UI Overhaul and changing provider to SambaNova

app.py

@@ -1,4 +1,116 @@
+from fastapi import FastAPI, HTTPException, Request
+from fastapi.responses import StreamingResponse
+from fastapi.middleware.cors import CORSMiddleware
+import aiohttp
+import json
+import time
+import random
+import ast
+import urllib.parse
+from apscheduler.schedulers.background import BackgroundScheduler
 import os
-from groq import Groq
+from pydantic import BaseModel
 
-exec(os.environ.get('MainData'))
+SAMBA_NOVA_API_KEY = os.environ.get("SAMBA_NOVA_API_KEY", None)
+
+app = FastAPI()
+
+# Time-Limited Infinite Cache
+cache = {}
+CACHE_DURATION = 120
+
+# Function to clean up expired cache entries
+def cleanup_cache():
+    current_time = time.time()
+    for key, (value, timestamp) in list(cache.items()):
+        if current_time - timestamp > CACHE_DURATION:
+            del cache[key]
+
+# Initialize and start the scheduler
+scheduler = BackgroundScheduler()
+scheduler.add_job(cleanup_cache, 'interval', seconds=60)  # Run cleanup every 60 seconds
+scheduler.start()
+
+class StreamTextRequest(BaseModel):
+    query: str
+    history: str = "[]"
+    model: str = "llama3-8b"
+    api_key: str = None
+
+@app.post("/stream_text")
+async def stream_text(request: StreamTextRequest):
+    current_time = time.time()
+    cache_key = (request.query, request.history, request.model)
+
+    # Check if the request is in the cache and not expired
+    if cache_key in cache:
+        cached_response, timestamp = cache[cache_key]
+        return StreamingResponse(iter([f"{cached_response}"]), media_type='text/event-stream')
+
+    # Model selection logic
+    if "405" in request.model:
+        fmodel = "Meta-Llama-3.1-405B-Instruct"
+    if "70" in request.model:
+        fmodel = "Meta-Llama-3.1-70B-Instruct"
+    else:
+        fmodel = "Meta-Llama-3.1-8B-Instruct"
+
+    system_message = """You are Voicee, a friendly and intelligent voice assistant created by KingNish. Your primary goal is to provide accurate, concise, and engaging responses while maintaining a positive and upbeat tone. Always aim to provide clear and relevant information that directly addresses the user's query, but feel free to sprinkle in a dash of humor—after all, laughter is the best app! Keep your responses brief and to the point, avoiding unnecessary details or tangents, unless they’re hilariously relevant. Use a friendly and approachable tone to create a pleasant interaction, and don’t shy away from a cheeky pun or two! Tailor your responses based on the user's input and previous interactions, ensuring a personalized experience that feels like chatting with a witty friend. Invite users to ask follow-up questions or clarify their needs, fostering a conversational flow that’s as smooth as butter on a hot pancake. Aim to put a smile on the user's face with light-hearted and fun responses, and be proactive in offering additional help or suggestions related to the user's query. Remember, your goal is to be the go-to assistant for users, making their experience enjoyable and informative—like a delightful dessert after a hearty meal!"""
+
+    messages = [{'role': 'system', 'content': system_message}]
+
+    messages.extend(ast.literal_eval(request.history))
+
+    messages.append({'role': 'user', 'content': request.query})
+    
+    data = {'messages': messages, 'stream': True, 'model': fmodel}
+
+    api_key = request.api_key or SAMBA_NOVA_API_KEY
+
+    async def stream_response():
+        async with aiohttp.ClientSession() as session:
+            async with session.post('https://api.sambanova.ai/v1/chat/completions', headers = { 'Authorization': f'Bearer {api_key}', 'Content-Type': 'application/json' }, json=data) as response:
+                if response.status != 200:
+                    raise HTTPException(status_code=response.status, detail="Error fetching AI response")
+
+                response_content = ""
+                async for line in response.content:
+                    line = line.decode('utf-8').strip()
+                    if line.startswith('data: {'):
+                        json_data = line[6:]
+                        try:
+                            parsed_data = json.loads(json_data)
+                            content = parsed_data.get("choices", [{}])[0].get("delta", {}).get("content", '')
+                            if content:
+                                content = content.replace("\n", " ")
+                                response_content += f"data: {content}\n\n"
+                                yield f"data: {content}\n\n"
+                        except json.JSONDecodeError as e:
+                            print(f"Error decoding JSON: {e}")
+                            yield f"data: Error decoding JSON\n\n"
+
+                # Cache the full response
+                cache[cache_key] = (response_content, current_time)
+
+    return StreamingResponse(stream_response(), media_type='text/event-stream')
+
+
+
+# Serve index.html from the same directory as your main.py file 
+from starlette.responses import FileResponse 
+
+@app.get("/script1.js")
+async def script1_js():
+    return FileResponse("script1.js")
+
+@app.get("/script2.js")
+async def script2_js():
+    return FileResponse("script2.js")
+
+@app.get("/")
+async def read_index():
+    return FileResponse('index.html')
+
+if __name__ == "__main__":
+    import uvicorn
+    uvicorn.run(app, host="0.0.0.0", port=7068, reload=True)

index.html

@@ -1,66 +1,251 @@
 <!DOCTYPE html>
-<html lang=en>
-<head>
-<meta charset=UTF-8>
-<meta name=viewport content="width=device-width, initial-scale=1.0">
-<title>Voice Assistant</title>
-<link href=https://cdn.jsdelivr.net/npm/tailwindcss@2.2.19/dist/tailwind.min.css rel=stylesheet>
-<style>.transition-all{transition:all .3s ease-in-out}body.dark{background-color:#1a202c}body.dark .bg-white{background-color:#2d3748}body.dark .text-gray-900{color:#e2e8f0}body.dark .text-gray-700{color:#a0aec0}body.dark .bg-gray-100{background-color:#4a5568}body.dark .bg-gray-200{background-color:#718096}body.dark .bg-gradient-to-r{background-size:200% auto;background-position:left center}#darkmode-toggle span{transition:transform .3s ease-in-out}.hover:bg-gradient-to-r{background-size:200% auto;transition:background-position .5s ease-in-out}.hover:bg-gradient-to-r:hover{background-position:right center}svg{stroke:currentColor;stroke-width:2;stroke-linecap:round;stroke-linejoin:round}</style>
-<script>function loadScript(){var d=/Chrome/.test(navigator.userAgent)&&/Google Inc/.test(navigator.vendor)&&!/Edg/.test(navigator.userAgent);var b=window.innerWidth>768;var e=document.querySelector('script[src="script1.js"], script[src="script2.js"]');if(e){e.remove()}var a=document.createElement("script");var c=new Date().getTime();if(d&&b){a.src="script1.js?t="+c}else{a.src="script2.js?t="+c}a.onerror=function(){console.error("Error loading script:",a.src)};document.head.appendChild(a)}document.addEventListener("DOMContentLoaded",loadScript);document.addEventListener("DOMContentLoaded",loadScript);</script>
-</head>
-<body class="bg-gray-100 dark:bg-gray-900 transition-colors duration-300">
-<div class="container mx-auto px-4 py-16">
-<div class="bg-white dark:bg-gray-800 shadow-lg rounded-lg px-8 py-6 transition-all">
-<div class="flex items-center justify-between mb-6">
-<h1 class="text-3xl font-bold text-gray-900 dark:text-white">
