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import os
from queue import Queue
import json
import gradio as gr
import argilla as rg
from argilla.webhooks import webhook_listener
from dataclasses import dataclass, field, asdict
from typing import Dict, List, Optional, Tuple, Any, Callable
import logging

# Set up logging
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(name)s - %(levelname)s - %(message)s')
logger = logging.getLogger(__name__)

# ============================================================================
# DATA MODELS - Clear definition of data structures
# ============================================================================

@dataclass
class CountryData:
    """Data model for country information and annotation progress."""
    name: str
    target: int
    count: int = 0
    percent: int = 0
    
    def update_progress(self, new_count: Optional[int] = None):
        """Update the progress percentage based on count/target."""
        if new_count is not None:
            self.count = new_count
        self.percent = min(100, int((self.count / self.target) * 100))
        return self

@dataclass
class Event:
    """Data model for events in the system."""
    event_type: str
    timestamp: str = ""
    country: str = ""
    count: int = 0
    percent: int = 0
    error: str = ""

@dataclass
class ApplicationState:
    """Central state management for the application."""
    countries: Dict[str, CountryData] = field(default_factory=dict)
    events: Queue = field(default_factory=Queue)
    
    def to_dict(self) -> Dict[str, Any]:
        """Convert state to a serializable dictionary for the UI."""
        return {
            code: asdict(data) for code, data in self.countries.items()
        }
    
    def to_json(self) -> str:
        """Convert state to JSON for the UI."""
        return json.dumps(self.to_dict())
    
    def add_event(self, event: Event):
        """Add an event to the queue."""
        self.events.put(asdict(event))
    
    def get_next_event(self) -> Dict[str, Any]:
        """Get the next event from the queue."""
        if not self.events.empty():
            return self.events.get()
        return {}
    
    def update_country_progress(self, country_code: str, count: Optional[int] = None) -> bool:
        """Update a country's annotation progress."""
        if country_code in self.countries:
            if count is not None:
                self.countries[country_code].count = count
            self.countries[country_code].update_progress()
            
            # Create and add a progress update event
            self.add_event(Event(
                event_type="progress_update",
                country=self.countries[country_code].name,
                count=self.countries[country_code].count,
                percent=self.countries[country_code].percent
            ))
            return True
        return False
    
    def increment_country_progress(self, country_code: str) -> bool:
        """Increment a country's annotation count by 1."""
        if country_code in self.countries:
            self.countries[country_code].count += 1
            return self.update_country_progress(country_code)
        return False
    
    def get_stats(self) -> Tuple[int, float, int]:
        """Calculate overall statistics."""
        total = sum(data.count for data in self.countries.values())
        percentages = [data.percent for data in self.countries.values()]
        avg = sum(percentages) / len(percentages) if percentages else 0
        countries_50_plus = sum(1 for p in percentages if p >= 50)
        
        return total, avg, countries_50_plus

# ============================================================================
# CONFIGURATION - Separated from business logic
# ============================================================================

class Config:
    """Configuration for the application."""
    # Country mapping (ISO code to name and target)
    COUNTRY_MAPPING = {
        "MX": {"name": "Mexico", "target": 1000},
        "AR": {"name": "Argentina", "target": 800},
        "CO": {"name": "Colombia", "target": 700},
        "CL": {"name": "Chile", "target": 600},
        "PE": {"name": "Peru", "target": 600},
        "ES": {"name": "Spain", "target": 1200},
        "BR": {"name": "Brazil", "target": 1000},
        "VE": {"name": "Venezuela", "target": 500},
        "EC": {"name": "Ecuador", "target": 400},
        "BO": {"name": "Bolivia", "target": 300},
        "PY": {"name": "Paraguay", "target": 300},
        "UY": {"name": "Uruguay", "target": 300},
        "CR": {"name": "Costa Rica", "target": 250},
        "PA": {"name": "Panama", "target": 250},
        "DO": {"name": "Dominican Republic", "target": 300},
        "GT": {"name": "Guatemala", "target": 250},
        "HN": {"name": "Honduras", "target": 200},
        "SV": {"name": "El Salvador", "target": 200},
        "NI": {"name": "Nicaragua", "target": 200},
        "CU": {"name": "Cuba", "target": 300}
    }
    
