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<!-- Optimizations Section -->
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<section id="optimizations" class="py-5 bg-dark text-white">
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<div class="container">
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<h2 class="text-center mb-5 animate__animated animate__fadeIn">🧙♂️ Ghostai1’s Math Sorcery</h2>
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<p class="lead lead-text mb-4">GhostPack’s SDK is a spectral masterpiece, optimized with ghostai1’s revolutionary math to dominate low-resource systems.</p>
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<!-- Tabs for Optimization Categories -->
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<ul class="nav nav-tabs justify-content-center mb-4" id="optTab" role="tablist">
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<button class="nav-link active" id="speed-tab" data-bs-toggle="tab" data-bs-target="#speed" type="button" role="tab" aria-controls="speed" aria-selected="true">⚡️ Speed</button>
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<button class="nav-link" id="memory-tab" data-bs-toggle="tab" data-bs-target="#memory" type="button" role="tab" aria-controls="memory" aria-selected="false">🔮 Memory</button>
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<button class="nav-link" id="compute-tab" data-bs-toggle="tab" data-bs-target="#compute" type="button" role="tab" aria-controls="compute" aria-selected="false">🧬 Compute</button>
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<button class="nav-link" id="efficiency-tab" data-bs-toggle="tab" data-bs-target="#efficiency" type="button" role="tab" aria-controls="efficiency" aria-selected="false">🌌 Efficiency</button>
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<!-- VRAM Requirements Table -->
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<div class="col-md-8 mx-auto">
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<p class="mt-3">Sample output from ghostgradio.py, showcasing a neon-lit spectral figure.</p>
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<!-- Optimizations Section -->
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<section id="optimizations" class="py-5 bg-dark text-white">
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<div class="container">
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<h2 class="text-center mb-5 animate__animated animate__fadeIn">🧙♂️ Ghostai1’s Math Sorcery</h2>
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<p class="lead lead-text mb-4">GhostPack’s SDK is a spectral masterpiece, optimized with ghostai1’s revolutionary math to dominate low-resource systems.</p>
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<!-- Tabs for Optimization Categories -->
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<ul class="nav nav-tabs justify-content-center mb-4" id="optTab" role="tablist">
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<li class="nav-item" role="presentation">
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<button class="nav-link active" id="speed-tab" data-bs-toggle="tab" data-bs-target="#speed" type="button" role="tab" aria-controls="speed" aria-selected="true">⚡️ Speed</button>
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</li>
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<li class="nav-item" role="presentation">
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<button class="nav-link" id="memory-tab" data-bs-toggle="tab" data-bs-target="#memory" type="button" role="tab" aria-controls="memory" aria-selected="false">🔮 Memory</button>
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</li>
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<li class="nav-item" role="presentation">
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<button class="nav-link" id="compute-tab" data-bs-toggle="tab" data-bs-target="#compute" type="button" role="tab" aria-controls="compute" aria-selected="false">🧬 Compute</button>
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</li>
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<li class="nav-item" role="presentation">
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<button class="nav-link" id="efficiency-tab" data-bs-toggle="tab" data-bs-target="#efficiency" type="button" role="tab" aria-controls="efficiency" aria-selected="false">🌌 Efficiency</button>
