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<meta charset="utf-8" /><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;Interface de linha de comando&quot;,&quot;local&quot;:&quot;command-line-interface&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Comandos disponíveis&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;executar&quot;,&quot;local&quot;:&quot;run&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Passando argumentos de pipeline&quot;,&quot;local&quot;:&quot;passing-pipeline-arguments&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3},{&quot;title&quot;:&quot;Carregando&quot;,&quot;local&quot;:&quot;loading&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3},{&quot;title&quot;:&quot;Otimizações&quot;,&quot;local&quot;:&quot;optimizations&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3},{&quot;title&quot;:&quot;Pipelines modulares&quot;,&quot;local&quot;:&quot;modular-pipelines&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3},{&quot;title&quot;:&quot;Saídas&quot;,&quot;local&quot;:&quot;outputs&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3},{&quot;title&quot;:&quot;Execução remota ( --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;habilidades&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><!---->Interface de linha de comando<!----></span></h1><!--]--><!----> <p><code>diffusers-cli</code> é um cliente de linha de comando para executar, inspecionar e empacotar pipelines do Diffusers.</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><!---->Comandos disponíveis<!----></span></h2><!--]--><!----> <table><thead><tr><th>Comando</th><th>Propósito</th></tr></thead><tbody><tr><td><a href="#env"><code>env</code></a></td><td>Imprime informações do ambiente para relatórios de bugs.</td></tr><tr><td><a href="#schema"><code>schema</code></a></td><td>Inspecione a assinatura de <code>__call__</code> de um pipeline sem baixar os pesos.</td></tr><tr><td><a href="#run"><code>run</code></a></td><td>Execute um pipeline localmente ou em um Hugging Face Sandbox.</td></tr><tr><td><a href="#customblocks"><code>custom_blocks</code></a></td><td>Empacote uma subclasse local de <code>ModularPipelineBlocks</code> para o Hub.</td></tr><tr><td><a href="#fp16safetensors"><code>fp16_safetensors</code></a></td><td>Converta um checkpoint para fp16 <code>.safetensors</code>.</td></tr><tr><td><a href="#skills"><code>skills</code></a></td><td>Instale bundles de habilidades pré-criados no seu agente de codificação com IA.</td></tr></tbody></table> <blockquote class="tip"><p>Esta página não fornece detalhes para todas as opções de cada subcomando. Para a lista completa e sempre atualizada de opções de qualquer subcomando, execute <code>diffusers-cli &lt;command> --help</code> (<code>diffusers-cli run --help</code>).</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>Imprime as versões do Python, PyTorch e Diffusers, as informações da CUDA e as dependências opcionais instaladas. Use-o ao abrir uma issue para que os mantenedores possam reproduzir seu ambiente.</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> Copiado</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>Retorna as entradas aceitas pelo pipeline sem baixar os pesos. Use-o ao construir <code>--pipeline-kwargs</code> para <a href="#run"><code>run</code></a>.</p> <p>Apenas o arquivo de índice é obtido. Os pipelines padrão leem <code>model_index.json</code>. Os pipelines modulares leem <code>modular_model_index.json</code>. Os repositórios de blocos personalizados leem <code>modular_config.json</code> e precisam de <code>--trust-remote-code</code>, pois carregá-los executa código do Hub.</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> Copiado</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><!---->executar<!----></span></h2><!--]--><!----> <p>Execute um pipeline de ponta a ponta. O CLI detecta automaticamente repositórios padrão ou modulares. Ele carrega automaticamente entradas de mídia de URLs ou caminhos locais, salva as saídas com base no tipo de retorno do pipeline e pode ser executado remotamente em um Hugging Face Sandbox via <code>--remote</code>.