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<!DOCTYPE html>
<html lang="en">
<head>
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>👻 GhostPack: Veo 3-Level Video Sorcery 😈</title>
<!-- Bootstrap CSS -->
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</head>
<body>
<!-- Navbar -->
<nav class="navbar navbar-expand-lg navbar-dark bg-ghost-nav">
<div class="container-fluid">
<a class="navbar-brand" href="#">👻 GhostPack</a>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbarNav" aria-controls="navbarNav" aria-expanded="false" aria-label="Toggle navigation">
<span class="navbar-toggler-icon"></span>
</button>
<div class="collapse navbar-collapse justify-content-end" id="navbarNav">
<ul class="navbar-nav">
<li class="nav-item"><a class="nav-link" href="#home">Home</a></li>
<li class="nav-item"><a class="nav-link" href="#features">Features</a></li>
<li class="nav-item"><a class="nav-link" href="#optimizations">Math Sorcery</a></li>
<li class="nav-item"><a class="nav-link" href="#demo">Demo</a></li>
<li class="nav-item"><a class="nav-link" href="#future">Future</a></li>
<li class="nav-item"><a class="nav-link" href="#installation">Installation</a></li>
<li class="nav-item"><a class="nav-link" href="#usage">Usage</a></li>
<li class="nav-item"><a class="nav-link" href="#community">Community</a></li>
<li class="nav-item"><a class="nav-link" href="#technical">Tech Deep Dive</a></li>
<li class="nav-item"><a class="nav-link" href="#faq">FAQ</a></li>
<li class="nav-item"><a class="nav-link" href="#tutorials">Tutorials</a></li>
<li class="nav-item"><a class="nav-link" href="#contribute">Contribute</a></li>
<li class="nav-item"><a class="nav-link" href="#files">Latest Files</a></li>
<li class="nav-item"><a class="nav-link" href="#screenshots">Screenshots</a></li>
</ul>
</div>
</div>
</nav>
<!-- Hero Section -->
<section id="home" class="hero-section text-center text-white">
<div class="container py-5">
<h1 class="display-3 animate__animated animate__zoomIn">👻 GhostPack</h1>
<p class="lead animate__animated animate__fadeIn animate__delay-1s">Veo 3-Level Video Sorcery for 8GB RAM Laptops! 😈🚀</p>
<p class="animate__animated animate__fadeIn animate__delay-2s">Unleash photorealistic videos with ghostai1’s math on ≥6GB VRAM GPUs.</p>
<div class="preview-window animate__animated animate__fadeIn animate__delay-3s">
<img src="https://huggingface.co/spaces/ghostai1/GhostPack/resolve/main/preview_mockup.png" alt="GhostPack Preview" class="img-fluid rounded">
<p class="mt-2">Preview of ghostgradio.py interface and capabilities.</p>
</div>
<div class="mt-4">
<a href="#installation" class="btn btn-ghost btn-lg animate__animated animate__pulse animate__delay-4s me-3">Summon Now 🛠️</a>
<a href="https://github.com/ghostai1/GhostPack" class="btn btn-outline-ghost btn-lg animate__animated animate__pulse animate__delay-4s" target="_blank">GitHub 🌟</a>
</div>
</div>
</section>
<!-- Features Section -->
<section id="features" class="py-5 bg-dark text-white">
<div class="container">
<h2 class="text-center mb-5 animate__animated animate__fadeIn">✨ Spectral Features</h2>
<p class="lead lead-text mb-4">Discover GhostPack’s advanced video generation technology.</p>
<div class="row row-cols-1 row-cols-md-3 g-4">
<div class="col">
<div class="card bg-ghost-card h-100">
<div class="card-body text-center">
<h3 class="card-title">📹 Veo 3-Level AI</h3>
<p class="card-text">Generates hyper-realistic videos using next-frame prediction, optimized for 8GB RAM laptops with smooth transitions.</p>
</div>
</div>
</div>
<div class="col">
<div class="card bg-ghost-card h-100">
<div class="card-body text-center">
<h3 class="card-title">⚡️ Phantom Speed</h3>
<p class="card-text">Teacache reduces rendering time by ~40%, achieving ~12-15s per frame on RTX 3060 for faster output.</p>
</div>
</div>
</div>
