import gradio as gr
from fastapi import FastAPI
from shared import DEFAULT_CHANGE_THRESHOLD, DEFAULT_MAX_SPEAKERS, ABSOLUTE_MAX_SPEAKERS, FINAL_TRANSCRIPTION_MODEL, REALTIME_TRANSCRIPTION_MODEL
print(gr.__version__)
# Connection configuration (separate signaling server from model server)
# These will be replaced at deployment time with the correct URLs
RENDER_SIGNALING_URL = "wss://render-signal-audio.onrender.com/stream" 
HF_SPACE_URL = "https://androidguy-speaker-diarization.hf.space"

def build_ui():
    """Build Gradio UI for speaker diarization"""
    with gr.Blocks(title="Real-time Speaker Diarization", theme=gr.themes.Soft()) as demo:
        # Add configuration variables to page using custom component
        gr.HTML(
            f"""
            <!-- Configuration parameters -->
            <script>
                window.RENDER_SIGNALING_URL = "{RENDER_SIGNALING_URL}";
                window.HF_SPACE_URL = "{HF_SPACE_URL}";
            </script>
            """
        )
        
        # Header and description
        gr.Markdown("# 🎤 Live Speaker Diarization")
        gr.Markdown(f"Real-time speech recognition with automatic speaker identification")
        
        # Add transcription model info
        gr.Markdown(f"**Using Models:** Final: {FINAL_TRANSCRIPTION_MODEL}, Realtime: {REALTIME_TRANSCRIPTION_MODEL}")
        
        # Status indicator
        connection_status = gr.HTML(
            """<div class="status-indicator">
                <span id="status-text" style="color:#888;">Waiting to connect...</span>
                <span id="status-icon" style="width:10px; height:10px; display:inline-block; 
                    background-color:#888; border-radius:50%; margin-left:5px;"></span>
            </div>"""
        )
        
        with gr.Row():
            with gr.Column(scale=2):
                # Conversation display with embedded JavaScript for WebRTC and audio handling
                conversation_display = gr.HTML(
                    """
                    <div class='output' id="conversation" style='padding:20px; background:#111; border-radius:10px; 
                      min-height:400px; font-family:Arial; font-size:16px; line-height:1.5; overflow-y:auto;'>
                      <i>Click 'Start Listening' to begin...</i>
                    </div>

                    <script>
                    // Global variables
                    let rtcConnection;
                    let mediaStream;
                    let wsConnection;
                    let statusUpdateInterval;
                    
                    // Check connection to HF space
                    async function checkHfConnection() {
                        try {
                            let response = await fetch(`${window.HF_SPACE_URL}/health`);
                            return response.ok;
                        } catch (err) {
                            return false;
                        }
                    }
                    
                    // Start the connection and audio streaming
                    async function startStreaming() {
                        try {
                            // Update status
                            updateStatus('connecting');
                            
                            // Request microphone access
                            mediaStream = await navigator.mediaDevices.getUserMedia({audio: {
                                echoCancellation: true,
                                noiseSuppression: true,
                                autoGainControl: true
                            }});
                            
                            // Set up WebRTC connection to Render signaling server
                            await setupWebRTC();
                            
                            // Also connect WebSocket directly to HF Space for conversation updates
                            setupWebSocket();
                            
                            // Start status update interval
                            statusUpdateInterval = setInterval(updateConnectionInfo, 5000);
                            
                            // Update status
                            updateStatus('connected');
                            
                            document.getElementById("conversation").innerHTML = "<i>Connected! Start speaking...</i>";
                        } catch (err) {
                            console.error('Error starting stream:', err);
                            updateStatus('error', err.message);
                        }
                    }

                    // Set up WebRTC connection to Render signaling server
                    async function setupWebRTC() {
                        try {
                            if (rtcConnection) {
                                rtcConnection.close();
                            }
                            
                            // Use FastRTC's connection approach
                            const pc = new RTCPeerConnection({
                                iceServers: [{ urls: 'stun:stun.l.google.com:19302' }]
                            });
                            
                            // Add audio track
                            mediaStream.getAudioTracks().forEach(track => {
                                pc.addTrack(track, mediaStream);
                            });
                            
                            // Connect to FastRTC signaling via WebSocket
                            const signalWs = new WebSocket(window.RENDER_SIGNALING_URL.replace('wss://', 'wss://'));
                            