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</li>
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</ul>
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<div class="tab-content" id="optTabContent">
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<!-- Speed Tab -->
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<div class="tab-pane fade show active" id="speed" role="tabpanel" aria-labelledby="speed-tab">
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<div class="row row-cols-1 row-cols-md-2 g-4 mb-4">
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<div class="col">
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<div class="card bg-ghost-card h-100" data-bs-toggle="modal" data-bs-target="#teacacheModal">
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<div class="card-body text-center">
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<h3 class="card-title">🔮 Teacache</h3>
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<p class="lead-text">Caches diffusion states, slashing ~40% off frame time.</p>
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<p class="lead-text"><strong>Boost:</strong> 40% | <strong>Stat:</strong> ~12s/frame on RTX 3060 | <strong>Math:</strong> \( T_{\text{total}} \approx 0.6 \cdot T_{\text{base}} \)</p>
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<div class="col">
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<div class="card bg-ghost-card h-100" data-bs-toggle="modal" data-bs-target="#sageModal">
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<div class="card-body text-center">
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<h3 class="card-title">🧙♂️ Sage-Attention</h3>
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<p class="lead-text">Streamlines attention layers for ~5–10% speed-up.</p>
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<p class="lead-text"><strong>Boost:</strong> 5–10% | <strong>Stat:</strong> ~1–2s/frame saved | <strong>Math:</strong> \( T_{\text{attn}} \approx 0.9 \cdot T_{\text{base_attn}} \)</p>
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<div class="col">
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<div class="card bg-ghost-card 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">⚡ CUDA Tweaks</h3>
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<p class="lead-text">Optimized allocation for ~10–15% latency cut.</p>
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<p class="lead-text"><strong>Boost:</strong> 10–15% | <strong>Stat:</strong> ~10–15% faster | <strong>Math:</strong> \( L_{\text{CUDA}} \approx 0.85 \cdot L_{\text{base}} \)</p>
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<div class="card bg-ghost-card h-100" data-bs-toggle="modal" data-bs-target="#dynamicModal">
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<div class="card-body text-center">
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<h3 class="card-title">🚀 Dynamic Scheduling</h3>
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<p class="lead-text">Adapts processing queues for ~15–20% faster task completion.</p>
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<p class="lead-text"><strong>Boost:</strong> 15–20% | <strong>Stat:</strong> ~2–3s/task saved | <strong>Math:</strong> \( T_{\text{sched}} \approx 0.8 \cdot T_{\text{base_sched}} \)</p>
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<!-- Memory Tab -->
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<div class="tab-pane fade" id="memory" role="tabpanel" aria-labelledby="memory-tab">
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<div class="row row-cols-1 row-cols-md-2 g-4 mb-4">
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<div class="col">
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<div class="card bg-ghost-card h-100" data-bs-toggle="modal" data-bs-target="#contextModal">
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<div class="card-body text-center">
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<h3 class="card-title">🧬 Context Packing</h3>
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<p class="lead-text">Compresses contexts, saving ~50% VRAM.</p>
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<p class="lead-text"><strong>Boost:</strong> 50% | <strong>Stat:</strong> ~2–3GB saved | <strong>Math:</strong> \( M_{\text{VRAM}} \propto O(1) \)</p>
