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<meta charset="utf-8" /><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;명령줄 인터페이스&quot;,&quot;local&quot;:&quot;command-line-interface&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;사용 가능한 명령&quot;,&quot;local&quot;:&quot;available-commands&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;env&quot;,&quot;local&quot;:&quot;env&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;schema&quot;,&quot;local&quot;:&quot;schema&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;실행&quot;,&quot;local&quot;:&quot;run&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;파이프라인 인자 전달&quot;,&quot;local&quot;:&quot;passing-pipeline-arguments&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3},{&quot;title&quot;:&quot;로딩&quot;,&quot;local&quot;:&quot;loading&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3},{&quot;title&quot;:&quot;최적화&quot;,&quot;local&quot;:&quot;optimizations&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3},{&quot;title&quot;:&quot;모듈형 파이프라인&quot;,&quot;local&quot;:&quot;modular-pipelines&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3},{&quot;title&quot;:&quot;출력&quot;,&quot;local&quot;:&quot;outputs&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3},{&quot;title&quot;:&quot;원격 실행 ( --remote )&quot;,&quot;local&quot;:&quot;remote-execution----remote-&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3}],&quot;depth&quot;:2},{&quot;title&quot;:&quot;custom_blocks&quot;,&quot;local&quot;:&quot;customblocks&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;fp16_safetensors&quot;,&quot;local&quot;:&quot;fp16safetensors&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;스킬&quot;,&quot;local&quot;:&quot;skills&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2}],&quot;depth&quot;:1}"/>
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<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="command-line-interface" 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="#command-line-interface"><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><!---->명령줄 인터페이스<!----></span></h1><!--]--><!----> <p><code>diffusers-cli</code>는 Diffusers 파이프라인을 실행하고, 검사하고, 패키징하기 위한 명령줄 클라이언트입니다.</p> <!--[1--><h2 class="relative group"><a id="available-commands" 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="#available-commands"><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><!---->사용 가능한 명령<!----></span></h2><!--]--><!----> <table><thead><tr><th>명령</th><th>목적</th></tr></thead><tbody><tr><td><a href="#env"><code>env</code></a></td><td>버그 보고를 위한 환경 정보를 출력합니다.</td></tr><tr><td><a href="#schema"><code>schema</code></a></td><td><code>__call__</code> 시그니처를 확인하려면 가중치를 다운로드하지 않고 파이프라인을 검사할 수 있습니다.</td></tr><tr><td><a href="#run"><code>run</code></a></td><td>로컬 또는 Hugging Face Sandbox에서 파이프라인을 실행합니다.</td></tr><tr><td><a href="#customblocks"><code>custom_blocks</code></a></td><td><code>ModularPipelineBlocks</code> 하위 클래스를 패키징하여 Hub에 업로드합니다.</td></tr><tr><td><a href="#fp16safetensors"><code>fp16_safetensors</code></a></td><td>체크포인트를 <code>.safetensors</code> 형식의 fp16으로 변환합니다.</td></tr><tr><td><a href="#skills"><code>skills</code></a></td><td>AI 코딩 에이전트에 사전 작성된 스킬 번들을 설치합니다.</td></tr></tbody></table> <blockquote class="tip"><p>이 페이지에서는 각 하위 명령의 모든 옵션에 대한 세부 정보를 제공하지 않습니다. 특정 하위 명령의 전체적이고 항상 최신인 옵션 목록을 확인하려면 <code>diffusers-cli &lt;command> --help</code>(<code>diffusers-cli run --help</code>)를 실행하세요.</p></blockquote> <!--[1--><h2 class="relative group"><a id="env" 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="#env"><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><!---->env<!----></span></h2><!--]--><!----> <p>Python, PyTorch, Diffusers 버전, CUDA 정보 및 설치된 선택적 의존성을 출력합니다. 유지보수자가 사용자의 환경을 재현할 수 있도록 이슈를 열 때 사용하세요.</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-bash "><!---->diffusers-cli <span class="hljs-built_in">env</span><!----></pre></div><!----> <!