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<title>๐ป GhostPack: Veo 3-Level Video Sorcery ๐</title> | |
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<a class="navbar-brand animate__animated animate__pulse" href="#">๐ป GhostPack</a> | |
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<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> | |
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<h1 class="display-2 animate__animated animate__zoomIn animate__delay-1s" style="text-shadow: 0 0 20px #00ffcc, 0 0 30px #ff00ff;">๐ป GhostPack</h1> | |
<p class="lead animate__animated animate__fadeIn animate__delay-2s">Unleash Veo 3-Level Video Sorcery on Your Laptop! ๐๐</p> | |
<p class="animate__animated animate__fadeIn animate__delay-3s">Transform your โฅ6GB VRAM GPU into a spectral video powerhouse with ghostai1โs genius math.</p> | |
<div class="preview-window animate__animated animate__fadeInUp animate__delay-4s"> | |
<img src="https://huggingface.co/spaces/ghostai1/GhostPack/resolve/main/preview_mockup.png" alt="GhostPack Preview" class="img-fluid rounded shadow-lg" style="border: 3px solid #00ffcc;"> | |
<p class="mt-2 text-muted">Witness the cutting-edge ghostgradio.py interface in action!</p> | |
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<a href="#installation" class="btn btn-ghost btn-lg animate__animated animate__pulse animate__infinite">Get Started Now ๐ ๏ธ</a> | |
<a href="https://github.com/ghostai1/GhostPack" class="btn btn-outline-ghost btn-lg animate__animated animate__pulse animate__infinite" target="_blank">Explore GitHub ๐</a> | |
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<!-- Features Section with Enhanced Details --> | |
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<h2 class="text-center mb-5 animate__animated animate__fadeInUp">โจ Spectral Features Unleashed</h2> | |
<p class="lead lead-text mb-4">Dive into GhostPackโs revolutionary video generation capabilities.</p> | |
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<h3>๐น Veo 3-Level AI</h3> | |
<p class="card-text">Generates hyper-realistic videos using cutting-edge next-frame prediction, optimized for 8GB RAM laptops with fluid, seamless transitions powered by advanced neural networks.</p> | |
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<h3>โก๏ธ Phantom Speed</h3> | |
<p class="card-text">Leverages Teacache to slash rendering time by ~40%, delivering frames in ~12-15s on RTX 3060, ideal for rapid prototyping and production.</p> | |
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<h3>๐ ๏ธ Laptop Domination</h3> | |
<p class="card-text">Runs 13B parameter models efficiently on GPUs with โฅ6GB VRAM, tailored for budget-friendly setups like the RTX 3060, democratizing AI video creation.</p> | |
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<h3>๐๏ธ Custom Workflows</h3> | |
<p class="card-text">Offers extensive customization with adjustable frame lengths, batch sizes, and detailed prompt engineering for unparalleled creative control.</p> | |
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<h3>๐๏ธ Live Preview</h3> | |
<p class="card-text">Provides real-time frame previews in ghostgradio.py, allowing instant tweaks and visual feedback during the creative process.</p> | |
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<h3>๐ค Open Source Power</h3> | |
<p class="card-text">Thrives on community contributions, offering open-source code for continuous improvement and collaborative innovation.</p> | |
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</section> | |
<!-- Optimizations Section with Deep Knowledge --> | |
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<h2 class="text-center mb-5 animate__animated animate__fadeInUp">๐งโโ๏ธ Ghostai1โs Math Sorcery</h2> | |
<p class="lead lead-text mb-4">Unlock the science behind GhostPackโs performance optimizations.</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">โก๏ธ Speed</button></li> | |
<li class="nav-item"><button class="nav-link" id="memory-tab" data-bs-toggle="tab" data-bs-target="#memory" type="button">๐ฎ Memory</button></li> | |
<li class="nav-item"><button class="nav-link" id="compute-tab" data-bs-toggle="tab" data-bs-target="#compute" type="button">๐งฌ Compute</button></li> | |
<li class="nav-item"><button class="nav-link" id="efficiency-tab" data-bs-toggle="tab" data-bs-target="#efficiency" type="button">๐ Efficiency</button></li> | |
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<div class="tab-pane fade show active" id="speed" role="tabpanel"> | |
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<div class="col"><div class="card bg-ghost-card h-100"><div class="card-body"><h3>๐ฎ Teacache</h3><p class="lead-text">Caches diffusion states to reduce computation, cutting frame time by ~40% (~12s/frame on RTX 3060). Formula: \( T_{\text{total}} \approx 0.6 \cdot T_{\text{base}} \), optimizing GPU cycles.</p></div></div></div> | |