<div class="col">
<div class="card bg-ghost-card h-100">
<div class="card-body text-center">
<h3 class="card-title">🛠️ Laptop Domination</h3>
<p class="card-text">Supports 13B models on GPUs with ≥6GB VRAM, tailored for budget systems like RTX 3060.</p>
</div>
</div>
</div>
<div class="col">
<div class="card bg-ghost-card h-100">
<div class="card-body text-center">
<h3 class="card-title">🎛️ Custom Workflows</h3>
<p class="card-text">Offers flexible settings for frame length, batch size, and custom prompts to match creative needs.</p>
</div>
</div>
</div>
<div class="col">
<div class="card bg-ghost-card h-100">
<div class="card-body text-center">
<h3 class="card-title">👁️ Live Preview</h3>
<p class="card-text">Provides real-time frame previews in ghostgradio.py for immediate creative adjustments.</p>
</div>
</div>
</div>
<div class="col">
<div class="card bg-ghost-card h-100">
<div class="card-body text-center">
<h3 class="card-title">🤝 Open Source</h3>
<p class="card-text">Leverages community contributions and open-source code for ongoing enhancements.</p>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Optimizations Section -->
<section id="optimizations" class="py-5 bg-dark text-white">
<div class="container">
<h2 class="text-center mb-5 animate__animated animate__fadeIn">🧙♂️ Ghostai1’s Math Sorcery</h2>
<p class="lead lead-text mb-4">Optimized with advanced math for low-resource systems.</p>
<ul class="nav nav-tabs justify-content-center mb-4" id="optTab" role="tablist">
<li class="nav-item"><button class="nav-link active" id="speed-tab" data-bs-toggle="tab" data-bs-target="#speed" type="button">⚡️ Speed</button></li>
<li class="nav-item"><button class="nav-link" id="memory-tab" data-bs-toggle="tab" data-bs-target="#memory" type="button">🔮 Memory</button></li>
<li class="nav-item"><button class="nav-link" id="compute-tab" data-bs-toggle="tab" data-bs-target="#compute" type="button">🧬 Compute</button></li>
<li class="nav-item"><button class="nav-link" id="efficiency-tab" data-bs-toggle="tab" data-bs-target="#efficiency" type="button">🌌 Efficiency</button></li>
</ul>
<div class="tab-content" id="optTabContent">
<div class="tab-pane fade show active" id="speed" role="tabpanel">
<div class="row row-cols-1 row-cols-md-2 g-4">
<div class="col"><div class="card bg-ghost-card"><div class="card-body"><h4>🔮 Teacache</h4><p class="lead-text">Reduces frame time by ~40% (~12s/frame on RTX 3060), \( T_{\text{total}} \approx 0.6 \cdot T_{\text{base}} \)</p></div></div></div>
<div class="col"><div class="card bg-ghost-card"><div class="card-body"><h4>🧙♂️ Sage-Attention</h4><p class="lead-text">Improves speed by ~5-10%, \( T_{\text{attn}} \approx 0.9 \cdot T_{\text{base_attn}} \)</p></div></div></div>
<div class="col"><div class="card bg-ghost-card"><div class="card-body"><h4>⚡ CUDA Tweaks</h4><p class="lead-text">Cuts latency by ~10-15%, \( L_{\text{CUDA}} \approx 0.85 \cdot L_{\text{base}} \)</p></div></div></div>
<div class="col"><div class="card bg-ghost-card"><div class="card-body"><h4>🚀 Dynamic Scheduling</h4><p class="lead-text">Speeds tasks by ~15-20%, \( T_{\text{sched}} \approx 0.8 \cdot T_{\text{base_sched}} \)</p></div></div></div>
</div>
</div>
<div class="tab-pane fade" id="memory" role="tabpanel">
<div class="row row-cols-1 row-cols-md-2 g-4">
<div class="col"><div class="card bg-ghost-card"><div class="card-body"><h4>🧬 Context Packing</h4><p class="lead-text">Saves ~50% VRAM (~2-3GB), \( M_{\text{VRAM}} \propto O(1) \)</p></div></div></div>
<div class="col"><div class="card bg-ghost-card"><div class="card-body"><h4>💾 tcmalloc</h4><p class="lead-text">Reduces overhead by ~5-20%, \( O_{\text{mem}} \approx 0.8 \cdot O_{\text{glibc}} \)</p></div></div></div>
