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<meta charset="utf-8" /><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;خطوط أنابيب ومكوّنات المجتمع&quot;,&quot;local&quot;:&quot;community-pipelines-and-components&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;تحميل خط أنابيب مجتمعي&quot;,&quot;local&quot;:&quot;loading-a-community-pipeline&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;مكوّنات المجتمع&quot;,&quot;local&quot;:&quot;community-components&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;الخطوات التالية&quot;,&quot;local&quot;:&quot;next-steps&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2}],&quot;depth&quot;:1}"/>
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		<!--1nactrq--><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;Community pipelines and components&quot;,&quot;local&quot;:&quot;community-pipelines-and-components&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Loading a community pipeline&quot;,&quot;local&quot;:&quot;loading-a-community-pipeline&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;Community components&quot;,&quot;local&quot;:&quot;community-components&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;Next steps&quot;,&quot;local&quot;:&quot;next-steps&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2}],&quot;depth&quot;:1}"/><!---->
		<link href="/docs/diffusers/main/en/_app/immutable/assets/0.tn0RQdqM.css" rel="modulepreload"> <!--[--><!--[0--><!--[--><!--[0--><!--[--><p></p> <div class="items-center shrink-0 min-w-[100px] max-sm:min-w-[50px] justify-end ml-auto flex" style="float: inline-end; margin-inline-start: 10px; display: inline-flex; position: relative; z-index: 10;"><div dir="ltr" class="inline-flex rounded-md max-sm:rounded-sm"><button class="inline-flex items-center gap-1 h-7 max-sm:h-7 px-2 max-sm:px-1.5 text-sm font-medium text-gray-800 border border-r-0 rounded-l-md max-sm:rounded-l-sm border-gray-200 bg-white hover:shadow-inner dark:border-gray-850 dark:bg-gray-950 dark:text-gray-200 dark:hover:bg-gray-800" aria-live="polite"><span class="inline-flex items-center justify-center rounded-md p-0.5 max-sm:p-0 hover:text-gray-800 dark:hover:text-gray-200"><svg class="sm:size-3.5 size-3" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----></span> <span dir="auto">Copy page</span></button> <button class="inline-flex items-center justify-center w-6 max-sm:w-5 h-7 max-sm:h-7 disabled:pointer-events-none text-sm text-gray-500 hover:text-gray-700 dark:hover:text-white rounded-r-md max-sm:rounded-r-sm border border-l transition border-gray-200 bg-white hover:shadow-inner dark:border-gray-850 dark:bg-gray-950 dark:text-gray-200 dark:hover:bg-gray-800" aria-haspopup="menu" aria-expanded="false" aria-label="Open copy menu"><svg class="transition-transform text-gray-400 overflow-visible sm:size-3.5 size-3 rotate-0" width="1em" height="1em" viewBox="0 0 12 7" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M1 1L6 6L11 1" stroke="currentColor"></path></svg><!----></button></div> <!--[-1--><!--]--></div><!----> <!--[0--><h1 class="relative group"><a id="community-pipelines-and-components" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#community-pipelines-and-components"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span><!---->خطوط أنابيب ومكوّنات المجتمع<!----></span></h1><!--]--><!----> <p>خطوط أنابيب المجتمع هي فئات <a href="/docs/diffusers/main/ar/api/pipelines/overview#diffusers.DiffusionPipeline">DiffusionPipeline</a> تختلف عن التنفيذ الأصلي للورقة البحثية. فهي توفر وظائف إضافية أو توسّع تنفيذ خط الأنابيب الأصلي.</p> <blockquote class="tip"><p>اطّلع على خطوط الأنابيب المجتمعية في <a href="https://github.com/huggingface/diffusers/tree/main/examples/community" rel="nofollow">diffusers/examples/community</a> مع أمثلة على الاستدلال والتدريب حول كيفية استخدامها.</p></blockquote> <p>تُخزَّن خطوط أنابيب المجتمع إما على Hub أو في مستودع GitHub الخاص بـ Diffusers. خطوط أنابيب Hub قابلة للتخصيص بالكامل (المجدول، النماذج، كود خط الأنابيب، إلخ) بينما خطوط أنابيب GitHub محدودة بكود خط الأنابيب المخصص فقط. قارن بين نوعي خطي الأنابيب في الجدول أدناه.</p> <table><thead><tr><th></th><th>GitHub</th><th>المركز</th></tr></thead><tbody><tr><td>الاستخدام</td><td><code>custom_pipeline="&lt;filename_without_.py>"</code></td><td>معرّف مستودع Hub أو <code>trust_remote_code=True</code> عندما يشير <code>_class_name</code> إلى مخصص</td></tr><tr><td>عملية المراجعة</td><td>افتح طلب سحب (Pull Request) على GitHub وخضع لعملية مراجعة من فريق Diffusers قبل الدمج. هذه الخيار أبطأ.</td><td>ارفع مباشرةً إلى مستودع في Hub دون مراجعة. هذه هي الخيار الأسرع.</td></tr><tr><td>الظهور</td><td>مشمولة في مستودع Diffusers الرسمي وتوثيقه.</td><td>مُدرج في ملفك الشخصي على Hub ويعتمد على استخدامك الخاص والترويج لكسب الظهور.</td></tr></tbody></table> <!--[1--><h2 class="relative group"><a id="loading-a-community-pipeline" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#loading-a-community-pipeline"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span><!---->تحميل خط أنابيب مجتمعي<!----></span></h2><!--]--><!----> <p>قم بتحميل أي نوع من خطوط أنابيب المجتمع عن طريق تمرير <code>custom_pipeline</code> إلى <a href="/docs/diffusers/main/ar/api/pipelines/overview#diffusers.DiffusionPipeline.from_pretrained">from_pretrained()</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> تم النسخ</div><!----></button><!----></div> <pre class="language-py "><!----><span class="hljs-keyword">import</span> torch
<span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DiffusionPipeline

