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		<link rel="modulepreload" href="/docs/transformers/pr_33686/ar/_app/immutable/chunks/EditOnGithub.fa45e999.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;🤗 Transformers: لمحة عامة&quot;,&quot;local&quot;:&quot;-transformers-لمحة-عامة&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;إذا كنت تبحث عن دعم مخصص من فريق Hugging Face&quot;,&quot;local&quot;:&quot;إذا-كنت-تبحث-عن-دعم-مخصص-من-فريق-hugging-face&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;المحتويات&quot;,&quot;local&quot;:&quot;المحتويات&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;النماذج والأطر المدعومة&quot;,&quot;local&quot;:&quot;النماذج-والأطر-المدعومة&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2}],&quot;depth&quot;:1}"><!-- HEAD_svelte-u9bgzb_END -->      <p></p>  <h1 class="relative group"><a id="-transformers-لمحة-عامة" 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="#-transformers-لمحة-عامة"><span><svg class="" 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>🤗 Transformers: لمحة عامة</span></h1> <p data-svelte-h="svelte-1n8hx2p">أحدث ما في مجال التعلم الآلي لـ <a href="https://pytorch.org/" rel="nofollow">PyTorch</a> و <a href="https://www.tensorflow.org/" rel="nofollow">TensorFlow</a> و <a href="https://jax.readthedocs.io/en/latest/" rel="nofollow">JAX</a></p> <p data-svelte-h="svelte-j7rw4g">توفر 🤗 Transformers واجهات برمجة التطبيقات (APIs) والأدوات اللازمة لتنزيل وتدريب أحدث النماذج المسبقة التدريب بسهولة. ويمكن أن يقلل استخدام النماذج المسبقة التدريب من تكاليف الحوسبة والحد من الأثر البيئي، وتوفّر الوقت والموارد اللازمين لتدريب نموذج من الصفر. وتدعم هذه النماذج المهام الشائعة في مجالات مختلفة، مثل:</p> <p data-svelte-h="svelte-15v1k63">📝 <strong>معالجة اللغات الطبيعية</strong>: تصنيف النصوص، وتعريف الكيانات المسماة، والإجابة على الأسئلة، ونمذجة اللغة، والتلخيص، والترجمة، والاختيار من متعدد، وتوليد النصوص. <br>
🖼️ <strong>الرؤية الحاسوبية</strong>: تصنيف الصور، وكشف الأشياء، وتجزئتها. <br>
🗣️ <strong>الصوت</strong>: التعرف التلقائي على الكلام، وتصنيف الصوت. <br>
🐙 <strong>متعدد الوسائط</strong>: الإجابة على الأسئلة الجدولية، والتعرف البصري على الحروف، واستخراج المعلومات من المستندات الممسوحة ضوئيًا، وتصنيف الفيديو، والإجابة على الأسئلة البصرية.</p> <p data-svelte-h="svelte-ssl46a">تدعم 🤗 Transformers التوافق بين أطر العمل المختلفة مثل PyTorch و TensorFlow و JAX. ويوفر ذلك المرونة لاستخدام إطار عمل مختلف في كل مرحلة من مراحل حياة النموذج؛ قم بتدريب نموذج في ثلاث خطوط من التعليمات البرمجية في إطار واحد، وقم بتحميله للاستدلال في إطار آخر. ويمكن أيضًا تصدير النماذج إلى صيغ مثل ONNX و TorchScript للنشر في بيئات الإنتاج.</p> <p data-svelte-h="svelte-15y3ab1">انضم إلى المجتمع المتنامي على <a href="https://huggingface.co/models" rel="nofollow">Hub</a> أو <a href="https://discuss.huggingface.co/" rel="nofollow">المنتدى</a> أو <a href="https://discord.com/invite/JfAtkvEtRb" rel="nofollow">Discord</a> اليوم!</p>  <h2 class="relative group"><a id="إذا-كنت-تبحث-عن-دعم-مخصص-من-فريق-hugging-face" 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="#إذا-كنت-تبحث-عن-دعم-مخصص-من-فريق-hugging-face"><span><svg class="" 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>إذا كنت تبحث عن دعم مخصص من فريق Hugging Face</span></h2> <a target="_blank" href="https://huggingface.co/support" data-svelte-h="svelte-16714py"><img alt="HuggingFace Expert Acceleration Program" src="https://cdn-media.huggingface.co/marketing/transformers/new-support-improved.png" style="width: 100%; max-width: 600px; border: 1px solid #eee; border-radius: 4px; box-shadow: 0 1px 2px 0 rgba(0, 0, 0, 0.05);"></a>  <h2 class="relative group"><a id="المحتويات" 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="#المحتويات"><span><svg class="" 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>المحتويات</span></h2> <p data-svelte-h="svelte-qnxdwn">ينقسم التوثيق إلى خمسة أقسام:</p> <ul data-svelte-h="svelte-rqwvnb"><li><p><strong>ابدأ</strong> تقدم جولة سريعة في المكتبة وتعليمات التثبيت للبدء.</p></li> <li><p><strong>الدروس التعليمية</strong> هي مكان رائع للبدء إذا كنت مبتدئًا. سيساعدك هذا القسم على اكتساب المهارات الأساسية التي تحتاجها للبدء في استخدام المكتبة.</p></li> <li><p><strong>أدلة كيفية الاستخدام</strong> تُظهر لك كيفية تحقيق هدف محدد، مثل ضبط نموذج مسبق التدريب لنمذجة اللغة أو كيفية كتابة ومشاركة نموذج مخصص.</p></li> <li><p><strong>الأدلة المفاهيمية</strong> تقدم مناقشة وتفسيرًا أكثر للأفكار والمفاهيم الأساسية وراء النماذج والمهام وفلسفة التصميم في 🤗 Transformers.</p></li> <li><p><strong>واجهة برمجة التطبيقات (API)</strong> تصف جميع الفئات والوظائف:</p> <ul><li><strong>الفئات الرئيسية</strong> تشرح الفئات الأكثر أهمية مثل التكوين والنمذجة والتحليل النصي وخط الأنابيب.</li> <li><strong>النماذج</strong> تشرح الفئات والوظائف المتعلقة بكل نموذج يتم تنفيذه في المكتبة.</li> <li><strong>المساعدون الداخليون</strong> يشرحون فئات ووظائف المساعدة التي يتم استخدامها داخليًا.</li></ul></li></ul>  <h2 class="relative group"><a id="النماذج-والأطر-المدعومة" 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="#النماذج-والأطر-المدعومة"><span><svg class="" 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>النماذج والأطر المدعومة</span></h2> <p data-svelte-h="svelte-18yqjli">يمثل الجدول أدناه الدعم الحالي في المكتبة لكل من هذه النماذج، وما إذا كان لديها محلل نحوي Python (يُسمى “بطيء”). محلل نحوي “سريع” مدعوم بمكتبة 🤗 Tokenizers، وما إذا كان لديها دعم في Jax (عبر Flax) و/أو PyTorch و/أو TensorFlow.</p>   <table data-svelte-h="svelte-15zkh7b"><thead><tr><th align="center">Model</th> <th align="center">PyTorch support</th> <th align="center">TensorFlow support</th> <th align="center">Flax Support</th></tr></thead> <tbody><tr><td align="center"><a href="model_doc/albert">ALBERT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/align">ALIGN</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/altclip">AltCLIP</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/audio-spectrogram-transformer">Audio Spectrogram Transformer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/autoformer">Autoformer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/bark">Bark</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/bart">BART</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/barthez">BARThez</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/bartpho">BARTpho</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/beit">BEiT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/bert">BERT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/bert-generation">Bert