                            // Handle signaling messages
                            signalWs.onmessage = async (event) => {
                                const message = JSON.parse(event.data);
                                
                                if (message.type === 'offer') {
                                    await pc.setRemoteDescription(new RTCSessionDescription(message));
                                    const answer = await pc.createAnswer();
                                    await pc.setLocalDescription(answer);
                                    signalWs.send(JSON.stringify(pc.localDescription));
                                } else if (message.type === 'candidate') {
                                    if (message.candidate) {
                                        await pc.addIceCandidate(new RTCIceCandidate(message));
                                    }
                                }
                            };
                            
                            // Send ICE candidates
                            pc.onicecandidate = (event) => {
                                if (event.candidate) {
                                    signalWs.send(JSON.stringify({
                                        type: 'candidate',
                                        candidate: event.candidate
                                    }));
                                }
                            };
                            
                            // Keep connection reference
                            rtcConnection = pc;
                            
                            // Wait for connection to be established
                            await new Promise((resolve, reject) => {
                                const timeout = setTimeout(() => reject(new Error("WebRTC connection timeout")), 10000);
                                pc.onconnectionstatechange = () => {
                                    if (pc.connectionState === 'connected') {
                                        clearTimeout(timeout);
                                        resolve();
                                    } else if (pc.connectionState === 'failed' || pc.connectionState === 'disconnected') {
                                        clearTimeout(timeout);
                                        reject(new Error("WebRTC connection failed"));
                                    }
                                };
                            });
                            
                            updateStatus('connected');
                        } catch (err) {
                            console.error('WebRTC setup error:', err);
                            updateStatus('error', 'WebRTC setup failed: ' + err.message);
                        }
                    }
                    
                    // Set up WebSocket connection to HF Space for conversation updates
                    function setupWebSocket() {
                        const wsUrl = window.RENDER_SIGNALING_URL.replace('stream', 'ws_relay');
                        wsConnection = new WebSocket(wsUrl);
                        
                        wsConnection.onopen = () => {
                            console.log('WebSocket connection established');
                        };
                        
                        wsConnection.onmessage = (event) => {
                            try {
                                // Parse the JSON message
                                const message = JSON.parse(event.data);
                                
                                // Process different message types
                                switch(message.type) {
                                    case 'transcription':
                                        // Handle transcription data
                                        if (message && message.data && typeof message.data === 'object') {
                                            document.getElementById("conversation").innerHTML = message.data.conversation_html || 
                                                JSON.stringify(message.data);
                                        }
                                        break;
                                        
                                    case 'processing_result':
                                        // Handle individual audio chunk processing result
                                        console.log('Processing result:', message.data);
                                        
                                        // Update status info if needed
                                        if (message.data && message.data.status === "processed") {
                                            const statusElem = document.getElementById('status-text');
                                            if (statusElem) {
                                                const speakerId = message.data.speaker_id !== undefined ? 
                                                    `Speaker ${message.data.speaker_id + 1}` : '';
                                                
                                                if (speakerId) {
                                                    statusElem.textContent = `Connected - ${speakerId} active`;
                                                }
                                            }
                                        } else if (message.data && message.data.status === "error") {
                                            updateStatus('error', message.data.message || 'Processing error');
                                        }
                                        break;
                                        
                                    case 'connection':
                                        console.log('Connection status:', message.status);
                                        updateStatus(message.status === 'connected' ? 'connected' : 'warning');
                                        break;
                                        
                                    case 'connection_established':
                                        console.log('Connection established:', message);
                                        updateStatus('connected');
                                        
                                        // If initial conversation is provided, display it
                                        if (message.conversation) {
                                            document.getElementById("conversation").innerHTML = message.conversation;
                                        }
                                        break;
                                        
                                    case 'conversation_update':
                                        if (message.conversation_html) {
                                            document.getElementById("conversation").innerHTML = message.conversation_html;
                                        }
                                        break;
                                        
                                    case 'conversation_cleared':
                                        document.getElementById("conversation").innerHTML = 
                                            "<i>Conversation cleared. Start speaking again...</i>";
                                        break;
                                        
                                    case 'error':
                                        console.error('Error message from server:', message.message);
                                        updateStatus('warning', message.message);
                                        break;
                                        