<div class="col"><div class="card bg-ghost-card"><div class="card-body"><h4>📦 Memory Cache</h4><p class="lead-text">Cuts swaps by ~25%, \( M_{\text{swap}} \approx 0.75 \cdot M_{\text{base_swap}} \)</p></div></div></div>
</div>
</div>
<div class="tab-pane fade" id="compute" role="tabpanel">
<div class="row row-cols-1 g-4">
<div class="col"><div class="card bg-ghost-card"><div class="card-body"><h4>⚡ Dynamic Batching</h4><p class="lead-text">Boosts throughput by ~30-50%, \( \text{Throughput} \propto B \cdot \text{FPS}_{\text{base}} \)</p></div></div></div>
</div>
</div>
<div class="tab-pane fade" id="efficiency" role="tabpanel">
<div class="row row-cols-1 row-cols-md-2 g-4">
<div class="col"><div class="card bg-ghost-card"><div class="card-body"><h4>🔋 Power Optimization</h4><p class="lead-text">Saves ~20-30% power, \( P_{\text{idle}} \approx 0.7 \cdot P_{\text{base_idle}} \)</p></div></div></div>
<div class="col"><div class="card bg-ghost-card"><div class="card-body"><h4>🧵 Thread Tuning</h4><p class="lead-text">Enhances CPU by ~10-15%, \( C_{\text{thread}} \approx 0.85 \cdot C_{\text{base_thread}} \)</p></div></div></div>
</div>
</div>
</div>
<div class="row mt-5">
<div class="col-md-12">
<h3 class="text-center text-white mb-3">VRAM Requirements 🖥️</h3>
<div class="table-responsive">
<table class="table table-dark table-bordered">
<thead><tr><th>GPU</th><th>VRAM</th><th>Performance</th><th>Notes</th></tr></thead>
<tbody>
<tr><td>GTX 1650</td><td>6GB</td><td>~18-25s/frame</td><td>Minimum, teacache recommended</td></tr>
<tr><td>RTX 3050</td><td>8GB</td><td>~15-20s/frame</td><td>Balanced, batch size 2</td></tr>
<tr><td>RTX 3060</td><td>12GB</td><td>~10-15s/frame</td><td>Optimal, batch size 2-4</td></tr>
<tr><td>RTX 4090</td><td>24GB</td><td>~1.5-2.5s/frame</td><td>High-end, max batch</td></tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
</section>
<!-- Demo Video Showcase -->
<section id="demo" class="py-5 bg-dark text-white">
<div class="container">
<h2 class="text-center mb-5 animate__animated animate__fadeIn">🎥 Demo Video Showcase</h2>
<p class="lead lead-text mb-4 animate__animated animate__fadeIn">Witness GhostPack’s spectral video generation in action!</p>
<div class="row">
<div class="col-md-8 mx-auto">
<div class="card bg-ghost-card animate__animated animate__fadeIn">
<div class="card-body text-center">
<img src="https://cdn-uploads.huggingface.co/production/uploads/6421b1c68adc8881b974a89d/k8pgUlg4OvdUZpbMNTcp5.gif" alt="GhostPack Demo GIF" class="img-fluid rounded" style="max-height: 400px;">
<p class="mt-3">Sample output from ghostgradio.py, featuring a neon-lit spectral battle scene.</p>
</div>
</div>
</div>
</div>
<div class="text-center mt-4">
<a href="https://github.com/ghostai1/GhostPack/blob/main/demo_videos" class="btn btn-ghost" target="_blank">More Demos 📹</a>
</div>
</div>
</section>
<!-- Future Features Section -->
<section id="future" class="py-5 bg-ghost-alt text-dark">
<div class="container">
<h2 class="text-center mb-5 animate__animated animate__fadeIn">🌌 Future Spectral Phantoms</h2>
<p class="lead light-lead-text mb-4">Exciting upgrades to push AI video generation boundaries.</p>
<div class="row row-cols-1 row-cols-md-3 g-4">
<div class="col">
<div class="card bg-ghost-alt-card h-100">
<div class="card-body text-center">
<h3 class="card-title">🗣️ Voice Generation</h3>
<p class="light-lead-text">AI-driven voice synthesis with customizable tones for narrated videos in ghostgradio.py.</p>
</div>
</div>
</div>
<div class="col">
<div class="card bg-ghost-alt-card h-100">
<div class="card-body text-center">
<h3 class="card-title">🖼️ AI Images</h3>
<p class="light-lead-text">Generates high-quality starting frames with AI-crafted visuals for richer video pipelines.</p>
</div>
</div>
</div>
<div class="col">
<div class="card bg-ghost-alt-card h-100">
<div class="card-body text-center">
<h3 class="card-title">🎮 VR Integration</h3>