Generation</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/bert-japanese">BertJapanese</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/bertweet">BERTweet</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/big_bird">BigBird</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/bigbird_pegasus">BigBird-Pegasus</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/biogpt">BioGpt</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/bit">BiT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/blenderbot">Blenderbot</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/blenderbot-small">BlenderbotSmall</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/blip">BLIP</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/blip-2">BLIP-2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/bloom">BLOOM</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/bort">BORT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/bridgetower">BridgeTower</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/bros">BROS</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/byt5">ByT5</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/camembert">CamemBERT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/canine">CANINE</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/chameleon">Chameleon</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/chinese_clip">Chinese-CLIP</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/clap">CLAP</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/clip">CLIP</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/clipseg">CLIPSeg</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/clvp">CLVP</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/codegen">CodeGen</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/code_llama">CodeLlama</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/cohere">Cohere</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/conditional_detr">Conditional DETR</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/convbert">ConvBERT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/convnext">ConvNeXT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/convnextv2">ConvNeXTV2</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/cpm">CPM</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/cpmant">CPM-Ant</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/ctrl">CTRL</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/cvt">CvT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/dac">DAC</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/data2vec">Data2VecAudio</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/data2vec">Data2VecText</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/data2vec">Data2VecVision</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/dbrx">DBRX</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/deberta">DeBERTa</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/deberta-v2">DeBERTa-v2</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/decision_transformer">Decision Transformer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/deformable_detr">Deformable DETR</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/deit">DeiT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/deplot">DePlot</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/depth_anything">Depth Anything</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/deta">DETA</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/detr">DETR</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/dialogpt">DialoGPT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/dinat">DiNAT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/dinov2">DINOv2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/distilbert">DistilBERT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/dit">DiT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/donut">DonutSwin</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/dpr">DPR</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/dpt">DPT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/efficientformer">EfficientFormer</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/efficientnet">EfficientNet</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/electra">ELECTRA</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/encodec">EnCodec</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/encoder-decoder">Encoder decoder</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/ernie">ERNIE</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/ernie_m">ErnieM</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/esm">ESM</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/fsmt">FairSeq Machine-Translation</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/falcon">Falcon</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/falcon_mamba">FalconMamba</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/fastspeech2_conformer">FastSpeech2Conformer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/flan-t5">FLAN-T5</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/flan-ul2">FLAN-UL2</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/flaubert">FlauBERT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/flava">FLAVA</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/fnet">FNet</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/focalnet">FocalNet</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/funnel">Funnel Transformer</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/fuyu">Fuyu</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/gemma">Gemma</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/gemma2">Gemma2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/git">GIT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/glpn">GLPN</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/gpt_neo">GPT Neo</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/gpt_neox">GPT NeoX</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/gpt_neox_japanese">GPT NeoX Japanese</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/gptj">GPT-J</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/gpt-sw3">GPT-Sw3</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/gpt_bigcode">GPTBigCode</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/gptsan-japanese">GPTSAN-japanese</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/granite">Granite</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/graphormer">Graphormer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/grounding-dino">Grounding