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	<link href="/docs/transformers/main/ro/_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: right; margin-left: 10px; display: inline-flex; position: relative; z-index: 10;"><div 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>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="adaugă-componente-de-procesare-vizuală" 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="#adaugă-componente-de-procesare-vizuală"><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>Adaugă componente de procesare vizuală</span></h1><!--]--><!----> <p>Adăugarea unui model vizual necesită componente de procesare a imaginilor sau videoclipurilor pe lângă abordarea standard <a href="./modular_transformers">modulară</a>. Modelele exclusiv pentru imagini au nevoie de procesatoare de imagini, iar modelele video au nevoie de un procesator video, ambele accesibile prin punctele de intrare <code>AutoImageProcessor</code> și <code>AutoVideoProcessor</code>.</p> <blockquote class="note"><p>Pentru pașii de modelare și configurare, urmează mai întâi ghidul <a href="./modular_transformers">modular</a>.</p></blockquote> <!--[1--><h2 class="relative group"><a id="procesatoare-de-imagini" 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="#procesatoare-de-imagini"><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>Procesatoare de imagini</span></h2><!--]--><!----> <p>Creează procesatoare de imagini când modelul consumă imagini. Backend-ul <a href="https://docs.pytorch.org/vision/stable/index.html" rel="nofollow">torchvision</a> este varianta implicită și suportă accelerarea GPU. <a href="https://pillow.readthedocs.io/en/stable/index.html" rel="nofollow">PIL</a> este varianta de fallback când torchvision nu este disponibil.</p> <p>Ambele clase de procesatoare de imagini împart aceeași logică de preprocesare, dar au backend-uri diferite. Semnăturile constructorilor și valorile implicite trebuie să fie identice. <code>AutoImageProcessor.from_pretrained()</code> selectează backend-ul la momentul încărcării și revine la PIL când torchvision nu este disponibil. Semnăturile nepotrivite fac ca același config salvat să se comporte diferit în funcție de mediu.</p> <!--[2--><h3 class="relative group"><a id="torchvision" 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="#torchvision"><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>torchvision</span></h3><!--]--><!----> <p>Creează <code>image_processing_<model_name>.py</code> cu o clasă care moștenește din <code>TorchvisionBackend</code>. Dacă procesatorul tău necesită parametri personalizați dincolo de [ImagesKwargs] standard, definește o clasă kwargs.</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> Copied</div><!----></button><!----></div> <pre class="language-py "><!----><span class="hljs-keyword">from</span> ...image_processing_backends <span class="hljs-keyword">import</span> TorchvisionBackend
	<span class="hljs-keyword">from</span> ...image_utils <span class="hljs-keyword">import</span> OPENAI_CLIP_MEAN, OPENAI_CLIP_STD, PILImageResampling
	<span class="hljs-keyword">from</span> ...processing_utils <span class="hljs-keyword">import</span> ImagesKwargs, Unpack
	<span class="hljs-keyword">from</span> ...utils <span class="hljs-keyword">import</span> auto_docstring

	<span class="hljs-keyword">class</span> <span class="hljs-title class_">MyModelImageProcessorKwargs</span>(ImagesKwargs, total=<span class="hljs-literal">False</span>):
	tile_size: <span class="hljs-built_in">int</span> <span class="hljs-comment"># orice kwargs specifice modelului</span>

	<span class="hljs-meta">@auto_docstring</span>
	<span class="hljs-keyword">class</span> <span class="hljs-title class_">MyModelImageProcessor</span>(<span class="hljs-title class_ inherited__">TorchvisionBackend</span>):
	resample = PILImageResampling.BICUBIC
	image_mean = OPENAI_CLIP_MEAN
	image_std = OPENAI_CLIP_STD
	size = {<span class="hljs-string">"shortest_edge"</span>: <span class="hljs-number">224</span>}
	do_resize = <span class="hljs-literal">True</span>
	do_rescale = <span class="hljs-literal">True</span>
	do_normalize = <span class="hljs-literal">True</span>
	do_convert_rgb = <span class="hljs-literal">True</span>

