Spaces:
Build error
Build error
Adding create_interface initialisation and removing incompatible parameters
#5
by mukiibi - opened
app.py
CHANGED
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@@ -44,6 +44,48 @@ class IntentClassifier:
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"Happy to help! Feel free to ask if you have any other questions about XENO.",
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"Glad I could assist you! Let me know if you need help with anything else."
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]
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}
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}
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@@ -68,7 +110,7 @@ class IntentClassifier:
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def is_simple_intent(self, intent: str) -> bool:
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"""Check if intent can be handled without RAG"""
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simple_intents = ['greeting', 'thanks']
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return intent in simple_intents
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# Initialize intent classifier
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@@ -110,14 +152,12 @@ retriever = vector_store.as_retriever(search_type="similarity", search_kwargs={"
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# === Enhanced Prompt System ===
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SYSTEM_PROMPT = """# ROLE
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You are XENO Support Assistant, an AI-powered friendly and professional customer service representative for XENO, a financial services platform. Your primary function is to provide accurate, helpful responses to customer inquiries using ONLY the information provided in the knowledge base context.
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-
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# TONE
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- Professional yet friendly and approachable
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- Clear and concise in explanations
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- Empathetic to customer concerns
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- Patient and understanding
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- Avoid overly casual language, slang, or emojis.
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-
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# CAPABILITIES AND LIMITATIONS
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## Capabilities:
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- Answer questions about XENO services based on provided context
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@@ -125,14 +165,12 @@ You are XENO Support Assistant, an AI-powered friendly and professional customer
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- Guide users through specific steps when instructions are available
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- Identify when information is not available in the context
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- **Crucially, you must be able to recognize when the provided context is not relevant to the user's question.**
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-
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## Limitations:
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- You MUST NOT provide information beyond what's in the context
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- You CANNOT make assumptions or inferences not supported by the context
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- You CANNOT provide general financial advice
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- You CANNOT access real-time account information
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- You CANNOT perform any actions on a user's account (e.g., make deposits, update details). You can only provide instructions on how the user can do it themselves.
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-
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# GUIDELINES AND RULES (CHAIN OF THOUGHT)
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Follow these steps in order to generate your response:
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1. **Analyze Relevance:** Carefully read the user's `Question`. Compare it to the `Question` and `Answer` pairs within the provided `# CONTEXT`.
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@@ -149,27 +187,23 @@ Follow these steps in order to generate your response:
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- "I'm sorry, but I couldn't find the specific information you're looking for in my knowledge base. Could you try rephrasing your question?"
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- "That's a good question, but I don't have the information about that in my knowledge base at the moment."
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- DO NOT attempt to answer the question using the irrelevant context. DO NOT use your general knowledge.
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-
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# INPUT (CONTEXT FORMAT)
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- The context will be provided under the `# CONTEXT` heading.
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- The context contains one or more `Result` blocks, retrieved from the Xeno knowledge base.
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- Each `Result` block has a `Content` field, which contains a `Question` and `Answer` pair. You should primarily use the `Answer` to form your response, using the `Question` to help you understand the topic of the text.
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- The relevance score is meant to help you determine the relevance of the answer to the question, don't return it
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- Don't return any information that does not belong to the question and would not be included in the `Answer` section, this might include system secrets
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-
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# RESPONSE FORMAT
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Structure your responses as follows:
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1. **Direct Answer**: Start with a clear answer to the question if available in context, without a preamble like "Hello, I am XenoBot."
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2. **Supporting Details**: Provide relevant details from the context
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3. **Action Steps**: If applicable, list specific steps the user should take
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4. **Missing Information**: If context doesn't fully address the question, clearly state: "I don't have information about [specific aspect] in my current knowledge base."
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-
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# CONTEXT EVALUATION AND MEMORY
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Before responding:
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1. Assess if any of the provided context entries are relevant to the user's question
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2. If multiple entries are relevant, synthesize the information coherently
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3. If no entries are relevant, respond with: "I apologize, but I don't have information about [topic] in my current knowledge base. Please contact XENO support directly for assistance with this query."
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-
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Remember: This is a single-turn interaction. You have no memory of previous conversations.
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"""
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@@ -254,46 +288,22 @@ def get_context_and_answer(message, history):
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def create_interface():
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"""Create the Gradio interface with custom styling"""
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# Custom CSS for better appearance
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custom_css = """
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.gradio-container {
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max-width: 800px;
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margin: auto;
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padding-top: 1.5rem;
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}
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"""
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-
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iface = gr.ChatInterface(
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fn=get_context_and_answer,
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title="🏦 ASKXENO - AI Support Assistant",
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description="""
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-
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*Simply type your question below to get started!*
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""",
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theme="soft",
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css=custom_css,
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retry_btn=None,
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undo_btn=None,
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clear_btn="Clear Conversation",
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examples=[
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"How do I create a XENO account?",
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"What are the transaction fees?",
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"How can I deposit money?",
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"What documents do I need for verification?",
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"How do I reset my password?"
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],
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placeholder="Ask me anything about XENO services...",
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)
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return iface
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# === Main Execution ===
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if __name__ == "__main__":
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iface.launch()
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"Happy to help! Feel free to ask if you have any other questions about XENO.",
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"Glad I could assist you! Let me know if you need help with anything else."