-<span class="bg-gradient-to-r from-blue-500 to-purple-500 bg-clip-text text-transparent">Voice</span> Assistant
-</h1>
-<button id=darkmode-toggle class="relative w-12 h-6 rounded-full bg-gray-300 dark:bg-gray-700 transition-colors duration-300 focus:outline-none">
-<span class="absolute left-1 top-1 w-4 h-4 rounded-full bg-white dark:bg-gray-900 transform transition-transform duration-300"></span>
-</button>
-</div>
-<div id=responseTime class="text-sm text-gray-500 dark:text-gray-400 mb-4">Latency: 0ms</div>
-<div class="flex items-center justify-around mb-8">
-<div id=userIndicator class="rounded-full px-4 py-2 text-white flex items-center transition-colors duration-300 bg-gradient-to-r from-green-400 to-blue-500 hover:bg-gradient-to-r" data-content="User: Idle">
-<svg class="w-4 h-4 mr-2" viewBox="0 0 24 24"><path d="M12 14a7 7 0 017 7H5a7 7 0 017-7zm0-8a4 4 0 11-8 0 4 4 0 018 0z"></path></svg>
-<span>Idle</span>
-</div>
-<div id=aiIndicator class="rounded-full px-4 py-2 text-white flex items-center transition-colors duration-300 bg-gradient-to-r from-red-400 to-yellow-500 hover:bg-gradient-to-r" data-content="AI: Listening">
-<svg class="w-4 h-4 mr-2" viewBox="0 0 24 24"><path d="M12 15v2m-6 4h12a2 2 0 002-2v-6a2 2 0 00-2-2H6a2 2 0 00-2 2v6a2 2 0 002 2zm10-10V7a4 4 0 00-8 0v4h8z"></path></svg>
-<span>Listening</span>
-</div>
-</div>
-<div class="flex items-center justify-center mb-8">
-<button style=text-align:-webkit-center id=startStopButton class="bg-gradient-to-r from-blue-500 to-purple-600 hover:from-purple-600 hover:to-blue-500 text-white font-bold py-2 px-4 rounded transition-all focus:outline-none focus:shadow-outline">
-<svg id=microphoneIcon class="w-6 h-6 inline-block mr-2" viewBox="0 0 24 24"><path d="M12 14v2a4 4 0 004 4h0a4 4 0 004-4v-2M16 7a4 4 0 10-8 0v4h8z"></path></svg>
-<span>Start Listening</span>
-</button>
-</div>
-<div class=mt-8>
-<div class="grid grid-cols-1 md:grid-cols-2 gap-4">
-<div>
-<label for=voiceSelect class="block text-gray-700 dark:text-gray-300 font-bold mb-2">Voice:</label>
-<select id=voiceSelect class="w-full bg-gray-200 dark:bg-gray-700 border border-gray-300 dark:border-gray-600 text-gray-700 dark:text-gray-300 py-2 px-3 rounded focus:outline-none focus:shadow-outline">
-<option value=Amy>Female</option>
-<option value=Brian>Male</option>
-</select>
-</div>
-<div>
-<label for=modelSelect class="block text-gray-700 dark:text-gray-300 font-bold mb-2">Model:</label>
-<select id=modelSelect class="w-full bg-gray-200 dark:bg-gray-700 border border-gray-300 dark:border-gray-600 text-gray-700 dark:text-gray-300 py-2 px-3 rounded focus:outline-none focus:shadow-outline">
-<option value=8b>Fastest</option>
-<option value=70b>Powerful</option>
-</select>
-</div>
-<div class="flex items-center" style=visibility:hidden>
-<label for=noiseSuppression class="block text-gray-700 dark:text-gray-300 font-bold mb-2">Noise Suppression:</label>
-<input type=checkbox id=noiseSuppression checked class="ml-2 form-checkbox h-5 w-5 text-blue-500">
-</div>
-</div>
-</div>
-<div id=transcript class="mt-8 p-4 bg-gray-200 dark:bg-gray-700 rounded-lg text-sm font-mono whitespace-pre-wrap transition-all"></div>
-</div>
-</div>
-<script>document.addEventListener("DOMContentLoaded",function(){const a=document.getElementById("darkmode-toggle");function d(e){if(e==="dark"){document.body.classList.add("dark");a.querySelector("span").style.transform="translateX(24px)"}else{document.body.classList.remove("dark");a.querySelector("span").style.transform="translateX(0)"}localStorage.setItem("theme",e)}function b(){const e=document.body.classList.contains("dark");d(e?"light":"dark")}const c=localStorage.getItem("theme");d(c||"light");a.addEventListener("click",b)});</script>
-</body>
+<html lang="en">
+	<head>
+		<meta charset="UTF-8">
+		<meta name="viewport" content="width=device-width, initial-scale=1.0">
+		<title>Voice Assistant</title>
+		<link href="https://fonts.googleapis.com/css2?family=Roboto:wght@300;400;700&display=swap" rel="stylesheet">
+		<style>
+			:root {
+				--primary-color: #4a90e2;
+				--secondary-color: #f39c12;
+				--background-color: #f0f4f8;
+				--card-bg-color: #ffffff;
+				--text-color: #333333;
+				--border-color: #e0e0e0;
+			}
+
+			body {
+				font-family: 'Roboto', sans-serif;
+				background-color: var(--background-color);
+				color: var(--text-color);
+				margin: 0;
+				padding: 0;
+				display: flex;
+				justify-content: center;
+				align-items: center;
+				min-height: 100vh;
+			}
+
+			.container {
+				width: 90%;
+				max-width: 800px;
+			}
+
+			.voice-assistant-card {
+				background-color: var(--card-bg-color);
+				border-radius: 20px;
+				box-shadow: 0 10px 30px rgba(0, 0, 0, 0.1);
+				padding: 40px;
+				text-align: center;
+			}
+
+			.title {
+				font-size: 2.5rem;
+				font-weight: 700;
+				margin-bottom: 20px;
+				color: var(--primary-color);
+			}
+
+			#responseTime {
+				font-size: 0.9rem;
+				color: #777;
+				margin-bottom: 20px;
+			}
+
+			.indicator-wrapper {
+				display: flex;
+				justify-content: space-around;
+				margin-bottom: 30px;
+			}
+
+			.indicator {
+				display: flex;
+				align-items: center;
+				padding: 10px 20px;
+				border-radius: 50px;
+				font-size: 1rem;
+				color: #fff;
+				transition: all 0.3s ease;
+			}
+
+			.indicator svg {
+				margin-right: 8px;
+			}
+
+			#userIndicator {
+				background-color: var(--primary-color);
+			}
+
+			#aiIndicator {
+				background-color: var(--secondary-color);
+			}
+
+			#startStopButton {
+				background-color: #38cb96;
+				color: #fff;
+				border: none;
+				padding: 15px 30px;
+				font-size: 1.2rem;
+				border-radius: 50px;
+				cursor: pointer;
+				transition: all 0.3s ease;
+				display: flex;
+				align-items: center;
+				justify-content: center;
+				margin: 0 auto 30px;
+			}
+
+			#startStopButton:hover {
+				background-color: #1e9b6e;
+				transform: translateY(-2px);
+				box-shadow: 0 5px 15px rgba(74, 144, 226, 0.3);
+			}
+
+			#startStopButton svg {
+				margin-right: 10px;
+			}
+
+			.settings {
+				display: grid;
+				grid-template-columns: 1fr 1fr 1.5fr;
+				gap: 20px;
+				margin-bottom: 30px;
+			}
+
+			.setting {
+				text-align: left;
+				position: relative;
+				/* Added for tooltip positioning */
+			}
+
+			.setting label {
+				display: block;
+				margin-bottom: 5px;
+				font-weight: 700;
+				color: var(--text-color);
+			}
+
+			select,
+			input[type="password"] {
+				width: 100%;
+				padding: 10px;
+				border: 1px solid var(--border-color);
+				border-radius: 5px;
+				font-size: 1rem;
+				background-color: #fff;
+				color: var(--text-color);
+			}
+
+			.tooltip {
+				display: none;
+				position: absolute;
+				background-color: #333;
+				color: #fff;
+				padding: 5px;
+				border-radius: 5px;
+				font-size: 0.8rem;
+			}
+
+			.setting:hover .tooltip {
+				display: block;
+				/* Show tooltip on hover */
+			}
+
+			#transcript {
+				background-color: #f9f9f9;
+				border-radius: 10px;
+				padding: 20px;
+				margin-top: 30px;
+				text-align: left;
+				font-family: 'Courier New', monospace;
+				white-space: pre-wrap;
+				max-height: 200px;
+				overflow-y: auto;
+			}
+
+			@media (max-width: 600px) {
+				.settings {
+					grid-template-columns: 1fr;
+				}
+			}
+		</style>
+	</head>
+	<body>
+		<div class="container">
+			<div class="voice-assistant-card">
+				<h1 class="title">Voice Assistant</h1>
