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"""

πŸ€– PENNY V2.2 Gradio Interface

Hugging Face Space Entry Point



This file connects PENNY's backend to a Gradio chat interface,

allowing users to interact with PENNY through a web UI on Hugging Face Spaces.

"""

import gradio as gr
import logging
import sys
import asyncio
import os  
from dotenv import load_dotenv  # Add this
from typing import List, Tuple, Dict, Any
from datetime import datetime

# Load environment variables from .env file
load_dotenv()  # Add this line

# Verify the keys loaded (optional debug)
if os.getenv("AZURE_MAPS_KEY"):
    print("βœ… AZURE_MAPS_KEY loaded successfully")
else:
    print("⚠️ AZURE_MAPS_KEY not found!")

# Check for HF_TOKEN or READTOKEN (Hugging Face Spaces uses READTOKEN)
hf_token = os.getenv("HF_TOKEN") or os.getenv("READTOKEN")
if hf_token:
    print("βœ… HF_TOKEN/READTOKEN loaded successfully")
else:
    print("⚠️ HF_TOKEN/READTOKEN not found! Set it in Hugging Face Spaces secrets or .env file")

from typing import List, Tuple, Dict, Any
from datetime import datetime

# Setup logging
logging.basicConfig(
    level=logging.INFO,
    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
    handlers=[logging.StreamHandler(sys.stdout)]
)
logger = logging.getLogger(__name__)

# ============================================================
# IMPORT PENNY MODULES - FIXED FOR ACTUAL FILE STRUCTURE
# ============================================================

try:
    # Core orchestration and routing
    from app.orchestrator import run_orchestrator
    # REMOVED: from app.router import route_query  # Function doesn't exist
    
    # Utilities
    from app.location_utils import geocode_address, get_user_location
    from app.logging_utils import setup_logger
    
    # Event and weather handling
    from app.event_weather import get_event_recommendations_with_weather  # FIXED: was get_weather_info
    
    # Tool agent for officials and resources
    from app.tool_agent import handle_tool_request  # FIXED: removed non-existent functions
    
    # REMOVED: initialize_models doesn't exist in model_loader
    # from app.model_loader import initialize_models
    
    # Intent classification
    from app.intents import classify_intent, IntentType
    
    logger.info("βœ… Successfully imported PENNY modules from app/")
    
except ImportError as import_error:
    logger.error(f"❌ Failed to import PENNY modules: {import_error}")
    logger.error(f"   Make sure all files exist in app/ folder")
    logger.error(f"   Current error: {str(import_error)}")
    
    # Create fallback functions so the interface can still load
    async def run_orchestrator(message: str, context: Dict[str, Any]) -> Dict[str, Any]:
        return {
            "reply": "⚠️ PENNY is initializing. Please try again in a moment.",
            "intent": "error",
            "confidence": 0.0
        }
    
    def get_service_availability() -> Dict[str, bool]:
        return {
            "orchestrator": False,
            "weather_service": False,
            "event_database": False,
            "resource_finder": False
        }

# ============================================================
# SERVICE AVAILABILITY CHECK
# ============================================================

def get_service_availability() -> Dict[str, bool]:
    """

    Check which PENNY services are available.

    Returns dict of service_name -> availability status.

    """
    services = {}
    
    try:
        # Check if orchestrator is callable
        services["orchestrator"] = callable(run_orchestrator)
    except:
        services["orchestrator"] = False
    
    try:
        # Check if event/weather module loaded
        from app.event_weather import get_event_recommendations_with_weather  # FIXED
        services["weather_service"] = True
    except:
        services["weather_service"] = False
    
    try:
        # Check if event database accessible
        from app.event_weather import get_event_recommendations_with_weather  # FIXED
        services["event_database"] = True
    except:
        services["event_database"] = False
    
    try:
        # Check if tool agent loaded
        from app.tool_agent import handle_tool_request  # FIXED: was search_resources
        services["resource_finder"] = True
    except:
        services["resource_finder"] = False
    
    return services


# ============================================================
# SUPPORTED CITIES CONFIGURATION
# ============================================================

SUPPORTED_CITIES = [
    "Atlanta, GA",
    "Birmingham, AL", 
    "Chesterfield, VA",
    "El Paso, TX",
    "Norfolk, VA",
    "Providence, RI",
    "Seattle, WA"
]

def get_city_choices() -> List[str]:
    """Get list of supported cities for dropdown."""
    try:
        return ["Not sure / Other"] + sorted(SUPPORTED_CITIES)
    except Exception as e:
        logger.error(f"Error loading cities: {e}")
        return ["Not sure / Other", "Norfolk, VA"]


# ============================================================
# CHAT HANDLER
# ============================================================

async def chat_with_penny(

    message: str,

    city: str,

    history: List[Tuple[str, str]]

) -> Tuple[List[Tuple[str, str]], str]:
    """

    Process user message through PENNY's orchestrator and return response.

