatInterface(
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fn=chatbot.respond,
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description="""Welcome to our Airline Customer Service!
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Ask questions about flights, bookings, baggage, and more.""",
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examples=[
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"What's the baggage allowance for international flights?",
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"How early should I arrive for check-in?",
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"I want to book a flight from New York to London",
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"What documents do I need for international travel?",
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"Can I change my flight date?",
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"Do you provide meals on long-haul flights?"
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]
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)
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set_key_button.click(
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fn=chatbot.set_api_key,
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inputs=[api_key_input],
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outputs=[api_key_status]
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)
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return demo
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# Custom CSS for better styling
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custom_css = """
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.gradio-container {
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font-family: 'Arial', sans-serif;
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}
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.chat-message {
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padding: 15px;
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margin: 5px;
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border-radius: 10px;
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}
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"""
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if __name__ == "__main__":
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# Create and launch the demo
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demo = create_demo()
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demo.launch(
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share=True, # Set to False if you don't want to generate a public URL
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server_name="0.0.0.0",
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server_port=7860,
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debug=True
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)
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