DINO</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/groupvit">GroupViT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/herbert">HerBERT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/hiera">Hiera</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/hubert">Hubert</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/ibert">I-BERT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/idefics">IDEFICS</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/idefics2">Idefics2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/imagegpt">ImageGPT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/informer">Informer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/instructblip">InstructBLIP</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/instructblipvideo">InstructBlipVideo</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/jamba">Jamba</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/jetmoe">JetMoe</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/jukebox">Jukebox</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/kosmos-2">KOSMOS-2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/layoutlm">LayoutLM</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/layoutlmv2">LayoutLMv2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/layoutlmv3">LayoutLMv3</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/layoutxlm">LayoutXLM</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/led">LED</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/levit">LeViT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/lilt">LiLT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/llama">LLaMA</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/llama2">Llama2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/llama3">Llama3</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/llava">LLaVa</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/llava_next">LLaVA-NeXT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/llava_next_video">LLaVa-NeXT-Video</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/longformer">Longformer</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/longt5">LongT5</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/luke">LUKE</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/lxmert">LXMERT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mctct">M-CTC-T</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/m2m_100">M2M100</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/madlad-400">MADLAD-400</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/mamba">Mamba</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mamba2">mamba2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/marian">Marian</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/markuplm">MarkupLM</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mask2former">Mask2Former</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/maskformer">MaskFormer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/matcha">MatCha</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mbart">mBART</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/mbart50">mBART-50</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/mega">MEGA</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/megatron-bert">Megatron-BERT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/megatron_gpt2">Megatron-GPT2</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/mgp-str">MGP-STR</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mistral">Mistral</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/mixtral">Mixtral</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mluke">mLUKE</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mms">MMS</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/mobilebert">MobileBERT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mobilenet_v1">MobileNetV1</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mobilenet_v2">MobileNetV2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mobilevit">MobileViT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mobilevitv2">MobileViTV2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mpnet">MPNet</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mpt">MPT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mra">MRA</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mt5">MT5</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/musicgen">MusicGen</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/musicgen_melody">MusicGen Melody</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/mvp">MVP</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/nat">NAT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/nemotron">Nemotron</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/nezha">Nezha</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/nllb">NLLB</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/nllb-moe">NLLB-MOE</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/nougat">Nougat</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/nystromformer">Nyströmformer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/olmo">OLMo</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/oneformer">OneFormer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/openai-gpt">OpenAI GPT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/gpt2">OpenAI GPT-2</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/open-llama">OpenLlama</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/opt">OPT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/owlvit">OWL-ViT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/owlv2">OWLv2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/paligemma">PaliGemma</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/patchtsmixer">PatchTSMixer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/patchtst">PatchTST</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/pegasus">Pegasus</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/pegasus_x">PEGASUS-X</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/perceiver">Perceiver</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/persimmon">Persimmon</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/phi">Phi</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/phi3">Phi3</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/phobert">PhoBERT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/pix2struct">Pix2Struct</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/plbart">PLBart</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/poolformer">PoolFormer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/pop2piano">Pop2Piano</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/prophetnet">ProphetNet</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/pvt">PVT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/pvt_v2">PVTv2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/qdqbert">QDQBert</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/qwen2">Qwen2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/qwen2_audio">Qwen2Audio</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/qwen2_moe">Qwen2MoE</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/qwen2_vl">Qwen2VL</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/rag">RAG</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/realm">REALM</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/recurrent_gemma">RecurrentGemma</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/reformer">Reformer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/regnet">RegNet</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/rembert">RemBERT