import{s as _M,n as SM,o as $M}from"../chunks/scheduler.39a43cde.js";import{S as vM,i as LM,g as n,s as j,r as T,A as DM,h as J,f as t,c as s,j as BM,u as A,x as U,k as OM,y as xM,a as e,v as a,d as p,t as w,w as i}from"../chunks/index.23ec2204.js";import{D as FM,C as I}from"../chunks/DocNotebookDropdown.7c3158f8.js";import{H as tM,E as NM}from"../chunks/index.724daca9.js";function ZM(eM){let y,Tl,Jl,Al,C,al,o,pl,Q,jM='<em>작성자: <a href="https://huggingface.co/m-ric" rel="nofollow">Aymeric Roucher</a>, 번역: <a href="https://github.com/harheem" rel="nofollow">김하림</a></em>',wl,m,sM='<p>이 튜토리얼은 고급 수준이므로, 시작하기 전에 <a href="agents">이 에이전트 쿡북</a>에서 다루는 기본 개념을 알고가는 것이 좋습니다!</p>',il,u,nM="우리는 이 노트북에서 <strong>다중 에이전트 웹 브라우저를 만들 것입니다. 여러 에이전트가 웹을 사용하여 문제를 해결하기 위해 협업하는 에이전트 시스템입니다!</strong>",Il,c,JM="이 시스템은 간단한 계층 구조로 되어있습니다. 여기서 <code>ManagedAgent</code> 객체를 사용하여 웹 검색 에이전트를 관리합니다. 이 구조를 통해 웹 검색 에이전트의 기능을 효과적으로 제어하고 조정할 수 있습니다.",yl,r,Cl,R,UM="환경 구성부터 시작해보겠습니다.",ol,f,TM="다음 명령어를 실행하여 필요한 패키지를 설치하세요.",Ql,g,ml,k,AM="Hugging Face Hub API를 사용하기 위해서는 로그인이 필요합니다.",ul,d,aM="아래 코드를 실행하여 로그인해주세요.",cl,V,rl,b,pM='⚡️ 우리의 에이전트는 <a href="https://huggingface.co/Qwen/Qwen2.5-72B-Instruct" rel="nofollow">Qwen/Qwen2.5-72B-Instruct</a> 모델을 사용합니다. 이 모델은 <code>HfApiEngine</code> 클래스를 통해 Hugging Face의 Inference API로 호출됩니다. Inference API를 활용하면 다양한 오픈 소스 모델을 빠르고 쉽게 실행할 수 있습니다.',Rl,E,wM='<em>Note:</em> Inference API는 다양한 기준에 따라 모델을 호스팅하며, 배포된 모델은 사전 통지 없이 업데이트되거나 교체될 수 있으므로 <a href="https://huggingface.co/docs/api-inference/supported-models" rel="nofollow">여기</a>에서 자세한 내용을 확인해보세요.',fl,h,iM="<em>역주:</em> 이 노트북을 실행하려면 Hugging Face에서 발급받은 HF_TOKEN을 Google Colab의 보안 변수(Secrets)로 등록해야 합니다. 또한, 여기서 사용되는 모델들은 Hugging Face의 Pro 구독이 필요합니다. 무료 계정으로는 접근이 제한될 수 있으니 주의해 주세요.",gl,B,kl,O,dl,_,IM='웹 브라우징을 위해 우리는 기존에 있는 <a href="https://github.com/huggingface/transformers/blob/main/src/transformers/agents/search.py" rel="nofollow"><code>DuckDuckGoSearchTool</code></a> 도구를 사용할 것입니다. 이 도구는 Google 검색과 비슷한 기능을 제공합니다.',Vl,S,yM=`그러나 <code>DuckDuckGoSearchTool</code>이 찾은 웹페이지의 내용을 자세히 볼 수 있는 기능도 필요합니다.