</p> <p>Exemplo mínimo:</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> Copiado</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><!---->Passando argumentos de pipeline<!----></span></h3><!--]--><!----> <p><code>--pipeline-kwargs</code> aceita um objeto JSON que é encaminhado para <code>pipeline(**kwargs)</code>. Valores de string nas chaves de entrada de mídia conhecidas são carregados automaticamente:</p> <ul><li>Imagens (<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>PIL.Image</code> via <code>load_image</code>.</li> <li>Vídeos (<code>video</code>, <code>control_video</code>) → <code>list[PIL.Image]</code> via <code>load_video</code>.</li> <li>Áudio (<code>initial_audio_waveforms</code>, <code>reference_audio</code>, <code>src_audio</code>) → <code>torch.Tensor</code> via <code>torchaudio.load</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> Copiado</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>Tanto as chaves de mídia quanto as chaves de texto aceitam um array JSON para executar um lote em uma única chamada de pipeline. Cada entrada
em uma lista de mídia é carregada individualmente (URL, caminho local ou caminho de bucket montado), e o Diffusers processa a
lista inteira em uma única passagem de frente na GPU:</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> Copiado</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><!---->Carregando<!----></span></h3><!--]--><!----> <p>Configure como a CLI carrega os pesos do modelo e o código personalizado do pipeline.</p> <ul><li><p><code>--dtype {auto, bfloat16, bf16, float16, fp16, float32, fp32}</code> — dtype dos pesos.</p></li> <li><p><code>--device-map &lt;value></code> — posicionamento dos componentes. Aceita uma string de dispositivo do torch (<code>cuda</code>, <code>cuda:0</code>, <code>cpu</code>, <code>mps</code>), <code>balanced</code> (divide automaticamente os componentes entre as GPUs visíveis) ou um dicionário JSON para posicionamento explícito por componente.
Detectado automaticamente se omitido. Consulte <a href="../optimization/device_map">device_map</a> para mais detalhes.</p></li> <li><p><code>--variant fp16</code> — escolha uma variante de pesos.</p></li> <li><p><code>--revision &lt;sha></code> — fixa uma revisão específica do modelo.</p></li> <li><p><code>--trust-remote-code</code> — permite código personalizado do Hub (necessário para repositórios que incluem classes de pipeline personalizadas ou blocos modulares). Consulte <a href="../using-diffusers/custom_pipeline_overview">Pipelines da comunidade</a> para pipelines personalizados padrão e <a href="../modular_diffusers/overview">Modular Diffusers</a>.</p></li> <li><p><code>--lora &lt;spec></code> — anexe um adaptador LoRA após o carregamento. Cada valor é um dicionário JSON. Repita a flag para empilhar múltiplos adaptadores. <code>lora_id</code> é obrigatório por entrada, <code>lora_scale</code> tem valor padrão de <code>1.0</code>, e <code>adapter_name</code> é opcional (gerado automaticamente como <code>lora_&lt;i></code> ao empilhar).</p> <ul><li>Simples: <code>--lora '{"lora_id": "alvdansen/flux-koda", "lora_scale": 0.8}'</code></li> <li>Múltiplos: <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>Todas as especificações são carregadas por <code>pipeline.load_lora_weights(...)</code> e, em seguida, ativadas juntas com uma única chamada de <code>pipeline.set_adapters(names, adapter_weights=scales)</code>. Consulte <a href="../tutorials/using_peft_for_inference">LoRA</a> para um guia mais detalhado sobre empilhamento de adaptadores, agendamento de escala e troca dinâmica.</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><!---->Otimizações<!----></span></h3><!--]--><!----> <ul><li><code>--cpu-offload {model, group, auto}</code> — a origem do destino do onload vem de <code>--device-map</code> (string de dispositivo simples necessária para offload). <ul><li><code>model</code> — <code>enable_model_cpu_offload</code> for standard pipelines. See <a href="../optimization/memory#model-offloading">Model offloading</a>.</li> <li><code>group</code> — <code>enable_group_offload(offload_type="leaf_level", use_stream=True)</code> para pipelines padrão. Consulte <a href="../optimization/memory#group-offloading">Group offloading</a>.