pipeline = DiffusionPipeline.from_pretrained(
    <span class="hljs-string">&quot;stabilityai/stable-diffusion-3-medium-diffusers&quot;</span>,
    custom_pipeline=<span class="hljs-string">&quot;pipeline_stable_diffusion_3_instruct_pix2pix&quot;</span>,
    dtype=torch.float16,
    device_map=<span class="hljs-string">&quot;cuda&quot;</span>  <span class="hljs-comment"># or &quot;mps&quot;, &quot;xpu&quot;, &quot;cpu&quot;</span>
)<!----></pre></div><!----> <p>أضف الحجة <code>custom_revision</code> إلى <a href="/docs/diffusers/main/ar/api/pipelines/overview#diffusers.DiffusionPipeline.from_pretrained">from_pretrained()</a> لتحميل خط أنابيب المجتمع من إصدار محدد (على سبيل المثال، <code>v0.30.0</code> أو <code>main</code>). بشكل افتراضي، يتم تحميل خطوط أنابيب المجتمع من أحدث إصدار مستقر من Diffusers.</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-py "><!----><span class="hljs-keyword">import</span> torch
<span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DiffusionPipeline

pipeline = DiffusionPipeline.from_pretrained(
    <span class="hljs-string">&quot;stabilityai/stable-diffusion-3-medium-diffusers&quot;</span>,
    custom_pipeline=<span class="hljs-string">&quot;pipeline_stable_diffusion_3_instruct_pix2pix&quot;</span>,
    custom_revision=<span class="hljs-string">&quot;main&quot;</span>,
    dtype=torch.float16,
    device_map=<span class="hljs-string">&quot;cuda&quot;</span>  <span class="hljs-comment"># or &quot;mps&quot;, &quot;xpu&quot;, &quot;cpu&quot;</span>
)<!----></pre></div><!----> <blockquote class="warning"><p>في حين يقوم <a href="https://huggingface.co/docs/hub/security-malware" rel="nofollow">مستودع Hugging Face</a> بمسح الملفات، يجب عليك أيضاً فحص كود خط أنابيب المستودع والتأكد من أنه آمن.</p></blockquote> <p>توجد عدة طرق لتحميل خط أنابيب المجتمع.</p> <ul><li><p>مرّر مسارًا إلى <code>custom_pipeline</code> لتحميل خط أنابيب مجتمعي محلي. يجب أن يحتوي المجلد على ملف <code>pipeline.py</code> يحتوي على فئة خط الأنابيب.</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-py "><!----><span class="hljs-keyword">import</span> torch
<span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DiffusionPipeline