이를 위해 라이브러리에 있는 <code>VisitWebpageTool</code>을 사용할 수도 있지만, 우리는 이 도구를 직접 만들어보며 그 과정을 이해해 보려고 합니다.`,bl,$,CM="그래서 <code>markdownify</code>를 사용하여 <code>VisitWebpageTool</code> 도구를 처음부터 만들어 보도록 하겠습니다.",El,v,hl,L,oM="이제, 우리의 도구를 테스트해봅시다!",Bl,D,QM="<em>역주:</em> 한글이 포함된 URL의 디코딩을 처리하기 위해 코드를 추가하였습니다.",Ol,x,_l,F,mM=`허깅 페이스 \\- 위키백과, 우리 모두의 백과사전

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* [대문](/wiki/위키백과:대문 "대문으로 가기 [z]")
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[![](
`,Sl,N,$l,Z,uM="이제 <code>search</code>와 <code>visit_webpage</code> 도구를 모두 갖추었으니, 이를 이용해 웹 에이전트를 만들 수 있습니다.",vl,W,cM="이 에이전트를 어떻게 구성하는 것이 좋을까요?",Ll,H,rM="<li>웹 브라우징은 병렬 도구 호출이 필요 없는 단일 타임라인 작업이므로, JSON 도구 호출이 적합합니다. 따라서 <code>ReactJsonAgent</code>를 선택합니다.</li> <li>또한, 웹 검색은 때때로 정확한 답변을 찾기 위해 여러 페이지를 탐색해야 할 수 있으므로, <code>max_iterations</code>를 10으로 늘리는 것이 좋습니다.</li>",Dl,X,xl,G,RM="그런 다음 이 웹 검색 에이전트를 <code>ManagedAgent</code>로 감싸줍니다. 이렇게 하면 상위의 관리자 에이전트가 이 에이전트를 쉽게 제어할 수 있습니다.",Fl,q,Nl,Y,fM="이제 관리자 에이전트를 생성합니다. 이때 <code>managed_agents</code> 매개변수에 우리가 만든 관리 받는 에이전트를 전달합니다.",Zl,z,gM="관리자 에이전트는 전체적인 계획 수립과 복잡한 사고를 담당해야 하므로, 고급 추론 능력이 필요합니다. 이런 이유로 <code>ReactCodeAgent</code>를 사용하는 것이 가장 적합할 것 같습니다.",Wl,P,kM="마지막으로, 현재 연도와 관련된 질문을 처리하기 위해 <code>additional_authorized_imports=[&quot;time&quot;, &quot;datetime&quot;]</code>을 설정에 추가합니다. 이렇게 하면 에이전트가 시간과 관련 정보를 다룰 수 있게 됩니다.",Hl,K,Xl,ll,dM=`이것으로 모든 준비가 끝났습니다! 이제 우리의 시스템을 실행해봅시다.
계산이 필요한 질문을 던져보겠습니다.`,Gl,Ml,ql,tl,VM="이렇게 에이전트들이 협력하여 과제를 해결했습니다! ✅",Yl,el,bM="💡 이 시스템은 쉽게 더 많은 에이전트로 확장될 수 있습니다. 예를 들어, 한 에이전트는 코드 실행을 담당하고, 다른 에이전트는 웹 검색을, 또 다른 에이전트는 파일 로딩을 처리하는 식으로 말이죠.",zl,jl,EM="🤔💭 더 나아가 복잡한 트리 구조의 계층을 생각해볼 수도 있습니다. 최고 경영자(CEO) 에이전트가 여러 중간 관리자를 관리하고, 각 중간 관리자는 다시 여러 부하 직원을 관리하는 구조를 만들 수 있죠.",Pl,sl,hM="심지어 더 많은 중간 관리 계층을 추가하고, 매일 여러 번의 회의를 하고, 스크럼 마스터와 함께 애자일 방식을 도입할 수도 있습니다. 그리고 각 새로운 구성 요소는 충분한 마찰을 추가하여 결국 아무 일도 완수되지 않도록 할 수 있겠죠… 음, 잠깐만요. 그건 아니겠네요. 우리의 단순한 구조를 유지하는 것이 좋겠습니다.",Kl,nl,lM,Ul,MM;return C=new FM({props:{classNames:"absolute z-10 right-0 top-0",options:[{label:"Google Colab",value:"https://colab.research.google.com/github/huggingface/cookbook/blob/main/notebooks/ko/multiagent_web_assistant.ipynb"}]}}),o=new tM({props:{title:"다중 에이전트 계층 구조에서 여러 에이전트가 협업하도록 하기",local:"다중-에이전트-계층-구조에서-여러-에이전트가-협업하도록-하기",headingTag:"h1"}}),r=new I({props:{code:"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",highlighted:`              +-----------------+
              |<span class="hljs-string">   관리자 에이전트   </span>|