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<div class="card bg-ghost-card 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">💾 tcmalloc</h3>
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<p class="lead-text">Cuts memory overhead by ~5–20%.</p>
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<p class="lead-text"><strong>Boost:</strong> 5–20% | <strong>Stat:</strong> ~15% CPU relief | <strong>Math:</strong> \( O_{\text{mem}} \approx 0.8 \cdot O_{\text{glibc}} \)</p>
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<div class="card bg-ghost-card h-100" data-bs-toggle="modal" data-bs-target="#cacheModal">
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<div class="card-body text-center">
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<h3 class="card-title">📦 Memory Cache</h3>
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<p class="lead-text">Preloads data, reducing memory swaps by ~25%.</p>
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<p class="lead-text"><strong>Boost:</strong> 25% | <strong>Stat:</strong> ~1–2GB less swaps | <strong>Math:</strong> \( M_{\text{swap}} \approx 0.75 \cdot M_{\text{base_swap}} \)</p>
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<!-- Compute Tab -->
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<div class="tab-pane fade" id="compute" role="tabpanel" aria-labelledby="compute-tab">
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<div class="row row-cols-1 row-cols-md-1 g-4 mb-4">
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<div class="col">
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<div class="card bg-ghost-card h-100" data-bs-toggle="modal" data-bs-target="#batchingModal">
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<div class="card-body text-center">
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<h3 class="card-title">⚡ Dynamic Batching</h3>
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<p class="lead-text">Adapts batches for ~30–50% throughput gain.</p>
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<p class="lead-text"><strong>Boost:</strong> 30–50% | <strong>Stat:</strong> ~1.5x FPS | <strong>Math:</strong> \( \text{Throughput} \propto B \cdot \text{FPS}_{\text{base}} \)</p>
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<!-- Efficiency Tab -->
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<div class="row row-cols-1 row-cols-md-2 g-4 mb-4">
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<div class="card bg-ghost-card h-100" data-bs-toggle="modal" data-bs-target="#powerModal">
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<div class="card-body text-center">
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<h3 class="card-title">🔋 Power Optimization</h3>
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<p class="lead-text">Reduces power draw by ~20–30% during idle states.</p>
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<p class="lead-text"><strong>Boost:</strong> 20–30% | <strong>Stat:</strong> ~10W saved | <strong>Math:</strong> \( P_{\text{idle}} \approx 0.7 \cdot P_{\text{base_idle}} \)</p>
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<div class="card bg-ghost-card h-100" data-bs-toggle="modal" data-bs-target="#threadModal">
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<div class="card-body text-center">
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<h3 class="card-title">🧵 Thread Tuning</h3>
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<p class="lead-text">Optimizes thread allocation for ~10–15% CPU efficiency.</p>
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<p class="lead-text"><strong>Boost:</strong> 10–15% | <strong>Stat:</strong> ~5–10% less overhead | <strong>Math:</strong> \( C_{\text{thread}} \approx 0.85 \cdot C_{\text{base_thread}} \)</p>
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<!-- Optimization Breakdown -->
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<div class="row mt-5">
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<div class="col-md-12">
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<h3 class="mb-4 text-white">Optimization Breakdown</h3>
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<h4 class="card-title">🔮 Compressed Context Packing</h4>
|
| 267 |
+