--[1--><h2 class="relative group"><a id="schema" 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="#schema"><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><!---->schema<!----></span></h2><!--]--><!----> <p><code>--pipeline-kwargs</code>를 <a href="#run"><code>run</code></a>에 사용할 때, 가중치를 다운로드하지 않고 파이프라인이 허용하는 입력을 반환합니다.</p> <p>인덱스 파일만 가져옵니다. 표준 파이프라인은 <code>model_index.json</code>을, 모듈형 파이프라인은 <code>modular_model_index.json</code>을 읽습니다. 커스텀 블록 저장소는 <code>modular_config.json</code>을 읽고, Hub 코드를 실행하기 때문에 <code>--trust-remote-code</code>가 필요합니다.</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-bash "><!---->diffusers-cli --format json schema --model black-forest-labs/FLUX.1-dev
diffusers-cli schema --model my-org/my-custom-blocks --trust-remote-code<!----></pre></div><!----> <!--[1--><h2 class="relative group"><a id="run" 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="#run"><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><!---->실행<!----></span></h2><!--]--><!----> <p>파이프라인을 끝에서 끝까지 실행합니다. CLI는 표준 저장소와 모듈형 저장소를 자동으로 감지합니다. URL 또는 로컬 경로에서 미디어 입력을 자동으로 로드하고, 파이프라인의 반환 유형에 따라 출력을 저장하며, <code>--remote</code>를 통해 Hugging Face Sandbox에서 원격으로 실행할 수 있습니다.</p> <p>최소 예시:</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-bash "><!---->diffusers-cli run \
--model black-forest-labs/FLUX.1-dev \
--dtype bf16 \
--pipeline-kwargs <span class="hljs-string">&#x27;{&quot;prompt&quot;: &quot;an astronaut riding a horse&quot;}&#x27;</span><!----></pre></div><!----> <!--[2--><h3 class="relative group"><a id="passing-pipeline-arguments" 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="#passing-pipeline-arguments"><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><!---->파이프라인 인자 전달<!----></span></h3><!--]--><!----> <p><code>--pipeline-kwargs</code>는 <code>pipeline(**kwargs)</code>로 전달되는 JSON 객체를 받습니다. 알려진 미디어 입력 키에 있는 문자열 값은 자동으로 로드됩니다:</p> <ul><li>이미지(<code>image</code>, <code>last_image</code>, <code>mask_image</code>, <code>control_image</code>, <code>ip_adapter_image</code>, <code>image_2</code>) → <code>load_image</code>를 통해 <code>PIL.Image</code>.</li> <li>비디오(<code>video</code>, <code>control_video</code>) → <code>load_video</code>를 통해 <code>list[PIL.Image]</code>.</li> <li>오디오(<code>initial_audio_waveforms</code>, <code>reference_audio</code>, <code>src_audio</code>) → <code>torchaudio.load</code>를 통해 <code>torch.Tensor</code>.</li></ul> <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-bash "><!---->diffusers-cli run \
--model black-forest-labs/FLUX.2-klein-9B --dtype bf16 \
--pipeline-kwargs <span class="hljs-string">&#x27;{&quot;prompt&quot;: &quot;make the fur grey&quot;, &quot;image&quot;: &quot;https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/cat.png&quot;, &quot;strength&quot;: 0.6}&#x27;</span><!----></pre></div><!----> <p>미디어 키와 텍스트 키 모두 JSON 배열을 받아 단일 pipeline 호출로 배치 처리를 수행할 수 있습니다. 미디어 목록의 각 항목은 개별적으로 로드되며(URL, 로컬 경로, 또는 버킷 마운트 경로), Diffusers는 GPU에서 하나의 forward pass로 전체 목록을 처리합니다:</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-bash "><!---->diffusers-cli run \
--model black-forest-labs/FLUX.1-Kontext-dev --dtype bf16 \
--pipeline-kwargs <span class="hljs-string">&#x27;{
&quot;prompt&quot;: [&quot;make it grey&quot;, &quot;make it pink&quot;, &quot;make it blue&quot;],
&quot;image&quot;: [
&quot;https://.../cat1.png&quot;,
&quot;https://.../cat2.png&quot;,
&quot;https://.../cat3.png&quot;
]
}&#x27;</span><!----></pre></div><!----> <!--[2--><h3 class="relative group"><a id="loading" 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"><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><!---->로딩<!----></span></h3><!--]--><!----> <p>CLI가 모델 가중치와 사용자 정의 파이프라인 코드를 로드하는 방식을 구성합니다.</p> <ul><li><p><code>--dtype {auto, bfloat16, bf16, float16, fp16, float32, fp32}</code> — 가중치 dtype.</p></li> <li><p><code>--device-map &lt;value></code> — 구성 요소 배치. torch 디바이스 문자열(<code>cuda</code>, <code>cuda:0</code>, <code>cpu</code>, <code>mps</code>), <code>balanced</code>(구성 요소를 가시적인 GPU에 자동으로 분배), 또는 구성 요소별 명시적 배치를 위한 JSON 딕셔너리를 허용합니다.