              +-----------------+
                       |<span class="hljs-string">
        _______________</span>|______________
       |<span class="hljs-string">                              </span>|
  코드 인터프리터        +--------------------------------+
      도구            |<span class="hljs-string">         관리되는 에이전트           </span>|
                     |<span class="hljs-string">      +------------------+      </span>|
                     |<span class="hljs-string">      </span>|<span class="hljs-string">   웹 검색 에이전트   </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">    웹 검색 도구         </span>|<span class="hljs-string">         </span>|
                     |<span class="hljs-string">               웹페이지 방문 도구    </span>|
                     +--------------------------------+                     
`,wrap:!1}}),g=new I({props:{code:"IXBpcCUyMGluc3RhbGwlMjBtYXJrZG93bmlmeSUyMGR1Y2tkdWNrZ28tc2VhcmNoJTIwJTIydHJhbnNmb3JtZXJzJTVCYWdlbnRzJTVEJTIyJTIwLS11cGdyYWRlJTIwLXE=",highlighted:'!pip install markdownify duckduckgo-search <span class="hljs-string">&quot;transformers[agents]&quot;</span> --upgrade -q',wrap:!1}}),V=new I({props:{code:"ZnJvbSUyMGh1Z2dpbmdmYWNlX2h1YiUyMGltcG9ydCUyMG5vdGVib29rX2xvZ2luJTBBJTBBbm90ZWJvb2tfbG9naW4oKQ==",highlighted:`<span class="hljs-keyword">from</span> huggingface_hub <span class="hljs-keyword">import</span> notebook_login

notebook_login()`,wrap:!1}}),B=new I({props:{code:"bW9kZWwlMjAlM0QlMjAlMjJRd2VuJTJGUXdlbjIuNS03MkItSW5zdHJ1Y3QlMjI=",highlighted:'model = <span class="hljs-string">&quot;Qwen/Qwen2.5-72B-Instruct&quot;</span>',wrap:!1}}),O=new tM({props:{title:"🔍 웹 검색 도구 만들기",local:"-웹-검색-도구-만들기",headingTag:"h3"}}),v=new I({props:{code:"aW1wb3J0JTIwcmUlMEFpbXBvcnQlMjByZXF1ZXN0cyUwQWZyb20lMjBtYXJrZG93bmlmeSUyMGltcG9ydCUyMG1hcmtkb3duaWZ5JTIwYXMlMjBtZCUwQWZyb20lMjByZXF1ZXN0cy5leGNlcHRpb25zJTIwaW1wb3J0JTIwUmVxdWVzdEV4Y2VwdGlvbiUwQWZyb20lMjB0cmFuc2Zvcm1lcnMuYWdlbnRzJTIwaW1wb3J0JTIwdG9vbCUwQWZyb20lMjB1cmxsaWIucGFyc2UlMjBpbXBvcnQlMjB1bnF1b3RlJTBBJTBBJTBBJTQwdG9vbCUwQWRlZiUyMHZpc2l0X3dlYnBhZ2UodXJsJTNBJTIwc3RyKSUyMC0lM0UlMjBzdHIlM0ElMEElMjAlMjAlMjAlMjAlMjIlMjIlMjIlRUMlQTMlQkMlRUMlOTYlQjQlRUMlQTclODQlMjBVUkwlMjAlRUMlOUIlQjklRUQlOEUlOTglRUMlOUQlQjQlRUMlQTclODAlRUIlQTUlQkMlMjAlRUIlQjAlQTklRUIlQUMlQjglRUQlOTUlOTglRUElQjMlQTAlMjAlRUElQjclQjglMjAlRUIlODIlQjQlRUMlOUElQTklRUMlOUQlODQlMjAlRUIlQTclODglRUQlODElQUMlRUIlOEIlQTQlRUMlOUElQjQlMjAlRUIlQUMlQjglRUMlOUUlOTAlRUMlOTclQjQlRUIlQTElOUMlMjAlRUIlQjAlOTglRUQlOTklOTglRUQlOTUlQTklRUIlOEIlODglRUIlOEIlQTQuJTBBJTBBJTIwJTIwJTIwJTIwQXJncyUzQSUwQSUyMCUyMCUyMCUyMCUyMCUyMCUyMCUyMHVybCUzQSUyMCVFQiVCMCVBOSVFQiVBQyVCOCVFRCU5NSVBMCUyMCVFQyU5QiVCOSVFRCU4RSU5OCVFQyU5RCVCNCVFQyVBNyU4MCVFQyU5RCU5OCUyMFVSTCUwQSUwQSUyMCUyMCUyMCUyMFJldHVybnMlM0ElMEElMjAlMjAlMjAlMjAlMjAlMjAlMjAlMjAlRUIlQTclODglRUQlODElQUMlRUIlOEIlQTQlRUMlOUElQjQlRUMlOUMlQkMlRUIlQTElOUMlMjAlRUIlQjMlODAlRUQlOTklOTglRUIlOTAlOUMlMjAlRUMlOUIlQjklRUQlOEUlOTglRUMlOUQlQjQlRUMlQTclODAlMjAlRUIlODIlQjQlRUMlOUElQTklMkMlMjAlRUIlOTglOTAlRUIlOEElOTQlMjAlRUMlOUElOTQlRUMlQjIlQUQlMjAlRUMlOEIlQTQlRUQlOEMlQTglMjAlRUMlOEIlOUMlMjAlRUMlOTglQTQlRUIlQTUlOTglMjAlRUIlQTklOTQlRUMlOEIlOUMlRUMlQTclODAlMEElMjAlMjAlMjAlMjAlMjIlMjIlMjIlMEElMjAlMjAlMjAlMjB0cnklM0ElMEElMjAlMjAlMjAlMjAlMjAlMjAlMjAlMjAlMjMlMjBVUkwlRUIlQTElOUMlMjBHRVQlMjAlRUMlOUElOTQlRUMlQjIlQUQlMjAlRUIlQjMlQjQlRUIlODIlQjQlRUElQjglQjAlMEElMjAlMjAlMjAlMjAlMjAlMjAlMjAlMjByZXNwb25zZSUyMCUzRCUyMHJlcXVlc3RzLmdldCh1cmwpJTBBJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwcmVzcG9uc2UucmFpc2VfZm9yX3N0YXR1cygpJTIwJTIwJTIzJTIwJUVDJTlFJTk4JUVCJUFBJUJCJUVCJTkwJTlDJTIwJUVDJTgzJTgxJUVEJTgzJTlDJTIwJUVDJUJEJTk0JUVCJTkzJTlDJUVDJTk3JTkwJTIwJUVCJThDJTgwJUVEJTk1JTlDJTIwJUVDJTk4JTg4JUVDJTk5JUI4JTIwJUVDJUIyJTk4JUVCJUE2JUFDJTBBJTBBJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIzJTIwSFRNTCUyMCVFQiU4MiVCNCVFQyU5QSVBOSVFQyU5RCU4NCUyMCVFQiVBNyU4OCVFRCU4MSVBQyVFQiU4QiVBNCVFQyU5QSVCNCVFQyU5QyVCQyVFQiVBMSU5QyUyMCVFQiVCMyU4MCVFRCU5OSU5OCVFRCU5NSU5OCVFQSVCOCVCMCUwQSUyMCUyMCUyMCUyMCUyMCUyMCUyMCUyMG1hcmtkb3duX2NvbnRlbnQlMjAlM0QlMjBtZChyZXNwb25zZS50ZXh0KS5zdHJpcCgpJTBBJTBBJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIzJTIwJUVDJUE0JTkxJUVCJUIzJUI1JUVCJTkwJTlDJTIwJUVBJUIwJTlDJUVEJTk2JTg5JTIwJUVCJUFDJUI4JUVDJTlFJTkwJTIwJUVDJUEwJTlDJUVBJUIxJUIwJUVEJTk1JTk4JUVBJUI4JUIwJTBBJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwbWFya2Rvd25fY29udGVudCUyMCUzRCUyMHJlLnN1YihyJTIyJTVDbiU3QjMlMkMlN0QlMjIlMkMlMjAlMjIlNUNuJTVDbiUyMiUyQyUyMG1hcmtkb3duX2NvbnRlbnQpJTBBJTBBJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIzJTIwVVJMJTIwJUVCJTk0JTk0JUVDJUJEJTk0JUVCJTk0JUE5JUVEJTk1JTk4JUVBJUI4JUIwJTBBJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwbWFya2Rvd25fY29udGVudCUyMCUzRCUyMHJlLnN1YihyJTIyJTVDKCguKiUzRiklNUMpJTIyJTJDJTIwbGFtYmRhJTIwbSUzQSUyMCUyMiglMjIlMjAlMkIlMjB1bnF1b3RlKG0uZ3JvdXAoMSkpJTIwJTJCJTIwJTIyKSUyMiUyQyUyMG1hcmtkb3duX2NvbnRlbnQpJTBBJTBBJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwcmV0dXJuJTIwbWFya2Rvd25