diffusers/pr_11686/en/using-diffusers/dreambooth.html

<meta charset="utf-8" /><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;DreamBooth&quot;,&quot;local&quot;:&quot;dreambooth&quot;,&quot;sections&quot;:[],&quot;depth&quot;:1}">
		<link href="/docs/diffusers/pr_11686/en/_app/immutable/assets/0.e3b0c442.css" rel="modulepreload">
		<link rel="modulepreload" href="/docs/diffusers/pr_11686/en/_app/immutable/entry/start.2b9667fb.js">
		<link rel="modulepreload" href="/docs/diffusers/pr_11686/en/_app/immutable/chunks/scheduler.8c3d61f6.js">
		<link rel="modulepreload" href="/docs/diffusers/pr_11686/en/_app/immutable/chunks/singletons.756349ae.js">
		<link rel="modulepreload" href="/docs/diffusers/pr_11686/en/_app/immutable/chunks/index.0997d446.js">
		<link rel="modulepreload" href="/docs/diffusers/pr_11686/en/_app/immutable/chunks/paths.8d5937da.js">
		<link rel="modulepreload" href="/docs/diffusers/pr_11686/en/_app/immutable/entry/app.a2a6117e.js">
		<link rel="modulepreload" href="/docs/diffusers/pr_11686/en/_app/immutable/chunks/index.da70eac4.js">
		<link rel="modulepreload" href="/docs/diffusers/pr_11686/en/_app/immutable/nodes/0.a31d0923.js">
		<link rel="modulepreload" href="/docs/diffusers/pr_11686/en/_app/immutable/chunks/each.e59479a4.js">
		<link rel="modulepreload" href="/docs/diffusers/pr_11686/en/_app/immutable/nodes/288.7475e1b5.js">
		<link rel="modulepreload" href="/docs/diffusers/pr_11686/en/_app/immutable/chunks/CodeBlock.a9c4becf.js">
		<link rel="modulepreload" href="/docs/diffusers/pr_11686/en/_app/immutable/chunks/getInferenceSnippets.d00e08ac.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;DreamBooth&quot;,&quot;local&quot;:&quot;dreambooth&quot;,&quot;sections&quot;:[],&quot;depth&quot;:1}"><!-- HEAD_svelte-u9bgzb_END -->      <p></p>   <h1 class="relative group"><a id="dreambooth" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#dreambooth"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>DreamBooth</span></h1> <p data-svelte-h="svelte-1xkhepj"><a href="https://huggingface.co/papers/2208.12242" rel="nofollow">DreamBooth</a> is a method for generating personalized images of a specific instance. It works by fine-tuning the model on 3-5 images of the subject (for example, a cat) that is associated with a unique identifier (<code>sks cat</code>). This allows you to use <code>sks cat</code> in your prompt to trigger the model to generate images of your cat in different settings, lighting, poses, and styles.</p> <p data-svelte-h="svelte-1n5tgzo">DreamBooth checkpoints are typically a few GBs in size because it contains the full model weights.</p> <p data-svelte-h="svelte-1f0dlwa">Load the DreamBooth checkpoint with <a href="/docs/diffusers/pr_11686/en/api/pipelines/overview#diffusers.DiffusionPipeline.from_pretrained">from_pretrained()</a> and include the unique identifier in the prompt to activate its generation.</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5   text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class=""><!-- HTML_TAG_START --><span class="hljs-keyword">import</span> torch
<span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> AutoPipelineForText2Image

pipeline = AutoPipelineForText2Image.from_pretrained(
    <span class="hljs-string">&quot;sd-dreambooth-library/herge-style&quot;</span>,
    torch_dtype=torch.float16
).to(<span class="hljs-string">&quot;cuda&quot;</span>)
prompt = <span class="hljs-string">&quot;A cute sks herge_style brown bear eating a slice of pizza, stunning color scheme, masterpiece, illustration&quot;</span>
pipeline(prompt).images[<span class="hljs-number">0</span>]<!-- HTML_TAG_END --></pre></div> <div class="flex justify-center" data-svelte-h="svelte-1qqjocv"><img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/load_dreambooth.png"></div> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/diffusers/blob/main/docs/source/en/using-diffusers/dreambooth.md" target="_blank"><span data-svelte-h="svelte-1kd6by1">&lt;</span> <span data-svelte-h="svelte-x0xyl0">&gt;</span> <span data-svelte-h="svelte-1dajgef"><span class="underline ml-1.5">Update</span> on GitHub</span></a>  <p></p> 
			
			<script>
				{
					__sveltekit_o82a48 = {
						assets: "/docs/diffusers/pr_11686/en",
						base: "/docs/diffusers/pr_11686/en",
						env: {}
					};

					const element = document.currentScript.parentElement;

					const data = [null,null];

					Promise.all([
						import("/docs/diffusers/pr_11686/en/_app/immutable/entry/start.2b9667fb.js"),
						import("/docs/diffusers/pr_11686/en/_app/immutable/entry/app.a2a6117e.js")
					]).then(([kit, app]) => {
						kit.start(app, element, {
							node_ids: [0, 288],
							data,
							form: null,
							error: null
						});
					});
				}
			</script>