    @classmethod
    def create_country_data(cls) -> Dict[str, CountryData]:
        """Create CountryData objects from the mapping."""
        return {
            code: CountryData(
                name=data["name"],
                target=data["target"]
            ) for code, data in cls.COUNTRY_MAPPING.items()
        }

# ============================================================================
# SERVICES - Business logic separated from presentation and data access
# ============================================================================

class ArgillaService:
    """Service for interacting with Argilla."""
    def __init__(self, api_url: Optional[str] = None, api_key: Optional[str] = None):
        """Initialize the Argilla service."""
        self.api_url = api_url or os.getenv("ARGILLA_API_URL")
        self.api_key = api_key or os.getenv("ARGILLA_API_KEY")
        
        self.client = rg.Argilla(
            api_url=self.api_url,
            api_key=self.api_key,
        )
        self.server = rg.get_webhook_server()
    
    def get_server(self):
        """Get the Argilla webhook server."""
        return self.server
    
    def get_client_base_url(self) -> str:
        """Get the base URL of the Argilla client."""
        return self.client.http_client.base_url if hasattr(self.client, 'http_client') else "Not connected"

class CountryMappingService:
    """Service for mapping between dataset names and country codes."""
    @staticmethod
    def find_country_code_from_dataset(dataset_name: str) -> Optional[str]:
        """
        Try to extract a country code from a dataset name by matching
        country names in the dataset name.
        """
        dataset_name_lower = dataset_name.lower()
        for code, data in Config.COUNTRY_MAPPING.items():
            country_name = data["name"].lower()
            if country_name in dataset_name_lower:
                return code
        return None

# ============================================================================
# UI COMPONENTS - Presentation layer separated from business logic
# ============================================================================

class MapVisualization:
    """Component for D3.js map visualization."""
    @staticmethod
    def create_map_html() -> str:
        """Create the initial HTML container for the map."""
        return """
        <div id="map-container" style="width:100%; height:600px; position:relative; background-color:#111;">
            <div style="display:flex; justify-content:center; align-items:center; height:100%; color:white; font-family:sans-serif;">
                Loading map visualization...
            </div>
        </div>
        <div id="tooltip" style="position:absolute; background-color:rgba(0,0,0,0.8); border-radius:5px; padding:8px; color:white; font-size:12px; pointer-events:none; opacity:0; transition:opacity 0.3s;"></div>
        """
    
    @staticmethod
    def create_d3_script(progress_data: str) -> str:
        """Create the D3.js script for rendering the map."""
        return f"""
        async () => {{
            // Load D3.js modules
            const script1 = document.createElement("script");
            script1.src = "https://cdn.jsdelivr.net/npm/d3@7";
            document.head.appendChild(script1);
            
            // Wait for D3 to load
            await new Promise(resolve => {{
                script1.onload = resolve;
            }});
            
            console.log("D3 loaded successfully");
            
            // Load topojson
            const script2 = document.createElement("script");
            script2.src = "https://cdn.jsdelivr.net/npm/topojson@3";
            document.head.appendChild(script2);
            
            await new Promise(resolve => {{
                script2.onload = resolve;
            }});
            
            console.log("TopoJSON loaded successfully");
            
            // The progress data passed from Python
            const progressData = {progress_data};
            
            // Set up the SVG container
            const mapContainer = document.getElementById('map-container');
            mapContainer.innerHTML = ''; // Clear loading message
            
            const width = mapContainer.clientWidth;
            const height = 600;
            
            const svg = d3.select("#map-container")
                .append("svg")
                .attr("width", width)
                .attr("height", height)
                .attr("viewBox", `0 0 ${{width}} ${{height}}`)
                .style("background-color", "#111");
            
            // Define color scale
            const colorScale = d3.scaleLinear()
                .domain([0, 100])
                .range(["#4a1942", "#f32b7b"]);
            
            // Set up projection focused on Latin America and Spain
            const projection = d3.geoMercator()
                .center([-60, 0])
                .scale(width / 5)
                .translate([width / 2, height / 2]);
                
            const path = d3.geoPath().projection(projection);
            
            // Tooltip setup
            const tooltip = d3.select("#tooltip");
            