<p class="light-lead-text">Future support for VR video rendering, creating immersive 3D experiences.</p>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Installation Section -->
<section id="installation" class="py-5 bg-dark text-white">
<div class="container">
<h2 class="text-center mb-5 animate__animated animate__fadeIn">🛠️ Unleash GhostPack</h2>
<p class="lead lead-text mb-4">Install from GitHub, requires >30GB disk and compatible hardware.</p>
<div class="row row-cols-1 row-cols-md-3 g-4">
<div class="col">
<div class="card bg-ghost-card h-100">
<div class="card-body text-center">
<h3 class="card-title">🐧 Ubuntu</h3>
<pre><code class="code-block">git clone https://github.com/ghostai1/GhostPack
cd GhostPack
chmod +x install_ubuntu.sh
./install_ubuntu.sh</code></pre>
<p>Requires NVIDIA GPU, 8GB RAM, Python 3.10, CUDA 12.6.</p>
</div>
</div>
</div>
<div class="col">
<div class="card bg-ghost-card h-100">
<div class="card-body text-center">
<h3 class="card-title">🪟 Windows</h3>
<pre><code class="code-block">git clone https://github.com/ghostai1/GhostPack
cd GhostPack
install.bat</code></pre>
<p>Auto-downloads >30GB models, needs NVIDIA drivers.</p>
</div>
</div>
</div>
<div class="col">
<div class="card bg-ghost-card h-100">
<div class="card-body text-center">
<h3 class="card-title">🍎 macOS</h3>
<pre><code class="code-block">git clone https://github.com/ghostai1/GhostPack
cd GhostPack
chmod +x install_macos.sh
./install_macos.sh</code></pre>
<p>M1/M2 support (slower), requires Metal compatibility.</p>
</div>
</div>
</div>
</div>
<div class="text-center mt-4">
<a href="https://github.com/ghostai1/GhostPack/releases" class="btn btn-ghost" target="_blank">Latest Release 📦</a>
</div>
</div>
</section>
<!-- Usage Section -->
<section id="usage" class="py-5 bg-dark text-white">
<div class="container">
<h2 class="text-center mb-5 animate__animated animate__fadeIn">📹 Weave Ghostly Videos</h2>
<p class="lead lead-text mb-4">Detailed steps to harness GhostPack’s video sorcery.</p>
<div class="row row-cols-1 g-4">
<div class="col">
<div class="card bg-ghost-card h-100">
<div class="card-body">
<h4>Launch Phantom GUI</h4>
<pre><code class="code-block">source ~/ghostpack_venv/venv/bin/activate
cd ~/ghostpack_venv
python ghostgradio.py --port 5666 --server 0.0.0.0</code></pre>
<p>Activates virtual environment and launches GUI on port 5666.</p>
</div>
</div>
</div>
<div class="col">
<div class="card bg-ghost-card h-100">
<div class="card-body">
<h4>Craft Spells</h4>
<ul class="lead-text">
<li>Upload an image or video frame as a starting point.</li>
<li>Enter prompt: “A spectral figure glides through a neon-lit city.”</li>
<li>Enable teacache for ⚡️ speed and adjust batch size for efficiency.</li>
<li>Set 15fps, 5s video (~75 frames) or customize duration and frame rate.</li>
</ul>
</div>
</div>
</div>
<div class="col">
<div class="card bg-ghost-card h-100">
<div class="card-body">
<h4>Summon Spirits</h4>
<p class="lead-text">Monitor GPU usage with <code>nvidia-smi</code>, expecting ~80-100% utilization during rendering.</p>
</div>
</div>
</div>
<div class="col">
<div class="card bg-ghost-card h-100">
<div class="card-body">
<h4>Export Results</h4>
<p class="lead-text">Save MP4 files with adjustable compression (CRF 0-100) for quality control.</p>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Community Hub Section -->
<section id="community" class="py-5 bg-ghost-alt text-dark">
<div class="container">
<h2 class="text-center mb-5 animate__animated animate__fadeIn">🤝 Community Hub</h2>
<p class="lead light-lead-text mb-4">Connect with the GhostPack community to share and learn.</p>
<div class="row row-cols-1 row-cols-md-2 g-4">
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<div class="card-body text-center">
<h3 class="card-title">💬 Discord Server</h3>
