import{s as be,n as ye,o as ve}from"../chunks/scheduler.5f3e6389.js";import{S as Me,i as Je,e as d,s as n,c as i,h as Ie,a as c,d as l,b as s,f as we,g as o,j as S,k as Te,l as je,m as a,n as r,t as m,o as u,p}from"../chunks/index.373ab25c.js";import{C as ke,H as g,E as Ee}from"../chunks/MermaidChart.svelte_svelte_type_style_lang.c814c47f.js";import{C as ue}from"../chunks/CodeBlock.32836ad5.js";function xe(pe){let f,F,H,V,$,A,h,q,w,ge=`🤗 Lighteval is your all-in-one toolkit for evaluating Large Language Models
(LLMs) across multiple backends 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.`,N,T,z,b,R,y,fe="Evaluate your models using the most popular and efficient inference backends:",P,v,de=`<li><code>transformers</code>: Evaluate models on CPU or one or more GPUs using <a href="https://github.com/huggingface/transformers" rel="nofollow">🤗
Accelerate</a></li> <li><code>nanotron</code>: Evaluate models in distributed settings using <a href="https://github.com/huggingface/nanotron" rel="nofollow">⚡️
Nanotron</a></li> <li><code>vllm</code>: Evaluate models on one or more GPUs using <a href="https://github.com/vllm-project/vllm" rel="nofollow">🚀
VLLM</a></li> <li><code>custom</code>: Evaluate custom models (can be anything)</li> <li><code>sglang</code>: Evaluate models using <a href="https://github.com/sgl-project/sglang" rel="nofollow">SGLang</a> as backend</li> <li><code>inference-endpoint</code>: Evaluate models using Hugging Face’s <a href="https://huggingface.co/inference-endpoints/dedicated" rel="nofollow">Inference Endpoints API</a></li> <li><code>tgi</code>: Evaluate models using <a href="https://huggingface.co/docs/text-generation-inference/en/index" rel="nofollow">🔗 Text Generation Inference</a> running locally</li> <li><code>litellm</code>: Evaluate models on any compatible API using <a href="https://www.litellm.ai/" rel="nofollow">LiteLLM</a></li> <li><code>inference-providers</code>: Evaluate models using <a href="https://huggingface.co/docs/inference-providers/en/index" rel="nofollow">HuggingFace’s inference providers</a> as backend**: Distributed training and evaluation</li>`,X,M,Y,J,ce="<li><strong>Extensive Task Library</strong>: 1000s pre-built evaluation tasks</li> <li><strong>Custom Task Creation</strong>: Build your own evaluation tasks</li> <li><strong>Flexible Metrics</strong>: Support for custom metrics and scoring</li> <li><strong>Detailed Analysis</strong>: Sample-by-sample results for deep insights</li>",Q,I,D,j,$e=`Customization at your fingertips: create <a href="adding-a-custom-task">new tasks</a>,
<a href="adding-a-new-metric">metrics</a> or <a href="evaluating-a-custom-model">model</a> tailored to your needs, or browse all our existing tasks and metrics.`,K,k,O,E,he="Seamlessly experiment, benchmark, and store your results on the Hugging Face Hub, S3, or locally.",ee,x,te,Z,le,L,ae,U,ne,W,se,B,ie,C,oe,G,re,_,me;return $=new ke({props:{containerStyle:"float: right; margin-left: 10px; display: inline-flex; position: relative; z-index: 10;"}}),h=new g({props:{title:"Lighteval",local:"lighteval",headingTag:"h1"}}),T=new g({props:{title:"Key Features",local:"key-features",headingTag:"h2"}}),b=new g({props:{title:"🚀 Multi-Backend Support",local:"-multi-backend-support",headingTag:"h3"}}),M=new g({props:{title:"📊 Comprehensive Evaluation",local:"-comprehensive-evaluation",headingTag:"h3"}}),I=new g({props:{title:"🔧 Easy Customization",local:"-easy-customization",headingTag:"h3"}}),k=new g({props:{title:"☁️ Seamless Integration",local:"-seamless-integration",headingTag:"h3"}}),x=new g({props:{title:"Quick Start",local:"quick-start",headingTag:"h2"}}),Z=new g({props:{title:"Installation",local:"installation",headingTag:"h3"}}),L=new ue({props:{code:"cGlwJTIwaW5zdGFsbCUyMGxpZ2h0ZXZhbA==",highlighted:"pip install lighteval",wrap:!1}}),U=new g({props:{title:"Basic Usage",local:"basic-usage",headingTag:"h3"}}),W=new ue({props:{code:"JTIzJTIwRXZhbHVhdGUlMjBhJTIwbW9kZWwlMjB1c2luZyUyMFRyYW5zZm9ybWVycyUyMGJhY2tlbmQlMEFsaWdodGV2YWwlMjBhY2NlbGVyYXRlJTIwJTVDJTBBJTIwJTIwJTIwJTIwJTIybW9kZWxfbmFtZSUzRG9wZW5haS1jb21tdW5pdHklMkZncHQyJTIyJTIwJTVDJTBBJTIwJTIwJTIwJTIwJTIybGVhZGVyYm9hcmQlN0N0cnV0aGZ1bHFhJTNBbWMlN0MwJTIy",highlighted:`<span class="hljs-comment"># Evaluate a model using Transformers backend</span>
lighteval accelerate \\
    <span class="hljs-string">&quot;model_name=openai-community/gpt2&quot;</span> \\
    <span class="hljs-string">&quot;leaderboard|truthfulqa:mc|0&quot;</span>`,wrap:!1}}),B=new g({props:{title:"Save Results",local:"save-results",headingTag:"h3"}}),C=new ue({props:{code:"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",highlighted:`<span class="hljs-comment"># Save locally</span>
lighteval accelerate \\
    <span class="hljs-string">&quot;model_name=openai-community/gpt2&quot;</span> \\
    <span class="hljs-string">&quot;leaderboard|truthfulqa:mc|0&quot;</span> \\
    --output-dir ./results

<span class="hljs-comment"># Push to Hugging Face Hub</span>
lighteval accelerate \\
    <span class="hljs-string">&quot;model_name=openai-community/gpt2&quot;</span> \\
    <span class="hljs-string">&quot;leaderboard|truthfulqa:mc|0&quot;</span> \\
    --push-to-hub \\
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