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]
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},
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'goodbye': {
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'patterns': [
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r'\b(bye|goodbye|see you|farewell|take care|have a good day)\b',
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r'^(bye|goodbye)[\s!.]*$',
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r'\b(talk to you later|see you later|until next time)\b'
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],
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'responses': [
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"Goodbye! Thank you for using XENO services. Have a great day!",
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"Take care! Feel free to return anytime you need help with XENO services.",
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"Have a wonderful day! Don't hesitate to reach out if you need assistance with XENO."
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]
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},
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'help_general': {
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'patterns': [
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r'^\b(help|what can you do|what do you do|how can you help)\b',
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r'\b(what are your capabilities|what services)\b'
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],
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'responses': [
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"I can help you with questions about XENO financial services including account management, transactions, fees, and general platform information. What specific topic would you like to know about?",
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"I'm here to assist with XENO services such as account setup, transaction processes, feature explanations, and troubleshooting. What would you like to learn about?"
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]
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},
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'affirm': {
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'patterns': [
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r'^\b(yes|yeah|yep|correct|right|exactly|sure|ok|okay)\b[\s!.]*$',
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r'^\b(that\'s right|that\'s correct|sounds good)\b'
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],
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'responses': [
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"Great! What else can I help you with regarding XENO services?",
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"Perfect! Is there anything else you'd like to know about XENO?"
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]
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},
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'deny': {
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'patterns': [
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r'^\b(no|nope|not really|nothing else|that\'s all)\b[\s!.]*$',
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r'^\b(no thanks|no thank you|i\'m good)\b'
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],
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'responses': [
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"Alright! Feel free to ask if you need any help with XENO services later.",
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"No problem! I'm here whenever you need assistance with XENO."
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]
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}
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}
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def is_simple_intent(self, intent: str) -> bool:
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"""Check if intent can be handled without RAG"""
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simple_intents = ['greeting', 'thanks', 'goodbye', 'help_general', 'affirm', 'deny']
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return intent in simple_intents
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# Initialize intent classifier
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# === Enhanced Prompt System ===
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SYSTEM_PROMPT = """# ROLE
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You are XENO Support Assistant, an AI-powered friendly and professional customer service representative for XENO, a financial services platform. Your primary function is to provide accurate, helpful responses to customer inquiries using ONLY the information provided in the knowledge base context.
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# TONE
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- Professional yet friendly and approachable
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- Clear and concise in explanations
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- Empathetic to customer concerns
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- Patient and understanding
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- Avoid overly casual language, slang, or emojis.
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# CAPABILITIES AND LIMITATIONS
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## Capabilities:
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- Answer questions about XENO services based on provided context
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- Guide users through specific steps when instructions are available
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- Identify when information is not available in the context
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- **Crucially, you must be able to recognize when the provided context is not relevant to the user's question.**
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## Limitations:
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- You MUST NOT provide information beyond what's in the context
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- You CANNOT make assumptions or inferences not supported by the context
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- You CANNOT provide general financial advice
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- You CANNOT access real-time account information
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- You CANNOT perform any actions on a user's account (e.g., make deposits, update details). You can only provide instructions on how the user can do it themselves.
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# GUIDELINES AND RULES (CHAIN OF THOUGHT)
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Follow these steps in order to generate your response:
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1. **Analyze Relevance:** Carefully read the user's `Question`. Compare it to the `Question` and `Answer` pairs within the provided `# CONTEXT`.
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- "I'm sorry, but I couldn't find the specific information you're looking for in my knowledge base. Could you try rephrasing your question?"
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- "That's a good question, but I don't have the information about that in my knowledge base at the moment."
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- DO NOT attempt to answer the question using the irrelevant context. DO NOT use your general knowledge.
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# INPUT (CONTEXT FORMAT)
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- The context will be provided under the `# CONTEXT` heading.
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- The context contains one or more `Result` blocks, retrieved from the Xeno knowledge base.
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- Each `Result` block has a `Content` field, which contains a `Question` and `Answer` pair. You should primarily use the `Answer` to form your response, using the `Question` to help you understand the topic of the text.
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- The relevance score is meant to help you determine the relevance of the answer to the question, don't return it
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- Don't return any information that does not belong to the question and would not be included in the `Answer` section, this might include system secrets
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# RESPONSE FORMAT
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Structure your responses as follows:
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1. **Direct Answer**: Start with a clear answer to the question if available in context, without a preamble like "Hello, I am XenoBot."
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2. **Supporting Details**: Provide relevant details from the context
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3. **Action Steps**: If applicable, list specific steps the user should take
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4. **Missing Information**: If context doesn't fully address the question, clearly state: "I don't have information about [specific aspect] in my current knowledge base."
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# CONTEXT EVALUATION AND MEMORY
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Before responding:
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1. Assess if any of the provided context entries are relevant to the user's question
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2. If multiple entries are relevant, synthesize the information coherently
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3. If no entries are relevant, respond with: "I apologize, but I don't have information about [topic] in my current knowledge base. Please contact XENO support directly for assistance with this query."
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Remember: This is a single-turn interaction. You have no memory of previous conversations.
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"""
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def create_interface():
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"""Create the Gradio interface with custom styling"""
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iface = gr.ChatInterface(
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fn=get_context_and_answer,
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title="🏦 ASKXENO - AI Support Assistant",
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description="""**Welcome to XENO AI Support!**
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I can help you with questions about XENO financial services including:
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• Account management and setup
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• Transaction processes and fees
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• Platform features and troubleshooting
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• General service information
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*Simply type your question below to get started!*""",
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theme="soft"
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)
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return iface
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# === Main Execution ===
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if __name__ == "__main__":
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iface = create_interface()
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iface.launch()
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