+				<div id="responseTime">Latency: 0ms</div>
+				<div class="indicator-wrapper">
+					<div id="userIndicator" class="indicator">
+						<svg width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+							<path d="M20 21v-2a4 4 0 0 0-4-4H8a4 4 0 0 0-4 4v2"></path>
+							<circle cx="12" cy="7" r="4"></circle>
+						</svg>
+						<span>User: Idle</span>
+					</div>
+					<div id="aiIndicator" class="indicator">
+						<svg width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+							<polygon points="12 2 2 7 12 12 22 7 12 2"></polygon>
+							<polyline points="2 17 12 22 22 17"></polyline>
+							<polyline points="2 12 12 17 22 12"></polyline>
+						</svg>
+						<span>AI: Idle</span>
+					</div>
+				</div>
+				<button id="startStopButton">
+					<svg width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+						<path d="M12 1a3 3 0 0 0-3 3v8a3 3 0 0 0 6 0V4a3 3 0 0 0-3-3z"></path>
+						<path d="M19 10v2a7 7 0 0 1-14 0v-2"></path>
+						<line x1="12" y1="19" x2="12" y2="23"></line>
+						<line x1="8" y1="23" x2="16" y2="23"></line>
+					</svg> Start Listening </button>
+				<div class="settings">
+					<div class="setting">
+						<label for="voiceSelect">Voice:</label>
+						<select id="voiceSelect">
+							<option value="Amy">Female</option>
+							<option value="Brian">Male</option>
+						</select>
+						<span class="tooltip">Select the voice type for the assistant.</span>
+					</div>
+					<div class="setting">
+						<label for="modelSelect">Model:</label>
+						<select id="modelSelect">
+							<option value="8b">Fastest</option>
+							<option value="70b">Powerful</option>
+						</select>
+						<span class="tooltip">Choose the model based on speed or power.</span>
+					</div>
+					<div class="setting">
+						<label for="apiKey">SambaNava API Key (optional):</label>
+						<input type="password" id="apiKey" placeholder="Enter your API Key">
+						<span class="tooltip">Use SambaNova API key for enhanced speed. You can obtain a free key from <a href="https://cloud.sambanova.ai/apis" style="color: #00f9f0;">https://cloud.sambanova.ai/apis</a>. </span>
+					</div>
+				</div>
+				<div id="transcript"></div>
+			</div>
+		</div>
+		<script>
+			function loadScript() {
+				var isChrome = /Chrome/.test(navigator.userAgent) && /Google Inc/.test(navigator.vendor) && !/Edg/.test(navigator.userAgent);
+				var isDesktop = window.innerWidth > 768;
+				var existingScript = document.querySelector('script[src="script1.js"], script[src="script2.js"]');
+				if (existingScript) {
+					existingScript.remove();
+				}
+				var script = document.createElement('script');
+				if (isChrome && isDesktop) {
+					script.src = 'script1.js';
+				} else {
+					script.src = 'script2.js';
+				}
+				script.onerror = function() {
+					console.error('Error loading script:', script.src);
+				};
+				document.head.appendChild(script);
+			}
+			document.addEventListener('DOMContentLoaded', loadScript);
+		</script>
+	</body>
 </html>

requirements.txt

@@ -1,8 +1,6 @@
-groq
 fastapi
 starlette
 python-multipart
 uvicorn
 aiohttp
-apscheduler
-scikit-learn
+apscheduler

script1.js

@@ -1 +1,527 @@
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+const startStopButton = document.getElementById('startStopButton');
+const voiceSelectionDropdown = document.getElementById('voiceSelect');
+const modelSelectionDropdown = document.getElementById('modelSelect');
+const noiseSuppressionCheckbox = document.getElementById('noiseSuppression'); 
+const responseTimeDisplay = document.getElementById('responseTime');
+const userActivityIndicator = document.getElementById('userIndicator');
+const aiActivityIndicator = document.getElementById('aiIndicator');
+const transcriptDiv = document.getElementById('transcript');
+
+let speechRecognizer;
+let activeQuery = null;
+let queryStartTime = 0;
+let completeTranscript = '';
+let isRequestInProgress = false;
+let isUserSpeaking = false;
+let isSpeechRecognitionActive = false;
+let requestAbortController = null;
+let partialTranscript = '';
+let lastUserSpeechTimestamp = null;
+let prefetchTextQuery = "";
+let firstResponseTextTimestamp = null;
+
+// Configuration 
+const USER_SPEECH_INTERRUPT_DELAY = 500;
+const TEXT_TO_SPEECH_API_ENDPOINT = "https://api.streamelements.com/kappa/v2/speech";
+const CHUNK_SIZE = 300; 
+
+// Audio Management
+let currentAudio = null;
+let audioPlaybackQueue = [];
+let prefetchQueue = [];
+
+// Enhanced Prefetching and Caching
+const prefetchCache = new Map(); 
+const pendingPrefetchRequests = new Map();
+const MAX_PREFETCH_REQUESTS = 10;
+const prefetchCacheExpiration = 60000; // 1 minute
+
+// Global Conversation History
+let conversationHistory = [];
+
+// Audio Caching
+const audioCache = new Map(); 
+const audioCacheExpiration = 3600000; // 1 hour
+
+// Normalize query text
+const normalizeQueryText = query => query.trim().toLowerCase().replace(/[^\w\s]/g, '');
+
+// Generate a cache key
+const generateCacheKey = (normalizedQuery, voice, history, modelName) => 
+  `${normalizedQuery}-${voice}-${JSON.stringify(history)}-${modelName}`;
+
+// Prefetch and cache the first TTS audio chunk
+const prefetchFirstAudioChunk = (query, voice) => {
+  const normalizedQuery = normalizeQueryText(query);
+  const cacheKey = generateCacheKey(normalizedQuery, voice, conversationHistory, modelSelectionDropdown.value);
+
+  if (pendingPrefetchRequests.has(cacheKey) || prefetchCache.has(cacheKey)) return; 
+
+  prefetchQueue.push({ query:query.trim(), voice, cacheKey });
+  processPrefetchQueue();
+};
+
+// Process the prefetch queue
+const processPrefetchQueue = async () => {
+  while (prefetchQueue.length > 0 && pendingPrefetchRequests.size < MAX_PREFETCH_REQUESTS) {
+    const { query, voice, cacheKey } = prefetchQueue.shift();
+    const abortController = new AbortController();
+    pendingPrefetchRequests.set(cacheKey, abortController);
+
+    const url = '/stream_text';
+    const requestBody = {
+        query: query,
+        history: JSON.stringify(conversationHistory),
+        model: modelSelectionDropdown.value
+    };
+
+    try {
+      const response = await fetch(url, {
+        method: 'POST',
+        headers: {
+            'Accept': 'text/event-stream',
+            'Content-Type': 'application/json'
+        },
+        body: JSON.stringify(requestBody),
+        signal: abortController.signal
+    });
+
+      if (!response.ok) throw new Error('Network response was not ok');
+
+      const firstAudioUrl = await handleStreamingResponseForPrefetch(response.body, voice, abortController.signal);
+
+      if (firstAudioUrl) prefetchCache.set(cacheKey, { url: firstAudioUrl, timestamp: Date.now() });
+
+    } catch (error) {
+      if (error.name !== 'AbortError') console.error("Error prefetching audio:", error);
+    } finally {
+      pendingPrefetchRequests.delete(cacheKey);
+      processPrefetchQueue();
+    }
+  }
+};
+
+// Handle the streaming response for prefetching
+const handleStreamingResponseForPrefetch = async (responseStream, voice, abortSignal) => {
+  const reader = responseStream.getReader();
+  const decoder = new TextDecoder("utf-8");
+  let buffer = "";
+
+  try {
+    while (true) {
+      const { done, value } = await reader.read();
+      if (done) break;
+      if (abortSignal.aborted) throw new DOMException('Request aborted', 'AbortError');
+
+      const chunk = decoder.decode(value, { stream: true });
