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| <link rel="modulepreload" href="/docs/smolagents/pr_2321/hi/_app/immutable/chunks/DocNotebookDropdown.be7b60e3.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{"title":"मल्टी-एजेंट सिस्टम का आयोजन करें 🤖🤝🤖","local":"मलट-एजट-ससटम-क-आयजन-कर-","sections":[{"title":"🔍 एक वेब सर्च टूल बनाएं","local":"-एक-वब-सरच-टल-बनए","sections":[],"depth":2},{"title":"हमारी मल्टी-एजेंट सिस्टम का निर्माण करें 🤖🤝🤖","local":"हमर-मलट-एजट-ससटम-क-नरमण-कर-","sections":[],"depth":2}],"depth":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 max-sm:rounded-l-sm 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-live="polite"><span class="inline-flex items-center justify-center rounded-md p-0.5 max-sm:p-0 hover:text-gray-800 dark:hover:text-gray-200"><svg class="sm:size-3.5 size-3" 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></span> <span>Copy page</span></button> <button class="inline-flex items-center justify-center w-6 max-sm:w-5 h-7 max-sm:h-7 disabled:pointer-events-none text-sm text-gray-500 hover:text-gray-700 dark:hover:text-white rounded-r-md 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> <div class="flex space-x-1 " style="float: right; margin-left: 10px; display: inline-flex; position: relative; z-index: 10;"> <div class="relative colab-dropdown "> <button class=" " type="button"> <img alt="Open In Colab" class="!m-0" src="https://colab.research.google.com/assets/colab-badge.svg"> </button> </div> <div class="relative colab-dropdown "> <button class=" " type="button"> <img alt="Open In Studio Lab" class="!m-0" src="https://studiolab.sagemaker.aws/studiolab.svg"> </button> </div></div> <h1 class="relative group"><a id="मलट-एजट-ससटम-क-आयजन-कर-" 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="#मलट-एजट-ससटम-क-आयजन-कर-"><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>मल्टी-एजेंट सिस्टम का आयोजन करें 🤖🤝🤖</span></h1> <p data-svelte-h="svelte-1txslm9">इस नोटबुक में हम एक <strong>मल्टी-एजेंट वेब ब्राउज़र बनाएंगे: एक एजेंटिक सिस्टम जिसमें कई एजेंट वेब का उपयोग करके समस्याओं को हल करने के लिए सहयोग करते हैं!</strong></p> <p data-svelte-h="svelte-107emlh">यह एक सरल संरचना होगी, जो प्रबंधित वेब खोज एजेंट को रैप करने के लिए <code>ManagedAgent</code> ऑब्जेक्ट का उपयोग करता है:</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 class=" "><!-- HTML_TAG_START --> +----------------+ | |
| |<span class="hljs-string"> Manager agent </span>| | |
| +----------------+ | |
| |<span class="hljs-string"> | |
| _______________</span>|______________ | |
| |<span class="hljs-string"> </span>| | |
| Code interpreter +--------------------------------+ | |
| tool |<span class="hljs-string"> Managed agent </span>| | |
| |<span class="hljs-string"> +------------------+ </span>| | |
| |<span class="hljs-string"> </span>|<span class="hljs-string"> Web Search agent </span>|<span class="hljs-string"> </span>| | |
| |<span class="hljs-string"> +------------------+ </span>| | |
| |<span class="hljs-string"> </span>|<span class="hljs-string"> </span>|<span class="hljs-string"> </span>| | |
| |<span class="hljs-string"> Web Search tool </span>|<span class="hljs-string"> </span>| | |
| |<span class="hljs-string"> Visit webpage tool </span>| | |
| +--------------------------------+<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1x1ool4">आइए इस सिस्टम को सेट करें।</p> <p data-svelte-h="svelte-1rk24qb">आवश्यक डिपेंडेंसी इंस्टॉल करने के लिए नीचे दी गई लाइन चलाएं:</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 class=" "><!-- HTML_TAG_START -->!pip install <span class="hljs-symbol">'smolagents</span>[toolkit]' <span class="hljs-comment">--upgrade -q</span><!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-11bhgc0">HF Inference API को कॉल करने के लिए लॉगिन करें:</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 class=" "><!-- HTML_TAG_START --><span class="hljs-keyword">from</span> huggingface_hub <span class="hljs-keyword">import</span> <span class="hljs-keyword">login</span> | |