<div class="col"><div class="card bg-ghost-card h-100"><div class="card-body"><h3>๐งโโ๏ธ Sage-Attention</h3><p class="lead-text">Streamlines transformer attention layers, boosting speed by ~5-10% with \( T_{\text{attn}} \approx 0.9 \cdot T_{\text{base_attn}} \), enhancing low-VRAM performance.</p></div></div></div> | |
<div class="col"><div class="card bg-ghost-card h-100"><div class="card-body"><h3>โก CUDA Tweaks</h3><p class="lead-text">Optimizes memory allocation, reducing latency by ~10-15% with \( L_{\text{CUDA}} \approx 0.85 \cdot L_{\text{base}} \), maximizing GPU efficiency.</p></div></div></div> | |
<div class="col"><div class="card bg-ghost-card h-100"><div class="card-body"><h3>๐ Dynamic Scheduling</h3><p class="lead-text">Adapts processing queues, speeding tasks by ~15-20% with \( T_{\text{sched}} \approx 0.8 \cdot T_{\text{base_sched}} \), improving workflow efficiency.</p></div></div></div> | |
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<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 h-100"><div class="card-body"><h3>๐งฌ Context Packing</h3><p class="lead-text">Compresses frame contexts into a fixed matrix, saving ~50% VRAM (~2-3GB) with \( M_{\text{VRAM}} \propto O(1) \), enabling long videos on low-memory GPUs.</p></div></div></div> | |
<div class="col"><div class="card bg-ghost-card h-100"><div class="card-body"><h3>๐พ tcmalloc</h3><p class="lead-text">Replaces standard allocation, cutting overhead by ~5-20% with \( O_{\text{mem}} \approx 0.8 \cdot O_{\text{glibc}} \), easing CPU load.</p></div></div></div> | |
<div class="col"><div class="card bg-ghost-card h-100"><div class="card-body"><h3>๐ฆ Memory Cache</h3><p class="lead-text">Preloads data, reducing swaps by ~25% with \( M_{\text{swap}} \approx 0.75 \cdot M_{\text{base_swap}} \), boosting data access speed.</p></div></div></div> | |
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<div class="tab-pane fade" id="compute" role="tabpanel"> | |
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<div class="col"><div class="card bg-ghost-card h-100"><div class="card-body"><h3>โก Dynamic Batching</h3><p class="lead-text">Adapts batch sizes (2-4 frames), increasing throughput by ~30-50% with \( \text{Throughput} \propto B \cdot \text{FPS}_{\text{base}} \), optimizing GPU load.</p></div></div></div> | |
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<div class="tab-pane fade" id="efficiency" role="tabpanel"> | |
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<div class="col"><div class="card bg-ghost-card h-100"><div class="card-body"><h3>๐ Power Optimization</h3><p class="lead-text">Reduces power draw by ~20-30% during idle with \( P_{\text{idle}} \approx 0.7 \cdot P_{\text{base_idle}} \), perfect for energy-efficient setups.</p></div></div></div> | |
<div class="col"><div class="card bg-ghost-card h-100"><div class="card-body"><h3>๐งต Thread Tuning</h3><p class="lead-text">Optimizes thread allocation, boosting CPU efficiency by ~10-15% with \( C_{\text{thread}} \approx 0.85 \cdot C_{\text{base_thread}} \).</p></div></div></div> | |
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<h3 class="text-center mb-3">VRAM Requirements ๐ฅ๏ธ</h3> | |
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<thead><tr><th>GPU</th><th>VRAM</th><th>Performance</th><th>Notes</th></tr></thead> | |
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<tr><td>GTX 1650</td><td>6GB</td><td>~18-25s/frame</td><td>Minimum, use teacache</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 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> | |
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<!-- Demo Video Showcase with Epic Vibe --> | |
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<h2 class="text-center mb-5 animate__animated animate__fadeInUp">๐ฅ Demo Video Showcase</h2> | |
<p class="lead lead-text mb-4 animate__animated animate__fadeIn">Behold GhostPackโs spectral video generation in action!</p> | |
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<img src="https://cdn-uploads.huggingface.co/production/uploads/6421b1c68adc8881b974a89d/k8pgUlg4OvdUZpbMNTcp5.gif" alt="GhostPack Demo GIF" class="img-fluid rounded" style="max-height: 400px; animation: pulse 2s infinite;"> | |
<p class="mt-3">Epic sample from ghostgradio.py, featuring a neon-lit spectral battle scene!</p> | |
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<a href="https://github.com/ghostai1/GhostPack/blob/main/demo_videos" class="btn btn-ghost animate__animated animate__bounce" target="_blank">Unlock More Demos ๐น</a> | |