+      buffer += chunk;
+      const lines = buffer.split('\n');
+
+      for (let i = 0; i < lines.length - 1; i++) {
+        const line = lines[i];
+        if (line.startsWith('data: ')) {
+          const textContent = line.substring(6).trim();
+          if (textContent) {
+            const audioUrl = await generateTextToSpeechAudio(textContent, voice);
+            return audioUrl; 
+          }
+        }
+      }
+
+      buffer = lines[lines.length - 1];
+    }
+  } catch (error) {
+    console.error("Error in handleStreamingResponseForPrefetch:", error);
+  } finally {
+    reader.releaseLock();
+  }
+
+  return null;
+};
+
+// Play audio from the queue
+const playNextAudio = async () => {
+  if (audioPlaybackQueue.length > 0) {
+    const audioData = audioPlaybackQueue.shift();
+    const audio = new Audio(audioData.url);
+    updateActivityIndicators(); 
+
+    const audioPromise = new Promise(resolve => {
+      audio.onended = resolve;
+      audio.onerror = resolve;
+    });
+    if (currentAudio) {
+      currentAudio.pause();
+      currentAudio.currentTime = 0;
+    }
+
+    currentAudio = audio;
+    await audio.play();
+    await audioPromise;
+    playNextAudio();
+  } else {
+    updateActivityIndicators(); 
+  }
+};
+
+// Generate Text-to-Speech audio with caching
+const generateTextToSpeechAudio = async (text, voice) => {
+  const normalizedText = normalizeQueryText(text);
+  const cacheKey = `${normalizedText}-${voice}`;
+
+  if (audioCache.has(cacheKey)) {
+    const cachedData = audioCache.get(cacheKey);
+    if (Date.now() - cachedData.timestamp < audioCacheExpiration) {
+      return cachedData.url;
+    } else {
+      audioCache.delete(cacheKey);
+    }
+  }
+
+  try {
+    const response = await fetch(`${TEXT_TO_SPEECH_API_ENDPOINT}?voice=${voice}&text=${encodeURIComponent(text)}`, { method: 'GET' });
+    if (!response.ok) throw new Error('Network response was not ok');
+    const audioBlob = await response.blob();
+    const audioUrl = URL.createObjectURL(audioBlob);
+
+    audioCache.set(cacheKey, { url: audioUrl, timestamp: Date.now() });
+    return audioUrl;
+  } catch (error) {
+    console.error("Error generating TTS audio:", error);
+    return null;
+  }
+};
+
+// Send a query to the AI
+const sendQueryToAI = async (query) => {
+    console.log("Sending query to AI:", query);
+    isRequestInProgress = true;
+    updateActivityIndicators(); 
+    queryStartTime = Date.now();
+    firstResponseTextTimestamp = null;
+
+    const normalizedQuery = normalizeQueryText(query);
+    const cacheKey = generateCacheKey(normalizedQuery, modelSelectionDropdown.value, conversationHistory, modelSelectionDropdown.value);
+
+    if (prefetchCache.has(cacheKey)) {
+        const cachedData = prefetchCache.get(cacheKey);
+        if (Date.now() - cachedData.timestamp < prefetchCacheExpiration) {
+            const prefetchedAudioUrl = cachedData.url;
+            audioPlaybackQueue.push({ url: prefetchedAudioUrl, isPrefetched: true });
+            playNextAudio();
+        } else {
+            prefetchCache.delete(cacheKey);
+        }
+    }
+
+    requestAbortController = new AbortController();
+
+    const url = '/stream_text';
+    const requestBody = {
+        query: query,
+        history: JSON.stringify(conversationHistory),
+        model: modelSelectionDropdown.value
+    };
+    
+    try {
+        const response = await fetch(url, {
+            method: 'POST',
+            headers: {
+                'Accept': 'text/event-stream',
+                'Content-Type': 'application/json'
+            },
+            body: JSON.stringify(requestBody),
+            signal: requestAbortController.signal
+        });
+
+        if (!response.ok) {
+            if (response.status === 429) {
+                console.log("Rate limit hit, retrying in 1 second...");
+                await new Promise(resolve => setTimeout(resolve, 1000));
+                await sendQueryToAI(query); 
+                return; 
+            }
+            throw new Error(`Network response was not ok: ${response.status}`);
+        }
+
+        console.log("Streaming audio response received");
+        await handleStreamingResponse(response.body, voiceSelectionDropdown.value, requestAbortController.signal);
+    } catch (error) {
+        if (error.name !== 'AbortError') {
+            console.error("Error sending query to AI:", error);
+        }
+    } finally {
+        isRequestInProgress = false;
+        updateActivityIndicators(); 
+    }
+};
+
+// Handle the streaming audio response
+const handleStreamingResponse = async (responseStream, voice, abortSignal) => {
+  const reader = responseStream.getReader();
+  const decoder = new TextDecoder("utf-8");
+  let buffer = "";
+  let initialChunksSent = 0;
+  let fullResponseText = "";
+  let fullResponseText2 = "";
+  let textChunk = "";
+  let sentText = ""; 
+
+  try {
+    while (true) {
+      const { done, value } = await reader.read();
+      if (done) break;
+      if (abortSignal.aborted) throw new DOMException('Request aborted', 'AbortError');
+
+      if (isUserSpeaking) {
+        interruptAudioPlayback('user is speaking');
+        break; 
+      }
+
+      const chunk = decoder.decode(value, { stream: true });
+      buffer += chunk;
+      const lines = buffer.split('\n');
+
+      for (let i = 0; i < lines.length - 1; i++) {
+        const line = lines[i];
+        if (line.startsWith('data: ')) {
+          const textContent = line.substring(6).trim();
+          if (textContent) {
+            if (!firstResponseTextTimestamp) firstResponseTextTimestamp = Date.now();
+
+            fullResponseText += textContent + " ";
+            fullResponseText2 += textContent + " ";
+            textChunk += textContent + " ";
+            transcriptDiv.textContent = fullResponseText2; 
+
+            if (initialChunksSent < 2) {
+              const audioUrl = await generateTextToSpeechAudio(textContent, voice);
+              if (audioUrl) {
+                audioPlaybackQueue.push({ url: audioUrl, isPrefetched: false });
+                if (!currentAudio) playNextAudio();
+              }
+              sentText += textContent + " "; 
+              initialChunksSent++;
+            } else {
+              let unsentTextChunk = textChunk.replace(sentText, '').trim();
+
+              if (unsentTextChunk.length >= CHUNK_SIZE) {
+                const audioUrl = await generateTextToSpeechAudio(unsentTextChunk, voice);
+                if (audioUrl) {
+                  audioPlaybackQueue.push({ url: audioUrl, isPrefetched: false });
+                  if (!currentAudio) playNextAudio();
+                }
+                textChunk = ""; 
+              }
+            }
+
+            if (fullResponseText !== '') {
+              fullResponseText = ''; 
+            }
+          }
+        }
+      }
+
+      buffer = lines[lines.length - 1];
+    }
+  } catch (error) {
+    console.error("Error in handleStreamingResponse:", error);
+  } finally {
+    reader.releaseLock();
+
+    let unsentTextChunk = textChunk.replace(sentText, '').trim();
+    if (unsentTextChunk !== "") {
+      const audioUrl = await generateTextToSpeechAudio(unsentTextChunk, voice);
+      if (audioUrl) {
+        audioPlaybackQueue.push({ url: audioUrl, isPrefetched: false });
+        if (!currentAudio) playNextAudio();
+      }
+    }
