Buckets:
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| <!--p5m5hv--><meta name="hf:doc:metadata" content="{"title":"Guiders","local":"guiders","sections":[{"title":"Switching guiders","local":"switching-guiders","sections":[],"depth":2},{"title":"Loading custom guiders","local":"loading-custom-guiders","sections":[],"depth":2},{"title":"Changing guider parameters","local":"changing-guider-parameters","sections":[],"depth":2},{"title":"Uploading custom guiders","local":"uploading-custom-guiders","sections":[],"depth":2}],"depth":1}"/><!----> | |
| <link href="/docs/diffusers/main/en/_app/immutable/assets/0.tn0RQdqM.css" rel="modulepreload"> <!--[--><!--[0--><!--[--><!--[0--><!--[--><p></p> <div class="items-center shrink-0 min-w-[100px] max-sm:min-w-[50px] justify-end ml-auto flex" style="float: inline-end; margin-inline-start: 10px; display: inline-flex; position: relative; z-index: 10;"><div dir="ltr" class="inline-flex rounded-md max-sm:rounded-sm"><button class="inline-flex items-center gap-1 h-7 max-sm:h-7 px-2 max-sm:px-1.5 text-sm font-medium text-gray-800 border border-r-0 rounded-l-md max-sm:rounded-l-sm border-gray-200 bg-white hover:shadow-inner dark:border-gray-850 dark:bg-gray-950 dark:text-gray-200 dark:hover:bg-gray-800" aria-live="polite"><span class="inline-flex items-center justify-center rounded-md p-0.5 max-sm:p-0 hover:text-gray-800 dark:hover:text-gray-200"><svg class="sm:size-3.5 size-3" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----></span> <span dir="auto">Copy page</span></button> <button class="inline-flex items-center justify-center w-6 max-sm:w-5 h-7 max-sm:h-7 disabled:pointer-events-none text-sm text-gray-500 hover:text-gray-700 dark:hover:text-white rounded-r-md max-sm:rounded-r-sm border border-l transition border-gray-200 bg-white hover:shadow-inner dark:border-gray-850 dark:bg-gray-950 dark:text-gray-200 dark:hover:bg-gray-800" aria-haspopup="menu" aria-expanded="false" aria-label="Open copy menu"><svg class="transition-transform text-gray-400 overflow-visible sm:size-3.5 size-3 rotate-0" width="1em" height="1em" viewBox="0 0 12 7" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M1 1L6 6L11 1" stroke="currentColor"></path></svg><!----></button></div> <!--[-1--><!--]--></div><!----> <!--[0--><h1 class="relative group"><a id="guiders" 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="#guiders"><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><!---->가이드<!----></span></h1><!--]--><!----> <p><a href="https://huggingface.co/papers/2207.12598" rel="nofollow">Classifier-free guidance</a>는 프롬프트와 더 잘 일치하는 모델 생성을 유도하며, 생성 품질, 제어, 프롬프트 준수도를 향상시키는 데 일반적으로 사용됩니다. 다양한 유형의 guidance 방법이 있으며, Diffusers에서는 이를 <em>guiders</em>라고 부릅니다. 블록과 마찬가지로, 파이프라인을 다시 작성하지 않고도 다른 사용 사례에 따라 다른 guiders를 쉽게 전환하여 사용할 수 있습니다.</p> <p>이 가이드에서는 guider를 전환하고, guider 매개변수를 조정하며, Hub에 로드하고 공유하는 방법을 보여줍니다.</p> <!--[1--><h2 class="relative group"><a id="switching-guiders" 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="#switching-guiders"><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><!---->가이더 전환<!----></span></h2><!--]--><!----> <p><a href="/docs/diffusers/main/ko/api/modular_diffusers/guiders#diffusers.ClassifierFreeGuidance">ClassifierFreeGuidance</a>는 기본 guider이며, 파이프라인이 <a href="/docs/diffusers/main/ko/api/modular_diffusers/pipeline_blocks#diffusers.ModularPipelineBlocks.init_pipeline">init_pipeline()</a>로 초기화될 때 생성됩니다. <code>from_config</code>를 통해 생성되므로 모듈형 저장소에서 사양을 로드할 필요가 없습니다. guider는 <code>modular_model_index.json</code>에 나열되지 않습니다.</p> <p><a href="/docs/diffusers/main/ko/api/modular_diffusers/pipeline#diffusers.ModularPipeline.get_component_spec">get_component_spec()</a>을 사용하여 guider를 검사합니다.</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> 복사됨</div><!----></button><!----></div> <pre class="language-py "><!---->t2i_pipeline.get_component_spec(<span class="hljs-string">"guider"</span>) | |