<p class="light-lead-text">Join for real-time support, updates, and discussions with fellow creators.</p>
<a href="https://discord.gg/ghostpack" class="btn btn-ghost" target="_blank">Join Now</a>
</div>
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</div>
<div class="col">
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<h3 class="card-title">🐦 X Thread</h3>
<p class="light-lead-text">Follow for the latest news, detailed tutorials, and community showcases.</p>
<a href="https://x.com/search?q=ghostpack" class="btn btn-ghost" target="_blank">Visit X</a>
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</div>
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</div>
<div class="text-center mt-4">
<a href="https://github.com/ghostai1/GhostPack/issues" class="btn btn-outline-ghost" target="_blank">Report Issues 🚩</a>
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</section>
<!-- Technical Deep Dive Section -->
<section id="technical" class="py-5 bg-dark text-white">
<div class="container">
<h2 class="text-center mb-5 animate__animated animate__fadeIn">🔍 Technical Deep Dive</h2>
<p class="lead lead-text mb-4">Explore the technical foundation of GhostPack’s engine.</p>
<div class="row row-cols-1 row-cols-md-2 g-4">
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<div class="card-body text-center">
<h3 class="card-title">🛠️ Architecture</h3>
<p class="lead-text">Built on HunyuanVideo and FramePackI2V_HY, using LlamaModel and CLIPTextModel for advanced embeddings and processing.</p>
</div>
</div>
</div>
<div class="col">
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<div class="card-body text-center">
<h3 class="card-title">📊 Pipeline</h3>
<p class="lead-text">Employs k-diffusion sampling with unipc for high-quality frame generation, optimized for real-time preview and efficiency.</p>
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</div>
<div class="text-center mt-4">
<a href="https://github.com/ghostai1/GhostPack/wiki" class="btn btn-ghost" target="_blank">Wiki 🔗</a>
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<!-- FAQ Section -->
<section id="faq" class="py-5 bg-ghost-alt text-dark">
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<h2 class="text-center mb-5 animate__animated animate__fadeIn">❓ Frequently Asked Questions</h2>
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<h2 class="accordion-header"><button class="accordion-button" data-bs-toggle="collapse" data-bs-target="#faq1">What hardware is required?</button></h2>
<div id="faq1" class="accordion-collapse collapse show"><div class="accordion-body light-lead-text">Minimum: 6GB VRAM GPU (e.g., GTX 1650), 8GB RAM; Optimal: 12GB VRAM (e.g., RTX 3060).</div></div>
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<h2 class="accordion-header"><button class="accordion-button collapsed" data-bs-toggle="collapse" data-bs-target="#faq2">How do I install GhostPack?</button></h2>
<div id="faq2" class="accordion-collapse collapse"><div class="accordion-body light-lead-text">Clone the repository and run the appropriate install script, e.g., <code>./install_ubuntu.sh</code>, as per the Installation section.</div></div>
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<h2 class="accordion-header"><button class="accordion-button collapsed" data-bs-toggle="collapse" data-bs-target="#faq3">Can I contribute to the project?</button></h2>
<div id="faq3" class="accordion-collapse collapse"><div class="accordion-body light-lead-text">Yes, check the Contributing Guidelines for details on participation.</div></div>
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<h2 class="text-center mb-5 animate__animated animate__fadeIn">📚 Tutorials</h2>
<p class="lead lead-text mb-4">Comprehensive guides to master GhostPack’s video sorcery.</p>
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<h3 class="card-title">🎬 Getting Started</h3>