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<!-- Future Features with Visionary Details --> | |
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<h2 class="text-center mb-5 animate__animated animate__fadeInUp">๐ Future Spectral Phantoms</h2> | |
<p class="lead light-lead-text mb-4">Groundbreaking upgrades to revolutionize AI video creation.</p> | |
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<h3>๐ฃ๏ธ Voice Generation</h3> | |
<p class="light-lead-text">Advanced AI voice synthesis with customizable tones and pitch, seamlessly integrated into ghostgradio.py for immersive narrated videos.</p> | |
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<h3>๐ผ๏ธ AI Images</h3> | |
<p class="light-lead-text">Generates stunning, high-resolution starting frames with AI-crafted visuals, elevating video pipeline creativity to new heights.</p> | |
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<h3>๐ฎ VR Integration</h3> | |
<p class="light-lead-text">Future-ready VR video rendering, delivering immersive 3D spectral experiences with real-time interaction.</p> | |
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<!-- Installation Section with Detailed Steps --> | |
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<h2 class="text-center mb-5 animate__animated animate__fadeInUp">๐ ๏ธ Unleash GhostPack</h2> | |
<p class="lead lead-text mb-4">Step into the future with a simple installation, requiring >30GB disk and compatible hardware.</p> | |
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<h3>๐ง 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, and CUDA 12.6 for optimal performance.</p> | |
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<h3>๐ช Windows</h3> | |
<pre><code class="code-block">git clone https://github.com/ghostai1/GhostPack | |
cd GhostPack | |
install.bat</code></pre> | |
<p>Automatically downloads >30GB models, ensure NVIDIA drivers are installed.</p> | |
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<h3>๐ 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>Supports M1/M2 (slower performance), requires Metal compatibility.</p> | |
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<div class="text-center mt-4"> | |
<a href="https://github.com/ghostai1/GhostPack/releases" class="btn btn-ghost animate__animated animate__bounce" target="_blank">Grab Latest Release ๐ฆ</a> | |
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<!-- Usage Section with In-Depth Guide --> | |
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<h2 class="text-center mb-5 animate__animated animate__fadeInUp">๐น Weave Ghostly Videos</h2> | |
<p class="lead lead-text mb-4">Master GhostPack with this detailed usage guide.</p> | |
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<h3>Launch Phantom GUI</h3> | |
<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 the virtual environment and launches the GUI, accessible locally on port 5666.</p> | |
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<h3>Craft Spells</h3> | |
<ul class="lead-text"> | |
<li>Upload a base image or video frame to kickstart your project.</li> | |
<li>Input a vivid prompt: โA spectral figure glides through a neon-lit city under twin moons.โ</li> | |
<li>Enable teacache for โก๏ธ speed and fine-tune batch size for optimal performance.</li> | |
<li>Set 15fps for a 5-second video (~75 frames) or customize duration and frame rate for unique outputs.</li> | |
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<h3>Summon Spirits</h3> | |
<p class="lead-text">Monitor GPU usage with <code>nvidia-smi</code>, expecting ~80-100% utilization as the spectral magic unfolds.</p> | |
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<h3>Export Results</h3> | |
<p class="lead-text">Export your masterpiece as an MP4 with adjustable compression (CRF 0-100) to balance quality and file size.</p> | |
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<h2 class="text-center mb-5 animate__animated animate__fadeInUp">๐ค Community Hub</h2> | |
<p class="lead light-lead-text mb-4">Join a vibrant community to collaborate and innovate.</p> | |
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<h3>๐ฌ Discord Server</h3> | |
<p class="light-lead-text">Connect with creators worldwide for real-time support, updates, and spectral brainstorming sessions.</p> | |
<a href="https://discord.gg/ghostpack" class="btn btn-ghost animate__animated animate__bounce" target="_blank">Join the Spectral Chat</a> | |
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<h3>๐ฆ X Thread</h3> | |
<p class="light-lead-text">Follow for breaking news, expert tutorials, and stunning community-generated showcases.</p> | |
<a href="https://x.com/search?q=ghostpack" class="btn btn-ghost animate__animated animate__bounce" target="_blank">Dive into X</a> | |