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">__init__</span>(<span class="hljs-params">self, **kwargs: Unpack[MyModelImageProcessorKwargs]</span>):
	<span class="hljs-built_in">super</span>().__init__(**kwargs)<!----></pre></div><!----> <blockquote class="tip"><p>Vezi <code>LlavaOnevisionImageProcessor</code> ca referință.</p></blockquote> <!--[2--><h3 class="relative group"><a id="pil" 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="#pil"><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>PIL</span></h3><!--]--><!----> <p>Creează <code>image_processing_pil_<model_name>.py</code> cu o clasă care moștenește din <code>PilBackend</code>. Duplică clasa kwargs aici în loc s-o importezi din fișierul torchvision, pentru că poate eșua când torchvision nu este instalat. Adaugă un comentariu <code># Adapted from</code> ca cele două să rămână sincronizate. Pentru procesoarele fără parametri personalizați, folosește <code>ImagesKwargs</code> direct.</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> Copied</div><!----></button><!----></div> <pre class="language-py "><!----><span class="hljs-keyword">from</span> ...image_processing_backends <span class="hljs-keyword">import</span> PilBackend
	<span class="hljs-keyword">from</span> ...image_utils <span class="hljs-keyword">import</span> OPENAI_CLIP_MEAN, OPENAI_CLIP_STD, PILImageResampling
	<span class="hljs-keyword">from</span> ...processing_utils <span class="hljs-keyword">import</span> ImagesKwargs, Unpack
	<span class="hljs-keyword">from</span> ...utils <span class="hljs-keyword">import</span> auto_docstring

	<span class="hljs-comment"># Adaptat din transformers.models.my_model.image_processing_my_model.MyModelImageProcessorKwargs</span>
	<span class="hljs-keyword">class</span> <span class="hljs-title class_">MyModelImageProcessorKwargs</span>(ImagesKwargs, total=<span class="hljs-literal">False</span>):
	tile_size: <span class="hljs-built_in">int</span> <span class="hljs-comment"># orice kwargs specifice modelului</span>

	<span class="hljs-meta">@auto_docstring</span>
	<span class="hljs-keyword">class</span> <span class="hljs-title class_">MyModelImageProcessorPil</span>(<span class="hljs-title class_ inherited__">PilBackend</span>):
	resample = PILImageResampling.BICUBIC
	image_mean = OPENAI_CLIP_MEAN
	image_std = OPENAI_CLIP_STD
	size = {<span class="hljs-string">"shortest_edge"</span>: <span class="hljs-number">224</span>}
	do_resize = <span class="hljs-literal">True</span>
	do_rescale = <span class="hljs-literal">True</span>
	do_normalize = <span class="hljs-literal">True</span>
	do_convert_rgb = <span class="hljs-literal">True</span>

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">__init__</span>(<span class="hljs-params">self, **kwargs: Unpack[MyModelImageProcessorKwargs]</span>):
	<span class="hljs-built_in">super</span>().__init__(**kwargs)<!----></pre></div><!----> <blockquote class="tip"><p>Vezi <code>LlavaOnevisionImageProcessorPil</code> ca referință.</p></blockquote> <!--[1--><h2 class="relative group"><a id="procesator-video" 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="#procesator-video"><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>Procesator video</span></h2><!--]--><!----> <p>Adaugă un procesator video când modelul consumă videoclipuri sau cadre video eșantionate.</p> <p>Creează <code>video_processing_<model_name>.py</code> în folder-ul modelului. <code>BaseVideoProcessor</code> moștenește din <code>TorchvisionBackend</code> și furnizează comportament comun de decodare, eșantionare a cadrelor, redimensionare, rescalare, normalizare, salvare și încărcare.</p> <p>Atributele de clasă sunt valorile implicite de preprocesare. Utilizatorii le pot suprascrie la inițializare sau la apel. Folosește aceleași nume ca <code>VideosKwargs</code> când e posibil, cum ar fi <code>size</code>, <code>crop_size</code>, <code>do_resize</code>, <code>do_sample_frames</code>, <code>num_frames</code> și <code>fps</code>.</p> <p>Definește o clasă kwargs dacă procesorul tău video necesită parametri personalizați dincolo de <code>VideosKwargs</code> standard. Seteaz-o ca <code>valid_kwargs</code> și folosește-o ca să adnotezi <code>__init__</code> atât pentru validarea la rulare, cât și pentru docstring-ul auto-generat.</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> Copied</div><!----></button><!----></div> <pre class="language-py "><!----><span class="hljs-keyword">from</span> ...processing_utils <span class="hljs-keyword">import</span> Unpack, VideosKwargs
	<span class="hljs-keyword">from</span> ...utils <span class="hljs-keyword">import</span> auto_docstring
	<span class="hljs-keyword">from</span> ...video_processing_utils <span class="hljs-keyword">import</span> BaseVideoProcessor