| ComponentSpec(name=<span class="hljs-string">'guider'</span>, type_hint=<<span class="hljs-keyword">class</span> <span class="hljs-string">'diffusers.guiders.classifier_free_guidance.ClassifierFreeGuidance'</span>>, description=<span class="hljs-literal">None</span>, config=FrozenDict([(<span class="hljs-string">'guidance_scale'</span>, <span class="hljs-number">7.5</span>), (<span class="hljs-string">'guidance_rescale'</span>, <span class="hljs-number">0.0</span>), (<span class="hljs-string">'use_original_formulation'</span>, <span class="hljs-literal">False</span>), (<span class="hljs-string">'start'</span>, <span class="hljs-number">0.0</span>), (<span class="hljs-string">'stop'</span>, <span class="hljs-number">1.0</span>), (<span class="hljs-string">'_use_default_values'</span>, [<span class="hljs-string">'start'</span>, <span class="hljs-string">'guidance_rescale'</span>, <span class="hljs-string">'stop'</span>, <span class="hljs-string">'use_original_formulation'</span>])]), repo=<span class="hljs-literal">None</span>, subfolder=<span class="hljs-literal">None</span>, variant=<span class="hljs-literal">None</span>, revision=<span class="hljs-literal">None</span>, default_creation_method=<span class="hljs-string">'from_config'</span>)<!----></pre></div><!----> <p>새 guider를 <a href="/docs/diffusers/main/ko/api/modular_diffusers/pipeline#diffusers.ModularPipeline.update_components">update_components()</a>에 전달하여 다른 guider로 전환합니다.</p> <blockquote class="tip"><p>가이더를 변경하면 가이더 유형이 변경되었음을 알리는 텍스트가 반환됩니다.</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 "><!---->ModularPipeline.update_components: adding guider with new <span class="hljs-built_in">type</span>: PerturbedAttentionGuidance, previous <span class="hljs-built_in">type</span>: ClassifierFreeGuidance<!----></pre></div><!----></blockquote> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> 복사됨</div><!----></button><!----></div> <pre class="language-py "><!----><span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> LayerSkipConfig, PerturbedAttentionGuidance | |
| config = LayerSkipConfig(indices=[<span class="hljs-number">2</span>, <span class="hljs-number">9</span>], fqn=<span class="hljs-string">"mid_block.attentions.0.transformer_blocks"</span>, skip_attention=<span class="hljs-literal">False</span>, skip_attention_scores=<span class="hljs-literal">True</span>, skip_ff=<span class="hljs-literal">False</span>) | |
| guider = PerturbedAttentionGuidance( | |
| guidance_scale=<span class="hljs-number">5.0</span>, perturbed_guidance_scale=<span class="hljs-number">2.5</span>, perturbed_guidance_config=config | |
| ) | |
| t2i_pipeline.update_components(guider=guider)<!----></pre></div><!----> <p><a href="/docs/diffusers/main/ko/api/modular_diffusers/pipeline#diffusers.ModularPipeline.get_component_spec">get_component_spec()</a>를 다시 사용하여 guider 유형이 다른지 확인합니다.</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> 복사됨</div><!----></button><!----></div> <pre class="language-py "><!---->t2i_pipeline.get_component_spec(<span class="hljs-string">"guider"</span>) | |