            // Load the world GeoJSON data
            const response = await fetch("https://raw.githubusercontent.com/holtzy/D3-graph-gallery/master/DATA/world.geojson");
            const data = await response.json();
            
            // Draw the map
            svg.selectAll("path")
                .data(data.features)
                .enter()
                .append("path")
                .attr("d", path)
                .attr("stroke", "#f32b7b")
                .attr("stroke-width", 1)
                .attr("fill", d => {{
                    // Get the ISO code from the properties
                    const iso = d.properties.iso_a2;
                    
                    if (progressData[iso]) {{
                        return colorScale(progressData[iso].percent);
                    }}
                    return "#2d3748"; // Default gray for non-tracked countries
                }})
                .on("mouseover", function(event, d) {{
                    const iso = d.properties.iso_a2;
                    
                    d3.select(this)
                        .attr("stroke", "#4a1942")
                        .attr("stroke-width", 2);
                    
                    if (progressData[iso]) {{
                        tooltip.style("opacity", 1)
                            .style("left", (event.pageX + 15) + "px")
                            .style("top", (event.pageY + 15) + "px")
                            .html(`
                                <strong>${{progressData[iso].name}}</strong><br/>
                                Documents: ${{progressData[iso].count.toLocaleString()}}/${{progressData[iso].target.toLocaleString()}}<br/>
                                Completion: ${{progressData[iso].percent}}%
                            `);
                    }}
                }})
                .on("mousemove", function(event) {{
                    tooltip.style("left", (event.pageX + 15) + "px")
                           .style("top", (event.pageY + 15) + "px");
                }})
                .on("mouseout", function() {{
                    d3.select(this)
                        .attr("stroke", "#f32b7b")
                        .attr("stroke-width", 1);
                        
                    tooltip.style("opacity", 0);
                }});
                
            // Add legend
            const legendWidth = Math.min(width - 40, 200);
            const legendHeight = 15;
            const legendX = width - legendWidth - 20;
            
            const legend = svg.append("g")
                .attr("class", "legend")
                .attr("transform", `translate(${{legendX}}, 30)`);
            
            // Create gradient for legend
            const defs = svg.append("defs");
            const gradient = defs.append("linearGradient")
                .attr("id", "dataGradient")
                .attr("x1", "0%")
                .attr("y1", "0%")
                .attr("x2", "100%")
                .attr("y2", "0%");
            
            gradient.append("stop")
                .attr("offset", "0%")
                .attr("stop-color", "#4a1942");
            
            gradient.append("stop")
                .attr("offset", "100%")
                .attr("stop-color", "#f32b7b");
            
            // Add legend title
            legend.append("text")
                .attr("x", legendWidth / 2)
                .attr("y", -10)
                .attr("text-anchor", "middle")
                .attr("font-size", "12px")
                .attr("fill", "#f1f5f9")
                .text("Annotation Progress");
            
            // Add legend rectangle
            legend.append("rect")
                .attr("width", legendWidth)
                .attr("height", legendHeight)
                .attr("rx", 2)
                .attr("ry", 2)
                .style("fill", "url(#dataGradient)");
            
            // Add legend labels
            legend.append("text")
                .attr("x", 0)
                .attr("y", legendHeight + 15)
                .attr("text-anchor", "start")
                .attr("font-size", "10px")
                .attr("fill", "#94a3b8")
                .text("0%");
            
            legend.append("text")
                .attr("x", legendWidth / 2)
                .attr("y", legendHeight + 15)
                .attr("text-anchor", "middle")
                .attr("font-size", "10px")
                .attr("fill", "#94a3b8")
                .text("50%");
            
            legend.append("text")
                .attr("x", legendWidth)
                .attr("y", legendHeight + 15)
                .attr("text-anchor", "end")
                .attr("font-size", "10px")
                .attr("fill", "#94a3b8")
                .text("100%");
            
            // Handle window resize
            globalThis.resizeMap = () => {{
                const width = mapContainer.clientWidth;
                
                // Update SVG dimensions
                d3.select("svg")
                    .attr("width", width)
                    .attr("viewBox", `0 0 ${{width}} ${{height}}`);
                