</li> <li><code>auto</code> — apenas modular com <a href="../modular_diffusers/components_manager"><code>ComponentsManager</code></a>. Os modos padrão geram exceção em pipelines modulares. <code>auto</code> gera exceção em pipelines padrão.</li></ul></li> <li><code>--offload-margin &lt;size></code> — memória do dispositivo mantida livre para ativações sob <code>--cpu-offload auto</code>, passada para <code>enable_auto_cpu_offload</code> como <code>memory_reserve_margin</code> (padrão <code>3GB</code>). Aumente esse valor quando um canvas grande esgotar a memória no meio do forward. O offloader mantém os componentes residentes enquanto couberem, de modo que, em uma placa com muito VRAM, a margem padrão pode deixar pouco espaço para as ativações de um vídeo longo.</li> <li><code>--attention-backend</code> — kernels de atenção hospedados no Hub, baixados automaticamente no primeiro uso. As opções são <code>default</code> mais os backends do Hub registrados no Diffusers (por exemplo, <code>flash_hub</code>, <code>flash_varlen_hub</code>, <code>flash_4_hub</code>, <code>sage_hub</code>, <code>sage_blackwell_hub</code>). Execute <code>diffusers-cli run --help</code> para ver a lista atual. Ele suporta apenas pipelines baseados em Transformer e é ignorado com um aviso em pipelines UNet legados. Veja <a href="../optimization/attention_backends">Backends de atenção</a>.</li> <li><code>--vae-tiling</code> / <code>--vae-slicing</code> — reduz a VRAM usada no decodificação do VAE. Veja <a href="../optimization/memory#vae-tiling">VAE tiling</a> e <a href="../optimization/memory#vae-slicing">VAE slicing</a>.</li> <li><code>--compile [JSON]</code> — compila os módulos do denoiser com <a href="../optimization/fp16#torchcompile">torch.compile</a>. A
CLI prefere <a href="../optimization/fp16#regional-compilation">compilação regional</a> para módulos com blocos repetidos. O
<code>--compile</code> simples usa <code>fullgraph=true</code>. Um objeto JSON é encaminhado para <code>torch.compile</code>. Não é
suportado com <code>--context-parallel</code>.</li> <li><code>--context-parallel</code> — paralelismo de contexto no estilo Ulysses em um pipeline baseado em DiT. Localmente, requer torchrun, mas
sob <code>--remote</code>, a CLI encapsula <code>torchrun --nproc-per-node=gpu</code> para você. Veja <a href="../optimization/context_parallelism">Paralelismo de contexto</a>.</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><!---->Pipelines modulares<!----></span></h3><!--]--><!----> <p><code>run</code> detecta automaticamente um <a href="../modular_diffusers/overview">repositório modular</a> — seja porque ele inclui um <code>modular_model_index.json</code>, seja porque seu <code>model_index.json</code> nomeia uma subclasse de <code>ModularPipeline</code> —, portanto, nenhuma flag é necessária para ativar essa funcionalidade.</p> <p>Alguns repositórios modulares definem vários <em>workflows</em>, como tarefas nomeadas que compartilham componentes, mas diferem em quais blocos são executados e quais entradas recebem. <a href="../api/pipelines/minimax_h3">MiniMax-H3</a>, por exemplo, oferece <code>t2va</code> (texto para vídeo e áudio), <code>fl2va</code> (primeiro e/ou último keyframe) e <code>ref2va</code> (uma mistura ordenada de referências de imagem, vídeo e áudio). Passe <code>--workflow</code> para selecionar um:</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> Copiado</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>Selecionar um workflow mantém apenas os blocos daquela tarefa, de modo que o pipeline declara somente os componentes de que precisa e <code>load_components</code> busca apenas os subdiretórios correspondentes. Omita <code>--workflow</code> para manter todos os workflows disponíveis e permitir que o pipeline escolha a cada chamada com base nas entradas fornecidas.</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> Copiado</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> se aplica apenas a pipelines modulares. É ignorado com um aviso em pipelines padrão.</p> <p>Um pipeline modular retorna um <a href="../modular_diffusers/modular_pipeline"><code>PipelineState</code></a> em vez de um único objeto de saída, portanto <code>--output-key</code> nomeia o intermediário a ser salvo.