| ComponentSpec(name=<span class="hljs-string">'guider'</span>, type_hint=<<span class="hljs-keyword">class</span> <span class="hljs-string">'diffusers.guiders.perturbed_attention_guidance.PerturbedAttentionGuidance'</span>>, description=<span class="hljs-literal">None</span>, config=FrozenDict([(<span class="hljs-string">'guidance_scale'</span>, <span class="hljs-number">5.0</span>), (<span class="hljs-string">'perturbed_guidance_scale'</span>, <span class="hljs-number">2.5</span>), (<span class="hljs-string">'perturbed_guidance_start'</span>, <span class="hljs-number">0.01</span>), (<span class="hljs-string">'perturbed_guidance_stop'</span>, <span class="hljs-number">0.2</span>), (<span class="hljs-string">'perturbed_guidance_layers'</span>, <span class="hljs-literal">None</span>), (<span class="hljs-string">'perturbed_guidance_config'</span>, LayerSkipConfig(indices=[<span class="hljs-number">2</span>, <span class="hljs-number">9</span>], fqn=<span class="hljs-string">'mid_block.attentions.0.transformer_blocks'</span>, skip_attention=<span class="hljs-literal">False</span>, skip_attention_scores=<span class="hljs-literal">True</span>, skip_ff=<span class="hljs-literal">False</span>, dropout=<span class="hljs-number">1.0</span>)), (<span class="hljs-string">'guidance_rescale'</span>, <span class="hljs-number">0.0</span>), (<span class="hljs-string">'use_original_formulation'</span>, <span class="hljs-literal">False</span>), (<span class="hljs-string">'start'</span>, <span class="hljs-number">0.0</span>), (<span class="hljs-string">'stop'</span>, <span class="hljs-number">1.0</span>), (<span class="hljs-string">'_use_default_values'</span>, [<span class="hljs-string">'perturbed_guidance_start'</span>, <span class="hljs-string">'use_original_formulation'</span>, <span class="hljs-string">'perturbed_guidance_layers'</span>, <span class="hljs-string">'stop'</span>, <span class="hljs-string">'start'</span>, <span class="hljs-string">'guidance_rescale'</span>, <span class="hljs-string">'perturbed_guidance_stop'</span>]), (<span class="hljs-string">'_class_name'</span>, <span class="hljs-string">'PerturbedAttentionGuidance'</span>), (<span class="hljs-string">'_diffusers_version'</span>, <span class="hljs-string">'0.35.0.dev0'</span>)]), repo=<span class="hljs-literal">None</span>, subfolder=<span class="hljs-literal">None</span>, variant=<span class="hljs-literal">None</span>, revision=<span class="hljs-literal">None</span>, default_creation_method=<span class="hljs-string">'from_config'</span>)<!----></pre></div><!----> <!--[1--><h2 class="relative group"><a id="loading-custom-guiders" 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-custom-guiders"><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><!---->커스텀 가이더 로드<!----></span></h2><!--]--><!----> <p><code>modular_model_index.json</code> 파일이 포함된 Hub에 이미 저장된 Guider는 이제 <code>from_config</code> 컴포넌트가 아닌 <code>from_pretrained</code> 컴포넌트로 간주됩니다.</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-json "><!----><span class="hljs-punctuation">{</span> | |
| <span class="hljs-attr">"guider"</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span> | |
| <span class="hljs-literal"><span class="hljs-keyword">null</span></span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-literal"><span class="hljs-keyword">null</span></span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-punctuation">{</span> | |
| <span class="hljs-attr">"repo"</span><span class="hljs-punctuation">:</span> <span class="hljs-string">"YiYiXu/modular-loader-t2i-guider"</span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-attr">"revision"</span><span class="hljs-punctuation">:</span> <span class="hljs-literal"><span class="hljs-keyword">null</span></span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-attr">"subfolder"</span><span class="hljs-punctuation">:</span> <span class="hljs-string">"pag_guider"</span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-attr">"type_hint"</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span> | |
