transformers/main/ro/multimodal_processing.html

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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="procesatoare-multimodale" 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-multimodale"><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 multimodale</span></h1><!--]--><!----> <p>Un procesator combină un tokenizer cu unul sau mai multe procesatoare de modalitate, cum ar fi un procesator de imagini, un procesator video sau un feature extractor. Expune o singură metodă <code>__call__</code> care direcționează fiecare input la componenta potrivită și îmbină ieșirile într-un singur dicționar.</p> <p>Unele modele multimodale intercalează textul cu imagini, videoclipuri sau audio. Pentru aceste modele, <code>ProcessorMixin</code> poate înlocui token-urile placeholder precum <code>&lt;image></code>, <code>&lt;video></code> și <code>&lt;audio></code> cu pattern-ul de token pe care îl așteaptă modelul.</p> <!--[1--><h2 class="relative group"><a id="adăugarea-unui-procesator-nou" 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="#adăugarea-unui-procesator-nou"><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>Adăugarea unui procesator nou</span></h2><!--]--><!----> <p>Definești o clasă de procesator creând <code>src/transformers/models/&lt;model>/processing_&lt;my_model_name>.py</code> și subclasând <code>ProcessorMixin</code>. Asigură-te că definești un obiect <code>TypedDict</code> cu valori implicite și îl atribui ca <code>cls.valid_processor_kwargs</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-python "><!----><span class="hljs-keyword">from</span> ...processing_utils <span class="hljs-keyword">import</span> ProcessorMixin, ProcessingKwargs, Unpack

<span class="hljs-keyword">class</span> <span class="hljs-title class_">MyModelProcessorKwargs</span>(ProcessingKwargs, total=<span class="hljs-literal">False</span>):
    images_kwargs: MyModelImageProcessorKwargs
    _defaults = {
        <span class="hljs-string">&quot;text_kwargs&quot;</span>: {<span class="hljs-string">&quot;padding&quot;</span>: <span class="hljs-literal">True</span>},
        <span class="hljs-string">&quot;images_kwargs&quot;</span>: {<span class="hljs-string">&quot;do_convert_rgb&quot;</span>: <span class="hljs-literal">True</span>},
    }

<span class="hljs-keyword">class</span> <span class="hljs-title class_">MyModelProcessor</span>(<span class="hljs-title class_ inherited__">ProcessorMixin</span>):
    valid_processor_kwargs = MyModelProcessorKwargs

    <span class="hljs-keyword">def</span> <span class="hljs-title function_">__init__</span>(<span class="hljs-params">self, image_processor, tokenizer, chat_template=<span class="hljs-literal">None</span>, **kwargs</span>):
        <span class="hljs-variable language_">self</span>.image_token = tokenizer.image_token
        <span class="hljs-variable language_">self</span>.image_token_id = tokenizer.image_token_id
        <span class="hljs-built_in">super</span>().__init__(
            image_processor=image_processor,
            tokenizer=tokenizer,
            chat_template=chat_template,
            **kwargs,
        )<!----></pre></div><!----> <p>Implementează <code>replace_&lt;modality>_token</code> dacă e nevoie. Acesta primește dicționarul complet de ieșire de la subprocesator și indexul inputului curent, returnând șirul de înlocuire expandat pentru acel input. Șirul de înlocuire este ceea ce modelul așteaptă în secvența de input.</p> <p>Dacă modelul nu folosește deloc repetarea placeholder-ului (fără <code>image_token</code> definit), nu trebuie să suprascrii această metodă. Lasă <code>self.image_token</code> nesetat și clasa de bază sare peste înlocuire complet.</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-python "><!----><span class="hljs-keyword">def</span> <span class="hljs-title function_">replace_image_token</span>(<span class="hljs-params">self, image_inputs: <span class="hljs-built_in">dict</span>, image_idx: <span class="hljs-built_in">int</span></span>) -&gt; <span class="hljs-built_in">str</span>:
    num_crops = image_inputs[<span class="hljs-string">&quot;num_crops&quot;</span>][image_idx]
    <span class="hljs-keyword">return</span> <span class="hljs-string">f&quot;<span class="hljs-subst">{self.boi_token}</span><span class="hljs-subst">{self.image_token * self.num_image_tokens * num_crops}</span><span class="hljs-subst">{self.eoi_token}</span>&quot;</span><!----></pre></div><!----> <p>Opțional, suprascrie metodele <code>prepare_inputs_layout</code> și <code>validate_inputs</code> dacă modelul necesită o structură specifică de input înainte ca procesarea să înceapă, precum reordonarea imaginilor ca o listă imbricată sau o validare specifică modelului pe lângă verificările comune.</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-python "><!----><span class="hljs-keyword">def</span> <span class="hljs-title function_">prepare_inputs_layout</span>(<span class="hljs-params">self, images=<span class="hljs-literal">None</span>, text=<span class="hljs-literal">None</span>, videos=<span class="hljs-literal">None</span>, audio=<span class="hljs-literal">None</span>, **kwargs</span>):
    <span class="hljs-comment"># Apelează `super()` ca să aplici mai întâi pașii comuni de pregătire</span>
    images, text, videos, audio = <span class="hljs-built_in">super</span>().prepare_inputs_layout(images, text, videos, audio)
    <span class="hljs-keyword">if</span> images <span class="hljs-keyword">is</span> <span class="hljs-keyword">not</span> <span class="hljs-literal">None</span>:
        images = make_nested_list_of_images(images)
    <span class="hljs-keyword">return</span> images, text, videos, audio

