Buckets:
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<!--[-1--><!--]--> <!--[-1--><!--]--></div><!----> <p>¡Pongamos a prueba lo que aprendiste en este capítulo!</p> <!--[2--><h3 class="relative group"><a id="1-en-qué-orden-deberías-leer-un-traceback-de-python" 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="#1-en-qué-orden-deberías-leer-un-traceback-de-python"><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>1. ¿En qué orden deberías leer un traceback de Python?</span></h3><!--]--><!----> <div><form><!--[--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0"/> <!---->De arriba a abajo<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1"/> <!---->De abajo a arriba<!----></label> <!--[-1--><!--]--><!--]--> <div class="flex flex-row items-center mt-3"><button class="btn px-4 mr-4" type="submit" disabled="">Submit</button> <!--[-1--><!--]--></div></form></div><!----> <!--[2--><h3 class="relative group"><a id="2-qué-es-un-ejemplo-mínimo-reproducible" 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="#2-qué-es-un-ejemplo-mínimo-reproducible"><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>2. ¿Qué es un ejemplo mínimo reproducible?</span></h3><!--]--><!----> <div><form><!--[--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0"/> <!---->Una implementación simple de una arquitectura Transformer a partir de un artículo de investigación<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1"/> <!---->Un bloque de código compacto y autónomo que se puede ejecutar sin dependencias externas de archivos o datos privados<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="2"/> <!---->Una captura de pantalla del traceback de Python<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="3"/> <!---->Un notebook que contiene todo tu análisis, incluidas las partes no relacionadas con el error<!----></label> <!--[-1--><!--]--><!--]--> <div class="flex flex-row items-center mt-3"><button class="btn px-4 mr-4" type="submit" disabled="">Submit</button> <!--[-1--><!--]--></div></form></div><!----> <!--[2--><h3 class="relative group"><a id="3-supongamos-que-intentas-ejecutar-el-siguiente-código-que-arroja-un-error" 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="#3-supongamos-que-intentas-ejecutar-el-siguiente-código-que-arroja-un-error"><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>3. Supongamos que intentas ejecutar el siguiente código, que arroja un error:</span></h3><!--]--><!----> <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 <span class="hljs-keyword">import</span> GPT3ForSequenceClassification | |
| <span class="hljs-comment"># ImportError: cannot import name 'GPT3ForSequenceClassification' from 'transformers' (/Users/lewtun/miniconda3/envs/huggingface/lib/python3.8/site-packages/transformers/__init__.py)</span> | |
| <span class="hljs-comment"># ---------------------------------------------------------------------------</span> | |
| <span class="hljs-comment"># ImportError Traceback (most recent call last)</span> | |
| <span class="hljs-comment"># /var/folders/28/k4cy5q7s2hs92xq7_h89_vgm0000gn/T/ipykernel_30848/333858878.py in <module></span> | |
| <span class="hljs-comment"># ----> 1 from transformers import GPT3ForSequenceClassification</span> | |
| <span class="hljs-comment"># ImportError: cannot import name 'GPT3ForSequenceClassification' from 'transformers' (/Users/lewtun/miniconda3/envs/huggingface/lib/python3.8/site-packages/transformers/__init__.py)</span><!----></pre></div><!----> <p>¿Cuál de las siguientes opciones podría ser una buena elección para el título de un tema en el foro para pedir ayuda?</p> <div><form><!--[--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0"/> <!----><code>ImportError: cannot import name 'GPT3ForSequenceClassification' from 'transformers' (/Users/lewtun/miniconda3/envs/huggingface/lib/python3.8/site-packages/transformers/__init__.py)</code><!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1"/> <!---->Problem with <code>from transformers import GPT3ForSequenceClassification</code><!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="2"/> <!---->¿Por qué no puedo importar <code>GPT3ForSequenceClassification</code>?<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="3"/> <!---->¿Es GPT-3 compatible con 🤗 Transformers?<!----></label> <!--[-1--><!--]--><!--]--> <div class="flex flex-row items-center mt-3"><button class="btn px-4 mr-4" type="submit" disabled="">Submit</button> <!--[-1--><!--]--></div></form></div><!----> <!--[2--><h3 class="relative group"><a id="4-supongamos-que-has-intentado-ejecutar-trainertrain-y-te-enfrentas-a-un-error-críptico-que-no-te-dice-exactamente-de-dónde-proviene-el-error-cuál-de-los-siguientes-es-el-primer-lugar-donde-deberías-buscar-errores-en-tu-proceso-de-entrenamiento" 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="#4-supongamos-que-has-intentado-ejecutar-trainertrain-y-te-enfrentas-a-un-error-críptico-que-no-te-dice-exactamente-de-dónde-proviene-el-error-cuál-de-los-siguientes-es-el-primer-lugar-donde-deberías-buscar-errores-en-tu-proceso-de-entrenamiento"><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>4. Supongamos que has intentado ejecutar trainer.train() y te enfrentas a un error críptico que no te dice exactamente de dónde proviene el error. ¿Cuál de los siguientes es el primer lugar donde deberías buscar errores en tu proceso de entrenamiento?</span></h3><!--]--><!----> <div><form><!--[--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0"/> <!