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<meta charset="utf-8" /><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;커뮤니티 파이프라인 및 구성 요소&quot;,&quot;local&quot;:&quot;community-pipelines-and-components&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;커뮤니티 파이프라인 로드&quot;,&quot;local&quot;:&quot;loading-a-community-pipeline&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;커뮤니티 구성 요소&quot;,&quot;local&quot;:&quot;community-components&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;다음 단계&quot;,&quot;local&quot;:&quot;next-steps&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2}],&quot;depth&quot;:1}"/>
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		<!--1nactrq--><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;Community pipelines and components&quot;,&quot;local&quot;:&quot;community-pipelines-and-components&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Loading a community pipeline&quot;,&quot;local&quot;:&quot;loading-a-community-pipeline&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;Community components&quot;,&quot;local&quot;:&quot;community-components&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;Next steps&quot;,&quot;local&quot;:&quot;next-steps&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2}],&quot;depth&quot;:1}"/><!---->
		<link href="/docs/diffusers/main/en/_app/immutable/assets/0.tn0RQdqM.css" rel="modulepreload"> <!--[--><!--[0--><!--[--><!--[0--><!--[--><p></p> <div class="items-center shrink-0 min-w-[100px] max-sm:min-w-[50px] justify-end ml-auto flex" style="float: inline-end; margin-inline-start: 10px; display: inline-flex; position: relative; z-index: 10;"><div dir="ltr" class="inline-flex rounded-md max-sm:rounded-sm"><button class="inline-flex items-center gap-1 h-7 max-sm:h-7 px-2 max-sm:px-1.5 text-sm font-medium text-gray-800 border border-r-0 rounded-l-md max-sm:rounded-l-sm border-gray-200 bg-white hover:shadow-inner dark:border-gray-850 dark:bg-gray-950 dark:text-gray-200 dark:hover:bg-gray-800" aria-live="polite"><span class="inline-flex items-center justify-center rounded-md p-0.5 max-sm:p-0 hover:text-gray-800 dark:hover:text-gray-200"><svg class="sm:size-3.5 size-3" 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><!----></span> <span dir="auto">Copy page</span></button> <button class="inline-flex items-center justify-center w-6 max-sm:w-5 h-7 max-sm:h-7 disabled:pointer-events-none text-sm text-gray-500 hover:text-gray-700 dark:hover:text-white rounded-r-md max-sm:rounded-r-sm border border-l transition border-gray-200 bg-white hover:shadow-inner dark:border-gray-850 dark:bg-gray-950 dark:text-gray-200 dark:hover:bg-gray-800" aria-haspopup="menu" aria-expanded="false" aria-label="Open copy menu"><svg class="transition-transform text-gray-400 overflow-visible sm:size-3.5 size-3 rotate-0" width="1em" height="1em" viewBox="0 0 12 7" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M1 1L6 6L11 1" stroke="currentColor"></path></svg><!----></button></div> <!--[-1--><!--]--></div><!----> <!--[0--><h1 class="relative group"><a id="community-pipelines-and-components" 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="#community-pipelines-and-components"><span><svg 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><!---->커뮤니티 파이프라인 및 구성 요소<!----></span></h1><!--]--><!----> <p>커뮤니티 파이프라인은 원본 논문 구현과 다른 <a href="/docs/diffusers/main/ko/api/pipelines/overview#diffusers.DiffusionPipeline">DiffusionPipeline</a> 클래스입니다. 추가 기능을 제공하거나 원본 파이프라인 구현을 확장합니다.</p> <blockquote class="tip"><p>추론 및 학습 예제가 포함된 <a href="https://github.com/huggingface/diffusers/tree/main/examples/community" rel="nofollow">diffusers/examples/community</a>의 커뮤니티 파이프라인을 확인해 보세요.</p></blockquote> <p>Community pipelines은 Hub 또는 Diffusers의 GitHub 저장소에 저장됩니다. Hub pipelines은 완전히 사용자 정의할 수 있으며(scheduler, models, pipeline 코드 등) GitHub pipelines은 사용자 정의 pipeline 코드만 제한적으로 사용할 수 있습니다. 아래 표에서 두 가지 pipeline 유형을 비교해 보세요.</p> <table><thead><tr><th></th><th>GitHub</th><th>Hub</th></tr></thead><tbody><tr><td>사용</td><td><code>custom_pipeline="&lt;filename_without_.py>"</code></td><td>Hub 저장소 ID 또는 <code>_class_name</code>이 사용자 정의 코드를 가리킬 때 <code>trust_remote_code=True</code></td></tr><tr><td>리뷰 프로세스</td><td>GitHub에서 Pull Request를 열고 Diffusers 팀의 리뷰 과정을 거친 후 병합됩니다. 이 옵션은 더 느립니다.</td><td>리뷰 없이 Hub 저장소에 직접 업로드합니다. 이 옵션이 가장 빠릅니다.</td></tr><tr><td>가시성</td><td>공식 Diffusers 저장소 및 문서에 포함되어 있습니다.</td><td>Hub 프로필에 포함되며, 사용량과 홍보에 따라 노출도가 결정됩니다.</td></tr></tbody></table> <!--[1--><h2 class="relative group"><a id="loading-a-community-pipeline" 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="#loading-a-community-pipeline"><span><svg 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><!---->커뮤니티 파이프라인 로드<!----></span></h2><!--]--><!----> <p><code>custom_pipeline</code>를 <a href="/docs/diffusers/main/ko/api/pipelines/overview#diffusers.DiffusionPipeline.from_pretrained">from_pretrained()</a>에 전달하여 두 유형의 커뮤니티 파이프라인 중 하나를 로드합니다.</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 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> 복사됨</div><!----></button><!----></div> <pre class="language-py "><!----><span class="hljs-keyword">import</span> torch
<span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DiffusionPipeline