+
+    if (fullResponseText !== '') {
+      fullResponseText = '';
+    }
+    if (fullResponseText2 !== '') {
+      addToConversationHistory('assistant', fullResponseText2);
+      fullResponseText2 = '';
+    }
+  }
+};
+
+// Update activity indicators
+const updateActivityIndicators = (state = null) => {
+  userActivityIndicator.textContent = isUserSpeaking ? "User: Speaking" : "User: Idle";
+  userActivityIndicator.className = isUserSpeaking 
+    ? "indicator rounded-full px-4 py-2 text-white flex items-center transition-colors duration-300 bg-gradient-to-r from-blue-400 to-blue-600 hover:bg-gradient-to-r from-blue-500 to-blue-700" 
+    : "indicator rounded-full px-4 py-2 text-white flex items-center transition-colors duration-300 bg-gradient-to-r from-gray-300 to-gray-400 dark:from-gray-700 dark:to-gray-800 hover:bg-gradient-to-r from-gray-400 to-gray-500"; // Tailwind classes
+
+  if (isRequestInProgress && !currentAudio) {
+    aiActivityIndicator.textContent = "AI: Processing...";
+    aiActivityIndicator.className = "indicator rounded-full px-4 py-2 text-white flex items-center transition-colors duration-300 bg-gradient-to-r from-purple-400 to-purple-600 hover:bg-gradient-to-r from-purple-500 to-purple-700"; // Tailwind class for thinking
+  } else if (currentAudio && !isUserSpeaking) {
+    aiActivityIndicator.textContent = state || "AI: Speaking";
+    aiActivityIndicator.className = "indicator rounded-full px-4 py-2 text-white flex items-center transition-colors duration-300 bg-gradient-to-r from-green-400 to-green-600 hover:bg-gradient-to-r from-green-500 to-green-700"; // Tailwind class for speaking
+  } else if (isUserSpeaking) {
+    aiActivityIndicator.textContent = "AI: Listening";
+    aiActivityIndicator.className = "indicator rounded-full px-4 py-2 text-white flex items-center transition-colors duration-300 bg-gradient-to-r from-yellow-400 to-yellow-600 hover:bg-gradient-to-r from-yellow-500 to-yellow-700"; // Tailwind class for listening
+  } else {
+    aiActivityIndicator.textContent = "AI: Idle";
+    aiActivityIndicator.className = "indicator rounded-full px-4 py-2 text-white flex items-center transition-colors duration-300 bg-gradient-to-r from-gray-300 to-gray-400 dark:from-gray-700 dark:to-gray-800 hover:bg-gradient-to-r from-gray-400 to-gray-500"; // Tailwind classes
+  }
+};
+
+
+// Initialize speech recognition
+if ('webkitSpeechRecognition' in window) {
+  speechRecognizer = new webkitSpeechRecognition();
+  Object.assign(speechRecognizer, {
+    continuous: true,
+    interimResults: true,
+    language: 'en-US',
+    maxAlternatives: 3
+  });
+
+  speechRecognizer.onstart = () => {
+    console.log("Speech recognition started");
+    completeTranscript = '';
+    isUserSpeaking = true;
+    lastUserSpeechTimestamp = Date.now();
+    updateActivityIndicators(); 
+    startStopButton.innerHTML = '<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M9 9h6v6h-6z"></path><path d="M12 1a3 3 0 0 0-3 3v8a3 3 0 0 0 6 0V4a3 3 0 0 0-3-3z"></path><path d="M19 10v2a7 7 0 0 1-14 0v-2"></path><line x1="12" y1="19" x2="12" y2="23"></line><line x1="8" y1="23" x2="16" y2="23"></line></svg> Stop Listening';
+  };
+
+  speechRecognizer.onresult = (event) => {
+    let interimTranscript = '';
+    for (let i = event.resultIndex; i < event.results.length; i++) {
+      const transcript = event.results[i][0].transcript;
+      if (event.results[i].isFinal) {
+        completeTranscript += transcript;
+        interruptAudioPlayback('final');
+        processSpeechTranscript(completeTranscript);
+        completeTranscript = '';
+        isUserSpeaking = false;
+        updateActivityIndicators(); 
+        queryStartTime = Date.now();
+      } else {
+        interimTranscript += transcript;
+        isUserSpeaking = true;
+        lastUserSpeechTimestamp = Date.now();
+        updateActivityIndicators(); 
+
+        if (interimTranscript.length > prefetchTextQuery.length + 5) {
+          cancelPrefetchRequests(prefetchTextQuery);
+        }
+        prefetchTextQuery = interimTranscript;
+        prefetchFirstAudioChunk(interimTranscript, voiceSelectionDropdown.value);
+
+        if (isRequestInProgress && shouldInterruptAudioPlayback(interimTranscript)) {
+          interruptAudioPlayback('interim');
+        }
+      }
+    }
+  };
+
+  speechRecognizer.onerror = (event) => {
+    console.error('Speech recognition error:', event.error);
+    if (isSpeechRecognitionActive) speechRecognizer.start();
+  };
+
+  speechRecognizer.onend = () => {
+    isUserSpeaking = false;
+    updateActivityIndicators(); 
+
+    if (!isRequestInProgress && completeTranscript !== '') {
+      processSpeechTranscript(completeTranscript);
+      completeTranscript = '';
+    }
+
+    if (isSpeechRecognitionActive) speechRecognizer.start();
+  };
+
+  startStopButton.addEventListener('click', () => {
+    if (isSpeechRecognitionActive) {
+      speechRecognizer.stop();
+      isSpeechRecognitionActive = false;
+      startStopButton.innerHTML = '<svg id="microphoneIcon" xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M12 1a3 3 0 0 0-3 3v8a3 3 0 0 0 6 0V4a3 3 0 0 0-3-3z"></path><path d="M19 10v2a7 7 0 0 1-14 0v-2"></path><line x1="12" y1="19" x2="12" y2="23"></line><line x1="8" y1="23" x2="16" y2="23"></line></svg> Start Listening';
+    } else {
+      speechRecognizer.start();
+      isSpeechRecognitionActive = true;
+      startStopButton.innerHTML = '<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M9 9h6v6h-6z"></path><path d="M12 1a3 3 0 0 0-3 3v8a3 3 0 0 0 6 0V4a3 3 0 0 0-3-3z"></path><path d="M19 10v2a7 7 0 0 1-14 0v-2"></path><line x1="12" y1="19" x2="12" y2="23"></line><line x1="8" y1="23" x2="16" y2="23"></line></svg> Stop Listening';
+    }
+  });
+} else {
+  alert('Your browser does not support the Web Speech API.');
+}
+
+// Add to conversation history
+const addToConversationHistory = (role, content) => {
+  if (conversationHistory.length > 0 &&
+    conversationHistory[conversationHistory.length - 1].role === 'assistant' &&
+    conversationHistory[conversationHistory.length - 1].content === "") {
+    conversationHistory.pop();
+  }
+
+  conversationHistory.push({ role, content });
+
+  if (conversationHistory.length > 6) conversationHistory.splice(0, 2);
+};
+
+// Process the final speech transcript
+const processSpeechTranscript = (transcript) => {
+  const trimmedTranscript = transcript.trimStart();
+  if (trimmedTranscript !== '' && !isRequestInProgress) {
+    activeQuery = trimmedTranscript;
+    sendQueryToAI(activeQuery);
+    addToConversationHistory('user', activeQuery);
+  }
+};
+
+// Check if audio playback should be interrupted
+const shouldInterruptAudioPlayback = (interimTranscript) =>
+  Date.now() - lastUserSpeechTimestamp > USER_SPEECH_INTERRUPT_DELAY || interimTranscript.length > 5;
+
+// Interrupt audio playback
+const interruptAudioPlayback = (reason = 'unknown') => {
+  console.log(`Interrupting audio (reason: ${reason})...`);
+  if (currentAudio) {
+    currentAudio.pause();
+    currentAudio.currentTime = 0;
+    currentAudio = null;
+  }
+
+  audioPlaybackQueue.length = 0;
+  isRequestInProgress = false;
+
+  if (requestAbortController) {
+    requestAbortController.abort();
+    requestAbortController = null;
+  }
+
+  prefetchCache.clear();
+  prefetchQueue.length = 0; 
+  updateActivityIndicators();
+};
+
+// Cancel pending prefetch requests
