transformers/main/ro/add_audio_processing_components.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="adaugă-componente-de-procesare-audio" 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-audio"><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 audio</span></h1><!--]--><!----> <p>Modelele audio necesită un feature extractor accesibil prin punctul de intrare <code>AutoFeatureExtractor</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="feature-extractor" 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="#feature-extractor"><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>Feature extractor</span></h2><!--]--><!----> <p>Adaugă un feature extractor când modelul consumă audio brut sau features derivate din audio.</p> <p>Creează <code>feature_extraction_&lt;model_name>.py</code> în directorul modelului. Moștenește din <code>SequenceFeatureExtractor</code> pentru ca noua clasă să obțină comportamentul comun de padding, truncare, salvare și încărcare.</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> ...feature_extraction_sequence_utils <span class="hljs-keyword">import</span> SequenceFeatureExtractor


<span class="hljs-keyword">class</span> <span class="hljs-title class_">MyModelFeatureExtractor</span>(<span class="hljs-title class_ inherited__">SequenceFeatureExtractor</span>):
    model_input_names = [<span class="hljs-string">&quot;input_features&quot;</span>, <span class="hljs-string">&quot;attention_mask&quot;</span>]

    <span class="hljs-keyword">def</span> <span class="hljs-title function_">__init__</span>(<span class="hljs-params">self, feature_size=<span class="hljs-number">80</span>, sampling_rate=<span class="hljs-number">16000</span>, padding_value=<span class="hljs-number">0.0</span>, **kwargs</span>):
        <span class="hljs-built_in">super</span>().__init__(feature_size=feature_size, sampling_rate=sampling_rate, padding_value=padding_value, **kwargs)

    <span class="hljs-keyword">def</span> <span class="hljs-title function_">__call__</span>(<span class="hljs-params">self, raw_speech, sampling_rate=<span class="hljs-literal">None</span>, **kwargs</span>):
        <span class="hljs-keyword">if</span> sampling_rate <span class="hljs-keyword">is</span> <span class="hljs-keyword">not</span> <span class="hljs-literal">None</span> <span class="hljs-keyword">and</span> sampling_rate != <span class="hljs-variable language_">self</span>.sampling_rate:
            <span class="hljs-keyword">raise</span> ValueError(<span class="hljs-string">f&quot;`sampling_rate` must be <span class="hljs-subst">{self.sampling_rate}</span>, but got <span class="hljs-subst">{sampling_rate}</span>.&quot;</span>)

        <span class="hljs-comment"># Convertește raw_speech în features ale modelului aici.</span>
        ...<!----></pre></div><!----> <p>Ține constructorul mic și serializabil. Stochează fiecare valoare necesară pentru reproducerea preprocesării ca atribut de instanță și evită stocarea valorilor exclusiv de runtime, cum ar fi fișiere deschise, dispozitive sau array-uri audio decodate.</p> <p>Metoda <code>__call__</code> trebuie să valideze sampling rate-ul de input când utilizatorii pasează <code>sampling_rate</code>. Dacă rata de input diferă de rata așteptată de model, ridică o eroare în loc să refaci eșantionarea în tăcere.</p> <p>Salvează feature extractor-ul cu checkpoint-ul instanțiindu-l în scriptul de conversie și apelând <code>save_pretrained()</code>. Nu crea sau edita manual fișierele de config de preprocesare.</p> <blockquote class="tip"><p>Vezi <code>Gemma4AudioFeatureExtractor</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 noile clase 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 clasei.</p> <p>Mapează noua clasă la config-ul modelului pentru ca <code>AutoFeatureExtractor</code> să o poată încărca. Adaugă o intrare în <code>FEATURE_EXTRACTOR_MAPPING_NAMES</code> din <code>src/transformers/models/auto/feature_extraction_auto.py</code>, urmând pattern-ul intrărilor vecine. Apoi verifică dacă tipul de model apare acolo sub <code>FEATURE_EXTRACTOR_MAPPING_NAMES</code> pentru <code>AutoFeatureExtractor</code>.</p> <ul><li><code>FEATURE_EXTRACTOR_MAPPING_NAMES</code> pentru <code>AutoFeatureExtractor</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 audio în directorul de teste al modelului. Testele pentru feature extractor se află de obicei în <code>tests/models/&lt;model_name>/test_feature_extraction_&lt;model_name>.py</code>.</p> <p>Pentru feature extractor-ele care moștenesc din <code>SequenceFeatureExtractor</code>, moștenește din <code>SequenceFeatureExtractionTestMixin</code>. Mixin-ul acoperă comportamentul de salvare și încărcare, padding, truncare, conversia tensorilor și proprietățile comune ale feature extractor-ului. Furnizează un obiect tester cu <code>prepare_feat_extract_dict()</code> și <code>prepare_inputs_for_common()</code> pentru ca mixin-ul să poată instanția feature extractor-ul și construi input-uri audio dummy scurte.</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_sequence_feature_extraction_common <span class="hljs-keyword">import</span> SequenceFeatureExtractionTestMixin

<span class="hljs-keyword">class</span> <span class="hljs-title class_">MyModelFeatureExtractionTest</span>(SequenceFeatureExtractionTestMixin, unittest.TestCase):
    feature_extraction_class = MyModelFeatureExtractor

    <span class="hljs-keyword">def</span> <span class="hljs-title function_">setUp</span>(<span class="hljs-params">self</span>):
        <span class="hljs-variable language_">self</span>.feat_extract_tester = MyModelFeatureExtractionTester(<span class="hljs-variable language_">self</span>)<!----></pre></div><!----> <p>Adaugă teste focalizate pentru comportamentul specific modelului pe care mixin-ul nu îl cunoaște. Pentru feature extractors audio, asta înseamnă de obicei verificarea formei feature-ului returnat de <code>__call__</code>, validarea că un <code>sampling_rate</code> incorect cauzează o eroare și verificarea oricărei normalizări personalizate sau calcul de features.</p> <p>Dacă modelul are și un <code>ProcessorMixin</code> care dă wrap feature extractor-ului, adaugă <code>tests/models/&lt;model_name>/test_processing_&lt;model_name>.py</code> și moștenește din <code>ProcessorTesterMixin</code>. Setează <code>processor_class</code> și suprascrie metodele de clasă <code>_setup_&lt;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 procesorului.</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_feature_extractor</span>(<span class="hljs-params">cls</span>):
        <span class="hljs-keyword">return</span> cls._get_component_class_from_processor(<span class="hljs-string">&quot;feature_extractor&quot;</span>)(sampling_rate=<span class="hljs-number">16000</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.audio_token = <span class="hljs-built_in">getattr</span>(processor, <span class="hljs-string">&quot;audio_token&quot;</span>, <span class="hljs-string">&quot;&quot;</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 ghidul [Feature extractors] 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_audio_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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