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<li class="nav-item"><a class="nav-link" href="#home">Home</a></li>
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<li class="nav-item"><a class="nav-link" href="#features">Features</a></li>
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<li class="nav-item"><a class="nav-link" href="#optimizations">Math Sorcery</a></li>
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<li class="nav-item"><a class="nav-link" href="#future">Future</a></li>
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<li class="nav-item"><a class="nav-link" href="#installation">Installation</a></li>
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<li class="nav-item"><a class="nav-link" href="#usage">Usage</a></li>
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<li class="nav-item"><a class="nav-link" href="#model">Model Card</a></li>
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<li class="nav-item"><a class="nav-link" href="#files">Last Files</a></li>
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</ul>
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</div>
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<h2 class="text-center mb-5 animate__animated animate__fadeIn">โจ Spectral Features</h2>
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<div class="row row-cols-1 row-cols-md-3 g-4">
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<div class="col">
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<div class="card bg-ghost-card h-100" data-bs-toggle="tooltip" title="
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<div class="card-body">
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<h3 class="card-title">๐น Veo 3-Level AI</h3>
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<p class="card-text">Hyper-realistic videos via next-frame prediction, running on 8GB RAM laptops.</p>
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<div class="card-body text-center">
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<h3 class="card-title">๐ฎ Teacache</h3>
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<p class="card-text">Caches diffusion states, slashing ~40% off frame time.</p>
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<p><strong>Boost:
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</div>
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</div>
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<div class="card-body text-center">
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<h3 class="card-title">๐งโโ๏ธ Sage-Attention</h3>
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<p class="card-text">Streamlines attention layers for ~5โ10% speed-up.</p>
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<p><strong>Boost:
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</div>
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</div>
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</div>
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<div class="card bg-ghost-card text-white h-100" data-bs-toggle="modal" data-bs-target="#cudaModal">
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<div class="card-body text-center">
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<h3 class="card-title">โก CUDA Tweaks</h3>
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<p class="card-text">Optimized
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<p><strong>Boost:
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</div>
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</div>
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</div>
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<div class="card-body text-center">
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<h3 class="card-title">๐งฌ Context Packing</h3>
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<p class="card-text">Compresses contexts, saving ~50% VRAM.</p>
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<p><strong>Boost:
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</div>
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</div>
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</div>
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<div class="card bg-ghost-card text-white h-100" data-bs-toggle="modal" data-bs-target="#tcmallocModal">
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<div class="card-body text-center">
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<h3 class="card-title">๐พ tcmalloc</h3>
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<p class="card-text">Cuts memory overhead by ~5โ20
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<p><strong>Boost:
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</div>
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</div>
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</div>
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<div class="card-body text-center">
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<h3 class="card-title">โก Dynamic Batching</h3>
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<p class="card-text">Adapts batches for ~30โ50% throughput gain.</p>
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<p><strong>Boost:
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</div>
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</div>
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</div>
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</div>
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</div>
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<!-- VRAM Requirements Table -->
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<div class="row mt-4">
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<div class="col-md-12">
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<td>GTX 1650</td>
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<td>6GB</td>
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<td>~18โ25s/frame</td>
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<td>Minimum
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</tr>
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<tr>