+const cancelPrefetchRequests = (query) => {
+  const normalizedQuery = normalizeQueryText(query);
+
+  for (const [cacheKey, abortController] of pendingPrefetchRequests) {
+    if (cacheKey.startsWith(normalizedQuery)) {
+      abortController.abort();
+      pendingPrefetchRequests.delete(cacheKey);pendingPrefetchRequests.delete(cacheKey);
+    }
+  }
+};
+
+// Update latency display
+const updateLatency = () => {
+  if (firstResponseTextTimestamp) {
+    const latency = firstResponseTextTimestamp - queryStartTime;
+    responseTimeDisplay.textContent = `Latency: ${latency}ms`;
+  } else {
+    responseTimeDisplay.textContent = "Latency: 0ms";
+  }
+};
+
+setInterval(updateLatency, 200); 

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+const startStopButton = document.getElementById('startStopButton');
+const voiceSelectionDropdown = document.getElementById('voiceSelect');
+const modelSelectionDropdown = document.getElementById('modelSelect');
+const noiseSuppressionCheckbox = document.getElementById('noiseSuppression');
+const responseTimeDisplay = document.getElementById('responseTime');
+const userActivityIndicator = document.getElementById('userIndicator');
+const aiActivityIndicator = document.getElementById('aiIndicator');
+const transcriptDiv = document.getElementById('transcript');
+
+let speechRecognizer;
+let activeQuery = null;
+let queryStartTime = 0;
+let completeTranscript = '';
+let isRequestInProgress = false;
+let isUserSpeaking = false;
+let isSpeechRecognitionActive = false;
+let requestAbortController = null;
+let partialTranscript = '';
+let lastUserSpeechTimestamp = null;
+let prefetchTextQuery = "";
+let firstResponseTextTimestamp = null;
+
+// Configuration 
+const USER_SPEECH_INTERRUPT_DELAY = 500;
+const TEXT_TO_SPEECH_API_ENDPOINT = "https://api.streamelements.com/kappa/v2/speech";
+const CHUNK_SIZE = 300; 
+
+// Audio Management
+let currentAudio = null;
+let audioPlaybackQueue = [];
+let prefetchQueue = [];
+
+// Enhanced Prefetching and Caching
+const prefetchCache = new Map(); 
+const pendingPrefetchRequests = new Map();
+const MAX_PREFETCH_REQUESTS = 10;
+const prefetchCacheExpiration = 60000; // 1 minute
+
+// Global Conversation History
+let conversationHistory = [];
+
+// Audio Caching
+const audioCache = new Map(); 
+const audioCacheExpiration = 3600000; // 1 hour
+
+// Normalize query text
+const normalizeQueryText = query => query.trim().toLowerCase().replace(/[^\w\s]/g, '');
+
+// Generate a cache key
+const generateCacheKey = (normalizedQuery, voice, history, modelName) => 
+  `${normalizedQuery}-${voice}-${JSON.stringify(history)}-${modelName}`;
+
+// Prefetch and cache the first TTS audio chunk
+const prefetchFirstAudioChunk = (query, voice) => {
+  const normalizedQuery = normalizeQueryText(query);
+  const cacheKey = generateCacheKey(normalizedQuery, voice, conversationHistory, modelSelectionDropdown.value);
+
+  if (pendingPrefetchRequests.has(cacheKey) || prefetchCache.has(cacheKey)) return; 
+
+  prefetchQueue.push({ query:query.trim(), voice, cacheKey });
+  processPrefetchQueue();
+};
+
+// Process the prefetch queue
+const processPrefetchQueue = async () => {
+  while (prefetchQueue.length > 0 && pendingPrefetchRequests.size < MAX_PREFETCH_REQUESTS) {
+    const { query, voice, cacheKey } = prefetchQueue.shift();
+    const abortController = new AbortController();
+    pendingPrefetchRequests.set(cacheKey, abortController);
+
+    const url = '/stream_text';
+    const requestBody = {
+        query: query,
+        history: JSON.stringify(conversationHistory),
+        model: modelSelectionDropdown.value
+    };
+
+    try {
+      const response = await fetch(url, {
+        method: 'POST',
+        headers: {
+            'Accept': 'text/event-stream',
+            'Content-Type': 'application/json'
+        },
+        body: JSON.stringify(requestBody),
+        signal: abortController.signal
+    });
+
+      if (!response.ok) throw new Error('Network response was not ok');
+
+      const firstAudioUrl = await handleStreamingResponseForPrefetch(response.body, voice, abortController.signal);
+
+      if (firstAudioUrl) prefetchCache.set(cacheKey, { url: firstAudioUrl, timestamp: Date.now() });
+
+    } catch (error) {
+      if (error.name !== 'AbortError') console.error("Error prefetching audio:", error);
+    } finally {
+      pendingPrefetchRequests.delete(cacheKey);
+      processPrefetchQueue();
+    }
+  }
+};
+
+// Handle the streaming response for prefetching
+const handleStreamingResponseForPrefetch = async (responseStream, voice, abortSignal) => {
+  const reader = responseStream.getReader();
+  const decoder = new TextDecoder("utf-8");
+  let buffer = "";
+
+  try {
+    while (true) {
+      const { done, value } = await reader.read();
+      if (done) break;
+      if (abortSignal.aborted) throw new DOMException('Request aborted', 'AbortError');
+
+      const chunk = decoder.decode(value, { stream: true });
+      buffer += chunk;
+      const lines = buffer.split('\n');
+
+      for (let i = 0; i < lines.length - 1; i++) {
+        const line = lines[i];
+        if (line.startsWith('data: ')) {
+          const textContent = line.substring(6).trim();
+          if (textContent) {
+            const audioUrl = await generateTextToSpeechAudio(textContent, voice);
+            return audioUrl; 
+          }
+        }
+      }
+
+      buffer = lines[lines.length - 1];
+    }
+  } catch (error) {
+    console.error("Error in handleStreamingResponseForPrefetch:", error);
+  } finally {
+    reader.releaseLock();
+  }
+
+  return null;
+};
+
+// Play audio from the queue
+const playNextAudio = async () => {
+  if (audioPlaybackQueue.length > 0) {
+    const audioData = audioPlaybackQueue.shift();
+    const audio = new Audio(audioData.url);
+    updateActivityIndicators(); 
+
+    // Pause speech recognition if it's active
+    if (isSpeechRecognitionActive) {
+      speechRecognizer.stop();
+      isSpeechRecognitionActive = false;
+      startStopButton.innerHTML = `
+        <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+          <path d="M12 1a3 3 0 0 0-3 3v8a3 3 0 0 0 6 0V4a3 3 0 0 0-3-3z"></path>
+          <path d="M19 10v2a7 7 0 0 1-14 0v-2"></path>
+          <line x1="12" y1="19" x2="12" y2="23"></line>
+          <line x1="8" y1="23" x2="16" y2="23"></line>
+        </svg>
+        Interrupt AI
+      `;
+    }
+
+    const audioPromise = new Promise(resolve => {
+      audio.onended = resolve;
+      audio.onerror = resolve;
+    });
+    if (currentAudio) {
+      currentAudio.pause();
+      currentAudio.currentTime = 0;
+    }
+
+    currentAudio = audio;
+    await audio.play();
+    await audioPromise;
+    playNextAudio();
+  } else {
+    updateActivityIndicators(); 
+
+    // Resume speech recognition if it was paused with a delay
+    setTimeout(() => {
+      if (!isSpeechRecognitionActive) { 
+        speechRecognizer.start();
+        isSpeechRecognitionActive = true;
+        startStopButton.innerHTML = `
+          <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+            <path d="M9 9h6v6h-6z"></path>
+            <path d="M12 1a3 3 0 0 0-3 3v8a3 3 0 0 0 6 0V4a3 3 0 0 0-3-3z"></path>
+            <path d="M19 10v2a7 7 0 0 1-14 0v-2"></path>
+            <line x1="12" y1="19" x2="12" y2="23"></line>
+            <line x1="8" y1="23" x2="16" y2="23"></line>
+          </svg> 