	<span class="hljs-keyword">class</span> <span class="hljs-title class_">MyModelVideoProcessorKwargs</span>(VideosKwargs, total=<span class="hljs-literal">False</span>):
	min_frames: <span class="hljs-built_in">int</span>
	max_frames: <span class="hljs-built_in">int</span>

	<span class="hljs-meta">@auto_docstring</span>
	<span class="hljs-keyword">class</span> <span class="hljs-title class_">MyModelVideoProcessor</span>(<span class="hljs-title class_ inherited__">BaseVideoProcessor</span>):
	size = {<span class="hljs-string">"shortest_edge"</span>: <span class="hljs-number">224</span>}
	crop_size = {<span class="hljs-string">"height"</span>: <span class="hljs-number">224</span>, <span class="hljs-string">"width"</span>: <span class="hljs-number">224</span>}
	do_resize = <span class="hljs-literal">True</span>
	do_center_crop = <span class="hljs-literal">True</span>
	do_normalize = <span class="hljs-literal">True</span>
	do_sample_frames = <span class="hljs-literal">True</span>
	num_frames = <span class="hljs-number">16</span>
	model_input_names = [<span class="hljs-string">"pixel_values_videos"</span>]
	valid_kwargs = MyModelVideoProcessorKwargs

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">__init__</span>(<span class="hljs-params">self, **kwargs: Unpack[MyModelVideoProcessorKwargs]</span>):
	<span class="hljs-built_in">super</span>().__init__(**kwargs)<!----></pre></div><!----> <p>Suprascrie <code>sample_frames()</code> doar când modelul necesită o regulă de eșantionare pe care eșantionatorul uniform de bază nu o poate exprima. De exemplu, unele modele impun un număr minim sau maxim de cadre sau eșantionează pe baza unor constrângeri specifice modelului.</p> <p>Dacă metoda forward a modelului așteaptă un nume de input legacy, suprascrie <code>preprocess</code> și redenumește cheia după apelarea implementării de bază.</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> Copied</div><!----></button><!----></div> <pre class="language-py "><!----><span class="hljs-keyword">class</span> <span class="hljs-title class_">MyModelVideoProcessor</span>(<span class="hljs-title class_ inherited__">BaseVideoProcessor</span>):
	model_input_names = [<span class="hljs-string">"pixel_values"</span>]