fY29udGVudCUwQSUwQSUyMCUyMCUyMCUyMGV4Y2VwdCUyMFJlcXVlc3RFeGNlcHRpb24lMjBhcyUyMGUlM0ElMEElMjAlMjAlMjAlMjAlMjAlMjAlMjAlMjByZXR1cm4lMjBmJTIyJUVDJTlCJUI5JUVEJThFJTk4JUVDJTlEJUI0JUVDJUE3JTgwJTIwJUVBJUIwJTgwJUVDJUEwJUI4JUVDJTk4JUE0JUVBJUI4JUIwJTIwJUVDJTk4JUE0JUVCJUE1JTk4JTNBJTIwJTdCc3RyKGUpJTdEJTIyJTBBJTIwJTIwJTIwJTIwZXhjZXB0JTIwRXhjZXB0aW9uJTIwYXMlMjBlJTNBJTBBJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwcmV0dXJuJTIwZiUyMiVFQyU5OCU4OCVFQyU4MyU4MSVFQyVCOSU5OCUyMCVFQiVBQSVCQiVFRCU5NSU5QyUyMCVFQyU5OCVBNCVFQiVBNSU5OCUyMCVFQiVCMCU5QyVFQyU4MyU5RCUzQSUyMCU3QnN0cihlKSU3RCUyMg==",highlighted:`<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">as</span> md
<span class="hljs-keyword">from</span> requests.exceptions <span class="hljs-keyword">import</span> RequestException
<span class="hljs-keyword">from</span> transformers.agents <span class="hljs-keyword">import</span> tool
<span class="hljs-keyword">from</span> urllib.parse <span class="hljs-keyword">import</span> unquote


<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>) -&gt; <span class="hljs-built_in">str</span>:
    <span class="hljs-string">&quot;&quot;&quot;주어진 URL 웹페이지를 방문하고 그 내용을 마크다운 문자열로 반환합니다.

    Args:
        url: 방문할 웹페이지의 URL

    Returns:
        마크다운으로 변환된 웹페이지 내용, 또는 요청 실패 시 오류 메시지
    &quot;&quot;&quot;</span>
    <span class="hljs-keyword">try</span>:
        <span class="hljs-comment"># URL로 GET 요청 보내기</span>
        response = requests.get(url)
        response.raise_for_status()  <span class="hljs-comment"># 잘못된 상태 코드에 대한 예외 처리</span>

        <span class="hljs-comment"># HTML 내용을 마크다운으로 변환하기</span>
        markdown_content = md(response.text).strip()

        <span class="hljs-comment"># 중복된 개행 문자 제거하기</span>
        markdown_content = re.sub(<span class="hljs-string">r&quot;\\n{3,}&quot;</span>, <span class="hljs-string">&quot;\\n\\n&quot;</span>, markdown_content)

        <span class="hljs-comment"># URL 디코딩하기</span>
        markdown_content = re.sub(<span class="hljs-string">r&quot;\\((.*?)\\)&quot;</span>, <span class="hljs-keyword">lambda</span> m: <span class="hljs-string">&quot;(&quot;</span> + unquote(m.group(<span class="hljs-number">1</span>)) + <span class="hljs-string">&quot;)&quot;</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&quot;웹페이지 가져오기 오류: <span class="hljs-subst">{<span class="hljs-built_in">str</span>(e)}</span>&quot;</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&quot;예상치 못한 오류 발생: <span class="hljs-subst">{<span