생략하면 자동으로 감지됩니다. 자세한 내용은 <a href="../optimization/device_map">device_map</a>을 참조하세요.</p></li> <li><p><code>--variant fp16</code> — 가중치 변형을 선택합니다.</p></li> <li><p><code>--revision &lt;sha></code> — 특정 모델 리비전을 고정합니다.</p></li> <li><p><code>--trust-remote-code</code> — Hub의 사용자 정의 코드 허용(사용자 정의 pipeline 클래스나 modular blocks를 포함하는 저장소에 필수). 표준 사용자 정의 pipeline은 <a href="../using-diffusers/custom_pipeline_overview">Community pipelines</a>, <a href="../modular_diffusers/overview">Modular Diffusers</a>를 참고하세요.</p></li> <li><p><code>--lora &lt;spec></code> — 로딩 후 LoRA 어댑터를 연결합니다. 각 값은 JSON 딕셔너리입니다. 플래그를 반복하여 여러 어댑터를 스택합니다. 항목별로 <code>lora_id</code>는 필수이며, <code>lora_scale</code>의 기본값은 <code>1.0</code>이고, <code>adapter_name</code>는 선택 사항입니다(스택할 경우 <code>lora_&lt;i></code>로 자동 생성됨).</p> <ul><li>단일: <code>--lora '{"lora_id": "alvdansen/flux-koda", "lora_scale": 0.8}'</code></li> <li>여러 개: <code>--lora '{"lora_id": "alvdansen/flux-koda", "lora_scale": 0.6, "adapter_name": "koda"}' --lora '{"lora_id": "Shakker-Labs/FLUX.1-dev-LoRA-AntiBlur", "lora_scale": 0.4}'</code></li></ul> <p>모든 사양은 <code>pipeline.load_lora_weights(...)</code>로 로드된 후, 단일 <code>pipeline.set_adapters(names, adapter_weights=scales)</code> 호출과 함께 함께 활성화됩니다. 어댑터 스택킹, 스케일 스케줄링, 핫스왑에 대한 자세한 내용은 <a href="../tutorials/using_peft_for_inference">LoRA</a>를 참고하세요.</p></li></ul> <!--[2--><h3 class="relative group"><a id="optimizations" 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="#optimizations"><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><!---->최적화<!----></span></h3><!--]--><!----> <ul><li><code>--cpu-offload {model, group, auto}</code> — onload 대상은 <code>--device-map</code> (offload에 필요한 일반 device 문자열입니다). model — 표준 파이프라인의 enable_model_cpu_offload를 사용합니다. Model offloading을 참조하세요. group — 표준 파이프라인의 enable_group_offload(offload_type="leaf_level", use_stream=True)를 사용합니다. Group offloading을 참조하세요. auto — ComponentsManager와 함께 modular 전용입니다. 표준 모드는 modular 파이프라인에서 예외를 발생시키고, auto는 표준 파이프라인에서 예외를 발생시킵니다. <ul><li><code>model</code> — 표준 파이프라인의 경우 <code>enable_model_cpu_offload</code>입니다. <a href="../optimization/memory#model-offloading">모델 오프로딩</a>을 참조하세요.</li> <li><code>group</code> — 표준 파이프라인의 경우 <code>enable_group_offload(offload_type="leaf_level", use_stream=True)</code>를 사용합니다. <a href="../optimization/memory#group-offloading">그룹 오프로딩</a>을 참조하세요.</li> <li><code>auto</code> — <a href="../modular_diffusers/components_manager"><code>ComponentsManager</code></a>와 함께 모듈형만 지원. 표준 모드에서는 모듈형 파이프라인에서 예외를 발생시킵니다. <code>auto</code>는 표준 파이프라인에서 예외를 발생시킵니다.</li></ul></li> <li><code>--offload-margin &lt;size></code> — <code>--cpu-offload auto</code> 사용 시 activations를 위해 비워둘 device memory 용량으로, <code>enable_auto_cpu_offload</code>에 <code>memory_reserve_margin</code>으로 전달됩니다(기본값 <code>3GB</code>). 