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">preprocess</span>(<span class="hljs-params">self, videos, **kwargs</span>):
	batch = <span class="hljs-built_in">super</span>().preprocess(videos, **kwargs)
	batch[<span class="hljs-string">"pixel_values"</span>] = batch.pop(<span class="hljs-string">"pixel_values_videos"</span>)
	<span class="hljs-keyword">return</span> batch<!----></pre></div><!----> <p>Salvează procesatorul video cu checkpoint-ul instanțiindu-l în scriptul de conversie și apelând <code>save_pretrained()</code>. Dacă un <code>ProcessorMixin</code> dă wrap procesatorului video, apelează <code>save_pretrained()</code> în schimb. Nu crea sau edita manual fișierele de configurație pentru preprocesare.</p> <blockquote class="tip"><p>Vezi <code>Qwen3VLVideoProcessor</code> ca referință.</p></blockquote> <!--[1--><h2 class="relative group"><a id="înregistrarea-claselor" 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="#înregistrarea-claselor"><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>Înregistrarea claselor</span></h2><!--]--><!----> <p>Expune clasele de procesare din <code>__init__.py</code>-ul pachetului modelului. Urmează pattern-ul de import lazy folosit de modelele vecine și protejează importurile cu aceleași dependențe opționale necesare fiecărui backend.</p> <p>Mapează noile clase la configurația modelului pentru ca clasele <code>Auto</code> să le poată încărca. Fișierul de mapare auto generat are un avertisment la început. Nu îl edita manual. Adaugă sau actualizează configurația modelului, apoi rulează:</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> Copied</div><!----></button><!----></div> <pre class="language-bash "><!---->python utils/check_auto.py --fix_and_overwrite<!----></pre></div><!----> <p>După generarea mapării, verifică că tipul de model apare în mapările relevante din <code>src/transformers/models/auto/auto_mappings.py</code>.</p> <ul><li><code>IMAGE_PROCESSOR_MAPPING_NAMES</code> pentru <code>AutoImageProcessor</code></li> <li><code>VIDEO_PROCESSOR_MAPPING_NAMES</code> pentru <code>AutoVideoProcessor</code></li></ul> <!--[1--><h2 class="relative group"><a id="testare" 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="#testare"><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>Testare</span></h2><!--]--><!----> <p>Adaugă teste pentru fiecare componentă de procesare vizuală în directorul de teste al modelului. Testele pentru procesoarele de imagini și video urmează același pattern. Moștenești din mixin-ul comun, indici clasele de procesare fast și slow când descoperirea automată nu este suficientă, furnizezi kwargs de inițializare specifice modelului și suprascrii numele inputului când modelul folosește o cheie de ieșire non-implicită.</p> <!--[2--><h3 class="relative group"><a id="teste-pentru-procesoare-de-imagini" 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="#teste-pentru-procesoare-de-imagini"><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>Teste pentru procesoare de imagini</span></h3><!--]--><!----> <p>Testele pentru procesoarele de imagini se află de obicei în <code>tests/models/<model_name>/test_image_processing_<model_name>.py</code> și moștenesc din <code>ImageProcessingTestMixin</code>.</p> <p>Mixin-ul de procesare a imaginilor găsește clasele de procesoare de imagini din <code>IMAGE_PROCESSOR_MAPPING_NAMES</code>. Expune valorile implicite specifice modelului prin <code>image_processor_dict</code>. Adaugă un obiect tester doar când ai nevoie de input-uri dummy reutilizabile sau metode ajutătoare pentru teste focalizate.</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> Copied</div><!----></button><!----></div> <pre class="language-py "><!----><span class="hljs-keyword">from</span> transformers.testing_utils <span class="hljs-keyword">import</span> require_torch, require_vision
	<span class="hljs-keyword">from</span> ...test_image_processing_common <span class="hljs-keyword">import</span> ImageProcessingTestMixin

	<span class="hljs-meta">@require_torch</span>
	<span class="hljs-meta">@require_vision</span>
	<span class="hljs-keyword">class</span> <span class="hljs-title class_">MyModelImageProcessingTest</span>(ImageProcessingTestMixin, unittest.TestCase):
	<span class="hljs-meta"> @property</span>
	<span class="hljs-keyword">def</span> <span class="hljs-title function_">image_processor_dict</span>(<span class="hljs-params">self</span>):
	<span class="hljs-keyword">return</span> {<span class="hljs-string">"size"</span>: {<span class="hljs-string">"shortest_edge"</span>: <span class="hljs-number">224</span>}, <span class="hljs-string">"do_resize"</span>: <span class="hljs-literal">True</span>}<!----></pre></div><!----> <p>Adaugă teste focalizate pentru comportamentul pe care mixin-ul nu îl poate deduce, cum ar fi regulile de redimensionare personalizate sau kwargs specifice modelului.</p> <!--[2--><h3 class="relative group"><a id="teste-pentru-procesoare-video" 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="#teste-pentru-procesoare-video"><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>Teste pentru procesoare video</span></h3><!--]--><!----> <p>Testele pentru procesoarele video trăiesc de obicei în <code>tests/models/<model_name>/test_video_processing_<model_name>.py</code> și moștenesc din <code>VideoProcessingTestMixin</code>. Setează <code>fast_video_processing_class</code>, definește <code>video_processor_dict</code> și suprascrie <code>input_name</code> dacă modelul folosește o altă cheie decât <code>pixel_values_videos</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> Copied</div><!----></button><!----></div> <pre class="language-py "><!----><span class="hljs-keyword">from</span> transformers.testing_utils <span class="hljs-keyword">import</span> require_torch, require_vision
	<span class="hljs-keyword">from</span> transformers.utils <span class="hljs-keyword">import</span> is_torchvision_available
	<span class="hljs-keyword">from</span> ...test_video_processing_common <span class="hljs-keyword">import</span> VideoProcessingTestMixin