pipeline = DiffusionPipeline.from_pretrained(
    <span class="hljs-string">&quot;stabilityai/stable-diffusion-3-medium-diffusers&quot;</span>,
    custom_pipeline=<span class="hljs-string">&quot;pipeline_stable_diffusion_3_instruct_pix2pix&quot;</span>,
    dtype=torch.float16,
    device_map=<span class="hljs-string">&quot;cuda&quot;</span>  <span class="hljs-comment"># or &quot;mps&quot;, &quot;xpu&quot;, &quot;cpu&quot;</span>
)<!----></pre></div><!----> <p><code>custom_revision</code> 인수를 <a href="/docs/diffusers/main/ko/api/pipelines/overview#diffusers.DiffusionPipeline.from_pretrained">from_pretrained()</a>에 추가하여 특정 버전(예: <code>v0.30.0</code> 또는 <code>main</code>)의 커뮤니티 파이프라인을 로드할 수 있습니다. 기본적으로 커뮤니티 파이프라인은 Diffusers의 최신 안정 버전에서 로드됩니다.</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 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> 복사됨</div><!----></button><!----></div> <pre class="language-py "><!----><span class="hljs-keyword">import</span> torch
<span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DiffusionPipeline

pipeline = DiffusionPipeline.from_pretrained(
    <span class="hljs-string">&quot;stabilityai/stable-diffusion-3-medium-diffusers&quot;</span>,
    custom_pipeline=<span class="hljs-string">&quot;pipeline_stable_diffusion_3_instruct_pix2pix&quot;</span>,
    custom_revision=<span class="hljs-string">&quot;main&quot;</span>,
    dtype=torch.float16,
    device_map=<span class="hljs-string">&quot;cuda&quot;</span>  <span class="hljs-comment"># or &quot;mps&quot;, &quot;xpu&quot;, &quot;cpu&quot;</span>
)<!----></pre></div><!----> <blockquote class="warning"><p>Hugging Face Hub가 <a href="https://huggingface.co/docs/hub/security-malware" rel="nofollow">파일</a>을 스캔하는 동안에도 Hub 파이프라인 코드를 확인하여 안전성을 보장해야 합니다.</p></blockquote> <p>커뮤니티 파이프라인을 로드하는 방법은 몇 가지가 있습니다.</p> <ul><li><p><code>custom_pipeline</code>에 경로를 전달하여 로컬 커뮤니티 파이프라인을 로드합니다. 해당 디렉터리에는 파이프라인 클래스를 포함하는 <code>pipeline.py</code> 파일이 있어야 합니다.</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 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> 복사됨</div><!----></button><!----></div> <pre class="language-py "><!----><span class="hljs-keyword">import</span> torch
<span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DiffusionPipeline