+          Stop Listening
+        `;
+      }
+    }, 100);
+  }
+};
+
+// Generate Text-to-Speech audio with caching
+const generateTextToSpeechAudio = async (text, voice) => {
+  const normalizedText = normalizeQueryText(text);
+  const cacheKey = `${normalizedText}-${voice}`;
+
+  if (audioCache.has(cacheKey)) {
+    const cachedData = audioCache.get(cacheKey);
+    if (Date.now() - cachedData.timestamp < audioCacheExpiration) {
+      return cachedData.url;
+    } else {
+      audioCache.delete(cacheKey);
+    }
+  }
+
+  try {
+    const response = await fetch(`${TEXT_TO_SPEECH_API_ENDPOINT}?voice=${voice}&text=${encodeURIComponent(text)}`, { method: 'GET' });
+    if (!response.ok) throw new Error('Network response was not ok');
+    const audioBlob = await response.blob();
+    const audioUrl = URL.createObjectURL(audioBlob);
+
+    audioCache.set(cacheKey, { url: audioUrl, timestamp: Date.now() });
+    return audioUrl;
+  } catch (error) {
+    console.error("Error generating TTS audio:", error);
+    return null;
+  }
+};
+
+// Send a query to the AI
+const sendQueryToAI = async (query) => {
+    console.log("Sending query to AI:", query);
+    isRequestInProgress = true;
+    updateActivityIndicators(); 
+    queryStartTime = Date.now();
+    firstResponseTextTimestamp = null;
+
+    const normalizedQuery = normalizeQueryText(query);
+    const cacheKey = generateCacheKey(normalizedQuery, modelSelectionDropdown.value, conversationHistory, modelSelectionDropdown.value);
+
+    if (prefetchCache.has(cacheKey)) {
+        const cachedData = prefetchCache.get(cacheKey);
+        if (Date.now() - cachedData.timestamp < prefetchCacheExpiration) {
+            const prefetchedAudioUrl = cachedData.url;
+            audioPlaybackQueue.push({ url: prefetchedAudioUrl, isPrefetched: true });
+            playNextAudio();
+        } else {
+            prefetchCache.delete(cacheKey);
+        }
+    }
+
+    requestAbortController = new AbortController();
+
+    const url = '/stream_text';
+    const requestBody = {
+        query: query,
+        history: JSON.stringify(conversationHistory),
+        model: modelSelectionDropdown.value
+    };
+    
+    try {
+        const response = await fetch(url, {
+            method: 'POST',
+            headers: {
+                'Accept': 'text/event-stream',
+                'Content-Type': 'application/json'
+            },
+            body: JSON.stringify(requestBody),
+            signal: requestAbortController.signal
+        });
+
+        if (!response.ok) {
+            if (response.status === 429) {
+                console.log("Rate limit hit, retrying in 1 second...");
+                await new Promise(resolve => setTimeout(resolve, 1000));
+                await sendQueryToAI(query); 
+                return; 
+            }
+            throw new Error(`Network response was not ok: ${response.status}`);
+        }
+
+        console.log("Streaming audio response received");
+        await handleStreamingResponse(response.body, voiceSelectionDropdown.value, requestAbortController.signal);
+    } catch (error) {
+        if (error.name !== 'AbortError') {
+            console.error("Error sending query to AI:", error);
+        }
+    } finally {
+        isRequestInProgress = false;
+        updateActivityIndicators(); 
+    }
+};
+
+// Handle the streaming audio response
+const handleStreamingResponse = async (responseStream, voice, abortSignal) => {
+  const reader = responseStream.getReader();
+  const decoder = new TextDecoder("utf-8");
+  let buffer = "";
+  let initialChunksSent = 0;
+  let fullResponseText = "";
+  let textChunk = "";
+  let sentText = ""; 
+
+  try {
+    while (true) {
+      const { done, value } = await reader.read();
+      if (done) break;
+      if (abortSignal.aborted) throw new DOMException('Request aborted', 'AbortError');
+
+      if (isUserSpeaking) {
+        interruptAudioPlayback('user is speaking');
+        break; 
+      }
+
+      const chunk = decoder.decode(value, { stream: true });
+      buffer += chunk;
+      const lines = buffer.split('\n');
+
+      for (let i = 0; i < lines.length - 1; i++) {
+        const line = lines[i];
+        if (line.startsWith('data: ')) {
+          const textContent = line.substring(6).trim();
+          if (textContent) {
+            if (!firstResponseTextTimestamp) firstResponseTextTimestamp = Date.now();
+
+            fullResponseText += textContent + " ";
+            textChunk += textContent + " ";
+            transcriptDiv.textContent = fullResponseText; // Update transcriptDiv
+
+            if (initialChunksSent < 2) {
+              const audioUrl = await generateTextToSpeechAudio(textContent, voice);
+              if (audioUrl) {
+                audioPlaybackQueue.push({ url: audioUrl, isPrefetched: false });
+                if (!currentAudio) playNextAudio();
+              }
+              sentText += textContent + " "; 
+              initialChunksSent++;
+            } else {
+              let unsentTextChunk = textChunk.replace(sentText, '').trim();
+
+              if (unsentTextChunk.length >= CHUNK_SIZE) {
+                const audioUrl = await generateTextToSpeechAudio(unsentTextChunk, voice);
+                if (audioUrl) {
+                  audioPlaybackQueue.push({ url: audioUrl, isPrefetched: false });
+                  if (!currentAudio) playNextAudio();
+                }
+                textChunk = ""; 
+              }
+            }
+          }
+        }
+      }
+
+      buffer = lines[lines.length - 1];
+    }
+  } catch (error) {
+    console.error("Error in handleStreamingResponse:", error);
+  } finally {
+    reader.releaseLock();
+
+    let unsentTextChunk = textChunk.replace(sentText, '').trim();
+    if (unsentTextChunk !== "") {
+      const audioUrl = await generateTextToSpeechAudio(unsentTextChunk, voice);
+      if (audioUrl) {
+        audioPlaybackQueue.push({ url: audioUrl, isPrefetched: false });
+        if (!currentAudio) playNextAudio();
+      }
+    }
+
+    if (fullResponseText !== '') {
+      addToConversationHistory('assistant', fullResponseText);
+      fullResponseText = ''; // Clear fullResponseText for the next response
+    }
+  }
+};
+
+// Update activity indicators
+const updateActivityIndicators = (state = null) => {
+  userActivityIndicator.textContent = isUserSpeaking ? "User: Speaking" : "User: Idle";
+  userActivityIndicator.className = isUserSpeaking 
+    ? "indicator rounded-full px-4 py-2 text-white flex items-center transition-colors duration-300 bg-gradient-to-r from-blue-400 to-blue-600 hover:bg-gradient-to-r from-blue-500 to-blue-700" 
+    : "indicator rounded-full px-4 py-2 text-white flex items-center transition-colors duration-300 bg-gradient-to-r from-gray-300 to-gray-400 dark:from-gray-700 dark:to-gray-800 hover:bg-gradient-to-r from-gray-400 to-gray-500"; // Tailwind classes
+
+  if (isRequestInProgress && !currentAudio) {
+    aiActivityIndicator.textContent = "AI: Processing...";
+    aiActivityIndicator.className = "indicator rounded-full px-4 py-2 text-white flex items-center transition-colors duration-300 bg-gradient-to-r from-purple-400 to-purple-600 hover:bg-gradient-to-r from-purple-500 to-purple-700"; // Tailwind class for thinking
+  } else if (currentAudio && !isUserSpeaking) {
+    aiActivityIndicator.textContent = state || "AI: Speaking";