                                    default:
                                        // If it's just HTML content without proper JSON structure (legacy format)
                                        document.getElementById("conversation").innerHTML = event.data;
                                }
                                
                                // Auto-scroll to bottom
                                const container = document.getElementById("conversation");
                                container.scrollTop = container.scrollHeight;
                            } catch (e) {
                                // Fallback for non-JSON messages (legacy format)
                                document.getElementById("conversation").innerHTML = event.data;
                                
                                // Auto-scroll to bottom
                                const container = document.getElementById("conversation");
                                container.scrollTop = container.scrollHeight;
                            }
                        };
                        
                        wsConnection.onerror = (error) => {
                            console.error('WebSocket error:', error);
                            updateStatus('warning', 'WebSocket error');
                        };
                        
                        wsConnection.onclose = () => {
                            console.log('WebSocket connection closed');
                            // Try to reconnect after a delay
                            setTimeout(setupWebSocket, 3000);
                        };
                    }
                    
                    // Update connection info in the UI
                    async function updateConnectionInfo() {
                        try {
                            const hfConnected = await checkHfConnection();
                            if (!hfConnected) {
                                updateStatus('warning', 'HF Space connection issue');
                            } else if (rtcConnection?.connectionState === 'connected' || 
                                      rtcConnection?.iceConnectionState === 'connected') {
                                updateStatus('connected');
                            } else {
                                updateStatus('warning', 'Connection unstable');
                            }
                      } catch (err) {
                            console.error('Error updating connection info:', err);
                        }
                    }
                    
                    // Update status indicator
                    function updateStatus(status, message = '') {
                        const statusText = document.getElementById('status-text');
                        const statusIcon = document.getElementById('status-icon');
                        
                        switch(status) {
                            case 'connected':
                                statusText.textContent = 'Connected';
                                statusIcon.style.backgroundColor = '#4CAF50';
                                break;
                            case 'connecting':
                                statusText.textContent = 'Connecting...';
                                statusIcon.style.backgroundColor = '#FFC107';
                                break;
                            case 'disconnected':
                                statusText.textContent = 'Disconnected';
                                statusIcon.style.backgroundColor = '#9E9E9E';
                                break;
                            case 'error':
                                statusText.textContent = 'Error: ' + message;
                                statusIcon.style.backgroundColor = '#F44336';
                                break;
                            case 'warning':
                                statusText.textContent = 'Warning: ' + message;
                                statusIcon.style.backgroundColor = '#FF9800';
                                break;
                            default:
                                statusText.textContent = 'Unknown';
                                statusIcon.style.backgroundColor = '#9E9E9E';
                        }
                    }

                    // Stop streaming and clean up
                    function stopStreaming() {
                        // Close WebRTC connection
                        if (rtcConnection) {
                            rtcConnection.close();
                            rtcConnection = null;
                        }
                        
                        // Close WebSocket
                        if (wsConnection) {
                            wsConnection.close();
                            wsConnection = null;
                        }
                        
                        // Stop all tracks in media stream
                        if (mediaStream) {
                            mediaStream.getTracks().forEach(track => track.stop());
                            mediaStream = null;
                        }
                        
                        // Clear interval
                        if (statusUpdateInterval) {
                            clearInterval(statusUpdateInterval);
                            statusUpdateInterval = null;
                        }
                        
                        // Update status
                        updateStatus('disconnected');
                    }

                    // Set up event listeners when the DOM is loaded
                    document.addEventListener('DOMContentLoaded', () => {
                        updateStatus('disconnected');
                    });
                    </script>
                    """,
                    label="Live Conversation"
                )
                
                # Control buttons
                with gr.Row():
                    start_btn = gr.Button("▶️ Start Listening", variant="primary", size="lg")
                    stop_btn = gr.Button("⏹️ Stop", variant="stop", size="lg")
                    clear_btn = gr.Button("🗑️ Clear", variant="secondary", size="lg")
                
                # Status display
                status_output = gr.Markdown(
                    """
                    ## System Status
                    Waiting to connect...
                    
