| please integrate this webpage with facier, but more professional graphics and stylings, and also i need it to show info graphics of the information contained in this html, which should be a fading in overlay that comes in to view when hovered over, taking up almost the whole screen, so the user can read: <!DOCTYPE html> <html lang="en"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Cost Efficiency Timeline</title> <script src="https://cdn.tailwindcss.com"></script> <script src="https://cdn.jsdelivr.net/npm/chart.js"></script> <style> body { font-family: 'Inter', sans-serif; background-color: #f8fafc; } .gradient-text { background: linear-gradient(90deg, #2563eb, #10b981); -webkit-background-clip: text; background-clip: text; color: transparent; } .info-card { transition: all 0.3s ease; } .info-card:hover { transform: translateY(-5px); box-shadow: 0 20px 25px -5px rgba(0, 0, 0, 0.1), 0 10px 10px -5px rgba(0, 0, 0, 0.04); } </style> </head> <body class="antialiased text-slate-800 p-8"> <div class="max-w-6xl mx-auto"> <h1 class="text-4xl font-bold mb-2 gradient-text">Cost Efficiency Analysis</h1> <h2 class="text-xl text-slate-600 mb-8">Traditional LoRA Training vs. Combinatorial Approach at Scale</h2> <div class="grid grid-cols-1 md:grid-cols-3 gap-6 mb-8"> <div class="info-card bg-white rounded-xl shadow-lg p-6"> <div class="text-3xl font-bold text-red-500 mb-2">$1,752</div> <div class="text-sm font-medium text-slate-600">Traditional Annual Cost</div> <div class="text-xs text-slate-500 mt-2">For 400 daily LoRA trainings</div> </div> <div class="info-card bg-white rounded-xl shadow-lg p-6"> <div class="text-3xl font-bold text-green-500 mb-2">$17.52</div> <div class="text-sm font-medium text-slate-600">Combinatorial Annual Cost</div> <div class="text-xs text-slate-500 mt-2">Using 50 base LoRAs</div> </div> <div class="info-card bg-white rounded-xl shadow-lg p-6"> <div class="text-3xl font-bold text-blue-500 mb-2">99%</div> <div class="text-sm font-medium text-slate-600">Cost Reduction</div> <div class="text-xs text-slate-500 mt-2">With combinatorial approach</div> </div> </div> <div class="bg-white rounded-xl shadow-lg p-6 mb-8"> <div class="grid grid-cols-1 md:grid-cols-2 gap-8"> <div> <h3 class="text-xl font-bold text-slate-800 mb-4">Traditional Approach</h3> <div class="space-y-4"> <div class="flex items-start"> <div class="bg-red-100 text-red-600 rounded-full w-8 h-8 flex items-center justify-center flex-shrink-0 mr-3 mt-1"> <i class="fas fa-bolt"></i> </div> <div> <p class="font-medium">400 LoRA trainings per day</p> <p class="text-sm text-slate-500">Each training takes 20 minutes on RTX 3090 at 70% power (300W)</p> </div> </div> <div class="flex items-start"> <div class="bg-red-100 text-red-600 rounded-full w-8 h-8 flex items-center justify-center flex-shrink-0 mr-3 mt-1"> <i class="fas fa-calculator"></i> </div> <div> <p class="font-medium">Energy Calculation:</p> <p class="text-sm text-slate-500">300W × (20min/60) × 400 = 40,000 Wh = 40 kWh/day</p> </div> </div> <div class="flex items-start"> <div class="bg-red-100 text-red-600 rounded-full w-8 h-8 flex items-center justify-center flex-shrink-0 mr-3 mt-1"> <i class="fas fa-dollar-sign"></i> </div> <div> <p class="font-medium">Cost at $0.12/kWh:</p> <p class="text-sm text-slate-500">40 kWh × $0.12 = $4.80/day → $146/month → $1,752/year</p> </div> </div> <div class="flex items-start"> <div class="bg-red-100 text-red-600 rounded-full w-8 h-8 flex items-center justify-center flex-shrink-0 mr-3 mt-1"> <i class="fas fa-infinity"></i> </div> <div> <p class="font-medium">950M Characters Cost:</p> <p class="text-sm text-slate-500">$4,140,000 (at 400/day for 950M characters)</p> </div> </div> </div> </div> <div> <h3 class="text-xl font-bold text-slate-800 mb-4">Combinatorial Approach</h3> <div class="space-y-4"> <div class="flex items-start"> <div class="bg-green-100 text-green-600 rounded-full w-8 h-8 flex items-center justify-center flex-shrink-0 mr-3 mt-1"> <i