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<td>RTX 3050</td>
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<td>8GB</td>
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<td>~15โ20s/frame</td>
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<td>Balanced,
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</tr>
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<tr>
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<td>RTX 3060</td>
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<td>12GB</td>
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<td>~10โ15s/frame</td>
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<td>Optimal, batch size 2โ4
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</tr>
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<tr>
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<td>RTX 4090</td>
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<td>24GB</td>
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<td>~1.5โ2.5s/frame</td>
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<td>High-end, max batch size
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</tr>
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</tbody>
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</table>
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</div>
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</section>
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<!-- Future Features Section -->
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<section id="future" class="py-5 bg-
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<div class="container">
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<h2 class="text-center mb-5 animate__animated animate__fadeIn">๐ Future Spectral Phantoms</h2>
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<p class="lead text-center">GhostPack is brewing epic upgrades:</p>
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<div class="row row-cols-1 row-cols-md-2 g-4">
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<div class="col">
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<div class="card bg-ghost-
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<div class="card-body">
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<h3 class="card-title">๐ฃ๏ธ Voice Generation</h3>
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<p class="card-text">AI-driven voice synthesis to narrate videos with ghostly tones, coming to ghostgradio.py.</p>
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</div>
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</div>
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<div class="col">
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<div class="card bg-ghost-
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<div class="card-body">
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<h3 class="card-title">๐ผ๏ธ AI Images</h3>
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<p class="card-text">Generate spectral starting frames with AI-crafted images for cinematic
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</div>
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</div>
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</div>
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</section>
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<!-- Installation Section -->
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<section id="installation" class="py-5 bg-
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<div class="container">
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<h2 class="text-center mb-5 animate__animated animate__fadeIn">๐ ๏ธ Unleash GhostPack</h2>
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<p class="lead text-center
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<div class="row row-cols-1 row-cols-md-3 g-4">
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<div class="col">
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<div class="card bg-ghost-
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<div class="card-body">
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<h3 class="card-title">๐ง Ubuntu</h3>
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<pre><code class="code-block">git clone https://github.com/ghostai1/GhostPack
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cd GhostPack
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chmod +x install_ubuntu.sh
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./install_ubuntu.sh</code></pre>
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<p
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</div>
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</div>
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</div>
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<div class="col">
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<div class="card bg-ghost-
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<div class="card-body">
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<h3 class="card-title">๐ช Windows</h3>
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<pre><code class="code-block">git clone https://github.com/ghostai1/GhostPack
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cd GhostPack
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install.bat</code></pre>
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</div>
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</div>
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</div>
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<div class="col">
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<div class="card bg-ghost-
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<div class="card-body">
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<h3 class="card-title">๐ macOS</h3>
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<pre><code class="code-block">git clone https://github.com/ghostai1/GhostPack
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cd GhostPack
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chmod +x install_macos.sh
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./install_macos.sh</code></pre>