| <span class="hljs-string">"diffusers"</span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-string">"PerturbedAttentionGuidance"</span> | |
| <span class="hljs-punctuation">]</span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-attr">"variant"</span><span class="hljs-punctuation">:</span> <span class="hljs-literal"><span class="hljs-keyword">null</span></span> | |
| <span class="hljs-punctuation">}</span> | |
| <span class="hljs-punctuation">]</span> | |
| <span class="hljs-punctuation">}</span><!----></pre></div><!----> <p>가이더는 <code>modular_model_index.json</code>의 로딩 사양에 따라 <a href="/docs/diffusers/main/ko/api/modular_diffusers/pipeline#diffusers.ModularPipeline.load_components">load_components()</a>를 호출한 후에만 생성됩니다.</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> 복사됨</div><!----></button><!----></div> <pre class="language-py "><!---->t2i_pipeline = t2i_blocks.init_pipeline(<span class="hljs-string">"YiYiXu/modular-doc-guider"</span>) | |
| <span class="hljs-comment"># not created during init</span> | |
| <span class="hljs-keyword">assert</span> t2i_pipeline.guider <span class="hljs-keyword">is</span> <span class="hljs-literal">None</span> | |
| t2i_pipeline.load_components() | |
| <span class="hljs-comment"># loaded as PAG guider</span> | |
| t2i_pipeline.guider<!----></pre></div><!----> <!--[1--><h2 class="relative group"><a id="changing-guider-parameters" 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="#changing-guider-parameters"><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><!---->가이더 파라미터 변경<!----></span></h2><!--]--><!----> <p>가이더 파라미터는 <a href="/docs/diffusers/main/ko/api/modular_diffusers/pipeline_components#diffusers.ComponentSpec.create">create()</a> 메서드와 <a href="/docs/diffusers/main/ko/api/modular_diffusers/pipeline#diffusers.ModularPipeline.update_components">update_components()</a>로 조정할 수 있습니다. 아래 예시에서는 <code>guidance_scale</code> 값을 변경합니다.</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> 복사됨</div><!----></button><!----></div> <pre class="language-py "><!---->guider_spec = t2i_pipeline.get_component_spec(<span class="hljs-string">"guider"</span>) | |
| guider = guider_spec.create(guidance_scale=<span class="hljs-number">10</span>) | |
| t2i_pipeline.update_components(guider=guider)<!----></pre></div><!----> <!--[1--><h2 class="relative group"><a id="uploading-custom-guiders" 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="#uploading-custom-guiders"><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><!---->커스텀 가이더 업로드<!----></span></h2><!--]--><!----> <p>커스텀 guider에서 <a href="/docs/diffusers/main/ko/api/schedulers/overview#diffusers.utils.PushToHubMixin.push_to_hub">push_to_hub()</a> 메서드를 호출하여 Hub에 공유합니다.</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> 복사됨</div><!----></button><!----></div> <pre class="language-py "><!---->guider.push_to_hub(<span class="hljs-string">"YiYiXu/modular-loader-t2i-guider"</span>, subfolder=<span class="hljs-string">"pag_guider"</span>)<!----></pre></div><!----> <p>이 guider를 pipeline에서 사용할 수 있도록 하려면 <code>modular_model_index.json</code> 파일을 수정하거나 <a href="/docs/diffusers/main/ko/api/modular_diffusers/pipeline#diffusers.ModularPipeline.update_components">update_components()</a> 메서드를 사용하세요.</p> <div class="flex space-x-2 items-center my-1.5 mr-8 h-7 !pl-0 -mx-3 md:mx-0"><!--[--><div class="flex items-center border rounded-lg px-1.5 py-1 leading-none select-none text-smd border-gray-800 bg-black dark:bg-gray-700 text-white">modular_model_index.json</div><div class="flex items-center border rounded-lg px-1.5 py-1 leading-none select-none text-smd text-gray-500 cursor-pointer opacity-90 hover:text-gray-700 dark:hover:text-gray-200 hover:shadow-sm">update_components</div><!--]--></div> <div class="language-select"><div><p><code>modular_model_index.json</code> 파일을 편집하여 guider 설정이 포함된 폴더를 가리키도록 guider의 로딩 사양을 추가합니다.</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-json "><!----><span class="hljs-punctuation">{</span> | |
