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<h1 class="relative group"><a id="endofchapter-quiz" 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="#endofchapter-quiz"><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>End-of-chapter quiz
	</span></h1>

<p>Let’s test what you learned in this chapter!</p>
<h3 class="relative group"><a id="1.-in-which-order-should-you-read-a-python-traceback?" 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.-in-which-order-should-you-read-a-python-traceback?"><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>1. In which order should you read a Python traceback?
	</span></h3>

<div><form><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0">
				<!-- HTML_TAG_START -->From top to bottom<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1">
				<!-- HTML_TAG_START -->From bottom to top<!-- HTML_TAG_END --></label>
			
		<div class="flex flex-row items-center mt-3"><button class="btn px-4 mr-4" type="submit" disabled>Submit </button>

			</div></form></div>
<h3 class="relative group"><a id="2.-what-is-a-minimal-reproducible-example?" 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.-what-is-a-minimal-reproducible-example?"><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>2. What is a minimal reproducible example?
	</span></h3>

<div><form><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0">
				<!-- HTML_TAG_START -->A simple implementation of a Transformer architecture from a research article<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1">
				<!-- HTML_TAG_START -->A compact and self-contained block of code that can be run without any external dependencies on private files or data<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="2">
				<!-- HTML_TAG_START -->A screenshot of the Python traceback<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="3">
				<!-- HTML_TAG_START -->A notebook that contains your whole analysis, including parts unrelated to the error<!-- HTML_TAG_END --></label>
			
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<h3 class="relative group"><a id="3.-suppose-you-try-to-run-the-following-code,-which-throws-an-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.-suppose-you-try-to-run-the-following-code,-which-throws-an-error:"><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>3. Suppose you try to run the following code, which throws an 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 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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	Copied</div></button></div>
	<pre><!-- HTML_TAG_START --><span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> GPT3ForSequenceClassification

<span class="hljs-comment"># ImportError: cannot import name &#x27;GPT3ForSequenceClassification&#x27; from &#x27;transformers&#x27; (/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 &lt;module&gt;</span>
<span class="hljs-comment"># ----&gt; 1 from transformers import GPT3ForSequenceClassification</span>

<span class="hljs-comment"># ImportError: cannot import name &#x27;GPT3ForSequenceClassification&#x27; from &#x27;transformers&#x27; (/Users/lewtun/miniconda3/envs/huggingface/lib/python3.8/site-packages/transformers/__init__.py)</span><!-- HTML_TAG_END --></pre></div>
<p>Which of the following might be a good choice for the title of a forum topic to ask for help?</p>
<div><form><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0">
				<!-- HTML_TAG_START --><code>ImportError: cannot import name 'GPT3ForSequenceClassification' from 'transformers' (/Users/lewtun/miniconda3/envs/huggingface/lib/python3.8/site-packages/transformers/__init__.py)</code><!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1">
				<!-- HTML_TAG_START -->Problem with <code>from transformers import GPT3ForSequenceClassification</code><!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="2">
				<!-- HTML_TAG_START -->Why can't I import <code>GPT3ForSequenceClassification</code>?<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="3">
				<!-- HTML_TAG_START -->Is GPT-3 supported in 🤗 Transformers?<!-- HTML_TAG_END --></label>
			
		<div class="flex flex-row items-center mt-3"><button class="btn px-4 mr-4" type="submit" disabled>Submit </button>

			</div></form></div>
<h3 class="relative group"><a id="4.-suppose-you’ve-tried-to-run-<code>trainer.train()</code>-and-are-faced-with-a-cryptic-error-that-doesn’t-tell-you-exactly-where-the-error-is-coming-from.-which-of-the-following-is-the-first-place-you-should-look-for-errors-in-your-training-pipeline?" 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.-suppose-you’ve-tried-to-run-<code>trainer.train()</code>-and-are-faced-with-a-cryptic-error-that-doesn’t-tell-you-exactly-where-the-error-is-coming-from.-which-of-the-following-is-the-first-place-you-should-look-for-errors-in-your-training-pipeline?"><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>4. Suppose you’ve tried to run <code>trainer.train()</code> and are faced with a cryptic error that doesn’t tell you exactly where the error is coming from. Which of the following is the first place you should look for errors in your training pipeline?
	</span></h3>

