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<!--1gvor5n--><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;Using Custom Blocks with Mellon&quot;,&quot;local&quot;:&quot;using-custom-blocks-with-mellon&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2}"/><!---->
<link href="/docs/diffusers/main/en/_app/immutable/assets/0.tn0RQdqM.css" rel="modulepreload"> <!--[--><!--[0--><!--[--><!--[0--><!--[--><p></p> <!--[1--><h2 class="relative group"><a id="using-custom-blocks-with-mellon" 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="#using-custom-blocks-with-mellon"><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><!---->استخدام كتل مخصصة مع Mellon<!----></span></h2><!--]--><!----> <p><a href="https://github.com/cubiq/Mellon" rel="nofollow">Mellon</a> هو واجهة عمل مرئية تتكامل مع Modular Diffusers، وهو مصمم لتدفقات العمل القائمة على العقد.</p> <blockquote class="warning"><p>لا يزال Mellon في مرحلة التطوير المبكر وغير جاهز للاستخدام في بيئة الإنتاج بعد. فكّر في هذا كلمحة مبكرة عن آلية عمل التكامل!</p></blockquote> <p>تعمل الكتل المخصصة في Mellon دون أي إعداد مسبق - كل ما عليك فعله هو إضافة <code>mellon_pipeline_config.json</code> إلى مستودعك. يخبر هذا الملف الإعدادي Mellon كيفية عرض معاملات كتلتك كمكونات واجهة مستخدم.</p> <p>إليك كيف يبدو في العمل مع كتلة <a href="https://huggingface.co/diffusers/gemini-prompt-expander-mellon" rel="nofollow">Gemini Prompt Expander</a>:</p> <p><img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/modular_demo_dynamic.gif" alt="Mellon custom block demo"/></p> <p>للاستخدام كتلة مخصصة من diffusers في Mellon:</p> <ol><li>اسحب <strong>عقدة كتلة ديناميكية</strong> من قسم ModularDiffusers</li> <li>أدخل <code>repo_id</code> (على سبيل المثال، <code>diffusers/gemini-prompt-expander-mellon</code>)</li> <li>انقر على <strong>تحميل كتلة مخصصة</strong></li> <li>يتحول العقدة لعرض مدخلات ومخرجات كتلتك</li></ol> <p>الآن، دعونا نستعرض كيفية إنشاء هذا الإعداد الخاص بكِ بلوك مخصص.</p> <!--[1--><h2 class="relative group"><a id="steps-to-create-a-mellon-config" 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="#steps-to-create-a-mellon-config"><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><!---->الخطوات لإنشاء تكوين Mellon<!----></span></h2><!--]--><!----> <ol><li><strong>حدد أنواع Mellon لمعاملاتك</strong> - يحتاج كل <code>InputParam</code>/<code>OutputParam</code> إلى نوع يخبر Mellon بمكوّن واجهة المستخدم الذي يجب عرضه (مثل <code>"textbox"</code>، <code>"dropdown"</code>، <code>"image"</code>).</li> <li><strong>إنشاء <code>mellon_pipeline_config.json</code></strong> - استخدم أداة المساعدة لدينا لإنشاء قالب إعدادات ودفعه إلى مستودعك على Hub.</li> <li><strong>(اختياري) ضبط الإعدادات يدويًا</strong> - قم بتعديل الإعدادات المولّدة لتناسب احتياجاتك الخاصة.</li></ol> <!--[1--><h2 class="relative group"><a id="specify-mellon-types-for-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="#specify-mellon-types-for-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><!---->تحديد أنواع Mellon للمعاملات<!----></span></h2><!--]--><!----> <p>تحدد أنواع Mellon كيفية عرض كل معامل في واجهة المستخدم. إذا لم تحدد نوعًا لمعامل، فسيكون النوع الافتراضي <code>"custom"</code>، والذي يُعرض كنقطة اتصال بسيطة. يمكنك دائمًا تعديل ذلك لاحقًا في الإعدادات المولّدة.</p> <table><thead><tr><th>النوع</th><th>المدخلات/المخرجات</th><th>الوصف</th></tr></thead><tbody><tr><td><code>image</code></td><td>كلاهما</td><td>صورة (صورة PIL)</td></tr><tr><td><code>video</code></td><td>كلاهما</td><td>فيديو</td></tr><tr><td><code>text</code></td><td>كلاهما</td><td>عرض النص</td></tr><tr><td><code>textbox</code></td><td>المدخل</td><td>إدخال نص</td></tr><tr><td><code>dropdown</code></td><td>المدخل</td><td>قائمة اختيار منسدلة</td></tr><tr><td><code>slider</code></td><td>المدخل</td><td>شريط تمرير للقيم الرقمية</td></tr><tr><td><code>number</code></td><td>المدخل</td><td>إدخال رقمي</td></tr><tr><td><code>checkbox</code></td><td>المدخل</td><td>مفتاح منطقي</td></tr></tbody></table> <p>بالنسبة للمعاملات التي تتطلب مزيدًا من التهيئة (مثل القوائم المنسدلة مع خيارات، أو أشرطة التمرير بقيم دنيا/قصوى)، قم بتمرير كائن <code>MellonParam</code> مباشرةً بدلاً من نص. يمكنك استخدام إحدى طرق الفئة أدناه، أو إنشاء كائن مخصص بالكامل باستخدام <code>MellonParam(name, label, type, ...)</code>.