	<span class="hljs-meta">@require_torch</span>
	<span class="hljs-meta">@require_vision</span>
	<span class="hljs-keyword">class</span> <span class="hljs-title class_">MyModelVideoProcessingTest</span>(VideoProcessingTestMixin, unittest.TestCase):
	fast_video_processing_class = MyModelVideoProcessor <span class="hljs-keyword">if</span> is_torchvision_available() <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>
	input_name = <span class="hljs-string">"pixel_values_videos"</span>

	<span class="hljs-meta"> @property</span>
	<span class="hljs-keyword">def</span> <span class="hljs-title function_">video_processor_dict</span>(<span class="hljs-params">self</span>):
	<span class="hljs-keyword">return</span> {<span class="hljs-string">"size"</span>: {<span class="hljs-string">"shortest_edge"</span>: <span class="hljs-number">224</span>}, <span class="hljs-string">"num_frames"</span>: <span class="hljs-number">16</span>}<!----></pre></div><!----> <p>Adaugă teste video focalizate pentru eșantionarea cadrelor, gestionarea metadatelor, input-urile video decodate, input-urile de tip listă de cadre și formele de ieșire. Dacă procesatorul tău redenumește <code>pixel_values_videos</code>, verifică dacă cheia redenumită este returnată.</p> <p>Dacă modelul are și un <code>ProcessorMixin</code> care înfășoară procesatorul de imagini sau video, adaugă <code>tests/models/<model_name>/test_processing_<model_name>.py</code> și moștenește din <code>ProcessorTesterMixin</code>. Setează <code>processor_class</code> și suprascrie metodele de clasă <code>_setup_<component>()</code> pentru componentele care nu pot fi construite fără argumente. Folosește <code>_setup_test_attributes()</code> ca să expui token-urile placeholder folosite de testele comune ale procesatorului.</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> Copied</div><!----></button><!----></div> <pre class="language-py "><!----><span class="hljs-keyword">from</span> ...test_processing_common <span class="hljs-keyword">import</span> ProcessorTesterMixin

	<span class="hljs-keyword">class</span> <span class="hljs-title class_">MyModelProcessorTest</span>(ProcessorTesterMixin, unittest.TestCase):
	processor_class = MyModelProcessor

	<span class="hljs-meta"> @classmethod</span>
	<span class="hljs-keyword">def</span> <span class="hljs-title function_">_setup_image_processor</span>(<span class="hljs-params">cls</span>):
	<span class="hljs-keyword">return</span> cls._get_component_class_from_processor(<span class="hljs-string">"image_processor"</span>)(size={<span class="hljs-string">"shortest_edge"</span>: <span class="hljs-number">224</span>})

	<span class="hljs-meta"> @classmethod</span>
	<span class="hljs-keyword">def</span> <span class="hljs-title function_">_setup_video_processor</span>(<span class="hljs-params">cls</span>):
	<span class="hljs-keyword">return</span> cls._get_component_class_from_processor(<span class="hljs-string">"video_processor"</span>)(num_frames=<span class="hljs-number">2</span>)

	<span class="hljs-meta"> @classmethod</span>
	<span class="hljs-keyword">def</span> <span class="hljs-title function_">_setup_test_attributes</span>(<span class="hljs-params">cls, processor</span>):
	cls.image_token = <span class="hljs-built_in">getattr</span>(processor, <span class="hljs-string">"image_token"</span>, <span class="hljs-string">""</span>)
	cls.video_token = <span class="hljs-built_in">getattr</span>(processor, <span class="hljs-string">"video_token"</span>, <span class="hljs-string">""</span>)<!----></pre></div><!----> <!--[1--><h2 class="relative group"><a id="pașii-următori" 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="#pașii-următori"><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>Pașii următori</span></h2><!--]--><!----> <ul><li>Citește ghidul <a href="./auto_docstring">Auto-generarea docstring-urilor</a> ca să auto-generezi docstring-uri consistente cu <code>@auto_docstring</code>.</li> <li>Citește ghidurile <a href="./image_processors">Procesoare de imagini</a> și <a href="./video_processors">Procesoare video</a> pentru comportamentul de preprocesare orientat către utilizator.</li></ul> <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/ro/add_vision_processing_components.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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