<div><form><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0">
				<!-- HTML_TAG_START -->The optimization step where we compute gradients and perform backpropagation<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1">
				<!-- HTML_TAG_START -->The evaluation step where we compute metrics<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="2">
				<!-- HTML_TAG_START -->The datasets<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="3">
				<!-- HTML_TAG_START -->The dataloaders<!-- HTML_TAG_END --></label>
			
		<div class="flex flex-row items-center mt-3"><button class="btn px-4 mr-4" type="submit" disabled>Submit </button>

			</div></form></div>
<h3 class="relative group"><a id="5.-what-is-the-best-way-to-debug-a-cuda-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="#5.-what-is-the-best-way-to-debug-a-cuda-error?"><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>5. What is the best way to debug a CUDA error?
	</span></h3>

<div><form><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0">
				<!-- HTML_TAG_START -->Post the error message on the forums or GitHub.<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1">
				<!-- HTML_TAG_START -->Execute the same code on the CPU.<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="2">
				<!-- HTML_TAG_START -->Read the traceback to find out what caused the error.<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="3">
				<!-- HTML_TAG_START -->Reduce the batch size.<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="4">
				<!-- HTML_TAG_START -->Restart the Jupyter kernel.<!-- HTML_TAG_END --></label>
			
		<div class="flex flex-row items-center mt-3"><button class="btn px-4 mr-4" type="submit" disabled>Submit </button>

			</div></form></div>
<h3 class="relative group"><a id="6.-what-is-the-best-way-to-get-an-issue-on-github-fixed?" 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.-what-is-the-best-way-to-get-an-issue-on-github-fixed?"><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>6. What is the best way to get an issue on GitHub fixed?
	</span></h3>

<div><form><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0">
				<!-- HTML_TAG_START -->Post a full reproducible example of the bug.<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1">
				<!-- HTML_TAG_START -->Ask every day for an update.<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="2">
				<!-- HTML_TAG_START -->Inspect the source code around the bug and try to find the reason why it happens. Post the results in the issue.<!-- HTML_TAG_END --></label>
			
		<div class="flex flex-row items-center mt-3"><button class="btn px-4 mr-4" type="submit" disabled>Submit </button>

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<h3 class="relative group"><a id="7.-why-is-overfitting-to-one-batch-usually-a-good-debugging-technique?" 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.-why-is-overfitting-to-one-batch-usually-a-good-debugging-technique?"><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>7. Why is overfitting to one batch usually a good debugging technique?
	</span></h3>

<div><form><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0">
				<!-- HTML_TAG_START -->It isn't; overfitting is always bad and should be avoided.<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1">
				<!-- HTML_TAG_START -->It allows us to verify that the model is able to reduce the loss to zero.<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="2">
				<!-- HTML_TAG_START -->It allows us to verify that the tensor shapes of our inputs and labels are correct.<!-- HTML_TAG_END --></label>
			
		<div class="flex flex-row items-center mt-3"><button class="btn px-4 mr-4" type="submit" disabled>Submit </button>

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<h3 class="relative group"><a id="8.-why-is-it-a-good-idea-to-include-details-on-your-compute-environment-with-<code>transformers-cli-env</code>-when-creating-a-new-issue-in-the-🤗-transformers-repo?" 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.-why-is-it-a-good-idea-to-include-details-on-your-compute-environment-with-<code>transformers-cli-env</code>-when-creating-a-new-issue-in-the-🤗-transformers-repo?"><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>8. Why is it a good idea to include details on your compute environment with <code>transformers-cli env</code> when creating a new issue in the 🤗 Transformers repo?
	</span></h3>

<div><form><label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="0">
				<!-- HTML_TAG_START -->It allows the maintainers to understand which version of the library you're using.<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="1">
				<!-- HTML_TAG_START -->It allows the maintainers to know whether you're running code on Windows, macOS, or Linux.<!-- HTML_TAG_END --></label>
			<label class="block"><input autocomplete="off" class="form-input -mt-1.5 mr-2" name="choice" type="checkbox" value="2">
				<!-- HTML_TAG_START -->It allows the maintainers to know whether you're running code on a GPU or CPU.<!-- HTML_TAG_END --></label>
			
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