    

    Args:

        message: User's input text

        city: Selected city/location

        history: Chat history (list of (user_msg, bot_msg) tuples)

    

    Returns:

        Tuple of (updated_history, empty_string_to_clear_input)

    """
    if not message.strip():
        return history, ""
    
    try:
        # Build context from selected city
        context = {
            "timestamp": datetime.now().isoformat(),
            "conversation_history": history[-5:] if history else []  # Last 5 exchanges
        }
        
        # Add location if specified
        if city and city != "Not sure / Other":
            context["location"] = city
            context["tenant_id"] = city.split(",")[0].lower().replace(" ", "_")
        
        logger.info(f"πŸ“¨ Processing: '{message[:60]}...' | City: {city}")
        
        # Call PENNY's orchestrator
        result = await run_orchestrator(message, context)
        
        # Handle both dict and OrchestrationResult objects
        if hasattr(result, 'to_dict'):
            result = result.to_dict()
        elif not isinstance(result, dict):
            # Fallback: try to access attributes directly
            reply = getattr(result, 'reply', "I'm having trouble right now. Please try again! πŸ’›")
            intent = getattr(result, 'intent', 'unknown')
            confidence = getattr(result, 'confidence', 0.0)
            history.append((message, reply))
            logger.info(f"βœ… Response generated | Intent: {intent} | Confidence: {confidence:.2f}")
            return history, ""
        
        # Extract response from dictionary
        reply = result.get("reply", "I'm having trouble right now. Please try again! πŸ’›")
        intent = result.get("intent", "unknown")
        confidence = result.get("confidence")
        
        # Handle None confidence values
        if confidence is None:
            confidence = 0.0
        
        # Add to history
        history.append((message, reply))
        
        logger.info(f"βœ… Response generated | Intent: {intent} | Confidence: {confidence:.2f}")
        
        return history, ""
        
    except Exception as e:
        logger.error(f"❌ Error processing message: {e}", exc_info=True)
        
        error_reply = (
            "I'm having trouble processing your request right now. "
            "Please try again in a moment! πŸ’›\n\n"
            f"_Error: {str(e)[:100]}_"
        )
        history.append((message, error_reply))
        return history, ""


def chat_with_penny_sync(message: str, city: str, history: List[Tuple[str, str]]) -> Tuple[List[Tuple[str, str]], str]:
    """

    Synchronous wrapper for chat_with_penny to work with Gradio.

    Gradio expects sync functions, so we create an event loop here.

    """
    try:
        # Create new event loop for this call
        loop = asyncio.new_event_loop()
        asyncio.set_event_loop(loop)
        result = loop.run_until_complete(chat_with_penny(message, city, history))
        loop.close()
        return result
    except Exception as e:
        logger.error(f"Error in sync wrapper: {e}")
        error_msg = f"Error: {str(e)}"
        history.append((message, error_msg))
        return history, ""


# ============================================================
# SERVICE STATUS DISPLAY
# ============================================================

def get_service_status() -> str:
    """Display current service availability status."""
    try:
        services = get_service_availability()
        status_lines = ["**πŸ”§ PENNY Service Status:**\n"]
        
        service_names = {
            "orchestrator": "🧠 Core Orchestrator",
            "weather_service": "🌀️ Weather Service",
            "event_database": "πŸ“… Event Database",
            "resource_finder": "πŸ›οΈ Resource Finder"
        }
        
        for service_key, available in services.items():
            icon = "βœ…" if available else "⚠️"
            status = "Online" if available else "Limited"
            name = service_names.get(service_key, service_key.replace('_', ' ').title())
            status_lines.append(f"{icon} **{name}**: {status}")
        
        return "\n".join(status_lines)
    except Exception as e:
        logger.error(f"Error getting service status: {e}")
        return "**⚠️ Status:** Unable to check service availability"


# ============================================================
# GRADIO UI DEFINITION
# ============================================================

# Custom CSS for enhanced styling
custom_css = """

#chatbot {

    height: 500px;

    overflow-y: auto;

    border-radius: 8px;

}

.gradio-container {

    font-family: 'Inter', -apple-system, BlinkMacSystemFont, sans-serif;

}

#status-panel {

    background: linear-gradient(135deg, #f5f7fa 0%, #c3cfe2 100%);

    padding: 15px;

    border-radius: 8px;

    margin: 10px 0;

}

footer {

    display: none !important;

}

.message-user {

    background-color: #e3f2fd !important;

}

.message-bot {

    background-color: #fff3e0 !important;

}

"""

# Build the Gradio interface
with gr.Blocks(
    theme=gr.themes.Soft(primary_hue="amber", secondary_hue="blue"),
    css=custom_css,
    title="PENNY V2.2 - Civic Assistant"
) as demo:
    
    # Header
    gr.Markdown(
        """

        # πŸ€– PENNY V2.2 - People's Engagement Network Navigator for You

        

        **Your multilingual civic assistant connecting residents to local government services and community resources.**

        

        ### πŸ’¬ Ask me about:

        - 🌀️ **Weather conditions** and forecasts

        - πŸ“… **Community events** and activities

        - πŸ›οΈ **Local resources** (shelters, libraries, food banks, healthcare)

