Buckets:
| <meta charset="utf-8" /><meta name="hf:doc:metadata" content="{"title":"Add audio processing components","local":"add-audio-processing-components","sections":[{"title":"Feature extractor","local":"feature-extractor","sections":[],"depth":2},{"title":"Register the classes","local":"register-the-classes","sections":[],"depth":2},{"title":"Testing","local":"testing","sections":[],"depth":2},{"title":"Next steps","local":"next-steps","sections":[],"depth":2}],"depth":1}"> | |
| <link href="/docs/transformers/main/en/_app/immutable/assets/0.e3b0c442.css" rel="modulepreload"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/entry/start.3d6cca8a.js"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/chunks/scheduler.31fdf58d.js"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/chunks/singletons.6af0ff6e.js"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/chunks/index.252883d5.js"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/chunks/paths.299a376b.js"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/entry/app.b6ccab0d.js"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/chunks/preload-helper.c438fa0a.js"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/chunks/index.2f76fdf0.js"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/nodes/0.f2629ed0.js"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/chunks/each.e59479a4.js"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/nodes/4.a9b4a18e.js"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/chunks/CopyLLMTxtMenu.ad38f6ea.js"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/chunks/MermaidChart.svelte_svelte_type_style_lang.fd2f7a8a.js"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/chunks/IconCopy.ac192424.js"> | |
| <link rel="modulepreload" href="/docs/transformers/main/en/_app/immutable/chunks/CodeBlock.e52df5d6.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{"title":"Add audio processing components","local":"add-audio-processing-components","sections":[{"title":"Feature extractor","local":"feature-extractor","sections":[],"depth":2},{"title":"Register the classes","local":"register-the-classes","sections":[],"depth":2},{"title":"Testing","local":"testing","sections":[],"depth":2},{"title":"Next steps","local":"next-steps","sections":[],"depth":2}],"depth":1}"><!-- HEAD_svelte-u9bgzb_END --> <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> </div> <h1 class="relative group"><a id="add-audio-processing-components" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#add-audio-processing-components"><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>Add audio processing components</span></h1> <p data-svelte-h="svelte-1ozpdpk">Audio models require a feature extractor which is accessible behind the <a href="/docs/transformers/main/en/model_doc/auto#transformers.AutoFeatureExtractor">AutoFeatureExtractor</a> entry point.</p> <blockquote class="note" data-svelte-h="svelte-1ne0wks"><p>For the model and configuration steps, follow the <a href="./modular_transformers">modular</a> guide first.</p></blockquote> <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 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>Feature extractor</span></h2> <p data-svelte-h="svelte-1igvv7">Add a feature extractor when the model consumes raw audio or audio-derived features.</p> <p data-svelte-h="svelte-1nvztxe">Create <code>feature_extraction_<model_name>.py</code> in the model directory. Inherit from <a href="/docs/transformers/main/en/main_classes/feature_extractor#transformers.SequenceFeatureExtractor">SequenceFeatureExtractor</a> so the new class gets shared padding, truncation, saving, and loading behavior.</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 class="" 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 "><!-- HTML_TAG_START --><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">"input_features"</span>, <span class="hljs-string">"attention_mask"</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 != self.sampling_rate: | |
| <span class="hljs-keyword">raise</span> ValueError(<span class="hljs-string">f"`sampling_rate` must be <span class="hljs-subst">{self.sampling_rate}</span>, but got <span class="hljs-subst">{sampling_rate}</span>."</span>) | |
| <span class="hljs-comment"># Convert raw_speech to model features here.</span> | |
| ...<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-5buemc">Keep the constructor small and serializable. Store every value needed to reproduce preprocessing as an instance attribute, and avoid storing runtime-only values such as open files, devices, or decoded audio arrays.</p> <p data-svelte-h="svelte-1644hsv">The <code>__call__</code> method must validate the input sampling rate when users pass <code>sampling_rate</code>. If the input rate differs from the model’s expected rate, raise an error instead of silently resampling.</p> <p data-svelte-h="svelte-1xmztw6">Save the feature extractor with the checkpoint by instantiating it in the conversion script and calling <a href="/docs/transformers/main/en/main_classes/feature_extractor#transformers.FeatureExtractionMixin.save_pretrained">save_pretrained()</a>. Do not manually create or edit preprocessing config files.</p> <blockquote class="tip" data-svelte-h="svelte-4hjjvi"><p>See <a href="/docs/transformers/main/en/model_doc/gemma4#transformers.Gemma4AudioFeatureExtractor">Gemma4AudioFeatureExtractor</a> for reference.