| <span class="hljs-attr">"guider"</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span> | |
| <span class="hljs-string">"diffusers"</span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-string">"PerturbedAttentionGuidance"</span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-punctuation">{</span> | |
| <span class="hljs-attr">"repo"</span><span class="hljs-punctuation">:</span> <span class="hljs-string">"YiYiXu/modular-loader-t2i-guider"</span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-attr">"revision"</span><span class="hljs-punctuation">:</span> <span class="hljs-literal"><span class="hljs-keyword">null</span></span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-attr">"subfolder"</span><span class="hljs-punctuation">:</span> <span class="hljs-string">"pag_guider"</span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-attr">"type_hint"</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span> | |
| <span class="hljs-string">"diffusers"</span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-string">"PerturbedAttentionGuidance"</span> | |
| <span class="hljs-punctuation">]</span><span class="hljs-punctuation">,</span> | |
| <span class="hljs-attr">"variant"</span><span class="hljs-punctuation">:</span> <span class="hljs-literal"><span class="hljs-keyword">null</span></span> | |
| <span class="hljs-punctuation">}</span> | |
| <span class="hljs-punctuation">]</span><span class="hljs-punctuation">,</span><!----></pre></div><!----><!----></div><!----> <div hidden=""><p><code>default_creation_method()</code>을 <code>from_pretrained</code>(으)로 변경하고 <a href="/docs/diffusers/main/ko/api/modular_diffusers/pipeline#diffusers.ModularPipeline.update_components">update_components()</a>를 사용하여 guider와 component 사양 및 pipeline config도 업데이트합니다.</p> <blockquote class="tip"><p>생성 방법을 변경하면 생성 유형이 <code>from_pretrained</code>(으)로 변경됨을 알려주는 텍스트가 반환됩니다.</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 "><!---->ModularPipeline.update_components: changing the default_creation_method of guider from from_config to from_pretrained.<!----></pre></div><!----></blockquote> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> 복사됨</div><!----></button><!----></div> <pre class="language-py "><!---->guider_spec = t2i_pipeline.get_component_spec(<span class="hljs-string">"guider"</span>) | |
| guider_spec.default_creation_method=<span class="hljs-string">"from_pretrained"</span> | |
| guider_spec.pretrained_model_name_or_path=<span class="hljs-string">"YiYiXu/modular-loader-t2i-guider"</span> | |
| guider_spec.subfolder=<span class="hljs-string">"pag_guider"</span> | |
| pag_guider = guider_spec.load() | |
| t2i_pipeline.update_components(guider=pag_guider)<!----></pre></div><!----> <p>파이프라인의 기본 guider로 설정하려면 <a href="/docs/diffusers/main/ko/api/schedulers/overview#diffusers.utils.PushToHubMixin.push_to_hub">push_to_hub()</a>를 호출하세요. 이 단계는 선택 사항이며, 로컬에서만 실험하는 경우 불필요합니다.</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> 복사됨</div><!----></button><!----></div> <pre class="language-py "><!---->t2i_pipeline.push_to_hub(<span class="hljs-string">"YiYiXu/modular-doc-guider"</span>)<!----></pre></div><!----><!----></div><!----><!----></div><!----> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/diffusers/blob/main/docs/source/en/using-diffusers/guiders.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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