<span class="hljs-keyword">def</span> <span class="hljs-title function_">validate_inputs</span>(<span class="hljs-params">self, images=<span class="hljs-literal">None</span>, text=<span class="hljs-literal">None</span>, videos=<span class="hljs-literal">None</span>, audio=<span class="hljs-literal">None</span>, **kwargs</span>):
    <span class="hljs-built_in">super</span>().validate_inputs(images=images, text=text, **kwargs)
    <span class="hljs-keyword">if</span> text <span class="hljs-keyword">is</span> <span class="hljs-keyword">not</span> <span class="hljs-literal">None</span> <span class="hljs-keyword">and</span> images <span class="hljs-keyword">is</span> <span class="hljs-keyword">not</span> <span class="hljs-literal">None</span>:
        n_tokens = [s.count(<span class="hljs-variable language_">self</span>.image_token) <span class="hljs-keyword">for</span> s <span class="hljs-keyword">in</span> text]
        n_images = [<span class="hljs-built_in">len</span>(img_list) <span class="hljs-keyword">for</span> img_list <span class="hljs-keyword">in</span> images]
        <span class="hljs-keyword">if</span> n_tokens != n_images:
            <span class="hljs-keyword">raise</span> ValueError(
                <span class="hljs-string">f&quot;Number of <span class="hljs-subst">{self.image_token}</span> tokens in text <span class="hljs-subst">{n_tokens}</span> does not match &quot;</span>
                <span class="hljs-string">f&quot;number of images <span class="hljs-subst">{n_images}</span>.&quot;</span>
            )<!----></pre></div><!----> <blockquote class="tip"><p>Vezi <code>Gemma4Processor</code> și <code>Qwen2VLProcessor</code> ca referință.</p></blockquote> <!--[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>Toate procesatoarele multimodale ar trebui să aibă o clasă de test care moștenește din <code>ProcessorTesterMixin</code>. Mixin-ul acesta oferă o suită standard care acoperă tokenizarea, procesarea imaginilor, batch-urile și codificarea round-trip.</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-python "><!----><span class="hljs-comment"># tests/models/my_model_name/test_processor_&lt;my_model_name&gt;.py</span>

<span class="hljs-keyword">from</span> transformers.testing_utils <span class="hljs-keyword">import</span> require_vision
<span class="hljs-keyword">from</span> transformers.utils <span class="hljs-keyword">import</span> is_vision_available
<span class="hljs-keyword">from</span> ...test_processing_common <span class="hljs-keyword">import</span> ProcessorTesterMixin

<span class="hljs-keyword">if</span> is_vision_available():
    <span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> MyModelProcessor

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

    <span class="hljs-keyword">def</span> <span class="hljs-title function_">get_processor</span>(<span class="hljs-params">self</span>):
        <span class="hljs-keyword">return</span> MyModelProcessor.from_pretrained(<span class="hljs-string">&quot;hf-internal-testing/my-model-test&quot;</span>)<!----></pre></div><!----> <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/multimodal_processing.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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						import("/docs/transformers/main/ro/_app/immutable/entry/app.2x2TdrVN.js")
					]).then(([kit, app]) => {
						kit.start(app, element, {
							node_ids: [0, 24],
							data: [null,null],
							form: null,
							error: null
						});
					});
				}
			</script>