| <span class="hljs-keyword">login</span>()<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-14yabo9">⚡️ हमारा एजेंट <a href="https://huggingface.co/Qwen/Qwen3-Next-80B-A3B-Thinking" rel="nofollow">Qwen/Qwen3-Next-80B-A3B-Thinking</a> द्वारा संचालित होगा जो <code>InferenceClientModel</code> क्लास का उपयोग करता है जो HF के Inference API का उपयोग करता है: Inference API किसी भी OS मॉडल को जल्दी और आसानी से चलाने की अनुमति देता है।</p> <p data-svelte-h="svelte-1ffbn9q"><em>नोट:</em> The Inference API विभिन्न मानदंडों के आधार पर मॉडल होस्ट करता है, और डिप्लॉय किए गए मॉडल बिना पूर्व सूचना के अपडेट या बदले जा सकते हैं। इसके बारे में अधिक जानें <a href="https://huggingface.co/docs/api-inference/supported-models" rel="nofollow">यहां</a>।</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 class="language-py "><!-- HTML_TAG_START -->model_id = <span class="hljs-string">"Qwen/Qwen3-Next-80B-A3B-Thinking"</span><!-- HTML_TAG_END --></pre></div> <h2 class="relative group"><a id="-एक-वब-सरच-टल-बनए" 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="#-एक-वब-सरच-टल-बनए"><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>🔍 एक वेब सर्च टूल बनाएं</span></h2> <p data-svelte-h="svelte-gz3e2">वेब ब्राउज़िंग के लिए, हम पहले से मौजूद <code>WebSearchTool</code> टूल का उपयोग कर सकते हैं जो Google search के समान सुविधा प्रदान करता है।</p> <p data-svelte-h="svelte-h69lw2">लेकिन फिर हमें <code>WebSearchTool</code> द्वारा खोजे गए पेज को देखने में भी सक्षम होने की आवश्यकता होगी। | |
| ऐसा करने के लिए, हम लाइब्रेरी के बिल्ट-इन <code>VisitWebpageTool</code> को इम्पोर्ट कर सकते हैं, लेकिन हम इसे फिर से बनाएंगे यह देखने के लिए कि यह कैसे किया जाता है।</p> <p data-svelte-h="svelte-ebfl8l">तो आइए <code>markdownify</code> का उपयोग करके शुरू से अपना <code>VisitWebpageTool</code> टूल बनाएं।</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 class="language-py "><!-- HTML_TAG_START --><span class="hljs-keyword">import</span> re | |
| <span class="hljs-keyword">import</span> requests | |
| <span class="hljs-keyword">from</span> markdownify <span class="hljs-keyword">import</span> markdownify | |
| <span class="hljs-keyword">from</span> requests.exceptions <span class="hljs-keyword">import</span> RequestException | |
| <span class="hljs-keyword">from</span> smolagents <span class="hljs-keyword">import</span> tool | |
| <span class="hljs-meta">@tool</span> | |
| <span class="hljs-keyword">def</span> <span class="hljs-title function_">visit_webpage</span>(<span class="hljs-params">url: <span class="hljs-built_in">str</span></span>) -> <span class="hljs-built_in">str</span>: | |
| <span class="hljs-string">"""Visits a webpage at the given URL and returns its content as a markdown string. | |
| Args: | |
| url: The URL of the webpage to visit. | |
| Returns: | |
| The content of the webpage converted to Markdown, or an error message if the request fails. | |
| """</span> | |
| <span class="hljs-keyword">try</span>: | |
| <span class="hljs-comment"># Send a GET request to the URL</span> | |
| response = requests.get(url) | |
| response.raise_for_status() <span class="hljs-comment"># Raise an exception for bad status codes</span> | |
| <span class="hljs-comment"># Convert the HTML content to Markdown</span> | |
| markdown_content = markdownify(response.text).strip() | |
| <span class="hljs-comment"># Remove multiple line breaks</span> | |
| markdown_content = re.sub(<span class="hljs-string">r"\n{3,}"</span>, <span class="hljs-string">"\n\n"</span>, markdown_content) | |
| <span class="hljs-keyword">return</span> markdown_content | |
| <span class="hljs-keyword">except</span> RequestException <span class="hljs-keyword">as</span> e: | |
| <span class="hljs-keyword">return</span> <span class="hljs-string">f"Error fetching the webpage: <span class="hljs-subst">{<span class="hljs-built_in">str</span>(e)}</span>"</span> | |
| <span class="hljs-keyword">except</span> Exception <span class="hljs-keyword">as</span> e: | |