<p class="lead-text">Step-by-step setup and first video creation with GhostPack.</p>
<a href="https://github.com/ghostai1/GhostPack/wiki/Getting-Started" class="btn btn-ghost" target="_blank">View Tutorial</a>
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<h3 class="card-title">⚙️ Advanced Configuration</h3>
<p class="lead-text">Detailed guide on customizing prompts, batch sizes, and advanced settings.</p>
<a href="https://github.com/ghostai1/GhostPack/wiki/Advanced-Configuration" class="btn btn-ghost" target="_blank">View Tutorial</a>
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<h3 class="card-title">🎥 Video Export Tips</h3>
<p class="lead-text">Expert tips for exporting MP4 files with optimal CRF settings for quality and size.</p>
<a href="https://github.com/ghostai1/GhostPack/wiki/Video-Export-Tips" class="btn btn-ghost" target="_blank">View Tutorial</a>
</div>
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<div class="text-center mt-4">
<a href="https://github.com/ghostai1/GhostPack/wiki/Tutorials" class="btn btn-outline-ghost" target="_blank">More Tutorials 📖</a>
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</section>
<!-- Contributing Guidelines Section -->
<section id="contribute" class="py-5 bg-ghost-alt text-dark">
<div class="container">
<h2 class="text-center mb-5 animate__animated animate__fadeIn">🌱 Contributing Guidelines</h2>
<p class="lead light-lead-text mb-4">Shape GhostPack’s future with your contributions.</p>
<div class="row">
<div class="col-md-12">
<div class="card bg-ghost-alt-card">
<div class="card-body text-center">
<h3 class="card-title">🎯 How to Contribute</h3>
<ul class="light-lead-text">
<li>Fork the repository and create a feature branch.</li>
<li>Submit pull requests with clear descriptions and code changes.</li>
<li>Adhere to coding standards outlined in the wiki.</li>
<li>Test modifications using ghostgradio.py before submission.</li>
</ul>
<a href="https://github.com/ghostai1/GhostPack/blob/main/CONTRIBUTING.md" class="btn btn-ghost" target="_blank">View Guidelines</a>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Screenshots Section -->
<section id="screenshots" class="py-5 bg-dark text-white">
<div class="container">
<h2 class="text-center mb-5 animate__animated animate__fadeIn">📸 Screenshots</h2>
<p class="lead lead-text mb-4">View GhostPack’s spectral magic in action.</p>
<div class="row row-cols-1 row-cols-md-3 g-4">
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<div class="card-body text-center">
<img src="https://cdn-uploads.huggingface.co/production/uploads/6421b1c68adc8881b974a89d/7ABE2lOA4LOUtPfh1mhxP.png" alt="Main Interface" class="img-fluid rounded" style="max-height: 300px;">
<p class="mt-2">Main Interface</p>
</div>
</div>
</div>
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<div class="card bg-ghost-card h-100">
<div class="card-body text-center">
<img src="https://cdn-uploads.huggingface.co/production/uploads/6421b1c68adc8881b974a89d/9qNVRX2eM2iCY8xQKcOwW.png" alt="Advanced Settings" class="img-fluid rounded" style="max-height: 300px;">
<p class="mt-2">Advanced Settings</p>
</div>
</div>
</div>
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<div class="card bg-ghost-card h-100">
<div class="card-body text-center">
<img src="https://cdn-uploads.huggingface.co/production/uploads/6421b1c68adc8881b974a89d/--fIS9ITg4-VqN22ySoa2.png" alt="Logs Display" class="img-fluid rounded" style="max-height: 300px;">
<p class="mt-2">Logs Display</p>
</div>
</div>
</div>
</div>
<p class="text-center mt-4 lead-text">Add more screenshots to showcase your projects!</p>
</div>
</section>
<!-- Last Files Section -->
<section id="files" class="py-5 bg-ghost-alt text-dark">
<div class="container">
<h2 class="text-center mb-5 animate__animated animate__fadeIn">📂 Latest Conjurations</h2>