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<p
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</div>
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</div>
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</div>
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</section>
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<!-- Usage Section -->
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<section id="usage" class="py-5 bg-
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<div class="container">
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<h2 class="text-center mb-5 animate__animated animate__fadeIn">๐น Weave Ghostly Videos</h2>
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<ol>
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</div>
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</section>
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<!-- Model Card Section -->
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<section id="model" class="py-5 bg-light">
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<div class="container">
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<h2 class="text-center mb-5 animate__animated animate__fadeIn">Spectral Grimoire</h2>
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<ul class="text-dark">
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<li><strong>Model</strong>: GhostPack-F1 (13B parameters).</li>
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<li><strong>Repo</strong>: <a href="https://huggingface.co/spaces/ghostai1/GhostPack" target="_blank">Hugging Face Spaces</a></li>
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<li><strong>Files</strong>: >30GB, stored in <code>models/</code> with Git LFS.</li>
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<li><strong>License</strong>: Apache-2.0.</li>
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</ul>
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</div>
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</section>
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<!-- Last Files Section -->
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<section id="files" class="py-5 bg-dark text-white">
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<div class="container">
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@@ -383,7 +427,7 @@ python ghostgradio.py --port 5666 --server 0.0.0.0</code></pre>
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<div class="card bg-ghost-card h-100">
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<div class="card-body text-center">
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<h3 class="card-title">๐ Logs</h3>
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<p class="card-text">Dive into
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<a href="https://github.com/ghostai1/GhostPack/tree/main/outputs" class="btn btn-ghost" target="_blank">View Logs</a>
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</div>
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</div>
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<li class="nav-item"><a class="nav-link" href="#home">Home</a></li>
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<li class="nav-item"><a class="nav-link" href="#features">Features</a></li>
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<li class="nav-item"><a class="nav-link" href="#optimizations">Math Sorcery</a></li>
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<li class="nav-item"><a class="nav-link" href="#demo">Demo</a></li>
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<li class="nav-item"><a class="nav-link" href="#future">Future</a></li>
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<li class="nav-item"><a class="nav-link" href="#installation">Installation</a></li>
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<li class="nav-item"><a class="nav-link" href="#usage">Usage</a></li>
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<li class="nav-item"><a class="nav-link" href="#files">Last Files</a></li>
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</ul>
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</div>
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<h2 class="text-center mb-5 animate__animated animate__fadeIn">โจ Spectral Features</h2>
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<div class="row row-cols-1 row-cols-md-3 g-4">
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<div class="col">
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<div class="card bg-ghost-card h-100" data-bs-toggle="tooltip" title="Matches Veo 3โs photorealism">
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<div class="card-body">
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<h3 class="card-title">๐น Veo 3-Level AI</h3>
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<p class="card-text">Hyper-realistic videos via next-frame prediction, running on 8GB RAM laptops.</p>
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<div class="card-body text-center">
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<h3 class="card-title">๐ฎ Teacache</h3>
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<p class="card-text">Caches diffusion states, slashing ~40% off frame time.</p>
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<p><strong>Boost: 40%</strong><br>Stat: ~12s/frame on RTX 3060<br>Math: \( T_{\text{total}} \approx 0.6 \cdot T_{\text{base}} \)</p>
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</div>
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</div>
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</div>
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<div class="card-body text-center">
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<h3 class="card-title">๐งโโ๏ธ Sage-Attention</h3>
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<p class="card-text">Streamlines attention layers for ~5โ10% speed-up.</p>
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<p><strong>Boost: 5โ10%</strong><br>Stat: ~1โ2s/frame saved<br>Math: \( T_{\text{attn}} \approx 0.9 \cdot T_{\text{base_attn}} \)</p>