| <span class="hljs-keyword">return</span> <span class="hljs-string">f"An unexpected error occurred: <span class="hljs-subst">{<span class="hljs-built_in">str</span>(e)}</span>"</span><!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-vcd0hp">ठीक है, अब चलिए हमारे टूल को टेस्ट करें!</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 class="language-py "><!-- HTML_TAG_START --><span class="hljs-built_in">print</span>(visit_webpage(<span class="hljs-string">"https://en.wikipedia.org/wiki/Hugging_Face"</span>)[:<span class="hljs-number">500</span>])<!-- HTML_TAG_END --></pre></div> <h2 class="relative group"><a id="हमर-मलट-एजट-ससटम-क-नरमण-कर-" 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="#हमर-मलट-एजट-ससटम-क-नरमण-कर-"><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>हमारी मल्टी-एजेंट सिस्टम का निर्माण करें 🤖🤝🤖</span></h2> <p data-svelte-h="svelte-10y1zmr">अब जब हमारे पास सभी टूल्स <code>search</code> और <code>visit_webpage</code> हैं, हम उनका उपयोग वेब एजेंट बनाने के लिए कर सकते हैं।</p> <p data-svelte-h="svelte-imht43">इस एजेंट के लिए कौन सा कॉन्फ़िगरेशन चुनें?</p> <ul data-svelte-h="svelte-1j97ah"><li>वेब ब्राउज़िंग एक सिंगल-टाइमलाइन टास्क है जिसे समानांतर टूल कॉल की आवश्यकता नहीं है, इसलिए JSON टूल कॉलिंग इसके लिए अच्छी तरह काम करती है। इसलिए हम <code>ToolCallingAgent</code> चुनते हैं।</li> <li>साथ ही, चूंकि कभी-कभी वेब सर्च में सही उत्तर खोजने से पहले कई पेजों की सर्च करने की आवश्यकता होती है, हम <code>max_steps</code> को बढ़ाकर 10 करना पसंद करते हैं।</li></ul> <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 class="language-py "><!-- HTML_TAG_START --><span class="hljs-keyword">from</span> smolagents <span class="hljs-keyword">import</span> ( | |
| CodeAgent, | |
| ToolCallingAgent, | |
| InferenceClientModel, | |
| ManagedAgent, | |
| WebSearchTool, | |
| ) | |
| model = InferenceClientModel(model_id=model_id) | |
| web_agent = ToolCallingAgent( | |
| tools=[WebSearchTool(), visit_webpage], | |
| model=model, | |
| max_steps=<span class="hljs-number">10</span>, | |
| )<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-p2i26n">फिर हम इस एजेंट को एक <code>ManagedAgent</code> में रैप करते हैं जो इसे इसके मैनेजर एजेंट द्वारा कॉल करने योग्य बनाएगा।</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 class="language-py "><!-- HTML_TAG_START -->managed_web_agent = ManagedAgent( | |
| agent=web_agent, | |
| name=<span class="hljs-string">"search"</span>, | |
| description=<span class="hljs-string">"Runs web searches for you. Give it your query as an argument."</span>, | |
| )<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1h1slc1">अंत में हम एक मैनेजर एजेंट बनाते हैं, और इनिशियलाइजेशन पर हम अपने मैनेज्ड एजेंट को इसके <code>managed_agents</code> आर्गुमेंट में पास करते हैं।</p> <p data-svelte-h="svelte-f9kabz">चूंकि यह एजेंट योजना बनाने और सोचने का काम करता है, उन्नत तर्क लाभदायक होगा, इसलिए <code>CodeAgent</code> सबसे अच्छा विकल्प होगा।</p> <p data-svelte-h="svelte-1rot0fz">साथ ही, हम एक ऐसा प्रश्न पूछना चाहते हैं जिसमें वर्तमान वर्ष और अतिरिक्त डेटा गणना शामिल है: इसलिए आइए <code>additional_authorized_imports=["time", "numpy", "pandas"]</code> जोड़ें, यदि एजेंट को इन पैकेजों की आवश्यकता हो।</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 class="language-py "><!-- HTML_TAG_START -->manager_agent = CodeAgent( | |
| tools=[], | |
| model=model, | |
| managed_agents=[managed_web_agent], | |
| additional_authorized_imports=[<span class="hljs-string">"time"</span>, <span class="hljs-string">"numpy"</span>, <span class="hljs-string">"pandas"</span>], | |