<p class="lead light-lead-text mb-4">Explore the latest files and logs from the repo.</p>
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<div class="card-body text-center">
<h3 class="card-title">📜 Latest File</h3>
<p class="light-lead-text">Access <code>ghostgradio.py</code>, the core GUI script of GhostPack.</p>
<a href="https://github.com/ghostai1/GhostPack/blob/main/ghostgradio.py" class="btn btn-ghost" target="_blank">View File</a>
</div>
</div>
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<div class="card-body text-center">
<h3 class="card-title">📋 Logs</h3>
<p class="light-lead-text">Review render logs for debugging and performance insights.</p>
<a href="https://github.com/ghostai1/GhostPack/tree/main/outputs" class="btn btn-ghost" target="_blank">View Logs</a>
</div>
</div>
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<div class="text-center mt-4">
<a href="https://github.com/ghostai1/GhostPack" class="btn btn-outline-ghost me-3" target="_blank">Refresh Repo 🔄</a>
<a href="https://github.com/ghostai1/GhostPack/tree/main/outputs" class="btn btn-ghost" target="_blank">Refresh Logs 📥</a>
</div>
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<footer class="bg-ghost-black text-white text-center py-3">
<p>👻 GhostPack by ghostai1 | <a href="https://github.com/ghostai1/GhostPack">GitHub</a> | <a href="https://huggingface.co/spaces/ghostai1/GhostPack">Hugging Face</a> | Apache-2.0</p>
<p>Created 07:09 PM CDT, June 11, 2025 😈⚡️</p>
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<div class="modal fade" id="teacacheModal" tabindex="-1" aria-labelledby="teacacheModalLabel" aria-hidden="true">
<div class="modal-dialog modal-lg"><div class="modal-content bg-ghost-card text-white"><div class="modal-header"><h5 class="modal-title" id="teacacheModalLabel">🔮 Teacache</h5><button type="button" class="btn-close btn-close-white" data-bs-dismiss="modal" aria-label="Close"></button></div><div class="modal-body"><p>Cuts frame generation time by ~40% (~12s/frame on RTX 3060) by caching diffusion states, \( T_{\text{total}} \approx 0.6 \cdot T_{\text{base}} \).</p></div></div></div>
</div>
<div class="modal fade" id="contextModal" tabindex="-1" aria-labelledby="contextModalLabel" aria-hidden="true">
<div class="modal-dialog modal-lg"><div class="modal-content bg-ghost-card text-white"><div class="modal-header"><h5 class="modal-title" id="contextModalLabel">🧬 Context Packing</h5><button type="button" class="btn-close btn-close-white" data-bs-dismiss="modal" aria-label="Close"></button></div><div class="modal-body"><p>Reduces VRAM usage by ~50% (~2-3GB for 60s video) with fixed-size matrix compression, \( M_{\text{VRAM}} \propto O(1) \).</p></div></div></div>
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<div class="modal fade" id="batchingModal" tabindex="-1" aria-labelledby="batchingModalLabel" aria-hidden="true">
<div class="modal-dialog modal-lg"><div class="modal-content bg-ghost-card text-white"><div class="modal-header"><h5 class="modal-title" id="batchingModalLabel">⚡ Dynamic Batching</h5><button type="button" class="btn-close btn-close-white" data-bs-dismiss="modal" aria-label="Close"></button></div><div class="modal-body"><p>Increases throughput by ~30-50% with adaptive batch sizes (2-4 frames), \( \text{Throughput} \propto B \cdot \text{FPS}_{\text{base}} \).</p></div></div></div>
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<div class="modal fade" id="sageModal" tabindex="-1" aria-labelledby="sageModalLabel" aria-hidden="true">
<div class="modal-dialog modal-lg"><div class="modal-content bg-ghost-card text-white"><div class="modal-header"><h5 class="modal-title" id="sageModalLabel">🧙♂️ Sage-Attention</h5><button type="button" class="btn-close btn-close-white" data-bs-dismiss="modal" aria-label="Close"></button></div><div class="modal-body"><p>Optimizes attention layers for ~5-10% time savings, \( T_{\text{attn}} \approx 0.9 \cdot T_{\text{base_attn}} \).</p></div></div></div>