class="hljs-built_in">str</span>(e)}</span>&quot;</span>`,wrap:!1}}),x=new I({props:{code:"cHJpbnQodmlzaXRfd2VicGFnZSglMjJodHRwcyUzQSUyRiUyRmtvLndpa2lwZWRpYS5vcmclMkZ3aWtpJTJGSHVnZ2luZ19GYWNlJTIyKSU1QiUzQTUwMCU1RCk=",highlighted:'<span class="hljs-meta">&gt;&gt;&gt; </span><span class="hljs-built_in">print</span>(visit_webpage(<span class="hljs-string">&quot;https://ko.wikipedia.org/wiki/Hugging_Face&quot;</span>)[:<span class="hljs-number">500</span>])',wrap:!1}}),N=new tM({props:{title:"다중 에이전트 시스템 구축하기 🤖🤝🤖",local:"다중-에이전트-시스템-구축하기-",headingTag:"h2"}}),X=new I({props:{code:"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",highlighted:`<span class="hljs-keyword">from</span> transformers.agents <span class="hljs-keyword">import</span> (
    ReactCodeAgent,
    ReactJsonAgent,
    HfApiEngine,
    ManagedAgent,
)
<span class="hljs-keyword">from</span> transformers.agents.search <span class="hljs-keyword">import</span> DuckDuckGoSearchTool

llm_engine = HfApiEngine(model)

web_agent = ReactJsonAgent(
    tools=[DuckDuckGoSearchTool(), visit_webpage],
    llm_engine=llm_engine,
    max_iterations=<span class="hljs-number">10</span>,
)`,wrap:!1}}),q=new I({props:{code:"bWFuYWdlZF93ZWJfYWdlbnQlMjAlM0QlMjBNYW5hZ2VkQWdlbnQoJTBBJTIwJTIwJTIwJTIwYWdlbnQlM0R3ZWJfYWdlbnQlMkMlMEElMjAlMjAlMjAlMjBuYW1lJTNEJTIyc2VhcmNoJTIyJTJDJTBBJTIwJTIwJTIwJTIwZGVzY3JpcHRpb24lM0QlMjJSdW5zJTIwd2ViJTIwc2VhcmNoZXMlMjBmb3IlMjB5b3UuJTIwR2l2ZSUyMGl0JTIweW91ciUyMHF1ZXJ5JTIwYXMlMjBhbiUyMGFyZ3VtZW50LiUyMiUyQyUwQSk=",highlighted:`managed_web_agent = ManagedAgent(
    agent=web_agent,
    name=<span class="hljs-string">&quot;search&quot;</span>,
    description=<span class="hljs-string">&quot;Runs web searches for you. Give it your query as an argument.&quot;</span>,
)`,wrap:!1}}),K=new I({props:{code:"bWFuYWdlcl9hZ2VudCUyMCUzRCUyMFJlYWN0Q29kZUFnZW50KCUwQSUyMCUyMCUyMCUyMHRvb2xzJTNEJTVCJTVEJTJDJTBBJTIwJTIwJTIwJTIwbGxtX2VuZ2luZSUzRGxsbV9lbmdpbmUlMkMlMEElMjAlMjAlMjAlMjBtYW5hZ2VkX2FnZW50cyUzRCU1Qm1hbmFnZWRfd2ViX2FnZW50JTVEJTJDJTBBJTIwJTIwJTIwJTIwYWRkaXRpb25hbF9hdXRob3JpemVkX2ltcG9ydHMlM0QlNUIlMjJ0aW1lJTIyJTJDJTIwJTIyZGF0ZXRpbWUlMjIlNUQlMkMlMEEp",highlighted:`manager_agent = ReactCodeAgent(
    tools=[],
    llm_engine=llm_engine,
    managed_agents=[managed_web_agent],
    additional_authorized_imports=[<span class="hljs-string">&quot;time&quot;</span>, <span class="hljs-string">&quot;datetime&quot;</span>],
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