class="fas fa-project-diagram"></i> </div> <div> <p class="font-medium">50 Base LoRAs</p> <p class="text-sm text-slate-500">(5 ethnicities × 5 age groups × 2 genders)</p> </div> </div> <div class="flex items-start"> <div class="bg-green-100 text-green-600 rounded-full w-8 h-8 flex items-center justify-center flex-shrink-0 mr-3 mt-1"> <i class="fas fa-random"></i> </div> <div> <p class="font-medium">Weighted Combinations</p> <p class="text-sm text-slate-500">3 LoRAs per generation at weights from 0.05 to 1.00</p> </div> </div> <div class="flex items-start"> <div class="bg-green-100 text-green-600 rounded-full w-8 h-8 flex items-center justify-center flex-shrink-0 mr-3 mt-1"> <i class="fas fa-calculator"></i> </div> <div> <p class="font-medium">Energy Calculation:</p> <p class="text-sm text-slate-500">50 LoRAs × 20min = 16.7h total training → 5 kWh</p> </div> </div> <div class="flex items-start"> <div class="bg-green-100 text-green-600 rounded-full w-8 h-8 flex items-center justify-center flex-shrink-0 mr-3 mt-1"> <i class="fas fa-infinity"></i> </div> <div> <p class="font-medium">950M Characters Cost:</p> <p class="text-sm text-slate-500">Same 50 LoRAs → $0.60 one-time cost</p> </div> </div> </div> </div> </div> </div> <div class="bg-white rounded-xl shadow-lg p-6 mb-8"> <h3 class="text-xl font-bold text-slate-800 mb-4">Cost Comparison Over Extended Timeframe (Logarithmic Scale)</h3> <canvas id="costTimelineChart" height="400"></canvas> </div> <div class="bg-white rounded-xl shadow-lg p-6 mb-8"> <h3 class="text-xl font-bold text-slate-800 mb-4">Energy Consumption Comparison (Logarithmic Scale)</h3> <canvas id="energyChart" height="400"></canvas> </div> <div class="bg-white rounded-xl shadow-lg p-6"> <h3 class="text-xl font-bold text-slate-800 mb-4">Toongether.AI Efficiency Report</h3> <div class="prose max-w-none"> <h4 class="text-lg font-semibold text-slate-700">Key Findings:</h4> <ul class="list-disc pl-5 space-y-2"> <li>The combinatorial approach reduces energy consumption by <span class="font-bold">99.9%</span> compared to traditional LoRA training</li> <li>At 950M characters, traditional training would cost <span class="font-bold">$4.14 million</span> while combinatorial costs <span class="font-bold">$0.60</span></li> <li>Each additional character in traditional approach adds $0.0044 in cost, while combinatorial adds <span class="font-bold">$0.00000000063</span></li> <li>The combinatorial method can generate <span class="font-bold">950M+ unique characters</span> from just 50 base LoRAs</li> <li>Energy savings equivalent to powering <span class="font-bold">1,400 homes</span> for a year at scale</li> </ul> <h4 class="text-lg font-semibold text-slate-700 mt-6">Implementation Details:</h4> <p>The system uses a random CSV line picker node that selects:</p> <ol class="list-decimal pl-5 space-y-2"> <li>Race from race CSV (5 options)</li> <li>Age from age CSV (5 options)</li> <li>Gender from sex CSV (2 options)</li> <li>Random strength from 0.05 to 1.00 for 3 separate LoRAs</li> </ol> <p class="mt-4">The LoRAs are applied in sequence between the checkpoint output and CLIP input, with model weights controlled by math expression nodes that cycle through weights in 0.05 increments.</p> <h4 class="text-lg font-semibold text-slate-700 mt-6">Environmental Impact:</h4> <p>At scale, the combinatorial approach could save:</p> <div class="grid grid-cols-1 md:grid-cols-3 gap-4 mt-4"> <div class="bg-blue-50 p-4 rounded-lg"> <div class="text-2xl font-bold text-blue-600">14,600 MWh</div> <div class="text-sm">Annual energy savings</div> </div> <div class="bg-green-50 p-4 rounded-lg"> <div class="text-2xl font-bold text-green-600">10,300 tons</div> <div class="text-sm">CO2 emissions avoided</div> </div> <div class="bg-purple-50 p-4 rounded-lg"> <div class="text-2xl font-bold text-purple-600">$4.14M</div> <div class="text-sm">Annual cost savings at scale</div> </div> </div> </div> </div> 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