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/resnet">ResNet</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/retribert">RetriBERT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/roberta">RoBERTa</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/roberta-prelayernorm">RoBERTa-PreLayerNorm</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/roc_bert">RoCBert</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/roformer">RoFormer</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/rt_detr">RT-DETR</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/rt_detr_resnet">RT-DETR-ResNet</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/rwkv">RWKV</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/sam">SAM</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/seamless_m4t">SeamlessM4T</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/seamless_m4t_v2">SeamlessM4Tv2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/segformer">SegFormer</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/seggpt">SegGPT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/sew">SEW</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/sew-d">SEW-D</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/siglip">SigLIP</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/speech-encoder-decoder">Speech Encoder decoder</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/speech_to_text">Speech2Text</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/speecht5">SpeechT5</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/splinter">Splinter</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/squeezebert">SqueezeBERT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/stablelm">StableLm</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/starcoder2">Starcoder2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/superpoint">SuperPoint</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/swiftformer">SwiftFormer</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/swin">Swin Transformer</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/swinv2">Swin Transformer V2</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/swin2sr">Swin2SR</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/switch_transformers">SwitchTransformers</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/t5">T5</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/t5v1.1">T5v1.1</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/table-transformer">Table Transformer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/tapas">TAPAS</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/tapex">TAPEX</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/time_series_transformer">Time Series Transformer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/timesformer">TimeSformer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/trajectory_transformer">Trajectory Transformer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/transfo-xl">Transformer-XL</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/trocr">TrOCR</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/tvlt">TVLT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/tvp">TVP</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/udop">UDOP</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/ul2">UL2</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/umt5">UMT5</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/unispeech">UniSpeech</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/unispeech-sat">UniSpeechSat</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/univnet">UnivNet</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/upernet">UPerNet</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/van">VAN</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/video_llava">VideoLlava</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/videomae">VideoMAE</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/vilt">ViLT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/vipllava">VipLlava</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/vision-encoder-decoder">Vision Encoder decoder</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/vision-text-dual-encoder">VisionTextDualEncoder</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/visual_bert">VisualBERT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/vit">ViT</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/vit_hybrid">ViT Hybrid</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/vitdet">VitDet</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/vit_mae">ViTMAE</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/vitmatte">ViTMatte</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/vit_msn">ViTMSN</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/vits">VITS</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/vivit">ViViT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/wav2vec2">Wav2Vec2</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/wav2vec2-bert">Wav2Vec2-BERT</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/wav2vec2-conformer">Wav2Vec2-Conformer</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/wav2vec2_phoneme">Wav2Vec2Phoneme</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/wavlm">WavLM</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/whisper">Whisper</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/xclip">X-CLIP</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/xmod">X-MOD</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/xglm">XGLM</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/xlm">XLM</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/xlm-prophetnet">XLM-ProphetNet</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/xlm-roberta">XLM-RoBERTa</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/xlm-roberta-xl">XLM-RoBERTa-XL</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/xlm-v">XLM-V</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/xlnet">XLNet</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/xls_r">XLS-R</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/xlsr_wav2vec2">XLSR-Wav2Vec2</a></td> <td align="center">✅</td> <td align="center">✅</td> <td align="center">✅</td></tr> <tr><td align="center"><a href="model_doc/yolos">YOLOS</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/yoso">YOSO</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr> <tr><td align="center"><a href="model_doc/zoedepth">ZoeDepth</a></td> <td align="center">✅</td> <td align="center">❌</td> <td align="center">❌</td></tr></tbody></table>  <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/transformers/blob/main/docs/source/ar/index.md" target="_blank"><span data-svelte-h="svelte-1kd6by1">&lt;</span> <span data-svelte-h="svelte-x0xyl0">&gt;</span> <span data-svelte-h="svelte-1dajgef"><span class="underline 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