        - πŸ‘₯ **Elected officials** and government contacts

        - 🌍 **Translation** services (27+ languages)

        - πŸ“„ **Document assistance** and form help

        """
    )
    
    with gr.Row():
        with gr.Column(scale=2):
            # City selector
            city_dropdown = gr.Dropdown(
                choices=get_city_choices(),
                value="Norfolk, VA",
                label="πŸ“ Select Your City",
                info="Choose your city for location-specific information",
                interactive=True
            )
            
            # Chat interface
            chatbot = gr.Chatbot(
                label="πŸ’¬ Chat with PENNY",
                elem_id="chatbot",
                avatar_images=(None, "πŸ€–"),
                show_label=True,
                height=500,
                bubble_full_width=False
            )
            
            # Input row
            with gr.Row():
                msg_input = gr.Textbox(
                    placeholder="Type your message here... (e.g., 'What's the weather today?')",
                    show_label=False,
                    scale=4,
                    container=False,
                    lines=1
                )
                submit_btn = gr.Button("Send πŸ“€", variant="primary", scale=1)
            
            # Clear button
            clear_btn = gr.Button("πŸ—‘οΈ Clear Chat", variant="secondary", size="sm")
            
            # Example queries
            gr.Examples(
                examples=[
                    ["What's the weather in Norfolk today?"],
                    ["Any community events this weekend?"],
                    ["I need help finding a food bank"],
                    ["Who is my city council representative?"],
                    ["Show me local libraries"],
                    ["Translate 'hello' to Spanish"],
                    ["Help me understand this document"]
                ],
                inputs=msg_input,
                label="πŸ’‘ Try asking:"
            )
        
        with gr.Column(scale=1):
            # Service status panel
            status_display = gr.Markdown(
                value=get_service_status(),
                label="System Status",
                elem_id="status-panel"
            )
            
            # Refresh status button
            refresh_btn = gr.Button("πŸ”„ Refresh Status", size="sm", variant="secondary")
            
            gr.Markdown(
                """

                ### 🌟 Key Features

                

                - βœ… **27+ Languages** supported

                - βœ… **Real-time weather** via Azure Maps

                - βœ… **Community events** database

                - βœ… **Local resource** finder

                - βœ… **Government contact** lookup

                - βœ… **Document processing** help

                - βœ… **Multilingual** support

                

                ---

                

                ### πŸ“ Supported Cities

                

                - Atlanta, GA

                - Birmingham, AL

                - Chesterfield, VA

                - El Paso, TX

                - Norfolk, VA

                - Providence, RI

                - Seattle, WA

                

                ---

                

                ### πŸ†˜ Need Help?

                

                PENNY can assist with:

                - Finding emergency services

                - Locating government offices

                - Understanding civic processes

                - Accessing community programs

                

                ---

                

                πŸ’› *PENNY is here to help connect you with civic resources!*

                """
            )
    
    # Event handlers
    submit_btn.click(
        fn=chat_with_penny_sync,
        inputs=[msg_input, city_dropdown, chatbot],
        outputs=[chatbot, msg_input]
    )
    
    msg_input.submit(
        fn=chat_with_penny_sync,
        inputs=[msg_input, city_dropdown, chatbot],
        outputs=[chatbot, msg_input]
    )
    
    clear_btn.click(
        fn=lambda: ([], ""),
        inputs=None,
        outputs=[chatbot, msg_input]
    )
    
    refresh_btn.click(
        fn=get_service_status,
        inputs=None,
        outputs=status_display
    )
    
    # Footer
    gr.Markdown(
        """

        ---

        **Built with:** Python β€’ FastAPI β€’ Gradio β€’ Azure ML β€’ Hugging Face Transformers

        

        **Version:** 2.2 | **Last Updated:** November 2025

        

        _PENNY is an open-source civic engagement platform designed to improve access to government services._

        """
    )


# ============================================================
# INITIALIZATION AND LAUNCH
# ============================================================

def initialize_penny():
    """Initialize PENNY services at startup."""
    logger.info("=" * 70)
    logger.info("πŸš€ Initializing PENNY V2.2 Gradio Interface")
    logger.info("=" * 70)
    
    # Display service availability at startup
    logger.info("\nπŸ“Š Service Availability Check:")
    services = get_service_availability()
    
    all_available = True
    for service, available in services.items():
        status = "βœ… Available" if available else "❌ Not loaded"
        logger.info(f"  {service.ljust(20)}: {status}")
        if not available:
            all_available = False
    
    if all_available:
        logger.info("\nβœ… All services loaded successfully!")
    else:
        logger.warning("\n⚠️ Some services are not available. PENNY will run with limited functionality.")
    
    logger.info("\n" + "=" * 70)
    logger.info("πŸ€– PENNY is ready to help residents!")
    logger.info("=" * 70 + "\n")


if __name__ == "__main__":
    # Initialize services
    initialize_penny()
    
    # Launch the Gradio app
    demo.launch(
        server_name="0.0.0.0",
        server_port=7860,
        share=False,
        show_error=True
    )