</p> <table><thead><tr><th>الطريقة</th><th>الوصف</th></tr></thead><tbody><tr><td><code>MellonParam.Input.image(name)</code></td><td>إدخال الصورة</td></tr><tr><td><code>MellonParam.Input.textbox(name, default)</code></td><td>إدخال النص كحقل نصي</td></tr><tr><td><code>MellonParam.Input.dropdown(name, options, default)</code></td><td>اختيار القائمة المنسدلة</td></tr><tr><td><code>MellonParam.Input.slider(name, default, min, max, step)</code></td><td>شريط تمرير للقيم الرقمية</td></tr><tr><td><code>MellonParam.Input.number(name, default, min, max, step)</code></td><td>إدخال رقمي (بدون شريط تمرير)</td></tr><tr><td><code>MellonParam.Input.seed(name, default)</code></td><td>بذر الإدخال مع زر التوليد العشوائي</td></tr><tr><td><code>MellonParam.Input.checkbox(name, default)</code></td><td>خانة اختيار منطقي</td></tr><tr><td><code>MellonParam.Input.model(name)</code></td><td>مدخلات النموذج لمكونات diffusers</td></tr><tr><td><code>MellonParam.Output.image(name)</code></td><td>إخراج الصورة</td></tr><tr><td><code>MellonParam.Output.video(name)</code></td><td>مخرجات الفيديو</td></tr><tr><td><code>MellonParam.Output.text(name)</code></td><td>نص المخرجات</td></tr><tr><td><code>MellonParam.Output.model(name)</code></td><td>مخرجات النموذج لمكونات diffusers</td></tr></tbody></table> <p>اختر إحدى الطرق أدناه لتحديد نوع Mellon.</p> <!--[2--><h3 class="relative group"><a id="using-metadata-in-block-definitions" 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="#using-metadata-in-block-definitions"><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><!---->استخدام البيانات الوصفية في تعريفات الكتل<!----></span></h3><!--]--><!----> <p>إذا كنت تُعرّف كتلة مخصصة من الصفر، أضف <code>metadata={"mellon": "&lt;type>"}</code> مباشرةً إلى تعريفات <code>InputParam</code> و<code>OutputParam</code> الخاصة بك. أما إذا كنت تعدّل كتلة مخصصة موجودة مسبقًا من Hub، فراجع <a href="./custom_blocks#editing-custom-blocks">تعديل الكتل المخصصة</a> لمعرفة كيفية تنزيلها محليًا.</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> تم النسخ</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-keyword">class</span> <span class="hljs-title class_">GeminiPromptExpander</span>(<span class="hljs-title class_ inherited__">ModularPipelineBlocks</span>):
<span class="hljs-meta"> @property</span>
<span class="hljs-keyword">def</span> <span class="hljs-title function_">inputs</span>(<span class="hljs-params">self</span>) -&gt; <span class="hljs-type">List</span>[InputParam]:
<span class="hljs-keyword">return</span> [
InputParam(
<span class="hljs-string">&quot;prompt&quot;</span>,
type_hint=<span class="hljs-built_in">str</span>,
required=<span class="hljs-literal">True</span>,
description=<span class="hljs-string">&quot;Prompt to use&quot;</span>,
metadata={<span class="hljs-string">&quot;mellon&quot;</span>: <span class="hljs-string">&quot;textbox&quot;</span>}, <span class="hljs-comment"># Text input</span>
)
]
<span class="hljs-meta"> @property</span>
<span class="hljs-keyword">def</span> <span class="hljs-title function_">intermediate_outputs</span>(<span class="hljs-params">self</span>) -&gt; <span class="hljs-type">List</span>[OutputParam]:
<span class="hljs-keyword">return</span> [
OutputParam(
<span class="hljs-string">&quot;prompt&quot;</span>,
type_hint=<span class="hljs-built_in">str</span>,
description=<span class="hljs-string">&quot;Expanded prompt by the LLM&quot;</span>,
metadata={<span class="hljs-string">&quot;mellon&quot;</span>: <span class="hljs-string">&quot;text&quot;</span>}, <span class="hljs-comment"># Text output</span>
),
OutputParam(
<span class="hljs-string">&quot;old_prompt&quot;</span>,
type_hint=<span class="hljs-built_in">str</span>,
description=<span class="hljs-string">&quot;Old prompt provided by the user&quot;</span>,
&lt;CopyLLMTxtMenu containerStyle=<span class="hljs-string">&quot;float: inline-end; margin-inline-start: 10px; display: inline-flex; position: relative; z-index: 10;&quot;</span>&gt;&lt;/CopyLLMTxtMenu&gt;
<span class="hljs-comment"># No metadata - we don&#x27;t want to render this in UI</span>
)
]<!----></pre></div><!----> <p>للحصول على تحكم كامل في تكوين واجهة المستخدم، قم بتمرير كائن <code>MellonParam</code> مباشرة:</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> تم النسخ</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-keyword">from</span> diffusers.modular_pipelines.mellon_node_utils <span class="hljs-keyword">import</span> MellonParam
InputParam(
<span class="hljs-string">&quot;mode&quot;</span>,
type_hint=<span class="hljs-built_in">str</span>,
default=<span class="hljs-string">&quot;balanced&quot;</span>,
