agents-course/pr_653/en/unit4/hands-on.html

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		<link rel="modulepreload" href="/docs/agents-course/pr_653/en/_app/immutable/chunks/Heading.511e0027.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;Hands-On&quot;,&quot;local&quot;:&quot;hands-on&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;The Dataset&quot;,&quot;local&quot;:&quot;the-dataset&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;The process&quot;,&quot;local&quot;:&quot;the-process&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2}],&quot;depth&quot;:1}"><!-- HEAD_svelte-u9bgzb_END -->      <p></p>  <div class="items-center shrink-0 min-w-[100px] max-sm:min-w-[50px] justify-end ml-auto flex" style="float: right; margin-left: 10px; display: inline-flex; position: relative; z-index: 10;"><div class="inline-flex rounded-md max-sm:rounded-sm"><button class="inline-flex items-center gap-1 h-7 max-sm:h-7 px-2 max-sm:px-1.5 text-sm font-medium text-gray-800 border border-r-0 rounded-l-md 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max-sm:rounded-r-sm border border-l transition border-gray-200 bg-white hover:shadow-inner dark:border-gray-850 dark:bg-gray-950 dark:text-gray-200 dark:hover:bg-gray-800" aria-haspopup="menu" aria-expanded="false" aria-label="Open copy menu"><svg class="transition-transform text-gray-400 overflow-visible sm:size-3.5 size-3 rotate-0" width="1em" height="1em" viewBox="0 0 12 7" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M1 1L6 6L11 1" stroke="currentColor"></path></svg></button></div> </div>  <h1 class="relative group"><a id="hands-on" 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="#hands-on"><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>Hands-On</span></h1> <p data-svelte-h="svelte-1pkh1it">Now that you’re ready to dive deeper into the creation of your final agent, let’s see how you can submit it for review.</p>  <h2 class="relative group"><a id="the-dataset" 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="#the-dataset"><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>The Dataset</span></h2> <p data-svelte-h="svelte-1dbtc9y">The Dataset used in this leaderboard consist of 20 questions extracted from the level 1 questions of the <strong>validation</strong> set from GAIA.</p> <p data-svelte-h="svelte-1sq5bwc">The chosen question were filtered based on the number of tools and steps needed to answer a question.</p> <p data-svelte-h="svelte-ixsceg">Based on the current look of the GAIA benchmark, we think that getting you to try to aim for 30% on level 1 question is a fair test.</p> <img src="https://huggingface.co/datasets/agents-course/course-images/resolve/main/en/unit4/leaderboard%20GAIA%2024%3A04%3A2025.png" alt="GAIA current status!">  <h2 class="relative group"><a id="the-process" 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="#the-process"><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>The process</span></h2> <p data-svelte-h="svelte-pg4f52">Now the big question in your mind is probably : “How do I start submitting ?”</p> <p data-svelte-h="svelte-1i5vcot">For this Unit, we created an API that will allow you to get the questions, and send your answers for scoring.
Here is a summary of the routes (see the <a href="https://agents-course-unit4-scoring.hf.space/docs" rel="nofollow">live documentation</a> for interactive details):</p> <ul data-svelte-h="svelte-11wx5wm"><li><strong><code>GET /questions</code></strong>: Retrieve the full list of filtered evaluation questions.</li> <li><strong><code>GET /random-question</code></strong>: Fetch a single random question from the list.</li> <li><strong><code>GET /files/{task_id}</code></strong>: Download a specific file associated with a given task ID.</li> <li><strong><code>POST /submit</code></strong>: Submit agent answers, calculate the score, and update the leaderboard.</li></ul> <p data-svelte-h="svelte-1s4mh74">The submit function will compare the answer to the ground truth in an <strong>EXACT MATCH</strong> manner, hence prompt it well ! The GAIA team shared a prompting example for your agent <a href="https://huggingface.co/spaces/gaia-benchmark/leaderboard" rel="nofollow">here</a> (for the sake of this course, make sure you don’t include the text “FINAL ANSWER” in your submission, just make your agent reply with the answer and nothing else).</p> <p data-svelte-h="svelte-1eh0xx6">🎨 <strong>Make the Template Your Own!</strong></p> <p data-svelte-h="svelte-1njhx4c">To demonstrate the process of interacting with the API, we’ve included a <a href="https://huggingface.co/spaces/agents-course/Final_Assignment_Template" rel="nofollow">basic template</a> as a starting point.</p> <p data-svelte-h="svelte-1fvlct0">Please feel free—and <strong>actively encouraged</strong>—to change, add to, or completely restructure it! Modify it in any way that best suits your approach and creativity.</p> <p data-svelte-h="svelte-rd5wrl">In order to submit this templates compute 3 things needed by the API :</p> <ul data-svelte-h="svelte-16yeua6"><li><strong>Username:</strong> Your Hugging Face username (here obtained via Gradio login), which is used to identify your submission.</li> <li><strong>Code Link (<code>agent_code</code>):</strong> the URL linking to your Hugging Face Space code (<code>.../tree/main</code>) for verification purposes, so please keep your space public.</li> <li><strong>Answers (<code>answers</code>):</strong> The list of responses (<code>{&quot;task_id&quot;: ..., &quot;submitted_answer&quot;: ...}</code>) generated by your Agent for scoring.</li></ul> <p data-svelte-h="svelte-1092b3t">Hence we encourage you to start by duplicating this <a href="https://huggingface.co/spaces/agents-course/Final_Assignment_Template" rel="nofollow">template</a> on your own huggingface profile.</p> <p data-svelte-h="svelte-1llqan4">🏆 Check out the leaderboard <a href="https://huggingface.co/spaces/agents-course/Students_leaderboard" rel="nofollow">here</a></p> <p data-svelte-h="svelte-15fkx8k"><em>A friendly note: This leaderboard is meant for fun! We know it’s possible to submit scores without full verification. If we see too many high scores posted without a public link to back them up, we might need to review, adjust, or remove some entries to keep the leaderboard useful.</em>
The leaderboard will show the link to your space code-base, since this leaderboard is for students only, please keep your space public if you get a score you’re proud of.</p> <iframe src="https://agents-course-students-leaderboard.hf.space" frameborder="0" width="850" height="450"></iframe> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/agents-course/blob/main/units/en/unit4/hands-on.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 data-svelte-h="svelte-zjs2n5"><span class="underline">Update</span> on GitHub</span></a>  <p></p> 
			
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