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<div class="text-center mt-4"> | |
<a href="https://github.com/ghostai1/GhostPack/issues" class="btn btn-outline-ghost animate__animated animate__pulse" target="_blank">Report Issues ๐ฉ</a> | |
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<!-- Technical Deep Dive with Expert Insights --> | |
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<h2 class="text-center mb-5 animate__animated animate__fadeInUp">๐ Technical Deep Dive</h2> | |
<p class="lead lead-text mb-4">Explore the intricate technology powering GhostPack.</p> | |
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<h3>๐ ๏ธ Architecture</h3> | |
<p class="lead-text">Built on HunyuanVideo and FramePackI2V_HY frameworks, utilizing LlamaModel for language processing and CLIPTextModel for visual embeddings, creating a robust AI backbone.</p> | |
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<h3>๐ Pipeline</h3> | |
<p class="lead-text">Employs k-diffusion sampling with unipc for high-fidelity frame generation, optimized with real-time preview capabilities and efficient memory handling.</p> | |
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<div class="text-center mt-4"> | |
<a href="https://github.com/ghostai1/GhostPack/wiki" class="btn btn-ghost animate__animated animate__bounce" target="_blank">Dive into Wiki ๐</a> | |
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<!-- FAQ Section with Expanded Answers --> | |
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<h2 class="text-center mb-5 animate__animated animate__fadeInUp">โ Frequently Asked Questions</h2> | |
<div class="accordion" id="faqAccordion"> | |
<div class="accordion-item bg-ghost-alt-card"> | |
<h2 class="accordion-header"><button class="accordion-button" data-bs-toggle="collapse" data-bs-target="#faq1">What hardware is needed?</button></h2> | |
<div id="faq1" class="accordion-collapse collapse show"><div class="accordion-body light-lead-text">Minimum requirement: 6GB VRAM GPU (e.g., GTX 1650) with 8GB RAM; Optimal setup: 12GB VRAM (e.g., RTX 3060) for full feature access and performance.</div></div> | |
</div> | |
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<div id="faq2" class="accordion-collapse collapse"><div class="accordion-body light-lead-text">Clone the repository from GitHub, navigate to the directory, and run the appropriate install script (e.g., <code>./install_ubuntu.sh</code>) as outlined in the Installation section for a seamless setup.</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?</button></h2> | |
<div id="faq3" class="accordion-collapse collapse"><div class="accordion-body light-lead-text">Yes, contributions are welcome! Check the Contributing Guidelines for a detailed process to join the development team.</div></div> | |
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</section> | |
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<h2 class="text-center mb-5 animate__animated animate__fadeInUp">๐ Tutorials</h2> | |
<p class="lead lead-text mb-4">Master GhostPack with these in-depth learning resources.</p> | |
<div class="row row-cols-1 row-cols-md-2 g-4"> | |
<div class="col"> | |
<div class="card bg-ghost-card h-100"> | |
<div class="card-body text-center"> | |
<h3>๐ฌ Getting Started</h3> | |
<p class="lead-text">A step-by-step guide to install GhostPack and create your first spectral video, from setup to export.</p> | |
<a href="https://github.com/ghostai1/GhostPack/wiki/Getting-Started" class="btn btn-ghost animate__animated animate__bounce" target="_blank">Start Here</a> | |
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</div> | |
</div> | |
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<div class="card bg-ghost-card h-100"> | |
<div class="card-body text-center"> | |
<h3>โ๏ธ Advanced Configuration</h3> | |
<p class="lead-text">Unlock pro-level control with detailed instructions on customizing prompts, batch sizes, and advanced settings.</p> | |
<a href="https://github.com/ghostai1/GhostPack/wiki/Advanced-Configuration" class="btn btn-ghost animate__animated animate__bounce" target="_blank">Go Pro</a> | |
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</div> | |
</div> | |
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<div class="card bg-ghost-card h-100"> | |
<div class="card-body text-center"> | |
<h3>๐ฅ Video Export Tips</h3> | |
<p class="lead-text">Expert techniques for exporting MP4s with optimal CRF settings to balance quality, size, and performance.</p> | |
<a href="https://github.com/ghostai1/GhostPack/wiki/Video-Export-Tips" class="btn btn-ghost animate__animated animate__bounce" target="_blank">Export Mastery</a> | |
</div> | |
</div> | |
</div> | |
</div> | |
<div class="text-center mt-4"> | |