pipeline = DiffusionPipeline.from_pretrained(
    <span class="hljs-string">&quot;stabilityai/stable-diffusion-3-medium-diffusers&quot;</span>,
    custom_pipeline=<span class="hljs-string">&quot;path/to/pipeline_directory&quot;</span>,
    trust_remote_code=<span class="hljs-literal">True</span>,
    dtype=torch.float16,
    device_map=<span class="hljs-string">&quot;cuda&quot;</span>  <span class="hljs-comment"># or &quot;mps&quot;, &quot;xpu&quot;, &quot;cpu&quot;</span>
)<!----></pre></div><!----></li> <li><p>يُؤيَّد الحُجّة <code>custom_pipeline</code> أيضًا بواسطة <a href="/docs/diffusers/main/ar/api/pipelines/overview#diffusers.DiffusionPipeline.from_pipe">from_pipe()</a>، وهو مفيد لـ <a href="./loading#reusing-models-in-multiple-pipelines">إعادة استخدام خطوط الأنابيب</a> دون استخدام ذاكرة إضافية. فهو يحدّ من استخدام الذاكرة إلى أكبر خط أنابيب محمّل فقط.</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-py "><!----><span class="hljs-keyword">import</span> torch
<span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DiffusionPipeline

pipeline_sd = DiffusionPipeline.from_pretrained(
    <span class="hljs-string">&quot;emilianJR/CyberRealistic_V3&quot;</span>, dtype=torch.float16, device_map=<span class="hljs-string">&quot;cuda&quot;</span>  <span class="hljs-comment"># or &quot;mps&quot;, &quot;xpu&quot;, &quot;cpu&quot;</span>
)
pipeline_lpw = DiffusionPipeline.from_pipe(
    pipeline_sd, custom_pipeline=<span class="hljs-string">&quot;lpw_stable_diffusion&quot;</span>
)<!----></pre></div><!----> <p>يُعدّ أسلوب <a href="/docs/diffusers/main/ar/api/pipelines/overview#diffusers.DiffusionPipeline.from_pipe">from_pipe()</a> مفيداً بشكل خاص لتحميل خطوط أنابيب المجتمع، نظراً لأن العديد منها لا يحتوي على أوزان مُسبقة التدريب. وعادةً ما تضيف خطوط أنابيب المجتمع ميزة فوق خط أنابيب قائم مسبقاً.</p></li></ul> <!--[1--><h2 class="relative group"><a id="community-components" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#community-components"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span><!---->مكوّنات المجتمع<!----></span></h2><!--]--><!----> <p>تتيح لك مكوّنات المجتمع بناء خطوط أنابيب باستخدام محوّلات وUNets وVAEs ومجدولات مخصّصة لا تدعمها مكتبة Diffusers. وتحتاج هذه المكوّنات إلى وحدات Python خاصة بها.</p> <p>تُظهر هذه القسم كيفية استخدام المستخدمين لمكونات المجتمع لبناء خط أنابيب مجتمع باستخدام <a href="https://huggingface.co/showlab/show-1-base" rel="nofollow">showlab/show-1-base</a> كمثال.</p> <ol><li>حمّل المكونات المطلوبة، وهي المجدول ومعالج الصور. يتم استيراد مشفر النص بشكل عام من <a href="https://huggingface.co/docs/transformers/index" rel="nofollow">Transformers</a>.</li></ol> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5   text-gray-600  " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> تم النسخ</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> T5Tokenizer, T5EncoderModel, CLIPImageProcessor
<span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DPMSolverMultistepScheduler