metadata={<span class="hljs-string">&quot;mellon&quot;</span>: MellonParam.Input.dropdown(<span class="hljs-string">&quot;mode&quot;</span>, options=[<span class="hljs-string">&quot;fast&quot;</span>, <span class="hljs-string">&quot;balanced&quot;</span>, <span class="hljs-string">&quot;quality&quot;</span>])},
)<!----></pre></div><!----> <!--[2--><h3 class="relative group"><a id="using-inputtypes-and-outputtypes-when-generating-config" 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="#using-inputtypes-and-outputtypes-when-generating-config"><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><!---->استخدام input_types وoutput_types عند توليد الإعداد<!----></span></h3><!--]--><!----> <p>إذا كنت تعمل مع خط أنابيب قائم أو تفضل إبقاء تعريفات الكتل نظيفة، فحدد الأنواع عند توليد الإعداد باستخدام الحجة <code>input_types/output_types</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> تم النسخ</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-keyword">from</span> diffusers.modular_pipelines.mellon_node_utils <span class="hljs-keyword">import</span> MellonPipelineConfig
mellon_config = MellonPipelineConfig.from_custom_block(
blocks,
input_types={<span class="hljs-string">&quot;prompt&quot;</span>: <span class="hljs-string">&quot;textbox&quot;</span>},
output_types={<span class="hljs-string">&quot;prompt&quot;</span>: <span class="hljs-string">&quot;text&quot;</span>}
)<!----></pre></div><!----> <blockquote class="note"><p>عند تحديد كل من <code>metadata</code> و<code>input_types</code>/<code>output_types</code>، تتغلب الحجج على <code>metadata</code>.</p></blockquote> <!--[1--><h2 class="relative group"><a id="generate-and-push-the-mellon-config" 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="#generate-and-push-the-mellon-config"><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><!---->إنشاء وإرسال تكوين Mellon<!----></span></h2><!--]--><!----> <p>بعد إضافة البيانات الوصفية إلى كتلتك، قم بتوليد قالب إعدادات Mellon الافتراضي ودفعه إلى 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> تم النسخ</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> ModularPipelineBlocks
<span class="hljs-keyword">from</span> diffusers.modular_pipelines.mellon_node_utils <span class="hljs-keyword">import</span> MellonPipelineConfig
<span class="hljs-comment"># load your custom blocks from your local dir</span>
blocks = ModularPipelineBlocks.from_pretrained(<span class="hljs-string">&quot;/path/local/folder&quot;</span>, trust_remote_code=<span class="hljs-literal">True</span>)
<span class="hljs-comment"># Generate the default config template</span>
mellon_config = MellonPipelineConfig.from_custom_block(blocks)
<span class="hljs-comment"># push the default template to `repo_id`, you will need to pass the same local folder path so that it will save the config locally first</span>
mellon_config.save(
local_dir=<span class="hljs-string">&quot;/path/local/folder&quot;</span>,
repo_id= repo_id,
push_to_hub=<span class="hljs-literal">True</span>
)<!----></pre></div><!----> <p>يؤدي هذا إلى إنشاء ملف <code>mellon_pipeline_config.json</code> في مستودعك.</p> <!--[1--><h2 class="relative group"><a id="review-and-adjust-the-config" 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="#review-and-adjust-the-config"><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><!---->مراجعة وضبط الإعداد<!----></span></h2><!--]--><!----> <p>القالب المولّد هو نقطة انطلاق - قد ترغب في تعديله ليناسب احتياجاتك. دعونا نستعرض الإعدادات المولّدة لـ Gemini Prompt Expander:</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> تم النسخ</div><!----></button><!----></div> <pre class="language-json "><!----><span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;label&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;Gemini Prompt Expander&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;default_repo&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;default_dtype&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;node_params&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;custom&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;params&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;prompt&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;label&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;Prompt&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;type&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;string&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;display&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;textarea&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;default&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;&quot;</span>