큰 canvas에서 forward 진행 중 메모리가 부족하면 이 값을 높여야 합니다. offloader는 구성 요소가 메모리에 들어가는 동안 해당 구성 요소를 resident 상태로 유지하므로, VRAM이 큰 카드에서는 기본 margin이 긴 video의 activations에 필요한 공간을 충분히 확보하지 못할 수 있습니다.</li> <li><code>--attention-backend</code> — Hub에 호스팅된 attention 커널로, 첫 사용 시 자동으로 다운로드됩니다. 선택지는 <code>default</code>와 Diffusers에 등록된 Hub 백엔드(예: <code>flash_hub</code>, <code>flash_varlen_hub</code>, <code>flash_4_hub</code>, <code>sage_hub</code>, <code>sage_blackwell_hub</code>)입니다. 현재 목록은 <code>diffusers-cli run --help</code>를 실행하여 확인하세요. Transformer 기반 파이프라인만 지원하며, 레거시 UNet 파이프라인에서는 경고와 함께 무시됩니다. <a href="../optimization/attention_backends">Attention backends</a>를 참조하세요.</li> <li><code>--vae-tiling</code> / <code>--vae-slicing</code> — VAE 디코딩 VRAM을 낮춥니다. <a href="../optimization/memory#vae-tiling">VAE tiling</a> 및 <a href="../optimization/memory#vae-slicing">VAE slicing</a>을 참조하세요.</li> <li><code>--compile [JSON]</code> — <a href="../optimization/fp16#torchcompile">torch.compile</a>로 denoiser 모듈을 컴파일합니다. 반복 블록이 있는 모듈의 경우 CLI는 <a href="../optimization/fp16#regional-compilation">regional compilation</a>을 우선합니다. 단독 <code>--compile</code>은 <code>fullgraph=true</code>를 사용합니다. JSON 객체는 <code>torch.compile</code>으로 전달됩니다. <code>--context-parallel</code>과 함께 사용할 수 없습니다.</li> <li><code>--context-parallel</code> — DiT 기반 파이프라인에서 Ulysses 스타일의 컨텍스트 병렬성. 로컬에서는 torchrun이 필요하지만, <code>--remote</code> 아래에서는 CLI가 <code>torchrun --nproc-per-node=gpu</code>를 대신 래핑합니다. <a href="../optimization/context_parallelism">컨텍스트 병렬성</a>을 참조하세요.</li></ul> <!--[2--><h3 class="relative group"><a id="modular-pipelines" 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="#modular-pipelines"><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><!---->모듈형 파이프라인<!----></span></h3><!--]--><!----> <p><code>run</code>은 <a href="../modular_diffusers/overview">모듈형 저장소</a>를 자동으로 감지합니다. <code>modular_model_index.json</code>를 포함하고 있거나, <code>model_index.json</code>이 <code>ModularPipeline</code> 하위 클래스를 지정하고 있기 때문에 옵트인을 위한 플래그가 필요하지 않습니다.</p> <p>일부 모듈형 저장소는 컴포넌트를 공유하지만 실행되는 블록과 입력값이 다른 여러 <em>워크플로</em>를 정의합니다. 예를 들어 <a href="../api/pipelines/minimax_h3">MiniMax-H3</a>는 <code>t2va</code>(텍스트에서 비디오 및 오디오 생성), <code>fl2va</code>(첫 번째 및/또는 마지막 키프레임), <code>ref2va</code>(이미지, 비디오, 오디오 참조의 순서화된 혼합)를 제공합니다. <code>--workflow</code>를 전달하여 하나를 선택합니다:</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-bash "><!---->diffusers-cli run \
--model MiniMaxAI/MiniMax-H3 --workflow fl2va \
--pipeline-kwargs <span class="hljs-string">&#x27;{
&quot;prompt&quot;: &quot;the camera pushes in slowly as rain falls&quot;,
&quot;image&quot;: &quot;opening-frame.png&quot;,
&quot;last_image&quot;: &quot;closing-frame.png&quot;,
&quot;num_frames&quot;: 124
}&#x27;</span> \
--output-key videos --output-key audio \