pipeline = DiffusionPipeline.from_pretrained(
    <span class="hljs-string">&quot;stabilityai/stable-diffusion-3-medium-diffusers&quot;</span>,
    custom_pipeline=<span class="hljs-string">&quot;path/to/pipeline_directory&quot;</span>,
    trust_remote_code=<span class="hljs-literal">True</span>,
    dtype=torch.float16,
    device_map=<span class="hljs-string">&quot;cuda&quot;</span>  <span class="hljs-comment"># or &quot;mps&quot;, &quot;xpu&quot;, &quot;cpu&quot;</span>
)<!----></pre></div><!----></li> <li><p><code>custom_pipeline</code> 인수는 <a href="/docs/diffusers/main/ko/api/pipelines/overview#diffusers.DiffusionPipeline.from_pipe">from_pipe()</a>에서도 지원되며, 이는 추가 메모리 없이 <a href="./loading#reusing-models-in-multiple-pipelines">파이프라인을 재사용</a>하는 데 유용합니다. 메모리 사용량은 로드된 가장 큰 파이프라인으로만 제한됩니다.</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 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> 복사됨</div><!----></button><!----></div> <pre class="language-py "><!----><span class="hljs-keyword">import</span> torch
<span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DiffusionPipeline

pipeline_sd = DiffusionPipeline.from_pretrained(
    <span class="hljs-string">&quot;emilianJR/CyberRealistic_V3&quot;</span>, dtype=torch.float16, device_map=<span class="hljs-string">&quot;cuda&quot;</span>  <span class="hljs-comment"># or &quot;mps&quot;, &quot;xpu&quot;, &quot;cpu&quot;</span>
)
pipeline_lpw = DiffusionPipeline.from_pipe(
    pipeline_sd, custom_pipeline=<span class="hljs-string">&quot;lpw_stable_diffusion&quot;</span>
)<!----></pre></div><!----> <p><a href="/docs/diffusers/main/ko/api/pipelines/overview#diffusers.DiffusionPipeline.from_pipe">from_pipe()</a> 메서드는 커뮤니티 파이프라인을 로드할 때 특히 유용합니다. 많은 커뮤니티 파이프라인에는 사전 학습된 가중치가 없기 때문입니다. 커뮤니티 파이프라인은 일반적으로 기존 파이프라인 위에 기능을 추가합니다.</p></li></ul> <!--[1--><h2 class="relative group"><a id="community-components" 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="#community-components"><span><svg 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><!---->커뮤니티 구성 요소<!----></span></h2><!--]--><!----> <p>Community components를 사용하면 Diffusers에서 지원하지 않는 커스텀 transformers, UNets, VAEs, schedulers를 사용하여 파이프라인을 구축할 수 있습니다. 이러한 컴포넌트는 자체 Python 모듈이 필요합니다.</p> <p>이 섹션에서는 <a href="https://huggingface.co/showlab/show-1-base" rel="nofollow">showlab/show-1-base</a>를 예로 들어 사용자가 커뮤니티 구성 요소를 활용하여 커뮤니티 파이프라인을 구축하는 방법을 보여줍니다.</p> <ol><li>필요한 구성 요소인 스케줄러와 이미지 프로세서를 로드합니다. 텍스트 인코더는 일반적으로 <a href="https://huggingface.co/docs/transformers/index" rel="nofollow">Transformers</a>에서 가져옵니다.</li></ol> <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 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> 복사됨</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> T5Tokenizer, T5EncoderModel, CLIPImageProcessor
<span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DPMSolverMultistepScheduler