                    *Click Start Listening to begin*
                    """,
                    label="Status Information"
                )
            
            with gr.Column(scale=1):
                # Settings
                gr.Markdown("## ⚙️ Settings")
                
                threshold_slider = gr.Slider(
                    minimum=0.3,
                    maximum=0.9,
                    step=0.05,
                    value=DEFAULT_CHANGE_THRESHOLD,
                    label="Speaker Change Sensitivity",
                    info="Lower = more sensitive (more speaker changes)"
                )
                
                max_speakers_slider = gr.Slider(
                    minimum=2,
                    maximum=ABSOLUTE_MAX_SPEAKERS,
                    step=1,
                    value=DEFAULT_MAX_SPEAKERS,
                    label="Maximum Speakers"
                )
                
                update_btn = gr.Button("Update Settings", variant="secondary")
                
                # Instructions
                gr.Markdown("""
                ## 📋 Instructions
                1. **Start Listening** - allows browser to access microphone
                2. **Speak** - system will transcribe and identify speakers
                3. **Stop** when finished
                4. **Clear** to reset conversation
                
                ## 🎨 Speaker Colors
                - 🔴 Speaker 1 (Red)
                - 🟢 Speaker 2 (Teal) 
                - 🔵 Speaker 3 (Blue)
                - 🟡 Speaker 4 (Green)
                - ⭐ Speaker 5 (Yellow)
                - 🟣 Speaker 6 (Plum)
                - 🟤 Speaker 7 (Mint)
                - 🟠 Speaker 8 (Gold)
                """)
        
        # JavaScript to connect buttons to the script functions
        gr.HTML("""
        <script>
            // Wait for Gradio to fully load
            document.addEventListener('DOMContentLoaded', () => {
                // Wait a bit for Gradio buttons to be created
                setTimeout(() => {
                    // Get the buttons
                    const startBtn = document.querySelector('button[aria-label="Start Listening"]');
                    const stopBtn = document.querySelector('button[aria-label="Stop"]');
                    const clearBtn = document.querySelector('button[aria-label="Clear"]');
                    
                    if (startBtn) startBtn.onclick = () => startStreaming();
                    if (stopBtn) stopBtn.onclick = () => stopStreaming();
                    if (clearBtn) clearBtn.onclick = () => {
                        // Make API call to clear conversation
                        fetch(`${window.HF_SPACE_URL}/clear`, {
                            method: 'POST'
                        }).then(resp => resp.json())
                        .then(data => {
                            document.getElementById("conversation").innerHTML = 
                                "<i>Conversation cleared. Start speaking again...</i>";
                        });
                    }
                    
                    // Set up settings update
                    const updateBtn = document.querySelector('button[aria-label="Update Settings"]');
                    if (updateBtn) updateBtn.onclick = () => {
                        const threshold = document.querySelector('input[aria-label="Speaker Change Sensitivity"]').value;
                        const maxSpeakers = document.querySelector('input[aria-label="Maximum Speakers"]').value;
                        
                        fetch(`${window.HF_SPACE_URL}/settings?threshold=${threshold}&max_speakers=${maxSpeakers}`, {
                            method: 'POST'
                        }).then(resp => resp.json())
                        .then(data => {
                            const statusOutput = document.querySelector('.prose');
                            if (statusOutput) {
                                statusOutput.innerHTML = `
                                    <h2>System Status</h2>
                                    <p>Settings updated:</p>
                                    <ul>
                                        <li>Threshold: ${threshold}</li>
                                        <li>Max Speakers: ${maxSpeakers}</li>
                                    </ul>
                                    <p>Transcription Models:</p>
                                    <ul>
                                        <li>Final: ${window.FINAL_TRANSCRIPTION_MODEL || "distil-large-v3"}</li>
                                        <li>Realtime: ${window.REALTIME_TRANSCRIPTION_MODEL || "distil-small.en"}</li>
                                    </ul>
                                `;
                            }
                        });
                    }
                }, 1000);
            });
        </script>
        """)
        
        # Set up periodic status updates
        def get_status():
            """API call to get system status - called periodically"""
            import requests
            try:
                resp = requests.get(f"{HF_SPACE_URL}/status")
                if resp.status_code == 200:
                    return resp.json().get('status', 'No status information')
                return "Error getting status"
            except Exception as e:
                return f"Connection error: {str(e)}"
        
        status_timer = gr.Timer(5)
        status_timer.tick(fn=get_status, outputs=status_output)

        
    return demo

# Create Gradio interface
demo = build_ui()

def mount_ui(app: FastAPI):
    """Mount Gradio app to FastAPI"""
    app.mount("/ui", demo.app)

# For standalone testing
if __name__ == "__main__":
    demo.launch()