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<h1 class="relative group"><a id="controlli-su-una-pull-request" 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="#controlli-su-una-pull-request"><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>Controlli su una Pull Request
	</span></h1>

<p>Quando apri una pull request sui 🤗 Transformers, vengono eseguiti un discreto numero di controlli per assicurarsi che la patch che stai aggiungendo non stia rompendo qualcosa di esistente. Questi controlli sono di quattro tipi:</p>
<ul><li>test regolari</li>
<li>costruzione della documentazione</li>
<li>stile del codice e della documentazione</li>
<li>coerenza generale del repository</li></ul>
<p>In questo documento, cercheremo di spiegare quali sono i vari controlli e le loro ragioni, oltre a spiegare come eseguire il debug locale se uno di essi fallisce sulla tua PR.</p>
<p>Nota che tutti richiedono un’installazione dev:</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>
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	<pre><!-- HTML_TAG_START -->pip install transformers[dev]<!-- HTML_TAG_END --></pre></div>
<p>o un’installazione modificabile:</p>

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	<pre><!-- HTML_TAG_START -->pip install -e .[dev]<!-- HTML_TAG_END --></pre></div>
<p>all’interno del repo Transformers.</p>
<h2 class="relative group"><a id="tests" 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="#tests"><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>Tests
	</span></h2>

<p>Tutti i job che iniziano con <code>ci/circleci: run_tests_</code> eseguono parti della suite di test dei Transformers. Ognuno di questi job si concentra su una parte della libreria in un determinato ambiente: per esempio <code>ci/circleci: run_tests_pipelines_tf</code> esegue il test delle pipeline in un ambiente in cui è installato solo TensorFlow.</p>
<p>Nota che per evitare di eseguire i test quando non ci sono cambiamenti reali nei moduli che si stanno testando, ogni volta viene eseguita solo una parte della suite di test: viene eseguita una utility per determinare le differenze nella libreria tra prima e dopo la PR (ciò che GitHub mostra nella scheda “Files changes”) e sceglie i test che sono stati impattati dalla diff. Questa utility può essere eseguita localmente con:</p>

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	<pre><!-- HTML_TAG_START -->python utils/tests_fetcher.py<!-- HTML_TAG_END --></pre></div>
<p>dalla root del repo Transformers. Di seguito ciò che farà:</p>
<ol><li>Controlla per ogni file nel diff se le modifiche sono nel codice o solo nei commenti o nelle docstrings. Vengono mantenuti solo i file con modifiche reali al codice.</li>
<li>Costruisce una mappa interna che fornisce per ogni file del codice sorgente della libreria tutti i file su cui ha un impatto ricorsivo. Si dice che il modulo A ha un impatto sul modulo B se il modulo B importa il modulo A. Per l’impatto ricorsivo, abbiamo bisogno di una catena di moduli che va dal modulo A al modulo B in cui ogni modulo importa il precedente.</li>
<li>Applica questa mappa ai file raccolti nel passaggio 1, si ottiene l’elenco dei file del modello interessati dalla PR.</li>
<li>Mappa ciascuno di questi file con i corrispondenti file di test e ottiene l’elenco dei test da eseguire.</li></ol>
<p>Quando esegui lo script in locale, dovresti ottenere la stampa dei risultati dei passi 1, 3 e 4 e quindi sapere quali test sono stati eseguiti. Lo script creerà anche un file chiamato <code>test_list.txt</code> che contiene l’elenco dei test da eseguire e che puoi eseguire localmente con il seguente comando:</p>

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	<pre><!-- HTML_TAG_START -->python -m pytest -n 8 --dist=loadfile -rA -s $(<span class="hljs-built_in">cat</span> test_list.txt)<!-- HTML_TAG_END --></pre></div>
<p>Nel caso in cui qualcosa sia sfuggito, l’intera suite di test viene eseguita quotidianamente.</p>
<h2 class="relative group"><a id="build-della-documentazione" 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="#build-della-documentazione"><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>Build della documentazione
	</span></h2>

<p>Il job <code>ci/circleci: build_doc</code> esegue una build della documentazione per assicurarsi che tutto sia a posto una volta che la PR è stata unita. Se questo passaggio fallisce, puoi controllare localmente entrando nella cartella <code>docs</code> del repo Transformers e digitare</p>