--fps 24 --sampling-rate 32000 \
--cpu-offload auto --dtype bf16<!----></pre></div><!----> <p>워크플로우를 선택하면 해당 작업의 블록만 유지되므로, 파이프라인은 필요한 컴포넌트만 선언하고 <code>load_components</code>는 해당 서브폴더만 가져옵니다. <code>--workflow</code>를 생략하면 모든 워크플로우를 사용 가능하게 유지하고, 파이프라인이 호출 시점에 주어진 입력에 따라 선택하도록 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-bash "><!---->diffusers-cli --format json schema --model MiniMaxAI/MiniMax-H3 --trust-remote-code<!----></pre></div><!----> <p><code>--workflow</code>은 모듈형 파이프라인에만 적용됩니다. 표준 파이프라인에서는 경고와 함께 무시됩니다.</p> <p>모듈형 파이프라인은 단일 출력 객체가 아닌 <a href="../modular_diffusers/modular_pipeline"><code>PipelineState</code></a>를 반환하므로, <code>--output-key</code>는 저장할 중간 산출물의 이름을 지정합니다.</p> <!--[2--><h3 class="relative group"><a id="outputs" 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="#outputs"><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><!---->출력<!----></span></h3><!--]--><!----> <p><code>run</code>은 파이프라인 출력 유형을 감지합니다:</p> <ul><li><code>PIL.Image</code>/list → <code>&lt;NNNN>.png</code> (0으로 채운 인덱스, 예: <code>0000.png</code>)</li> <li>이미지 시퀀스 → <code>0000.mp4</code> (<code>--fps</code>가 프레임 속도를 제어하며 기본값은 8입니다)</li> <li>오디오 배열 → <code>0000.wav</code> (<code>--sampling-rate</code>이 속도를 제어합니다)</li> <li>기타 → JSON 덤프</li></ul> <p>기본 출력 디렉터리 형식은 <code>~/.diffusers/cli/run/outputs/diffusers-run-&lt;YYYYMMDDTHHMMSS>-&lt;uuid>/</code>입니다. 각 실행(run)은 자체 하위 디렉터리를 가지므로 연속된 호출이 서로 덮어쓰지 않습니다.</p> <p><code>--output &lt;path></code>로 오버라이드할 수 있습니다. 경로가 어떻게 확장되는지는 경로의 형태와 배치 크기에 따라 달라집니다:</p> <table><thead><tr><th><code>--output</code></th><th>1개의 출력</th><th>N개의 출력</th></tr></thead><tbody><tr><td><em>생략됨</em></td><td>기본 디렉터리 → <code>0000.png</code></td><td>기본 디렉터리 → <code>0000.png</code>, <code>0001.png</code>, <code>0002.png</code>, …</td></tr><tr><td><code>./results/</code> (끝에 <code>/</code> 또는 기존 디렉터리)</td><td><code>./results/0000.png</code></td><td><code>./results/0000.png</code>, <code>./results/0001.png</code>, …</td></tr><tr><td><code>my-cat.png</code> (파일 경로)</td><td><code>my-cat.png</code> (그대로 사용)</td><td><code>my-cat-0000.png</code>, <code>my-cat-0001.png</code>, …</td></tr></tbody></table> <p>Directory 출력은 항상 패딩된 이름(<code>0000</code>, <code>0001</code>, …)을 사용합니다. 명시된 파일 경로는 사용자가 선택한 stem을 유지하고, 배치에서 여러 출력이 생성되면 패딩된 인덱스가 추가됩니다.</p> <p><code>--push-to</code>를 사용하여 출력을 <a href="https://huggingface.co/docs/hub/en/storage-buckets" rel="nofollow">Hugging Face 스토리지 버킷</a>에 업로드할 수 있습니다. 다음을 허용합니다:</p> <ul><li>HF 버킷 ID (<code>&lt;namespace>/&lt;name></code>)</li> <li><code>hf://buckets/&lt;namespace>/&lt;name>[/&lt;subpath>]</code> <a href="https://huggingface.co/docs/huggingface_hub/main/en/package_reference/hf_uris" rel="nofollow">HF URI</a></li> <li>브라우저 URL</li></ul> <p>서브패스는 폴더 접두사로 사용됩니다. 버킷이 없으면 생성되며, 객체는 <code>[&lt;subpath>/]&lt;run_id>/&lt;filename></code> 아래에 저장됩니다.</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-bash "><!----><span class="hljs-comment"># HF bucket id — files at hf://buckets/alice/edit-outputs/&lt;run_id&gt;/&lt;file&gt;</span>