pipeline_id = <span class="hljs-string">&quot;showlab/show-1-base&quot;</span>
tokenizer = T5Tokenizer.from_pretrained(pipeline_id, subfolder=<span class="hljs-string">&quot;tokenizer&quot;</span>)
text_encoder = T5EncoderModel.from_pretrained(pipeline_id, subfolder=<span class="hljs-string">&quot;text_encoder&quot;</span>)
scheduler = DPMSolverMultistepScheduler.from_pretrained(pipeline_id, subfolder=<span class="hljs-string">&quot;scheduler&quot;</span>)
feature_extractor = CLIPImageProcessor.from_pretrained(pipeline_id, subfolder=<span class="hljs-string">&quot;feature_extractor&quot;</span>)<!----></pre></div><!----> <blockquote class="warning"><p>في الخطوتين 2 و3، يجب أن تتطابق تنسيقات التنفيذ المخصص لـ <a href="https://github.com/showlab/Show-1/blob/main/showone/models/unet_3d_condition.py" rel="nofollow">UNet</a> و <a href="https://huggingface.co/sayakpaul/show-1-base-with-code/blob/main/unet/showone_unet_3d_condition.py" rel="nofollow">pipeline</a> مع التنسيقات المعروضة في ملفاتهما حتى يعمل هذا المثال.</p></blockquote> <ol start="2"><li>حمّل <a href="https://github.com/showlab/Show-1/blob/main/showone/models/unet_3d_condition.py" rel="nofollow">UNet مخصصًا</a> مُنفَّذًا مسبقًا في <a href="https://huggingface.co/sayakpaul/show-1-base-with-code/blob/main/unet/showone_unet_3d_condition.py" rel="nofollow">showone_unet_3d_condition.py</a>. تم تغيير اسم فئة <a href="/docs/diffusers/main/ar/api/models/unet3d-cond#diffusers.UNet3DConditionModel">UNet3DConditionModel</a> إلى التنفيذ المخصص <code>ShowOneUNet3DConditionModel</code>، لأن <a href="/docs/diffusers/main/ar/api/models/unet3d-cond#diffusers.UNet3DConditionModel">UNet3DConditionModel</a> موجودة مسبقًا في Diffusers. يجب وضع جميع المكونات المطلوبة لفئة <code>ShowOneUNet3DConditionModel</code> في <code>showone_unet_3d_condition.py</code>.</li></ol> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5   text-gray-600  " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> تم النسخ</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-keyword">from</span> showone_unet_3d_condition <span class="hljs-keyword">import</span> ShowOneUNet3DConditionModel

unet = ShowOneUNet3DConditionModel.from_pretrained(pipeline_id, subfolder=<span class="hljs-string">&quot;unet&quot;</span>)<!----></pre></div><!----> <ol start="3"><li>حمّل كود خط الأنابيب المخصص (المنفَّذ مسبقًا في <a href="https://huggingface.co/sayakpaul/show-1-base-with-code/blob/main/pipeline_t2v_base_pixel.py" rel="nofollow">pipeline_t2v_base_pixel.py</a>). يحتوي هذا النص البرمجي على فئة <code>TextToVideoIFPipeline</code> مخصصة لتوليد مقاطع الفيديو من النص. تمامًا كما هو الحال مع UNet المخصص، يجب وضع أي كود مطلوب لـ <code>TextToVideoIFPipeline</code> في <code>pipeline_t2v_base_pixel.py</code>.</li></ol> <p>قم بتهيئة <code>TextToVideoIFPipeline</code> باستخدام <code>ShowOneUNet3DConditionModel</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">import</span> torch
<span class="hljs-keyword">from</span> pipeline_t2v_base_pixel <span class="hljs-keyword">import</span> TextToVideoIFPipeline