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</div>
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</div>
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</div>
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<div class="card bg-ghost-card text-white h-100" data-bs-toggle="modal" data-bs-target="#cudaModal">
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<div class="card-body text-center">
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<h3 class="card-title">โก CUDA Tweaks</h3>
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<p class="card-text">Optimized allocation for ~10โ15% latency cut.</p>
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<p><strong>Boost: 10โ15%</strong><br>Stat: ~10โ15% faster<br>Math: \( L_{\text{CUDA}} \approx 0.85 \cdot L_{\text{base}} \)</p>
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</div>
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</div>
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</div>
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<div class="card-body text-center">
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<h3 class="card-title">๐งฌ Context Packing</h3>
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<p class="card-text">Compresses contexts, saving ~50% VRAM.</p>
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<p><strong>Boost: 50%</strong><br>Stat: ~2โ3GB saved<br>Math: \( M_{\text{VRAM}} \propto O(1) \)</p>
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</div>
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</div>
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</div>
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<div class="card bg-ghost-card text-white h-100" data-bs-toggle="modal" data-bs-target="#tcmallocModal">
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<div class="card-body text-center">
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<h3 class="card-title">๐พ tcmalloc</h3>
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<p class="card-text">Cuts memory overhead by ~5โ20%.</p>
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<p><strong>Boost: 5โ20%</strong><br>Stat: ~15% CPU relief<br>Math: \( O_{\text{mem}} \approx 0.8 \cdot O_{\text{glibc}} \)</p>
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</div>
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</div>
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</div>
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<div class="card-body text-center">
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<h3 class="card-title">โก Dynamic Batching</h3>
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<p class="card-text">Adapts batches for ~30โ50% throughput gain.</p>
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<p><strong>Boost: 30โ50%</strong><br>Stat: ~1.5x FPS<br>Math: \( \text{Throughput} \propto B \cdot \text{FPS}_{\text{base}} \)</p>
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</div>
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</div>
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</div>
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</div>
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</div>
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<!-- Performance Calculator -->
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<div class="row mt-4">
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<div class="col-md-12">
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<h3 class="text-center text-white mb-3">Performance Calculator ๐งฎ</h3>
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<div class="card bg-ghost-card">
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<div class="card-body">
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<form>
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<div class="col-md-4">
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<label for="gpuSelect" class="form-label">GPU</label>
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<select id="gpuSelect" class="form-select bg-dark text-white border-neon">
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<option value="22">GTX 1650 (6GB)</option>
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<option value="17.5">RTX 3050 (8GB)</option>
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<option value="12.5" selected>RTX 3060 (12GB)</option>
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<option value="2">RTX 4090 (24GB)</option>
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</select>
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</div>
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<div class="col-md-4">
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<label for="frameCount" class="form-label">Frames</label>
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<input type="number" id="frameCount" class="form-control bg-dark text-white border-neon" value="75">
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</div>
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<div class="col-md-4">
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<label for="teacacheCheck" class="form-label">Teacache</label>
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<div class="form-check">
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<input type="checkbox" id="teacacheCheck" class="form-check-input" checked>
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<label class="form-check-label text-white" for="teacacheCheck">Enable (~40% faster)</label>
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</div>
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</div>
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</div>
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<div class="text-center mt-3">
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<button type="button" class="btn btn-ghost" onclick="calculatePerformance()">Calculate</button>
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</div>
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<p id="perfResult" class="text-center mt-3 text-white"></p>
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</form>