<a href="https://github.com/ghostai1/GhostPack/wiki/Tutorials" class="btn btn-outline-ghost animate__animated animate__pulse" target="_blank">Discover More ๐</a> | |
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<h2 class="text-center mb-5 animate__animated animate__fadeInUp">๐ฑ Contributing Guidelines</h2> | |
<p class="lead light-lead-text mb-4">Join the revolution and shape GhostPackโs future.</p> | |
<div class="row"> | |
<div class="col-md-12"> | |
<div class="card bg-ghost-alt-card"> | |
<div class="card-body text-center"> | |
<h3>๐ฏ How to Contribute</h3> | |
<ul class="light-lead-text"> | |
<li>Fork the repository and create a dedicated feature branch for your changes.</li> | |
<li>Submit pull requests with thorough descriptions and tested code.</li> | |
<li>Adhere to coding standards outlined in the wiki for consistency.</li> | |
<li>Test your enhancements with ghostgradio.py to ensure compatibility.</li> | |
</ul> | |
<a href="https://github.com/ghostai1/GhostPack/blob/main/CONTRIBUTING.md" class="btn btn-ghost animate__animated animate__bounce" target="_blank">Join the Team</a> | |
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<h2 class="text-center mb-5 animate__animated animate__fadeInUp">๐ธ Screenshots Gallery</h2> | |
<p class="lead lead-text mb-4">Immerse yourself in GhostPackโs visual magic.</p> | |
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<p class="mt-2">Main Interface: Command Center</p> | |
</div> | |
</div> | |
</div> | |
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<p class="mt-2">Advanced Settings: Fine-Tune Power</p> | |
</div> | |
</div> | |
</div> | |
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<img src="https://cdn-uploads.huggingface.co/production/uploads/6421b1c68adc8881b974a89d/--fIS9ITg4-VqN22ySoa2.png" alt="Logs Display" class="img-fluid rounded shadow-lg" style="max-height: 300px;"> | |
<p class="mt-2">Logs Display: Performance Insights</p> | |
</div> | |
</div> | |
</div> | |
</div> | |
<p class="text-center mt-4 lead-text">Upload your own screenshots to flaunt your spectral creations!</p> | |
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</section> | |
<!-- Last Files Section with Live Updates --> | |
<section id="files" class="py-5 bg-ghost-alt text-white"> | |
<div class="container"> | |
<h2 class="text-center mb-5 animate__animated animate__fadeInUp">๐ Latest Conjurations</h2> | |
<p class="lead light-lead-text mb-4">Access the freshest files and logs from the GhostPack vault.</p> | |
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<h3>๐ Latest File</h3> | |
<p class="light-lead-text">Dive into <code>ghostgradio.py</code>, the pulsating core of GhostPackโs GUI, updated regularly.</p> | |
<a href="https://github.com/ghostai1/GhostPack/blob/main/ghostgradio.py" class="btn btn-ghost animate__animated animate__bounce" target="_blank">View File</a> | |
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<h3>๐ Logs</h3> | |
<p class="light-lead-text">Explore real-time render logs for debugging and performance optimization.</p> | |
<a href="https://github.com/ghostai1/GhostPack/tree/main/outputs" class="btn btn-ghost animate__animated animate__bounce" target="_blank">View Logs</a> | |
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</div> | |
</div> | |
</div> | |
<div class="text-center mt-4"> | |
<a href="https://github.com/ghostai1/GhostPack" class="btn btn-outline-ghost animate__animated animate__pulse me-3" target="_blank">Refresh Repo ๐</a> | |
<a href="https://github.com/ghostai1/GhostPack/tree/main/outputs" class="btn btn-ghost animate__animated animate__pulse" target="_blank">Refresh Logs ๐ฅ</a> | |
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<h2 class="text-center mb-5 animate__animated animate__fadeInUp">๐ฐ Ads & Exclusive Offers</h2> | |
<p class="lead lead-text mb-4">Level up your spectral journey with these epic deals!</p> | |
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<h3>๐ฎ GhostPack Pro Pack</h3> | |
<p class="lead-text">Unlock exclusive templates, advanced tutorials, and priority support for your GhostPack projects! Visit <a href="https://huggingface.co/spaces/ghostai1/GhostPack-Pro" target="_blank">GhostPack Pro</a> to grab this limited-time offer.</p> | |
<a href="https://huggingface.co/spaces/ghostai1/GhostPack-Pro" class="btn btn-ghost animate__animated animate__bounce" target="_blank">Get Pro Pack Now!</a> | |
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<h3>๐ GhostAI Marketplace</h3> | |
<p class="lead-text">Sell your spectral creations or buy unique assets on the GhostAI Marketplace! Check out <a href="https://ghostai-marketplace.com" target="_blank">ghostai-marketplace.com</a> for a thriving community hub.</p> | |