<p class="lead-text">Collapses frame contexts into a fixed-size matrix, slashing VRAM by ~50% (\( M_{\text{VRAM}} \propto O(1) \)), enabling 60s videos on 6GB VRAM GPUs like GTX 1650.</p>
|
| 268 |
+
</div>
|
| 269 |
</div>
|
| 270 |
</div>
|
| 271 |
+
<div class="col">
|
| 272 |
+
<div class="card bg-ghost-card">
|
| 273 |
+
<div class="card-body text-center">
|
| 274 |
+
<h4 class="card-title">🧬 Dynamic Batching</h4>
|
| 275 |
+
<p class="lead-text">Adapts batches (2–4 frames), boosting throughput by ~30–50% (\( \text{Throughput} \propto B \)), perfect for RTX 3050 with enhanced frame processing.</p>
|
| 276 |
+
</div>
|
| 277 |
</div>
|
| 278 |
</div>
|
| 279 |
+
<div class="col">
|
| 280 |
+
<div class="card bg-ghost-card">
|
| 281 |
+
<div class="card-body text-center">
|
| 282 |
+
<h4 class="card-title">⚡️ Teacache Efficiency</h4>
|
| 283 |
+
<p class="lead-text">Caches diffusion states, cutting ~40% off compute time (\( T_{\text{total}} \approx 0.6T_{\text{base}} \)), delivering ~10–15s/frame on RTX 3060.</p>
|
| 284 |
+
</div>
|
| 285 |
</div>
|
| 286 |
</div>
|
| 287 |
+
<div class="col">
|
| 288 |
+
<div class="card bg-ghost-card">
|
| 289 |
+
<div class="card-body text-center">
|
| 290 |
+
<h4 class="card-title">🧙♂️ Sage-Attention</h4>
|
| 291 |
+
<p class="lead-text">Streamlines attention layers, saving ~5–10% time (\( T_{\text{attn}} \approx 0.9T_{\text{base_attn}} \)), boosting low-VRAM performance.</p>
|
| 292 |
+
</div>
|
| 293 |
</div>
|
| 294 |
</div>
|
| 295 |
+
<div class="col">
|
| 296 |
+
<div class="card bg-ghost-card">
|
| 297 |
+
<div class="card-body text-center">
|
| 298 |
+
<h4 class="card-title">💾 tcmalloc</h4>
|
| 299 |
+
<p class="lead-text">Reduces memory overhead by ~5–20% (\( O_{\text{mem}} \approx 0.8O_{\text{glibc}} \)), easing CPU load by ~15% for smoother operation.</p>
|
| 300 |
+
</div>
|
| 301 |
</div>
|
| 302 |
</div>
|
| 303 |
+
<div class="col">
|
| 304 |
+
<div class="card bg-ghost-card">
|
| 305 |
+
<div class="card-body text-center">
|
| 306 |
+
<h4 class="card-title">⚡ CUDA Tweaks</h4>
|
| 307 |
+
<p class="lead-text">Cuts latency by ~10–15% (\( L_{\text{CUDA}} \approx 0.85L_{\text{base}} \)) with optimized memory allocation, maximizing GPU efficiency.</p>
|
| 308 |
+
</div>
|
| 309 |
</div>
|
| 310 |
</div>
|
| 311 |
+
<div class="col">
|
| 312 |
+
<div class="card bg-ghost-card">
|
| 313 |
+
<div class="card-body text-center">
|
| 314 |
+
<h4 class="card-title">🚀 Dynamic Scheduling</h4>
|
| 315 |
+
<p class="lead-text">Adapts processing queues, reducing task completion time by ~15–20% (\( T_{\text{sched}} \approx 0.8T_{\text{base_sched}} \)), enhancing workflow speed.</p>
|
| 316 |
+
</div>
|
| 317 |
</div>
|
| 318 |
</div>
|
| 319 |
+
<div class="col">
|
| 320 |
+
<div class="card bg-ghost-card">
|
| 321 |
+
<div class="card-body text-center">
|
| 322 |
+
<h4 class="card-title">📦 Memory Cache</h4>
|
| 323 |
+
<p class="lead-text">Preloads data, cutting memory swaps by ~25% (\( M_{\text{swap}} \approx 0.75M_{\text{base_swap}} \)), improving data access times.</p>
|
| 324 |
+
</div>
|
| 325 |
</div>
|
| 326 |
</div>
|
| 327 |
+
<div class="col">
|
| 328 |
+
<div class="card bg-ghost-card">
|
| 329 |
+
<div class="card-body text-center">
|
| 330 |
+
<h4 class="card-title">🔋 Power Optimization</h4>
|
| 331 |
+
<p class="lead-text">Lowers power draw by ~20–30% (\( P_{\text{idle}} \approx 0.7P_{\text{base_idle}} \)), ideal for energy-efficient setups.</p>
|
| 332 |
+
</div>
|
| 333 |
</div>
|
| 334 |
</div>
|
| 335 |
+
<div class="col">
|
| 336 |
+
<div class="card bg-ghost-card">
|
| 337 |
+
<div class="card-body text-center">
|
| 338 |
+
<h4 class="card-title">🧵 Thread Tuning</h4>
|
| 339 |
+
<p class="lead-text">Optimizes thread allocation, boosting CPU efficiency by ~10–15% (\( C_{\text{thread}} \approx 0.85C_{\text{base_thread}} \)), reducing overhead.</p>
|
| 340 |
+
</div>
|
| 341 |
</div>
|
| 342 |
</div>
|
| 343 |
</div>
|
|
|
|
| 344 |
</div>
|
| 345 |
|
| 346 |
<!-- VRAM Requirements Table -->
|
|
|
|
| 399 |
<div class="col-md-8 mx-auto">
|
| 400 |
<div class="card bg-ghost-card">
|
| 401 |
<div class="card-body text-center">
|
| 402 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/6421b1c68adc8881b974a89d/k8pgUlg4OvdUZpbMNTcp5.gif" alt="GhostPack Demo GIF" class="img-fluid rounded" style="max-height: 400px;">
|
| 403 |
<p class="mt-3">Sample output from ghostgradio.py, showcasing a neon-lit spectral figure.</p>
|
| 404 |
</div>
|
| 405 |
</div>
|