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</div>
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</div>
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</div>
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</div>
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<!-- VRAM Requirements Table -->
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<div class="row mt-4">
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<div class="col-md-12">
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<td>GTX 1650</td>
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<td>6GB</td>
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<td>~18โ25s/frame</td>
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<td>Minimum, teacache recommended.</td>
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</tr>
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<tr>
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<td>RTX 3050</td>
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<td>8GB</td>
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| 272 |
<td>~15โ20s/frame</td>
|
| 273 |
+
<td>Balanced, batch size 2.</td>
|
| 274 |
</tr>
|
| 275 |
<tr>
|
| 276 |
<td>RTX 3060</td>
|
| 277 |
<td>12GB</td>
|
| 278 |
<td>~10โ15s/frame</td>
|
| 279 |
+
<td>Optimal, batch size 2โ4.</td>
|
| 280 |
</tr>
|
| 281 |
<tr>
|
| 282 |
<td>RTX 4090</td>
|
| 283 |
<td>24GB</td>
|
| 284 |
<td>~1.5โ2.5s/frame</td>
|
| 285 |
+
<td>High-end, max batch size.</td>
|
| 286 |
</tr>
|
| 287 |
</tbody>
|
| 288 |
</table>
|
|
|
|
| 292 |
</div>
|
| 293 |
</section>
|
| 294 |
|
| 295 |
+
<!-- Demo Video Showcase -->
|
| 296 |
+
<section id="demo" class="py-5 bg-dark text-white">
|
| 297 |
+
<div class="container">
|
| 298 |
+
<h2 class="text-center mb-5 animate__animated animate__fadeIn">๐ฅ Demo Video Showcase</h2>
|
| 299 |
+
<p class="lead text-center mb-4">Witness GhostPackโs spectral video generation in action!</p>
|
| 300 |
+
<div class="row">
|
| 301 |
+
<div class="col-md-8 mx-auto">
|
| 302 |
+
<div class="card bg-ghost-card">
|
| 303 |
+
<div class="card-body text-center">
|
| 304 |
+
<video src="https://huggingface.co/spaces/ghostai1/GhostPack/resolve/main/demo_video.mp4" controls loop class="img-fluid rounded" style="max-height: 400px;"></video>
|
| 305 |
+
<p class="mt-3">Sample output from ghostgradio.py, showcasing a neon-lit spectral figure.</p>
|
| 306 |
+
</div>
|
| 307 |
+
</div>
|
| 308 |
+
</div>
|
| 309 |
+
</div>
|
| 310 |
+
</div>
|
| 311 |
+
</section>
|
| 312 |
+
|
| 313 |
<!-- Future Features Section -->
|
| 314 |
+
<section id="future" class="py-5 bg-light text-dark">
|
| 315 |
<div class="container">
|
| 316 |
<h2 class="text-center mb-5 animate__animated animate__fadeIn">๐ Future Spectral Phantoms</h2>
|
| 317 |
+
<p class="lead text-center mb-4">GhostPack is brewing epic upgrades:</p>
|
| 318 |
<div class="row row-cols-1 row-cols-md-2 g-4">
|
| 319 |
<div class="col">
|
| 320 |
+
<div class="card bg-ghost-light h-100">
|
| 321 |
<div class="card-body">
|
| 322 |
<h3 class="card-title">๐ฃ๏ธ Voice Generation</h3>
|
| 323 |
<p class="card-text">AI-driven voice synthesis to narrate videos with ghostly tones, coming to ghostgradio.py.</p>
|
|
|
|
| 325 |
</div>
|
| 326 |
</div>
|
| 327 |
<div class="col">
|
| 328 |
+
<div class="card bg-ghost-light h-100">
|
| 329 |
<div class="card-body">
|
| 330 |
<h3 class="card-title">๐ผ๏ธ AI Images</h3>
|
| 331 |
+
<p class="card-text">Generate spectral starting frames with AI-crafted images for cinematic pipelines.</p>
|
| 332 |
</div>
|
| 333 |
</div>
|
| 334 |
</div>
|
|
|
|
| 337 |
</section>
|
| 338 |
|
| 339 |
<!-- Installation Section -->
|
| 340 |
+
<section id="installation" class="py-5 bg-dark text-white">
|
| 341 |
<div class="container">
|
| 342 |
<h2 class="text-center mb-5 animate__animated animate__fadeIn">๐ ๏ธ Unleash GhostPack</h2>
|
| 343 |
+
<p class="lead text-center mb-4">Summon from GitHub. Requires >30GB disk space.</p>
|
| 344 |
<div class="row row-cols-1 row-cols-md-3 g-4">
|
| 345 |
<div class="col">
|
| 346 |
+
<div class="card bg-ghost-card h-100">
|
| 347 |
<div class="card-body">
|
| 348 |
<h3 class="card-title">๐ง Ubuntu</h3>
|
| 349 |
<pre><code class="code-block">git clone https://github.com/ghostai1/GhostPack
|
| 350 |
cd GhostPack
|
| 351 |
chmod +x install_ubuntu.sh
|
| 352 |
./install_ubuntu.sh</code></pre>
|
| 353 |
+
<p>NVIDIA GPU, 8GB RAM, Python 3.10, CUDA 12.6.</p>
|
| 354 |
</div>
|
| 355 |
</div>
|
| 356 |
</div>
|
| 357 |
<div class="col">
|
| 358 |
+
<div class="card bg-ghost-card h-100">
|
| 359 |
<div class="card-body">
|
| 360 |
<h3 class="card-title">๐ช Windows</h3>
|
| 361 |
<pre><code class="code-block">git clone https://github.com/ghostai1/GhostPack
|
| 362 |
cd GhostPack
|
| 363 |
install.bat</code></pre>
|
| 364 |
+
<p>Auto-downloads models (>30GB).</p>
|
| 365 |
</div>
|
| 366 |
</div>
|
| 367 |
</div>
|
| 368 |
<div class="col">
|
| 369 |
+
<div class="card bg-ghost-card h-100">
|
| 370 |
<div class="card-body">
|
| 371 |
<h3 class="card-title">๐ macOS</h3>
|
| 372 |
<pre><code class="code-block">git clone https://github.com/ghostai1/GhostPack
|
| 373 |
cd GhostPack
|
| 374 |
chmod +x install_macos.sh
|
| 375 |
./install_macos.sh</code></pre>
|
| 376 |
+
<p>M1/M2 support (slower).</p>
|
| 377 |
</div>
|
| 378 |
</div>
|
| 379 |
</div>
|
|
|
|
| 382 |
</section>
|
| 383 |
|
| 384 |
<!-- Usage Section -->
|
| 385 |
+
<section id="usage" class="py-5 bg-light text-dark">
|
| 386 |
<div class="container">
|
| 387 |
<h2 class="text-center mb-5 animate__animated animate__fadeIn">๐น Weave Ghostly Videos</h2>
|
| 388 |
<ol>
|
|
|
|
| 408 |
</div>
|
| 409 |
</section>
|
| 410 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 411 |
<!-- Last Files Section -->
|
| 412 |
<section id="files" class="py-5 bg-dark text-white">
|
| 413 |
<div class="container">
|
|
|
|
| 427 |
<div class="card bg-ghost-card h-100">
|
| 428 |
<div class="card-body text-center">
|
| 429 |
<h3 class="card-title">๐ Logs</h3>
|
| 430 |
+
<p class="card-text">Dive into render logs for debugging and insights.</p>
|
| 431 |
<a href="https://github.com/ghostai1/GhostPack/tree/main/outputs" class="btn btn-ghost" target="_blank">View Logs</a>
|
| 432 |
</div>
|
| 433 |
</div>
|