</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><!---->Saídas<!----></span></h3><!--]--><!----> <p><code>run</code> detecta o tipo de saída do pipeline:</p> <ul><li><code>PIL.Image</code>/lista → <code>&lt;NNNN>.png</code> (índice com zeros à esquerda, por exemplo, <code>0000.png</code>)</li> <li>Sequência de imagens → <code>0000.mp4</code> (<code>--fps</code> controla a taxa de quadros, padrão 8)</li> <li>Array de áudio → <code>0000.wav</code> (<code>--sampling-rate</code> controla a taxa)</li> <li>Qualquer outra coisa → despejo JSON</li></ul> <p>O formato padrão do diretório de saída é <code>~/.diffusers/cli/run/outputs/diffusers-run-&lt;YYYYMMDDTHHMMSS>-&lt;uuid>/</code>. Cada
execução recebe seu próprio subdiretório para que invocações consecutivas não sobrescrevam os resultados.</p> <p>Substitua com <code>--output &lt;path></code>. A forma como o caminho é expandido depende do seu formato e do tamanho do lote:</p> <table><thead><tr><th><code>--output</code></th><th>1 saída</th><th>N saídas</th></tr></thead><tbody><tr><td><em>omitido</em></td><td>diretório padrão → <code>0000.png</code></td><td>diretório padrão → <code>0000.png</code>, <code>0001.png</code>, <code>0002.png</code>, …</td></tr><tr><td><code>./results/</code> (com <code>/</code> no final ou um diretório existente)</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> (caminho do arquivo)</td><td><code>my-cat.png</code> (usado literalmente)</td><td><code>my-cat-0000.png</code>, <code>my-cat-0001.png</code>, …</td></tr></tbody></table> <p>As saídas de diretório sempre usam nomes com preenchimento simples (<code>0000</code>, <code>0001</code>, …). Os caminhos de arquivo explícitos preservam o prefixo escolhido e recebem o índice com preenchimento anexado quando o lote produz múltiplas saídas.</p> <p>Use <code>--push-to</code> para enviar as saídas para um <a href="https://huggingface.co/docs/hub/en/storage-buckets" rel="nofollow">bucket de armazenamento do Hugging Face</a>. Ele aceita um:</p> <ul><li>ID do bucket do HF (<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">URI do HF</a></li> <li>URL do navegador</li></ul> <p>Um subpath é usado como um prefixo de pasta. O bucket é criado se não existir, e os objetos são armazenados em <code>[&lt;subpath>/]&lt;run_id>/&lt;filename></code>.</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> Copiado</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>A tabela abaixo descreve execuções remotas. Para execuções locais, <code>--push-to</code> faz o upload da saída salva localmente. Ele não suprime a criação de arquivos locais.</p> <table><thead><tr><th><code>--push-to</code> definido?</th><th><code>--output</code> definido?</th><th>Resultado</th></tr></thead><tbody><tr><td>não</td><td>não</td><td>baixar para o diretório local padrão</td></tr><tr><td>não</td><td>sim</td><td>baixar para <code>--output</code></td></tr><tr><td>sim</td><td>não</td><td>somente bucket, sem download local</td></tr><tr><td>sim</td><td>sim</td><td>bucket E <code>--output</code></td></tr></tbody></table> <p><code>--format</code> define os metadados do stdout (caminhos, tempo de execução, informações do sandbox). Ele não altera o formato de arquivo da própria mídia. As imagens gravadas são sempre PNG, os vídeos MP4 e o áudio WAV.</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><!---->Execução remota ( --remote )<!----></span></h3><!--]--><!----> <p>Execute a mesma chamada dentro de um <a href="https://huggingface.co/docs/huggingface_hub/en/guides/sandbox" rel="nofollow">Hugging Face Sandbox</a> — uma VM de nuvem isolada que a CLI controla via HTTP: ela faz o upload dos inputs, executa o pipeline, faz o download dos outputs e, em seguida, encerra o sandbox. Requer <code>huggingface_hub>=1.23</code>.</p> <p>O sandbox inicia a partir de <a href="https://hub.docker.com/r/diffusers/diffusers-cli-cuda" rel="nofollow"><code>diffusers/diffusers-cli-cuda</code></a>, uma imagem pré-compilada que já inclui torch, CUDA e as dependências do CLI, de modo que uma execução a frio começa a gerar em vez de instalar primeiro.