                // Update projection
                projection.scale(width / 5)
                    .translate([width / 2, height / 2]);
                
                // Update paths
                d3.selectAll("path").attr("d", path);
                
                // Update legend position
                const legendWidth = Math.min(width - 40, 200);
                const legendX = width - legendWidth - 20;
                
                d3.select(".legend")
                    .attr("transform", `translate(${{legendX}}, 30)`);
            }};
            
            window.addEventListener('resize', globalThis.resizeMap);
        }}
        """

# ============================================================================
# APPLICATION FACTORY - Creates and configures the application
# ============================================================================

class ApplicationFactory:
    """Factory for creating the application components."""
    @classmethod
    def create_app_state(cls) -> ApplicationState:
        """Create and initialize the application state."""
        state = ApplicationState(countries=Config.create_country_data())
        
        # Initialize with some sample data
        for code in ["MX", "AR", "CO", "ES"]:
            sample_count = int(state.countries[code].target * 0.3)
            state.update_country_progress(code, sample_count)
        
        state.update_country_progress("BR", int(state.countries["BR"].target * 0.5))
        state.update_country_progress("CL", int(state.countries["CL"].target * 0.7))
        
        return state
    
    @classmethod
    def create_argilla_service(cls) -> ArgillaService:
        """Create the Argilla service."""
        return ArgillaService()
    
    @staticmethod
    def cleanup_existing_webhooks(argilla_client):
        """Clean up existing webhooks to avoid warnings."""
        try:
            # Get existing webhooks
            existing_webhooks = argilla_client.webhooks.list()
            
            # Look for our webhook
            for webhook in existing_webhooks:
                if "handle_response_created" in getattr(webhook, 'url', ''):
                    logger.info(f"Removing existing webhook: {webhook.id}")
                    argilla_client.webhooks.delete(webhook.id)
                    break
        except Exception as e:
            logger.warning(f"Could not clean up webhooks: {e}")
    
    @classmethod
    def create_webhook_handler(cls, app_state: ApplicationState) -> Callable:
        """Create the webhook handler function."""
        country_service = CountryMappingService()
        
        # Define the webhook handler
        @webhook_listener(events=["response.created"])
        async def handle_response_created(response, type, timestamp):
            try:
                # Log the event
                logger.info(f"Received webhook event: {type} at {timestamp}")
                
                # Add basic event to the queue
                app_state.add_event(Event(
                    event_type=type,
                    timestamp=str(timestamp)
                ))
                
                # Extract dataset name
                record = response.record
                dataset_name = record.dataset.name
                logger.info(f"Processing response for dataset: {dataset_name}")
                
                # Find country code from dataset name
                country_code = country_service.find_country_code_from_dataset(dataset_name)
                
                # Update country progress if found
                if country_code:
                    success = app_state.increment_country_progress(country_code)
                    if success:
                        country_data = app_state.countries[country_code]
                        logger.info(
                            f"Updated progress for {country_data.name}: "
                            f"{country_data.count}/{country_data.target} ({country_data.percent}%)"
                        )
                
            except Exception as e:
                logger.error(f"Error in webhook handler: {e}", exc_info=True)
                app_state.add_event(Event(
                    event_type="error",
                    error=str(e)
                ))
        
        return handle_response_created
    
    @classmethod
    def create_ui(cls, argilla_service: ArgillaService, app_state: ApplicationState):
        """Create the Gradio UI."""
        # Create and configure the Gradio interface
        demo = gr.Blocks(theme=gr.themes.Soft(primary_hue="pink", secondary_hue="purple"))
        
        with demo:
            argilla_server = argilla_service.get_client_base_url()
            
            with gr.Row():
                gr.Markdown(f"""
                # Latin America & Spain Annotation Progress Map
                
                ### Connected to Argilla server: {argilla_server}
                
                This dashboard visualizes annotation progress across Latin America and Spain.
                """)
            
            with gr.Row():
                with gr.Column(scale=2):
                    # Map visualization - empty at first
                    map_html = gr.HTML(MapVisualization.create_map_html(), label="Annotation Progress Map")
                    