--push-to alice/edit-outputs
<span class="hljs-comment"># URI with subpath — files at hf://buckets/alice/edit-outputs/greyscale/2026-07/&lt;run_id&gt;/&lt;file&gt;</span>
--push-to hf://buckets/alice/edit-outputs/greyscale/2026-07
<span class="hljs-comment"># Browser URL copy-paste from the Hub also works.</span>
--push-to https://huggingface.co/buckets/alice/edit-outputs/tree/greyscale/2026-07<!----></pre></div><!----> <p>아래 표는 원격 실행을 설명합니다. 로컬 실행의 경우 <code>--push-to</code>는 로컬에 저장된 출력을 업로드합니다. 로컬 파일 생성을 억제하지는 않습니다.</p> <table><thead><tr><th><code>--push-to</code>가 설정되어 있나요?</th><th><code>--output</code> 설정됨?</th><th>결과</th></tr></thead><tbody><tr><td>아니요</td><td>아니요</td><td>기본 로컬 디렉토리로 다운로드</td></tr><tr><td>아니요</td><td>네</td><td><code>--output</code>에 다운로드</td></tr><tr><td>네</td><td>아니요</td><td>버킷만, 로컬 다운로드 없음</td></tr><tr><td>네</td><td>네</td><td>bucket AND <code>--output</code></td></tr></tbody></table> <p><code>--format</code>은 stdout 메타데이터(경로, 타이밍, 샌드박스 정보)의 형식을 결정합니다. 미디어 자체의 파일 형식은 변경하지 않습니다. 작성된 이미지는 항상 PNG, 비디오는 MP4, 오디오는 WAV 형식입니다.</p> <!--[2--><h3 class="relative group"><a id="remote-execution----remote-" 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="#remote-execution----remote-"><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><!---->원격 실행 ( --remote )<!----></span></h3><!--]--><!----> <p><a href="https://huggingface.co/docs/huggingface_hub/en/guides/sandbox" rel="nofollow">Hugging Face Sandbox</a> 내부에서 동일한 호출을 실행해 보세요. 이는 CLI가 HTTP를 통해 제어하는 격리된 클라우드 VM으로, 입력을 업로드하고 파이프라인을 실행한 후 출력을 다운로드하고 샌드박스를 종료합니다. <code>huggingface_hub>=1.23</code>이 필요합니다.</p> <p>샌드박스는 <a href="https://hub.docker.com/r/diffusers/diffusers-cli-cuda" rel="nofollow"><code>diffusers/diffusers-cli-cuda</code></a>에서 부팅됩니다. 이 이미지는 사전 구축되어 있으며 torch, CUDA, CLI의 종속성이 이미 포함되어 있어 콜드 런 시 설치를 먼저 수행하지 않고 바로 생성을 시작합니다.</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-bash "><!---->diffusers-cli run \
--model black-forest-labs/FLUX.1-dev --dtype bf16 \
--pipeline-kwargs <span class="hljs-string">&#x27;{&quot;prompt&quot;: &quot;an astronaut riding a horse&quot;}&#x27;</span> \
--remote --flavor a100-large<!----></pre></div><!----> <p>원격 플래그:</p> <ul><li><code>--flavor &lt;name></code> — 샌드박스 하드웨어(예: <code>a10g-small</code>, <code>h200</code>, <code>rtx-pro-6000</code>).</li> <li><code>--timeout &lt;duration></code> — 샌드박스 내부의 run 명령에 대한 최대 실행 시간(기본값 <code>10m</code>).</li> <li><code>--dependencies &lt;pkg></code> — 추가 pip 의존성(반복 가능), 이미지 위에 설치됩니다. diffusers 브랜치 tarball을 고정하거나 파이프라인별 추가 항목을 추가하는 데 유용합니다.