+    aiActivityIndicator.className = "indicator rounded-full px-4 py-2 text-white flex items-center transition-colors duration-300 bg-gradient-to-r from-green-400 to-green-600 hover:bg-gradient-to-r from-green-500 to-green-700"; // Tailwind class for speaking
+  } else if (isUserSpeaking) {
+    aiActivityIndicator.textContent = "AI: Listening";
+    aiActivityIndicator.className = "indicator rounded-full px-4 py-2 text-white flex items-center transition-colors duration-300 bg-gradient-to-r from-yellow-400 to-yellow-600 hover:bg-gradient-to-r from-yellow-500 to-yellow-700"; // Tailwind class for listening
+  } else {
+    aiActivityIndicator.textContent = "AI: Idle";
+    aiActivityIndicator.className = "indicator rounded-full px-4 py-2 text-white flex items-center transition-colors duration-300 bg-gradient-to-r from-gray-300 to-gray-400 dark:from-gray-700 dark:to-gray-800 hover:bg-gradient-to-r from-gray-400 to-gray-500"; // Tailwind classes
+  }
+};
+
+// Initialize speech recognition
+if ('webkitSpeechRecognition' in window) {
+  speechRecognizer = new webkitSpeechRecognition();
+  Object.assign(speechRecognizer, {
+    continuous: true,
+    interimResults: true,
+    language: 'en-US',
+    maxAlternatives: 3
+  });
+
+  speechRecognizer.onstart = () => {
+    console.log("Speech recognition started");
+    completeTranscript = '';
+    isUserSpeaking = true;
+    lastUserSpeechTimestamp = Date.now();
+    updateActivityIndicators(); 
+    startStopButton.innerHTML = `
+      <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+        <path d="M9 9h6v6h-6z"></path>
+        <path d="M12 1a3 3 0 0 0-3 3v8a3 3 0 0 0 6 0V4a3 3 0 0 0-3-3z"></path>
+        <path d="M19 10v2a7 7 0 0 1-14 0v-2"></path>
+        <line x1="12" y1="19" x2="12" y2="23"></line>
+        <line x1="8" y1="23" x2="16" y2="23"></line>
+      </svg> 
+      Stop Listening
+    `; 
+  };
+
+  speechRecognizer.onresult = (event) => {
+    let interimTranscript = '';
+    for (let i = event.resultIndex; i < event.results.length; i++) {
+      const transcript = event.results[i][0].transcript;
+      if (event.results[i].isFinal) {
+        completeTranscript += transcript;
+        interruptAudioPlayback('final');
+        processSpeechTranscript(completeTranscript);
+        completeTranscript = '';
+        isUserSpeaking = false;
+        updateActivityIndicators(); 
+        queryStartTime = Date.now();
+      } else {
+        interimTranscript += transcript;
+        isUserSpeaking = true;
+        lastUserSpeechTimestamp = Date.now();
+        updateActivityIndicators(); 
+
+        if (interimTranscript.length > prefetchTextQuery.length + 5) {
+          cancelPrefetchRequests(prefetchTextQuery);
+        }
+        prefetchTextQuery = interimTranscript;
+        prefetchFirstAudioChunk(interimTranscript, voiceSelectionDropdown.value);
+      }
+    }
+  };
+
+  speechRecognizer.onerror = (event) => {
+    console.error('Speech recognition error:', event.error);
+    if (isSpeechRecognitionActive) speechRecognizer.start();
+  };
+
+  speechRecognizer.onend = () => {
+    isUserSpeaking = false;
+    updateActivityIndicators(); 
+
+    if (!isRequestInProgress && completeTranscript !== '') {
+      processSpeechTranscript(completeTranscript);
+      completeTranscript = '';
+    }
+
+    if (isSpeechRecognitionActive) speechRecognizer.start();
+  };
+
+  startStopButton.addEventListener('click', () => {
+    if (isSpeechRecognitionActive && !isRequestInProgress) { // Stop Listening
+      speechRecognizer.stop();
+      isSpeechRecognitionActive = false;
+      startStopButton.innerHTML = `
+        <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+          <path d="M12 1a3 3 0 0 0-3 3v8a3 3 0 0 0 6 0V4a3 3 0 0 0-3-3z"></path>
+          <path d="M19 10v2a7 7 0 0 1-14 0v-2"></path>
+          <line x1="12" y1="19" x2="12" y2="23"></line>
+          <line x1="8" y1="23" x2="16" y2="23"></line>
+        </svg>
+        Start Listening
+      `; 
+    } else if (isSpeechRecognitionActive && isRequestInProgress || currentAudio) { // Interrupt AI
+      interruptAudioPlayback('button interrupt');
+      speechRecognizer.start();
+      isSpeechRecognitionActive = true; // Keep recognition active
+      startStopButton.innerHTML = `
+        <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+          <path d="M12 1a3 3 0 0 0-3 3v8a3 3 0 0 0 6 0V4a3 3 0 0 0-3-3z"></path>
+          <path d="M19 10v2a7 7 0 0 1-14 0v-2"></path>
+          <line x1="12" y1="19" x2="12" y2="23"></line>
+          <line x1="8" y1="23" x2="16" y2="23"></line>
+        </svg>
+        Interrupt AI
+      `; // Replace with your SVG
+    } else { // Start Listening
+      speechRecognizer.start();
+      isSpeechRecognitionActive = true;
+      startStopButton.innerHTML = `
+        <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+          <path d="M9 9h6v6h-6z"></path>
+          <path d="M12 1a3 3 0 0 0-3 3v8a3 3 0 0 0 6 0V4a3 3 0 0 0-3-3z"></path>
+          <path d="M19 10v2a7 7 0 0 1-14 0v-2"></path>
+          <line x1="12" y1="19" x2="12" y2="23"></line>
+          <line x1="8" y1="23" x2="16" y2="23"></line>
+        </svg> 
+        Stop Listening
+      `; // Replace with your SVG
+    }
+  });
+} else {
+  alert('Your browser does not support the Web Speech API.');
+}
+
+// Add to conversation history
+const addToConversationHistory = (role, content) => {
+  if (conversationHistory.length > 0 &&
+    conversationHistory[conversationHistory.length - 1].role === 'assistant' &&
+    conversationHistory[conversationHistory.length - 1].content === "") {
+    conversationHistory.pop();
+  }
+
+  conversationHistory.push({ role, content });
+
+  if (conversationHistory.length > 6) conversationHistory.splice(0, 2);
+};
+
+// Process the final speech transcript
+const processSpeechTranscript = (transcript) => {
+  const trimmedTranscript = transcript.trimStart();
+  if (trimmedTranscript !== '' && !isRequestInProgress) {
+    activeQuery = trimmedTranscript;
+    sendQueryToAI(activeQuery);
+    addToConversationHistory('user', activeQuery);
+    transcriptDiv.textContent = ''; 
+  }
+};
+
+// Interrupt audio playback
+const interruptAudioPlayback = (reason = 'unknown') => {
+  console.log(`Interrupting audio (reason: ${reason})...`);
+  if (currentAudio) {
+    currentAudio.pause();
+    currentAudio.currentTime = 0;
+    currentAudio = null;
+  }
+
+  audioPlaybackQueue.length = 0;
+  isRequestInProgress = false;
+
+  if (requestAbortController) {
+    requestAbortController.abort();
+    requestAbortController = null;
+  }
+
+  prefetchCache.clear();
+  prefetchQueue.length = 0; 
+  updateActivityIndicators();
+};
+
+// Cancel pending prefetch requests
+const cancelPrefetchRequests = (query) => {
+  const normalizedQuery = normalizeQueryText(query);
+
+  for (const [cacheKey, abortController] of pendingPrefetchRequests) {
+    if (cacheKey.startsWith(normalizedQuery)) {
+      abortController.abort();
+      pendingPrefetchRequests.delete(cacheKey);
+    }
+  }
+};
+
+// Update latency display
+const updateLatency = () => {
+  if (firstResponseTextTimestamp) {
+    const latency = firstResponseTextTimestamp - queryStartTime;
+    responseTimeDisplay.textContent = `Latency: ${latency}ms`;
+  } else {
+    responseTimeDisplay.textContent = "Latency: 0ms";
+  }
+};
+
+setInterval(updateLatency, 200); 

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