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[docs] Add model-family inference cookbook (#1787)

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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
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# Stable Diffusion recipes
<div class="cookbook-shell cookbook-family-page" data-cookbook data-family="sd35" data-recipes="../../assets/cookbook-recipes.json?v=4">
<header class="cookbook-family-header">
<a class="cookbook-back-link" href="../"><span aria-hidden="true">←</span> All model families</a>
<div class="cookbook-family-header__body">
<span class="cookbook-family-header__logo">
<img class="off-glb" src="../../assets/logos/stabilityai.webp" alt="Stability AI" width="112" height="112">
</span>
<div>
<p class="cookbook-eyebrow">Maintained family · Inference</p>
<h2>Stable Diffusion inference recipes</h2>
<p>Stable Diffusion 3.5 Medium is Stability AI's text-to-image model in this catalog. The maintained example sweeps a small prompt set across seeds.</p>
</div>
</div>
<div class="cookbook-lifecycle" aria-label="Lifecycle stages">
<span class="cookbook-lifecycle__stage cookbook-lifecycle__stage--active">Inference <small>live</small></span>
<span class="cookbook-lifecycle__stage">Distillation <small>planned</small></span>
<span class="cookbook-lifecycle__stage">Fine-tuning <small>planned</small></span>
<span class="cookbook-lifecycle__stage">Training <small>planned</small></span>
<span class="cookbook-lifecycle__stage">Evaluation <small>planned</small></span>
<span class="cookbook-lifecycle__stage">Optimization <small>planned</small></span>
<span class="cookbook-lifecycle__stage">Deployment <small>planned</small></span>
</div>
</header>
<section class="cookbook-builder" id="recipe-builder" aria-labelledby="builder-heading">
<div class="cookbook-builder__intro">
<h2 id="builder-heading">Choose a model and GPU count</h2>
<p>Choose a model, then pick a GPU count. Each selection maps to one
checked-in recipe. If that recipe does not use your chosen count, the
page says so instead of guessing.</p>
</div>
<div class="cookbook-builder__layout">
<div class="cookbook-controls">
<div class="cookbook-selection-row">
<div class="cookbook-selection-row__label">
<strong>Recipe</strong>
<span>Task and checkpoint</span>
</div>
<div class="cookbook-option-grid cookbook-option-grid--models" data-cookbook-model-options role="group" aria-label="Recipe">
<button type="button" disabled>Loading Stable Diffusion recipes...</button>
</div>
</div>
<div class="cookbook-selection-row">
<div class="cookbook-selection-row__label">
<strong>Runtime</strong>
<span>Maintained paths only</span>
</div>
<div class="cookbook-option-grid cookbook-option-grid--hardware" data-cookbook-hardware-options role="group" aria-label="Runtime">
<button type="button" disabled>Loading runtimes...</button>
</div>
</div>
<p class="cookbook-selection-description" data-cookbook-description>Loading recipe details...</p>
<p class="cookbook-hardware-note">Exact device and memory details appear only when a recorded run supports them.</p>
<div class="cookbook-hardware-state" data-cookbook-hardware-state role="status" aria-live="polite">
Reading recipe evidence...
</div>
</div>
<article class="cookbook-result">
<div class="cookbook-result__header">
<h3 data-cookbook-label>Loading...</h3>
<div class="cookbook-result__badges">
<span class="cookbook-badge">Maintained</span>
<span class="cookbook-badge" data-cookbook-evidence>Source-backed</span>
<span class="cookbook-badge cookbook-badge--neutral" data-cookbook-hardware-badge>Source config</span>
</div>
</div>
<dl class="cookbook-result__facts">
<div><dt>Model</dt><dd data-cookbook-model>Loading...</dd></div>
<div><dt>Workload</dt><dd data-cookbook-task>Loading...</dd></div>
<div><dt>Source configuration</dt><dd data-cookbook-gpus>Loading...</dd></div>
<div><dt>Expected output</dt><dd data-cookbook-artifact>Loading...</dd></div>
</dl>
<div class="cookbook-command">
<div class="cookbook-command__bar">
<span>Terminal</span>
</div>
<pre><code class="language-bash" data-cookbook-command>Loading...</code></pre>
</div>
<div class="cookbook-result__footer">
<a data-cookbook-source href="../../inference/examples/basic/">Open example source</a>
<a data-cookbook-model-link href="https://huggingface.co/stabilityai">View model card</a>
</div>
<p class="cookbook-picker__status" role="status" aria-live="polite" data-cookbook-status></p>
</article>
</div>
<noscript>
<div class="cookbook-noscript">
JavaScript is needed for the guided selector. You can still browse the
<a href="../../inference/examples/examples_inference_index/">maintained inference examples</a>.
</div>
</noscript>
</section>
</div>
## Before you run
The generated commands expect a local clone:
git clone https://github.com/hao-ai-lab/FastVideo.git
cd FastVideo
Use [Configuration](../inference/configuration.md) for supported Python and
CLI settings, [Optimizations](../inference/optimizations.md) for attention and
memory tradeoffs, and the [support matrix](../inference/support_matrix.md) for
the supported model and optimization surface.
## Troubleshooting
- The example writes several PNGs under `outputs/sd35/samples/`; make sure the output directory is writable.
- Gated checkpoints: Stability AI models require accepting the license and `huggingface-cli login`.
## Evidence status
All recipes on this page are **Source-backed**: their commands, model IDs, and flags were validated against the checked-in FastVideo sources listed above (static validation). No runtime GPU validation is recorded for these recipes, so GPU model fit, memory use, throughput, and runtime duration are **Unknown** and deliberately not claimed. Runtime buttons show only the GPU counts configured in checked-in sources.