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<link rel="modulepreload" href="/docs/lighteval/pr_722/en/_app/immutable/chunks/getInferenceSnippets.fc2ce523.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;Lighteval&quot;,&quot;local&quot;:&quot;lighteval&quot;,&quot;sections&quot;:[],&quot;depth&quot;:1}"><!-- HEAD_svelte-u9bgzb_END --> <p></p> <h1 class="relative group"><a id="lighteval" 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="#lighteval"><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>Lighteval</span></h1> <p data-svelte-h="svelte-4ytm3o">🤗 Lighteval is your all-in-one toolkit for evaluating LLMs across multiple
backends—whether it’s
<a href="https://github.com/huggingface/transformers" rel="nofollow">transformers</a>,
<a href="https://github.com/huggingface/text-generation-inference" rel="nofollow">tgi</a>,
<a href="https://huggingface.co/docs/huggingface_hub/en/guides/inference" rel="nofollow">inference providers</a>,
<a href="https://github.com/vllm-project/vllm" rel="nofollow">vllm</a>, or
<a href="https://github.com/huggingface/nanotron" rel="nofollow">nanotron</a>-with
ease. Dive deep into your model’s performance by saving and exploring detailed,
sample-by-sample results to debug and see how your models stack-up.</p> <p data-svelte-h="svelte-doemkr">Customization at your fingertips: letting you effortlessly create <a href="adding-a-custom-task">new
tasks</a> and
<a href="adding-a-new-metric">metrics</a>
tailored to your needs, or browsing all our existing tasks and metrics.</p> <p data-svelte-h="svelte-179k2oj">Seamlessly experiment, benchmark, and store your results on the Hugging Face
Hub, S3, or locally.</p> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/lighteval/blob/main/docs/source/index.mdx" target="_blank"><span data-svelte-h="svelte-1kd6by1">&lt;</span> <span data-svelte-h="svelte-x0xyl0">&gt;</span> <span data-svelte-h="svelte-1dajgef"><span class="underline ml-1.5">Update</span> on GitHub</span></a> <p></p>
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