pipeline_id = <span class="hljs-string">&quot;showlab/show-1-base&quot;</span>
tokenizer = T5Tokenizer.from_pretrained(pipeline_id, subfolder=<span class="hljs-string">&quot;tokenizer&quot;</span>)
text_encoder = T5EncoderModel.from_pretrained(pipeline_id, subfolder=<span class="hljs-string">&quot;text_encoder&quot;</span>)
scheduler = DPMSolverMultistepScheduler.from_pretrained(pipeline_id, subfolder=<span class="hljs-string">&quot;scheduler&quot;</span>)
feature_extractor = CLIPImageProcessor.from_pretrained(pipeline_id, subfolder=<span class="hljs-string">&quot;feature_extractor&quot;</span>)<!----></pre></div><!----> <blockquote class="warning"><p>2단계와 3단계에서, 이 예제가 작동하려면 사용자 정의 <a href="https://github.com/showlab/Show-1/blob/main/showone/models/unet_3d_condition.py" rel="nofollow">UNet</a> 및 <a href="https://huggingface.co/sayakpaul/show-1-base-with-code/blob/main/unet/showone_unet_3d_condition.py" rel="nofollow">pipeline</a> 구현이 해당 파일에 표시된 형식과 일치해야 합니다.</p></blockquote> <ol start="2"><li><a href="https://huggingface.co/sayakpaul/show-1-base-with-code/blob/main/unet/showone_unet_3d_condition.py" rel="nofollow">showone_unet_3d_condition.py</a>에 이미 구현된 <a href="https://github.com/showlab/Show-1/blob/main/showone/models/unet_3d_condition.py" rel="nofollow">custom UNet</a>를 로드합니다. <a href="/docs/diffusers/main/ko/api/models/unet3d-cond#diffusers.UNet3DConditionModel">UNet3DConditionModel</a>이 이미 Diffusers에 존재하기 때문에 <a href="/docs/diffusers/main/ko/api/models/unet3d-cond#diffusers.UNet3DConditionModel">UNet3DConditionModel</a> 클래스 이름은 커스텀 구현인 <code>ShowOneUNet3DConditionModel</code>으로 변경되었습니다. <code>ShowOneUNet3DConditionModel</code> 클래스에 필요한 모든 구성 요소는 <code>showone_unet_3d_condition.py</code>에 배치해야 합니다.</li></ol> <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 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> 복사됨</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-keyword">from</span> showone_unet_3d_condition <span class="hljs-keyword">import</span> ShowOneUNet3DConditionModel

unet = ShowOneUNet3DConditionModel.from_pretrained(pipeline_id, subfolder=<span class="hljs-string">&quot;unet&quot;</span>)<!----></pre></div><!----> <ol start="3"><li>커스텀 파이프라인 코드(<a href="https://huggingface.co/sayakpaul/show-1-base-with-code/blob/main/pipeline_t2v_base_pixel.py" rel="nofollow">pipeline_t2v_base_pixel.py</a>에 이미 구현되어 있음)를 로드합니다. 이 스크립트에는 텍스트에서 비디오를 생성하기 위한 커스텀 <code>TextToVideoIFPipeline</code> 클래스가 포함되어 있습니다. 커스텀 UNet과 마찬가지로, <code>TextToVideoIFPipeline</code>에 필요한 모든 코드는 <code>pipeline_t2v_base_pixel.py</code>에 배치해야 합니다.</li></ol> <p><code>TextToVideoIFPipeline</code>을 <code>ShowOneUNet3DConditionModel</code>로 초기화합니다.</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 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> 복사됨</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-keyword">import</span> torch
<span class="hljs-keyword">from</span> pipeline_t2v_base_pixel <span class="hljs-keyword">import</span> TextToVideoIFPipeline