                    # Hidden element to store map data 
                    map_data = gr.JSON(value=app_state.to_json(), visible=False)
                
                with gr.Column(scale=1):
                    # Overall statistics
                    with gr.Group():
                        gr.Markdown("### Statistics")
                        total_docs, avg_completion, countries_over_50 = app_state.get_stats()
                        total_docs_ui = gr.Number(value=total_docs, label="Total Documents", interactive=False)
                        avg_completion_ui = gr.Number(value=avg_completion, label="Average Completion (%)", interactive=False)
                        countries_over_50_ui = gr.Number(value=countries_over_50, label="Countries Over 50%", interactive=False)
                    
                    # Country details
                    with gr.Group():
                        gr.Markdown("### Country Details")
                        country_selector = gr.Dropdown(
                            choices=[f"{data.name} ({code})" for code, data in app_state.countries.items()],
                            label="Select Country"
                        )
                        country_progress = gr.JSON(label="Country Progress", value={})
            
            # Refresh button
            refresh_btn = gr.Button("Refresh Map")
            
            # UI interaction functions
            def update_map():
                return app_state.to_json()
                
            def update_country_details(country_selection):
                if not country_selection:
                    return {}
                
                # Extract the country code from the selection (format: "Country Name (CODE)")
                code = country_selection.split("(")[-1].replace(")", "").strip()
                
                if code in app_state.countries:
                    return asdict(app_state.countries[code])
                return {}
            
            def update_events():
                event = app_state.get_next_event()
                stats = app_state.get_stats()
                
                # If this is a progress update, update the map data
                if event.get("event_type") == "progress_update":
                    # This will indirectly trigger a map refresh through the change event
                    return event, app_state.to_json(), stats[0], stats[1], stats[2]
                
                return event, None, stats[0], stats[1], stats[2]
            
            # Set up event handlers
            refresh_btn.click(
                fn=update_map,
                inputs=None,
                outputs=map_data
            )
            
            country_selector.change(
                fn=update_country_details,
                inputs=[country_selector],
                outputs=[country_progress]
            )
            
            # Alternative approach to load JavaScript without using _js parameter
            # Create a hidden HTML component to hold our script
            js_holder = gr.HTML("", visible=False)
            
            # When map_data is updated, create a script tag with our D3 code
            def create_script_tag(data):
                script_content = MapVisualization.create_d3_script(data)
                html = f"""
                <div id="js-executor">
                    <script>
                        (async () => {{
                            const scriptFn = {script_content};
                            await scriptFn();
                        }})();
                    </script>
                </div>
                """
                return html
                
            map_data.change(
                fn=create_script_tag,
                inputs=map_data,
                outputs=js_holder
            )
            
            # Use timer to check for new events and update stats
            gr.Timer(1, active=True).tick(
                update_events,
                outputs=[events_json, map_data, total_docs_ui, avg_completion_ui, countries_over_50_ui]
            )
            
            # Initialize D3 on page load using an initial script tag
            initial_map_script = gr.HTML(
                f"""
                <div id="initial-js-executor">
                    <script>
                        document.addEventListener('DOMContentLoaded', async () => {{
                            const scriptFn = {MapVisualization.create_d3_script(app_state.to_json())};
                            await scriptFn();
                        }});
                    </script>
                </div>
                """,
                visible=False
            )
        
        return demo

# ============================================================================
# MAIN APPLICATION - Entry point and initialization
# ============================================================================

def create_application():
    """Create and configure the complete application."""
    # Create application components
    app_state = ApplicationFactory.create_app_state()
    argilla_service = ApplicationFactory.create_argilla_service()
    
    # Clean up existing webhooks
    ApplicationFactory.cleanup_existing_webhooks(argilla_service.client)
    
    # Create and register webhook handler
    webhook_handler = ApplicationFactory.create_webhook_handler(app_state)
    
    # Create the UI
    demo = ApplicationFactory.create_ui(argilla_service, app_state)
    
    # Mount the Gradio app to the FastAPI server
    server = argilla_service.get_server()
    gr.mount_gradio_app(server, demo, path="/")
    
    return server

# Application entry point
if __name__ == "__main__":
    import uvicorn
    
    # Create the application
    server = create_application()
    
    # Start the server
    uvicorn.run(server, host="0.0.0.0", port=7860)