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<div class="modal fade" id="tcmallocModal" tabindex="-1" aria-labelledby="tcmallocModalLabel" aria-hidden="true">
<div class="modal-dialog modal-lg"><div class="modal-content bg-ghost-card text-white"><div class="modal-header"><h5 class="modal-title" id="tcmallocModalLabel">💾 tcmalloc</h5><button type="button" class="btn-close btn-close-white" data-bs-dismiss="modal" aria-label="Close"></button></div><div class="modal-body"><p>Reduces memory overhead by ~5-20% with efficient allocation, \( O_{\text{mem}} \approx 0.8 \cdot O_{\text{glibc}} \).</p></div></div></div>
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<div class="modal fade" id="cudaModal" tabindex="-1" aria-labelledby="cudaModalLabel" aria-hidden="true">
<div class="modal-dialog modal-lg"><div class="modal-content bg-ghost-card text-white"><div class="modal-header"><h5 class="modal-title" id="cudaModalLabel">⚡ CUDA Tweaks</h5><button type="button" class="btn-close btn-close-white" data-bs-dismiss="modal" aria-label="Close"></button></div><div class="modal-body"><p>Lowers latency by ~10-15% with optimized memory, \( L_{\text{CUDA}} \approx 0.85 \cdot L_{\text{base}} \).</p></div></div></div>
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<div class="modal fade" id="dynamicModal" tabindex="-1" aria-labelledby="dynamicModalLabel" aria-hidden="true">
<div class="modal-dialog modal-lg"><div class="modal-content bg-ghost-card text-white"><div class="modal-header"><h5 class="modal-title" id="dynamicModalLabel">🚀 Dynamic Scheduling</h5><button type="button" class="btn-close btn-close-white" data-bs-dismiss="modal" aria-label="Close"></button></div><div class="modal-body"><p>Reduces task time by ~15-20% with adaptive queues, \( T_{\text{sched}} \approx 0.8 \cdot T_{\text{base_sched}} \).</p></div></div></div>
</div>
<div class="modal fade" id="cacheModal" tabindex="-1" aria-labelledby="cacheModalLabel" aria-hidden="true">
<div class="modal-dialog modal-lg"><div class="modal-content bg-ghost-card text-white"><div class="modal-header"><h5 class="modal-title" id="cacheModalLabel">📦 Memory Cache</h5><button type="button" class="btn-close btn-close-white" data-bs-dismiss="modal" aria-label="Close"></button></div><div class="modal-body"><p>Decreases swaps by ~25% with data preloading, \( M_{\text{swap}} \approx 0.75 \cdot M_{\text{base_swap}} \).</p></div></div></div>
</div>
<div class="modal fade" id="powerModal" tabindex="-1" aria-labelledby="powerModalLabel" aria-hidden="true">
<div class="modal-dialog modal-lg"><div class="modal-content bg-ghost-card text-white"><div class="modal-header"><h5 class="modal-title" id="powerModalLabel">🔋 Power Optimization</h5><button type="button" class="btn-close btn-close-white" data-bs-dismiss="modal" aria-label="Close"></button></div><div class="modal-body"><p>Saves ~20-30% power during idle, \( P_{\text{idle}} \approx 0.7 \cdot P_{\text{base_idle}} \).</p></div></div></div>
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<div class="modal fade" id="threadModal" tabindex="-1" aria-labelledby="threadModalLabel" aria-hidden="true">
<div class="modal-dialog modal-lg"><div class="modal-content bg-ghost-card text-white"><div class="modal-header"><h5 class="modal-title" id="threadModalLabel">🧵 Thread Tuning</h5><button type="button" class="btn-close btn-close-white" data-bs-dismiss="modal" aria-label="Close"></button></div><div class="modal-body"><p>Boosts CPU efficiency by ~10-15%, \( C_{\text{thread}} \approx 0.85 \cdot C_{\text{base_thread}} \).</p></div></div></div>
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