</li> <li><code>--namespace &lt;name></code> — 다른 HF 조직/계정 아래에 샌드박스를 생성합니다.</li> <li><code>--image &lt;ref></code> — 샌드박스 이미지를 재정의합니다. <code>--flavor</code>의 드라이버와 호환되는 torch + CUDA를 포함해야 합니다. CLI는 모든 콜드 샌드박스에서 자체 의존성을 추가로 설치하며, 기본 이미지는 이를 피합니다.</li> <li><code>--volume &lt;bucket-id>[:&lt;mount-path>]</code> — <a href="https://huggingface.co/docs/hub/en/storage-buckets" rel="nofollow">HF storage bucket</a>를 샌드박스에 읽기/쓰기 가능한 디렉터리로 마운트합니다(반복 사용 가능). 기본 마운트 경로는 <code>/mnt/buckets/&lt;bucket-id></code>입니다. 마운트된 파일은 <code>--pipeline-kwargs</code>에서 다른 로컬 경로와 동일하게 참조할 수 있습니다.
새 샌드박스 생성 시에만 적용되며, <code>--sandbox-id</code>를 통해 재연결할 경우 무시됩니다.</li></ul> <p>기본적으로 각 <code>--remote</code> 실행은 일시적입니다(생성 → 실행 → 다운로드 → 종료). 실행 간에 웜 샌드박스를 재사용하여 의존성, 모델 가중치 캐시, <code>torch.compile</code> 캐시를 디스크에 유지하려면 샌드박스를 유지한 채 다시 연결하세요:</p> <ul><li><code>--keep-alive</code> — 실행 후 샌드박스를 종료하지 않습니다. 해당 id가 출력됩니다.</li> <li><code>--sandbox-id &lt;id></code> — 새로 만들지 않고 유지 중인 샌드박스에 다시 연결합니다.</li> <li><code>--idle-timeout &lt;duration></code> — 이 시간만큼 비활성 상태가 지속되면 자동으로 종료됩니다(기본값 <code>10m</code>). 새 샌드박스 생성 시에만 적용되며, <code>--sandbox-id</code>를 통해 재연결하는 경우 무시됩니다.</li></ul> <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-bash "><!----><span class="hljs-comment"># First run keeps the sandbox alive and prints sandbox_id=&lt;id&gt;.</span>
diffusers-cli run -m black-forest-labs/FLUX.1-dev --dtype bf16 \
--pipeline-kwargs <span class="hljs-string">&#x27;{&quot;prompt&quot;: &quot;a cat&quot;}&#x27;</span> --remote --flavor a100-large --keep-alive
<span class="hljs-comment"># Reconnect for the next run — the model is already cached, so only inference runs.</span>
diffusers-cli run -m black-forest-labs/FLUX.1-dev --dtype bf16 \
--pipeline-kwargs <span class="hljs-string">&#x27;{&quot;prompt&quot;: &quot;a dog&quot;}&#x27;</span> --remote --flavor a100-large --sandbox-id &lt;<span class="hljs-built_in">id</span>&gt;
<span class="hljs-comment"># Stop it when done (or let it timeout).</span>
hf sandbox <span class="hljs-built_in">kill</span> &lt;<span class="hljs-built_in">id</span>&gt;<!----></pre></div><!----> <!--[1--><h2 class="relative group"><a id="customblocks" 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="#customblocks"><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><!---->custom_blocks<!----></span></h2><!--]--><!----> <p>로컬 <code>ModularPipelineBlocks</code> 하위 클래스를 Hub 업로드를 위해 패키징합니다. Python 파일을 읽고, <code>ModularPipelineBlocks</code> 또는 그 복합 하위 클래스(<code>SequentialPipelineBlocks</code>, <code>AutoPipelineBlocks</code>, <code>ConditionalPipelineBlocks</code>, <code>LoopSequentialPipelineBlocks</code>)에서 파생된 클래스를 AST 스캔하여 선택된 클래스를 인스턴스화한 후, 현재 작업 디렉터리에서 <code>save_pretrained</code>를 호출합니다.</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-bash "><!----><span class="hljs-comment"># Package the first block found in ./block.py</span>