---->El paso de optimización donde calculamos gradientes y realizamos retropropagación<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1"/> <!---->El paso de evaluación donde calculamos métricas<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="2"/> <!---->Los datasets<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="3"/> <!---->Los dataloaders<!----></label> <!--[-1--><!--]--><!--]--> <div class="flex flex-row items-center mt-3"><button class="btn px-4 mr-4" type="submit" disabled="">Submit</button> <!--[-1--><!--]--></div></form></div><!----> <!--[2--><h3 class="relative group"><a id="5-cuál-es-la-mejor-manera-de-depurar-un-error-de-cuda" 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="#5-cuál-es-la-mejor-manera-de-depurar-un-error-de-cuda"><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>5. ¿Cuál es la mejor manera de depurar un error de CUDA?</span></h3><!--]--><!----> <div><form><!--[--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0"/> <!---->Publicar el mensaje de error en los foros o en GitHub.<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1"/> <!---->Ejecutar el mismo código en la CPU.<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="2"/> <!---->Leer el traceback para descubrir qué causó el error.<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="3"/> <!---->Reducir el tamaño del lote (batch size).<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="4"/> <!---->Reiniciar el kernel de Jupyter.<!----></label> <!--[-1--><!--]--><!--]--> <div class="flex flex-row items-center mt-3"><button class="btn px-4 mr-4" type="submit" disabled="">Submit</button> <!--[-1--><!--]--></div></form></div><!----> <!--[2--><h3 class="relative group"><a id="6-cuál-es-la-mejor-manera-de-lograr-que-se-resuelva-una-incidencia-en-github" 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="#6-cuál-es-la-mejor-manera-de-lograr-que-se-resuelva-una-incidencia-en-github"><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>6. ¿Cuál es la mejor manera de lograr que se resuelva una incidencia en GitHub?</span></h3><!--]--><!----> <div><form><!--[--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0"/> <!---->Publicar un ejemplo reproducible completo del error.<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1"/> <!---->Pedir una actualización todos los días.<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="2"/> <!---->Inspeccionar el código fuente alrededor del error e intentar encontrar la razón por la que ocurre. Publicar los resultados en la incidencia.<!----></label> <!--[-1--><!--]--><!--]--> <div class="flex flex-row items-center mt-3"><button class="btn px-4 mr-4" type="submit" disabled="">Submit</button> <!--[-1--><!--]--></div></form></div><!----> <!--[2--><h3 class="relative group"><a id="7-por-qué-sobreajustar-overfitting-a-un-solo-lote-suele-ser-una-buena-técnica-de-depuración" 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="#7-por-qué-sobreajustar-overfitting-a-un-solo-lote-suele-ser-una-buena-técnica-de-depuración"><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>7. ¿Por qué sobreajustar (overfitting) a un solo lote suele ser una buena técnica de depuración?</span></h3><!--]--><!----> <div><form><!--[--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0"/> <!---->No lo es; el sobreajuste siempre es malo y debe evitarse.<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1"/> <!---->Nos permite verificar que el modelo sea capaz de reducir la pérdida a cero.<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="2"/> <!---->Nos permite verificar que las dimensiones (shapes) de los tensores de nuestras entradas y etiquetas sean correctas.<!----></label> <!--[-1--><!--]--><!--]--> <div class="flex flex-row items-center mt-3"><button class="btn px-4 mr-4" type="submit" disabled="">Submit</button> <!--[-1--><!--]--></div></form></div><!----> <!--[2--><h3 class="relative group"><a id="8-por-qué-es-una-buena-idea-incluir-detalles-de-tu-entorno-de-cómputo-con-transformers-cli-env-al-crear-una-nueva-incidencia-en-el-repositorio-de--transformers" 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="#8-por-qué-es-una-buena-idea-incluir-detalles-de-tu-entorno-de-cómputo-con-transformers-cli-env-al-crear-una-nueva-incidencia-en-el-repositorio-de--transformers"><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>8. ¿Por qué es una buena idea incluir detalles de tu entorno de cómputo con transformers-cli env al crear una nueva incidencia en el repositorio de 🤗 Transformers?</span></h3><!--]--><!----> <div><form><!--[--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0"/> <!---->Permite a los mantenedores comprender qué versión de la biblioteca estás utilizando.<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1"/> <!---->Permite a los mantenedores saber si estás ejecutando código en Windows, macOS o Linux.<!----></label> <!--[-1--><!--]--><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="2"/> <!---->Permite a los mantenedores saber si estás ejecutando código en una GPU o en una CPU.<!----></label> <!--[-1--><!--]--><!--]--> <div class="flex flex-row items-center mt-3"><button class="btn px-4 mr-4" type="submit" disabled="">Submit</button> <!--[-1--><!--]--></div></form></div><!----> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/course/blob/main/chapters/es/chapter8/7.mdx" 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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