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	<pre><!-- HTML_TAG_START -->make html<!-- HTML_TAG_END --></pre></div>
<p>Sphinx non è noto per i suoi messaggi di errore chiari, quindi potrebbe essere necessario che provi alcune cose per trovare davvero la fonte dell’errore.</p>
<h2 class="relative group"><a id="stile-del-codice-e-della-documentazione" 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="#stile-del-codice-e-della-documentazione"><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>Stile del codice e della documentazione
	</span></h2>

<p>La formattazione del codice viene applicata a tutti i file sorgenti, agli esempi e ai test usando <code>black</code> e <code>isort</code>. Abbiamo anche uno strumento personalizzato che si occupa della formattazione delle docstring e dei file <code>rst</code> (<code>utils/style_doc.py</code>), così come dell’ordine dei lazy imports eseguiti nei file <code>__init__.py</code> dei Transformers (<code>utils/custom_init_isort.py</code>). Tutto questo può essere lanciato eseguendo</p>

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	<pre><!-- HTML_TAG_START -->make style<!-- HTML_TAG_END --></pre></div>
<p>I controlli della CI sono applicati all’interno del controllo <code>ci/circleci: check_code_quality</code>. Esegue anche <code>flake8</code>, che dà un’occhiata di base al codice e si lamenta se trova una variabile non definita o non utilizzata. Per eseguire questo controllo localmente, usare</p>

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	<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>
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	<pre><!-- HTML_TAG_START -->make quality<!-- HTML_TAG_END --></pre></div>
<p>Questa operazione può richiedere molto tempo, quindi per eseguire la stessa operazione solo sui file modificati nel branch corrente, eseguire</p>

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	<pre><!-- HTML_TAG_START -->make fixup<!-- HTML_TAG_END --></pre></div>
<p>Quest’ultimo comando eseguirà anche tutti i controlli aggiuntivi per la consistenza del repository. Diamogli un’occhiata.</p>
<h2 class="relative group"><a id="coerenza-del-repository" 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="#coerenza-del-repository"><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>Coerenza del repository
	</span></h2>

<p>All’interno sono raggruppati tutti i test per assicurarsi che la tua PR lasci il repository in un buono stato ed è eseguito dal controllo <code>ci/circleci: check_repository_consistency</code>. Puoi eseguire localmente questo controllo eseguendo quanto segue:</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><!-- HTML_TAG_START -->make repo-consistency<!-- HTML_TAG_END --></pre></div>
<p>Questo verifica che:</p>
<ul><li>Tutti gli oggetti aggiunti all’init sono documentati (eseguito da <code>utils/check_repo.py</code>)</li>
<li>Tutti i file <code>__init__.py</code> hanno lo stesso contenuto nelle loro due sezioni (eseguito da <code>utils/check_inits.py</code>)</li>
<li>Tutto il codice identificato come copia da un altro modulo è coerente con l’originale (eseguito da <code>utils/check_copies.py</code>)</li>
<li>Le traduzioni dei README e l’indice della documentazione hanno lo stesso elenco di modelli del README principale (eseguito da <code>utils/check_copies.py</code>)</li>
<li>Le tabelle autogenerate nella documentazione sono aggiornate (eseguito da <code>utils/check_table.py</code>)</li>
<li>La libreria ha tutti gli oggetti disponibili anche se non tutte le dipendenze opzionali sono installate (eseguito da <code>utils/check_dummies.py</code>)</li></ul>
<p>Se questo controllo fallisce, le prime due voci richiedono una correzione manuale, mentre le ultime quattro possono essere corrette automaticamente per te eseguendo il comando</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><!-- HTML_TAG_START -->make fix-copies<!-- HTML_TAG_END --></pre></div>
<p>Ulteriori controlli riguardano le PR che aggiungono nuovi modelli, principalmente che:</p>
<ul><li>Tutti i modelli aggiunti sono in un Auto-mapping (eseguita da <code>utils/check_repo.py</code>)</li>
<li>Tutti i modelli sono testati correttamente (eseguito da <code>utils/check_repo.py</code>)</li></ul>



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