diffusers-cli custom_blocks
<span class="hljs-comment"># Point at a different file / pick a specific class</span>
diffusers-cli custom_blocks --block_module_name my_block.py --block_class_name MyDenoiseBlock<!----></pre></div><!----> <p>블록 클래스는 생성자 인자가 0개인 상태로 인스턴스화 가능해야 하며, <code>__init__</code>에서 기본값을 하드코딩하거나 호출 시점에 파이프라인 <code>state</code>에서 구성을 읽어야 합니다.</p> <!--[1--><h2 class="relative group"><a id="fp16safetensors" 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="#fp16safetensors"><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><!---->fp16_safetensors<!----></span></h2><!--]--><!----> <blockquote class="caution"><p>이 명령은 이제 비추천(deprecated)되며 향후 버전에서 제거될 예정입니다.</p></blockquote> <p>Hub의 체크포인트를 <code>.safetensors</code> 형식의 fp16으로 변환하고 결과를 push합니다. 저장소의 가중치 크기를 줄여 로딩 속도를 높이는 데 유용합니다. 정확한 인수는 <code>diffusers-cli fp16_safetensors --help</code>를 참조하세요.</p> <!--[1--><h2 class="relative group"><a id="skills" 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="#skills"><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><!---->스킬<!----></span></h2><!--]--><!----> <p>diffusers 저장소에서 스킬을 설치합니다(<a href="https://github.com/huggingface/diffusers/tree/main/.ai/skills" rel="nofollow"><code>.ai/skills/</code></a>).</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-bash "><!----><span class="hljs-comment"># Install a single skill</span>
diffusers-cli skills add <span class="hljs-string">&quot;&lt;skill name&gt;&quot;</span>
<span class="hljs-comment"># Install every skill in the registry</span>
diffusers-cli skills add --all
<span class="hljs-comment"># List available skills with a one-line summary of each</span>
diffusers-cli skills list
<span class="hljs-comment"># Preview a skill&#x27;s SKILL.md without installing</span>
diffusers-cli skills preview diffusers-cli
<span class="hljs-comment"># Refetch and reinstall every managed skill</span>
diffusers-cli skills update
<span class="hljs-comment"># Install to the user-level directory instead of the current project</span>
diffusers-cli skills add diffusers-cli --global
<span class="hljs-comment"># Install for one agent instead of detecting it from the environment</span>
diffusers-cli skills add --all --claude <span class="hljs-comment"># or --codex / --cursor</span><!----></pre></div><!----> <p>target 플래그가 없으면 CLI는 해당 CLI를 실행한 에이전트에 대해 설치하거나, 구별할 수 없는 경우 모든 에이전트에 대해 설치합니다. Claude Code는 <code>.claude/skills/diffusers/</code> 아래에 플러그인 번들을 설치하며(<code>/diffusers:&lt;skill name></code> 네임스페이스로 지정됨), Codex와 Cursor에는 <code>.agents/skills/&lt;skill name>/</code>에 설치합니다.</p> <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/cli.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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