pipeline = TextToVideoIFPipeline(
    unet=unet,
    text_encoder=text_encoder,
    tokenizer=tokenizer,
    scheduler=scheduler,
    feature_extractor=feature_extractor,
)
pipeline = pipeline.to(<span class="hljs-string">&quot;cuda&quot;</span>)  <span class="hljs-comment"># or &quot;mps&quot;, &quot;xpu&quot;, &quot;cpu&quot;</span><!----></pre></div><!----> <ol start="4"><li>Hub에 파이프라인을 업로드하여 커뮤니티와 공유하세요.</li></ol> <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 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> 복사됨</div><!----></button><!----></div> <pre class="language-python "><!---->pipeline.push_to_hub(<span class="hljs-string">&quot;custom-t2v-pipeline&quot;</span>)<!----></pre></div><!----> <p>pipeline가 성공적으로 push된 후, 다음 변경 사항을 적용합니다.</p> <ul><li><a href="https://huggingface.co/sayakpaul/show-1-base-with-code/blob/main/model_index.json#L2" rel="nofollow">model_index.json</a>의 <code>_class_name</code> 속성을 <code>["pipeline_t2v_base_pixel", "TextToVideoIFPipeline"]</code>(으)로 변경하세요.</li> <li><code>showone_unet_3d_condition.py</code>를 <a href="https://huggingface.co/sayakpaul/show-1-base-with-code/blob/main/unet/showone_unet_3d_condition.py" rel="nofollow">unet</a> 하위 폴더에 업로드하세요.</li> <li><code>pipeline_t2v_base_pixel.py</code>를 <a href="https://huggingface.co/sayakpaul/show-1-base-with-code/tree/main" rel="nofollow">pipeline 저장소</a>에 업로드합니다.</li></ul> <p>추론을 실행하려면, 백그라운드에서 모든 “마법”을 처리하기 위해 파이프라인을 초기화할 때 <code>trust_remote_code</code> 인수를 추가하세요.</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 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> 복사됨</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-keyword">import</span> torch
<span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DiffusionPipeline

pipeline = DiffusionPipeline.from_pretrained(
    <span class="hljs-string">&quot;&lt;change-username&gt;/&lt;change-id&gt;&quot;</span>, trust_remote_code=<span class="hljs-literal">True</span>, dtype=torch.float16
)<!----></pre></div><!----> <blockquote class="warning"><p><code>trust_remote_code=True</code>를 사용할 때 추가적인 안전 조치로, <a href="/docs/diffusers/main/ko/api/pipelines/overview#diffusers.DiffusionPipeline.from_pretrained">from_pretrained()</a>의 <code>revision</code> 인자에 커밋 해시를 전달하여 코드가 새로운 악성 코드로 업데이트되지 않았는지 확인하세요(모델 소유자를 완전히 신뢰하는 경우를 제외하고).</p></blockquote> <!--[1--><h2 class="relative group"><a id="next-steps" 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="#next-steps"><span><svg 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><!---->다음 단계<!----></span></h2><!--]--><!----> <ul><li>커뮤니티 파이프라인을 추가하여 모두가 작업 공유 시 지연 없이 쉽게 공유할 수 있도록 돕는 이유에 대한 더 자세한 맥락은 Issue <a href="https://github.com/huggingface/diffusers/issues/841" rel="nofollow">#841</a>을 참고하세요.</li> <li>커뮤니티 파이프라인의 추가 예시로 <code>trust_remote_code</code> 기능을 함께 사용하는 <a href="https://huggingface.co/stabilityai/japanese-stable-diffusion-xl/" rel="nofollow">stabilityai/japanese-stable-diffusion-xl</a> 저장소를 확인해 보세요.</li></ul> <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/custom_pipeline_overview.md" target="_blank"><svg class="mr-1" 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="M31,16l-7,7l-1.41-1.41L28.17,16l-5.58-5.59L24,9l7,7z"></path><path d="M1,16l7-7l1.41,1.41L3.83,16l5.58,5.59L8,23l-7-7z"></path><path d="M12.419,25.484L17.639,6.552l1.932,0.518L14.351,26.002z"></path></svg><!----> <span><span class="underline">Update</span> on GitHub</span></a><!----> <p></p><!--]--><!----><!--]--><!--]--><!--]--> <!--[-1--><!--]--><!--]-->
			
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