</p></blockquote> <h2 class="relative group"><a id="register-the-classes" 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="#register-the-classes"><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>Register the classes</span></h2> <p data-svelte-h="svelte-uvl2j2">Expose the new classes from the model package <code>__init__.py</code>. Follow the lazy import pattern used by nearby models and guard imports with the same optional dependencies required by the class.</p> <p data-svelte-h="svelte-1vecjjb">Map the new class to the model config so <a href="/docs/transformers/main/en/model_doc/auto#transformers.AutoFeatureExtractor">AutoFeatureExtractor</a> can load it. Add an entry to <code>FEATURE_EXTRACTOR_MAPPING_NAMES</code> in <code>src/transformers/models/auto/feature_extraction_auto.py</code>, following the pattern of nearby entries. Then verify the model type appears there under <code>FEATURE_EXTRACTOR_MAPPING_NAMES</code> for <a href="/docs/transformers/main/en/model_doc/auto#transformers.AutoFeatureExtractor">AutoFeatureExtractor</a>.</p> <ul data-svelte-h="svelte-rka0a4"><li><code>FEATURE_EXTRACTOR_MAPPING_NAMES</code> for <a href="/docs/transformers/main/en/model_doc/auto#transformers.AutoFeatureExtractor">AutoFeatureExtractor</a></li></ul> <h2 class="relative group"><a id="testing" 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="#testing"><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>Testing</span></h2> <p data-svelte-h="svelte-a8xc4z">Add tests for each audio processing component in the model test directory. Feature extractor tests usually live in <code>tests/models/<model_name>/test_feature_extraction_<model_name>.py</code>.</p> <p data-svelte-h="svelte-14fk74p">For feature extractors that inherit from <a href="/docs/transformers/main/en/main_classes/feature_extractor#transformers.SequenceFeatureExtractor">SequenceFeatureExtractor</a>, inherit from <code>SequenceFeatureExtractionTestMixin</code>. The mixin covers save and load behavior, padding, truncation, tensor conversion, and common feature extractor properties. Provide a tester object with <code>prepare_feat_extract_dict()</code> and <code>prepare_inputs_for_common()</code> so the mixin can instantiate the feature extractor and build short dummy audio inputs.</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 class="" 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 "><!-- HTML_TAG_START --><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>): | |
| self.feat_extract_tester = MyModelFeatureExtractionTester(self)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-q1e6cg">Add focused tests for model-specific behavior that the mixin doesn’t know about. For audio feature extractors, that usually means checking the feature shape returned by <code>__call__</code>, validating that an incorrect <code>sampling_rate</code> raises an error, and checking any custom normalization or feature computation.</p> <p data-svelte-h="svelte-f52opu">If the model also has a <a href="/docs/transformers/main/en/main_classes/processors#transformers.ProcessorMixin">ProcessorMixin</a> that wraps the feature extractor, add <code>tests/models/<model_name>/test_processing_<model_name>.py</code> and inherit from <code>ProcessorTesterMixin</code>. Set <code>processor_class</code> and override <code>_setup_<component>()</code> class methods for components that can’t be constructed without arguments. Use <code>_setup_test_attributes()</code> to expose placeholder tokens used by the common processor tests.</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 class="" 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 "><!-- HTML_TAG_START --><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">"feature_extractor"</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">"audio_token"</span>, <span class="hljs-string">""</span>)<!-- HTML_TAG_END --></pre></div> <h2 class="relative group"><a id="next-steps" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#next-steps"><span><svg 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>Next steps</span></h2> <ul data-svelte-h="svelte-11sjxkn"><li>Read the <a href="./auto_docstring">Auto-generating docstrings</a> guide to auto-generate consistent docstrings with <code>@auto_docstring</code>.</li> <li>Read the <a href="./feature_extractors">Feature extractors</a> guide for user-facing preprocessing behavior.</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/en/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 data-svelte-h="svelte-zjs2n5"><span class="underline">Update</span> on GitHub</span></a> <p></p> | |
| <script> | |
| { | |
| __sveltekit_rv114u = { | |
| assets: "/docs/transformers/main/en", | |
| base: "/docs/transformers/main/en", | |
| env: {} | |
| }; | |
| const element = document.currentScript.parentElement; | |
| const data = [null,null]; | |
| Promise.all([ | |
| import("/docs/transformers/main/en/_app/immutable/entry/start.3d6cca8a.js"), | |
| import("/docs/transformers/main/en/_app/immutable/entry/app.b6ccab0d.js") | |
| ]).then(([kit, app]) => { | |
| kit.start(app, element, { | |
| node_ids: [0, 4], | |
| data, | |
| form: null, | |
| error: null | |
| }); | |
| }); | |
| } | |
| </script> | |
Xet Storage Details
- Size:
- 24.1 kB
- Xet hash:
- 459c163fb26c05cb6c57f3846b078d4455379c279dfc9e6bbea4adaa1457ce2b
·
Xet efficiently stores files, intelligently splitting them into unique chunks and accelerating uploads and downloads. More info.