<span class="hljs-punctuation">}</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;out_prompt&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;label&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;Prompt&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;type&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;string&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;display&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;output&quot;</span>
<span class="hljs-punctuation">}</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;old_prompt&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;label&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;Old Prompt&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;type&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;custom&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;display&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;output&quot;</span>
<span class="hljs-punctuation">}</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;doc&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;label&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;Doc&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;type&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;string&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;display&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;output&quot;</span>
<span class="hljs-punctuation">}</span>
<span class="hljs-punctuation">}</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;input_names&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span><span class="hljs-string">&quot;prompt&quot;</span><span class="hljs-punctuation">]</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;model_input_names&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span><span class="hljs-punctuation">]</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;output_names&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span><span class="hljs-string">&quot;out_prompt&quot;</span><span class="hljs-punctuation">,</span> <span class="hljs-string">&quot;old_prompt&quot;</span><span class="hljs-punctuation">,</span> <span class="hljs-string">&quot;doc&quot;</span><span class="hljs-punctuation">]</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;block_name&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;custom&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;node_type&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;custom&quot;</span>
<span class="hljs-punctuation">}</span>
<span class="hljs-punctuation">}</span>
<span class="hljs-punctuation">}</span><!----></pre></div><!----> <!--[2--><h3 class="relative group"><a id="understanding-the-structure" 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="#understanding-the-structure"><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><!---->فهم البنية<!----></span></h3><!--]--><!----> <p>تعرف قاموس <code>params</code> كيفية عرض كل عنصر من عناصر واجهة المستخدم. وتقوم قوائم <code>input_names</code> و<code>model_input_names</code> و<code>output_names</code> بربط هذه العناصر بواجهة الإدخال/الإخراج الخاصة بـ <a href="/docs/diffusers/main/ar/api/modular_diffusers/pipeline_blocks#diffusers.ModularPipelineBlocks">ModularPipelineBlocks</a> الأساسية:</p> <table><thead><tr><th>إعدادات Mellon</th><th>ModularPipelineBlocks</th></tr></thead><tbody><tr><td><code>input_names</code></td><td>خاصية <code>inputs</code></td></tr><tr><td><code>model_input_names</code></td><td>خاصية <code>expected_components</code></td></tr><tr><td><code>output_names</code></td><td>خاصية <code>intermediate_outputs</code></td></tr></tbody></table> <p>في هذا المثال: <code>prompt</code> هو المدخل الوحيد. لا توجد مكونات نموذج، وتشمل المخرجات <code>out_prompt</code> و<code>old_prompt</code> و<code>doc</code>.</p> <p>الآن لنلقِ نظرة على قاموس <code>params</code>:</p> <ul><li><p><strong><code>prompt</code></strong>: معامل إدخال يحتوي على <code>display: "textarea"</code> (يُعرض كصندوق إدخال نصي)، و<code>label: "Prompt"</code> (يظهر في واجهة المستخدم)، و<code>default: ""</code> (يبدأ فارغاً). حقل <code>type: "string"</code> مهم في Mellon لأنه يحدد العقد التي يمكن ربطها ببعضها - ففقط الأنواع المتطابقة يمكن ربطها عبر “noodles”.</p></li> <li><p><strong><code>out_prompt</code></strong>: مخرجات المُوجِّه الموسَّعة. أُضيف البادئة <code>out_</code> تلقائيًا لأن المدخل والمخرج يتشاركان الاسم نفسه (<code>prompt</code>)، لتجنّب تعارض الأسماء في الإعداد. يحتوي على <code>display: "output"</code> الذي يُعرض كمخرج.