<a href="https://ghostai-marketplace.com" class="btn btn-ghost animate__animated animate__bounce" target="_blank">Join Marketplace</a> | |
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<h3>๐ GhostPack Masterclass</h3> | |
<p class="lead-text">Enroll in the GhostPack Masterclass for in-depth video sorcery training! Learn advanced techniques at <a href="https://ghostai1.teachable.com" target="_blank">ghostai1.teachable.com</a> and become a pro creator.</p> | |
<a href="https://ghostai1.teachable.com" class="btn btn-ghost animate__animated animate__bounce" target="_blank">Enroll Today!</a> | |
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<p class="text-center mt-4 lead-text animate__animated animate__flash">More exclusive drops coming soonโstay spectral! ๐๐ป</p> | |
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<p class="animate__animated animate__pulse animate__infinite">๐ป 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 class="animate__animated animate__fadeIn animate__delay-1s">Created 07:29 PM CDT, June 11, 2025 ๐โก๏ธ</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">๐ฎ 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>Teacache is a revolutionary caching mechanism that stores intermediate diffusion states, slashing frame generation time by approximately 40% (down to ~12 seconds per frame on an RTX 3060). This optimization leverages a mathematical reduction where \( T_{\text{total}} \approx 0.6 \cdot T_{\text{base}} \), significantly enhancing GPU cycle efficiency and enabling faster iterative video creation.</p></div></div></div> | |
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<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">๐งฌ 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>Context Packing compresses frame contexts into a fixed-size matrix, reducing VRAM usage by ~50% (saving ~2-3GB for a 60-second video). This technique uses a constant memory model \( M_{\text{VRAM}} \propto O(1) \), making it ideal for low-memory GPUs like the GTX 1650, expanding accessibility.</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">โก 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>Dynamic Batching adjusts batch sizes (2-4 frames) dynamically, boosting throughput by ~30-50%. The formula \( \text{Throughput} \propto B \cdot \text{FPS}_{\text{base}} \) optimizes GPU load, enhancing performance across varying hardware capacities.</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">๐งโโ๏ธ 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>Sage-Attention refines transformer attention mechanisms, saving ~5-10% processing time with \( T_{\text{attn}} \approx 0.9 \cdot T_{\text{base_attn}} \). This reduces computational overhead, especially beneficial for low-VRAM systems.</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">๐พ 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>tcmalloc replaces standard memory allocation, reducing overhead by ~5-20% with \( O_{\text{mem}} \approx 0.8 \cdot O_{\text{glibc}} \), improving multitasking and system stability.</p></div></div></div> | |
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<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">โก 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>CUDA Tweaks optimize memory allocation, cutting latency by ~10-15% with \( L_{\text{CUDA}} \approx 0.85 \cdot L_{\text{base}} \), maximizing NVIDIA GPU potential.</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">๐ 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>Dynamic Scheduling adapts processing queues, reducing task time by ~15-20% with \( T_{\text{sched}} \approx 0.8 \cdot T_{\text{base_sched}} \), enhancing multi-task efficiency.</p></div></div></div> | |
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<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">๐ฆ 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>Memory Cache preloads data, cutting swap operations by ~25% with \( M_{\text{swap}} \approx 0.75 \cdot M_{\text{base_swap}} \), improving data retrieval speed.</p></div></div></div> | |
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<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">๐ 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>Power Optimization lowers consumption by ~20-30% during idle with \( P_{\text{idle}} \approx 0.7 \cdot P_{\text{base_idle}} \), ideal for sustainable use.</p></div></div></div> | |
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<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">๐งต 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>Thread Tuning optimizes allocation, boosting CPU efficiency by ~10-15% with \( C_{\text{thread}} \approx 0.85 \cdot C_{\text{base_thread}} \), reducing overhead.</p></div></div></div> | |
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