</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> Copiado</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>Flags remotas:</p> <ul><li><code>--flavor &lt;name></code> — hardware do sandbox (por exemplo, <code>a10g-small</code>, <code>h200</code>, <code>rtx-pro-6000</code>).</li> <li><code>--timeout &lt;duration></code> — tempo máximo de execução do comando de execução dentro do sandbox (padrão <code>10m</code>).</li> <li><code>--dependencies &lt;pkg></code> — dependências pip extras (repetível), instaladas por cima da imagem. Útil para fixar um tarball de uma branch do diffusers ou adicionar extras específicos de pipeline.</li> <li><code>--namespace &lt;name></code> — cria o sandbox em uma organização/conta do HF diferente.</li> <li><code>--image &lt;ref></code> — substitui a imagem do sandbox. Deve incluir torch + CUDA compatível com o driver do seu <code>--flavor</code>. O CLI então instala suas próprias dependências por cima em cada sandbox frio, o que a imagem padrão evita.</li> <li><code>--volume &lt;bucket-id>[:&lt;mount-path>]</code> — monta um <a href="https://huggingface.co/docs/hub/en/storage-buckets" rel="nofollow">bucket de armazenamento do HF</a> na sandbox como um diretório de leitura e gravação (repetível). O caminho de montagem padrão é <code>/mnt/buckets/&lt;bucket-id></code>. Refira-se aos arquivos montados em <code>--pipeline-kwargs</code> como qualquer outro caminho local.
Aplicado apenas na criação de uma nova sandbox e ignorado ao reconectar via <code>--sandbox-id</code>.</li></ul> <p>Por padrão, cada execução de <code>--remote</code> é efêmera (criar → executar → baixar → encerrar). Para reutilizar um sandbox quente entre
execuções — mantendo as dependências, o cache de pesos do modelo e o cache do <code>torch.compile</code> no disco — mantenha-o ativo e
reconecte-se:</p> <ul><li><code>--keep-alive</code> — não encerra o sandbox após a execução. Seu id é exibido.</li> <li><code>--sandbox-id &lt;id></code> — reconecta a um sandbox mantido ativo em vez de criar um novo.</li> <li><code>--idle-timeout &lt;duration></code> — desligamento automático após esse período de inatividade (padrão <code>10m</code>). Aplicado apenas na criação de um novo sandbox e ignorado ao reconectar via <code>--sandbox-id</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> Copiado</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>Empacota uma subclasse local de <code>ModularPipelineBlocks</code> para upload no Hub. Lê um arquivo Python, faz um scan via AST em busca de classes derivadas de <code>ModularPipelineBlocks</code> ou de uma de suas subclasses compostas (<code>SequentialPipelineBlocks</code>, <code>AutoPipelineBlocks</code>, <code>ConditionalPipelineBlocks</code>, <code>LoopSequentialPipelineBlocks</code>), instancia a escolhida e
chama <code>save_pretrained</code> no diretório de trabalho atual.</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> Copiado</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>A classe de bloco deve ser instanciável com zero argumentos de construtor e define padrões fixos em <code>__init__</code> ou lê a configuração do estado do pipeline <code>state</code> no momento da chamada.</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>Este comando agora está obsoleto e será removido em uma versão futura.</p></blockquote> <p>Converta um checkpoint no Hub para <code>.safetensors</code> em fp16 e envie o resultado. Útil para reduzir o tamanho dos pesos de um repositório para um carregamento mais rápido. Consulte <code>diffusers-cli fp16_safetensors --help</code> para os argumentos exatos.</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><!---->habilidades<!----></span></h2><!--]--><!----> <p>Instale habilidades do repositório diffusers (<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> Copiado</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>Sem a flag de destino, o CLI instala para o agente que o lançou, ou para todos os agentes quando não consegue identificá-lo. O Claude Code recebe um pacote de plugins em <code>.claude/skills/diffusers/</code> (com namespace <code>/diffusers:&lt;skill name></code>). O Codex e o Cursor recebem <code>.agents/skills/&lt;skill name>/</code>.</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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