</p></li> <li><p><strong><code>old_prompt</code></strong>: يحتوي على <code>type: "custom"</code> لأننا لم نحدد البيانات الوصفية. يظهر هذا كنقطة بسيطة في واجهة المستخدم. وبما أننا لا نريد في الواقع عرض هذا في الواجهة، يمكننا حذفه.</p></li> <li><p><strong><code>doc</code></strong>: مخرجات التوثيق، تُضاف تلقائيًا إلى جميع الكتل المخصصة.</p></li></ul> <!--[2--><h3 class="relative group"><a id="making-adjustments" 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="#making-adjustments"><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><!---->إجراء تعديلات<!----></span></h3><!--]--><!----> <p>أزل <code>old_prompt</code> من كلٍّ من <code>params</code> و<code>output_names</code> لأنك لن تحتاج إلى استخدامه.</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> تم النسخ</div><!----></button><!----></div> <pre class="language-json "><!----><span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;label&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;Gemini Prompt Expander&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;default_repo&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;default_dtype&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;node_params&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;custom&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;params&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;prompt&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;label&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;Prompt&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;type&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;string&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;display&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;textarea&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;default&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;&quot;</span>
<span class="hljs-punctuation">}</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;out_prompt&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;label&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;Prompt&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;type&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;string&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;display&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;output&quot;</span>
<span class="hljs-punctuation">}</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;doc&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">{</span>
<span class="hljs-attr">&quot;label&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;Doc&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;type&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;string&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;display&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;output&quot;</span>
<span class="hljs-punctuation">}</span>
<span class="hljs-punctuation">}</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;input_names&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span><span class="hljs-string">&quot;prompt&quot;</span><span class="hljs-punctuation">]</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;model_input_names&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span><span class="hljs-punctuation">]</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;output_names&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span><span class="hljs-string">&quot;out_prompt&quot;</span><span class="hljs-punctuation">,</span> <span class="hljs-string">&quot;doc&quot;</span><span class="hljs-punctuation">]</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;block_name&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;custom&quot;</span><span class="hljs-punctuation">,</span>
<span class="hljs-attr">&quot;node_type&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;custom&quot;</span>
<span class="hljs-punctuation">}</span>
<span class="hljs-punctuation">}</span>
<span class="hljs-punctuation">}</span><!----></pre></div><!----> <p>يمكنك الاطلاع على الإعداد النهائي في <a href="https://huggingface.co/diffusers/gemini-prompt-expander-mellon" rel="nofollow">diffusers/gemini-prompt-expander-mellon</a>.</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/modular_diffusers/mellon.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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