pipeline = TextToVideoIFPipeline(
    unet=unet,
    text_encoder=text_encoder,
    tokenizer=tokenizer,
    scheduler=scheduler,
    feature_extractor=feature_extractor,
)
pipeline = pipeline.to(<span class="hljs-string">&quot;cuda&quot;</span>)  <span class="hljs-comment"># or &quot;mps&quot;, &quot;xpu&quot;, &quot;cpu&quot;</span><!----></pre></div><!----> <ol start="4"><li>ادفع خط الأنابيب إلى Hub لمشاركته مع المجتمع.</li></ol> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5   text-gray-600  " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> تم النسخ</div><!----></button><!----></div> <pre class="language-python "><!---->pipeline.push_to_hub(<span class="hljs-string">&quot;custom-t2v-pipeline&quot;</span>)<!----></pre></div><!----> <p>بعد دفع خط الأنابيب بنجاح، أجرِ التغييرات التالية.</p> <ul><li>غيّر خاصية <code>_class_name</code> في <a href="https://huggingface.co/sayakpaul/show-1-base-with-code/blob/main/model_index.json#L2" rel="nofollow">model_index.json</a> إلى <code>["pipeline_t2v_base_pixel", "TextToVideoIFPipeline"]</code>.</li> <li>ارفع <code>showone_unet_3d_condition.py</code> إلى مجلد <a href="https://huggingface.co/sayakpaul/show-1-base-with-code/blob/main/unet/showone_unet_3d_condition.py" rel="nofollow">unet</a> الفرعي.</li> <li>ارفع <code>pipeline_t2v_base_pixel.py</code> إلى مستودع خط الأنابيب <a href="https://huggingface.co/sayakpaul/show-1-base-with-code/tree/main" rel="nofollow">repository</a>.</li></ul> <p>لتشغيل الاستدلال، أضف الحجة <code>trust_remote_code</code> أثناء تهيئة خط الأنابيب للتعامل مع كل ما يحدث في الخلفية.</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">import</span> torch
<span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DiffusionPipeline

pipeline = DiffusionPipeline.from_pretrained(
    <span class="hljs-string">&quot;&lt;change-username&gt;/&lt;change-id&gt;&quot;</span>, trust_remote_code=<span class="hljs-literal">True</span>, dtype=torch.float16
)<!----></pre></div><!----> <blockquote class="warning"><p>كإجراء احترازي إضافي عند استخدام <code>trust_remote_code=True</code>، قم بتمرير تجزئة الالتزام (commit hash) إلى معامل <code>revision</code> في <a href="/docs/diffusers/main/ar/api/pipelines/overview#diffusers.DiffusionPipeline.from_pretrained">from_pretrained()</a> للتأكد من أن الكود لم يتم تحديثه بكود خبيث جديد (ما لم تكن تثق تماماً بأصحاب النموذج).</p></blockquote> <!--[1--><h2 class="relative group"><a id="next-steps" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#next-steps"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span><!---->الخطوات التالية<!----></span></h2><!--]--><!----> <ul><li>اطّلع على المشكلة <a href="https://github.com/huggingface/diffusers/issues/841" rel="nofollow">#841</a> لمزيد من السياق حول سبب إضافة خطوط أنابيب المجتمع لمساعدة الجميع على مشاركة أعمالهم بسهولة دون أن يتباطأوا.</li> <li>اطّلع على مستودع <a href="https://huggingface.co/stabilityai/japanese-stable-diffusion-xl/" rel="nofollow">stabilityai/japanese-stable-diffusion-xl</a> كمثال إضافي على خط أنابيب مجتمعي يستخدم أيضًا ميزة <code>trust_remote_code</code>.</li></ul> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/diffusers/blob/main/docs/source/en/using-diffusers/custom_pipeline_overview.md" target="_blank"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M31,16l-7,7l-1.41-1.41L28.17,16l-5.58-5.59L24,9l7,7z"></path><path d="M1,16l7-7l1.41,1.41L3.83,16l5.58,5.59L8,23l-7-7z"></path><path d="M12.419,25.484L17.639,6.552l1.932,0.518L14.351,26.002z"></path></svg><!----> <span><span class="underline">Update</span> on GitHub</span></a><!----> <p></p><!--]--><!----><!--]--><!--]--><!--]--> <!--[-1--><!--]--><!--]-->
			
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