| )<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-rth3qg">बस इतना ही! अब चलिए हमारे सिस्टम को चलाते हैं! हम एक ऐसा प्रश्न चुनते हैं जिसमें गणना और शोध दोनों की आवश्यकता है।</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 class="language-py "><!-- HTML_TAG_START -->answer = manager_agent.run(<span class="hljs-string">"If LLM training continues to scale up at the current rhythm until 2030, what would be the electric power in GW required to power the biggest training runs by 2030? What would that correspond to, compared to some countries? Please provide a source for any numbers used."</span>)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-tvhx1x">We get this report as the answer:</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 class=" "><!-- HTML_TAG_START -->Based <span class="hljs-keyword">on</span> current growth projections <span class="hljs-keyword">and</span> energy consumption estimates, <span class="hljs-keyword">if</span> LLM trainings <span class="hljs-keyword">continue</span> <span class="hljs-keyword">to</span> scale up <span class="hljs-keyword">at</span> <span class="hljs-keyword">the</span> | |
| current rhythm <span class="hljs-keyword">until</span> <span class="hljs-number">2030</span>: | |
| <span class="hljs-number">1.</span> The electric power required <span class="hljs-keyword">to</span> power <span class="hljs-keyword">the</span> biggest training runs <span class="hljs-keyword">by</span> <span class="hljs-number">2030</span> would be approximately <span class="hljs-number">303.74</span> GW, which | |
| translates <span class="hljs-keyword">to</span> <span class="hljs-keyword">about</span> <span class="hljs-number">2</span>,<span class="hljs-number">660</span>,<span class="hljs-number">762</span> GWh/<span class="hljs-built_in">year</span>. | |
| <span class="hljs-number">2.</span> Comparing this <span class="hljs-keyword">to</span> countries' electricity consumption: | |
| - It would be equivalent <span class="hljs-keyword">to</span> <span class="hljs-keyword">about</span> <span class="hljs-number">34</span>% <span class="hljs-keyword">of</span> China's total electricity consumption. | |
| - It would exceed <span class="hljs-keyword">the</span> total electricity consumption <span class="hljs-keyword">of</span> India (<span class="hljs-number">184</span>%), Russia (<span class="hljs-number">267</span>%), <span class="hljs-keyword">and</span> Japan (<span class="hljs-number">291</span>%). | |
| - It would be nearly <span class="hljs-number">9</span> <span class="hljs-keyword">times</span> <span class="hljs-keyword">the</span> electricity consumption <span class="hljs-keyword">of</span> countries like Italy <span class="hljs-keyword">or</span> Mexico. | |
| <span class="hljs-number">3.</span> Source <span class="hljs-keyword">of</span> numbers: | |
| - The initial estimate <span class="hljs-keyword">of</span> <span class="hljs-number">5</span> GW <span class="hljs-keyword">for</span> future LLM training comes <span class="hljs-keyword">from</span> AWS CEO Matt Garman. | |
| - The growth projection used a CAGR <span class="hljs-keyword">of</span> <span class="hljs-number">79.80</span>% <span class="hljs-keyword">from</span> market research <span class="hljs-keyword">by</span> Springs. | |
| - Country electricity consumption data <span class="hljs-keyword">is</span> <span class="hljs-keyword">from</span> <span class="hljs-keyword">the</span> U.S. Energy Information Administration, primarily <span class="hljs-keyword">for</span> <span class="hljs-keyword">the</span> <span class="hljs-built_in">year</span> | |
| <span class="hljs-number">2021.</span><!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-arj08c">लगता है कि यदि <a href="https://gwern.net/scaling-hypothesis" rel="nofollow">स्केलिंग हाइपोथिसिस</a> सत्य बनी रहती है तो हमें कुछ बड़े पावरप्लांट्स की आवश्यकता होगी।</p> <p data-svelte-h="svelte-6p6751">हमारे एजेंट्स ने कार्य को हल करने के लिए कुशलतापूर्वक सहयोग किया! ✅</p> <p data-svelte-h="svelte-1lfggn7">💡 आप इस ऑर्केस्ट्रेशन को आसानी से अधिक एजेंट्स में विस्तारित कर सकते हैं: एक कोड एक्जीक्यूशन करता है, एक वेब सर्च करता है, एक फाइल लोडिंग को संभालता है।</p> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/smolagents/blob/main/docs/source/hi/examples/multiagents.md" 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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