smolagents/pr_2060/ko/tutorials/memory.html

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		<link rel="modulepreload" href="/docs/smolagents/pr_2060/ko/_app/immutable/chunks/DocNotebookDropdown.be7b60e3.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;📚 에이전트 메모리 관리&quot;,&quot;local&quot;:&quot;-manage-your-agents-memory&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;에이전트 메모리 재생&quot;,&quot;local&quot;:&quot;replay-your-agents-memory&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3},{&quot;title&quot;:&quot;에이전트 메모리 동적 변경&quot;,&quot;local&quot;:&quot;dynamically-change-the-agents-memory&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3},{&quot;title&quot;:&quot;에이전트를 단계별로 실행&quot;,&quot;local&quot;:&quot;run-agents-one-step-at-a-time&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3}],&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 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="-manage-your-agents-memory" 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="#-manage-your-agents-memory"><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>📚 에이전트 메모리 관리</span></h1> <p data-svelte-h="svelte-ton0ak">결국 에이전트는 도구와 프롬프트로 이루어진 단순한 구성요소로 정의됩니다.
그리고 무엇보다 중요한 것은 에이전트가 과거 단계의 메모리를 가지고 있어 계획, 실행, 오류의 이력을 추적한다는 점입니다.</p>  <h3 class="relative group"><a id="replay-your-agents-memory" 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="#replay-your-agents-memory"><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>에이전트 메모리 재생</span></h3> <p data-svelte-h="svelte-1h50h00">과거 실행된 에이전트를 확인하기 위한 몇 가지 기능을 제공합니다.</p> <p data-svelte-h="svelte-dnn1cu"><a href="./inspect_runs">계측 가이드</a>에서 언급한 바와 같이, 에이전트 실행을 계측하여 특정 단계를 확대하거나 축소할 수 있는 우수한 UI로 시각화할 수 있습니다.</p> <p data-svelte-h="svelte-iux67r">또한 다음과 같이 <code>agent.replay()</code>를 사용할 수도 있습니다.</p> <p data-svelte-h="svelte-lh7ekp">에이전트를 실행한 후,</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> smolagents <span class="hljs-keyword">import</span> InferenceClientModel, CodeAgent

agent = CodeAgent(tools=[], model=InferenceClientModel(), verbosity_level=<span class="hljs-number">0</span>)

result = agent.run(<span class="hljs-string">&quot;What&#x27;s the 20th Fibonacci number?&quot;</span>)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-12x9pal">이 마지막 실행을 다시 재생하고 싶다면, 다음 코드를 사용하면 됩니다.</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 -->agent.replay()<!-- HTML_TAG_END --></pre></div>  <h3 class="relative group"><a id="dynamically-change-the-agents-memory" 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="#dynamically-change-the-agents-memory"><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>에이전트 메모리 동적 변경</span></h3> <p data-svelte-h="svelte-1lq08uo">많은 고급 사용 사례에서는 에이전트의 메모리를 동적으로 수정해야 합니다.</p> <p data-svelte-h="svelte-lnzmi9">에이전트의 메모리는 다음과 같이 접근할 수 있습니다.</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> smolagents <span class="hljs-keyword">import</span> ActionStep

system_prompt_step = agent.memory.system_prompt
<span class="hljs-built_in">print</span>(<span class="hljs-string">&quot;The system prompt given to the agent was:&quot;</span>)
<span class="hljs-built_in">print</span>(system_prompt_step.system_prompt)

task_step = agent.memory.steps[<span class="hljs-number">0</span>]
<span class="hljs-built_in">print</span>(<span class="hljs-string">&quot;\n\nThe first task step was:&quot;</span>)
<span class="hljs-built_in">print</span>(task_step.task)

<span class="hljs-keyword">for</span> step <span class="hljs-keyword">in</span> agent.memory.steps:
    <span class="hljs-keyword">if</span> <span class="hljs-built_in">isinstance</span>(step, ActionStep):
        <span class="hljs-keyword">if</span> step.error <span class="hljs-keyword">is</span> <span class="hljs-keyword">not</span> <span class="hljs-literal">None</span>:
            <span class="hljs-built_in">print</span>(<span class="hljs-string">f&quot;\nStep <span class="hljs-subst">{step.step_number}</span> got this error:\n<span class="hljs-subst">{step.error}</span>\n&quot;</span>)
        <span class="hljs-keyword">else</span>:
            <span class="hljs-built_in">print</span>(<span class="hljs-string">f&quot;\nStep <span class="hljs-subst">{step.step_number}</span> got these observations:\n<span class="hljs-subst">{step.observations}</span>\n&quot;</span>)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-gjznic"><code>agent.memory.get_full_steps()</code>를 사용하여 전체 단계를 딕셔너리 형태로 가져올 수 있습니다.</p> <p data-svelte-h="svelte-hasgpe">또한 단계 콜백을 사용하여 에이전트의 메모리를 동적으로 변경할 수도 있습니다.</p> <p data-svelte-h="svelte-hno0dy">단계 콜백은 인자로 <code>agent</code> 객체 자체에 접근할 수 있으므로, 위에서 설명한 것처럼 모든 메모리 단계에 접근하여 필요한 경우 수정할 수 있습니다. 예를 들어, 웹 브라우저 에이전트가 수행하는 각 단계의 스크린샷을 관찰하고 있다고 가정해 보겠습니다. 이 경우 최신 스크린샷은 유지하면서 토큰 비용을 절약하기 위해 이전 단계의 이미지를 메모리에서 제거할 수 있습니다.</p> <p data-svelte-h="svelte-1ie0c2b">이 경우 다음과 같은 코드를 사용할 수 있습니다.
<em>주의: 이 코드는 간결함을 위해 일부 임포트 및 객체 정의가 생략된 불완전한 예시입니다. 전체 작동 버전의 코드는 <a href="https://github.com/huggingface/smolagents/blob/main/src/smolagents/vision_web_browser.py" rel="nofollow">원본 스크립트</a>에서 확인하세요.</em></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">import</span> helium
<span class="hljs-keyword">from</span> PIL <span class="hljs-keyword">import</span> Image
<span class="hljs-keyword">from</span> io <span class="hljs-keyword">import</span> BytesIO
<span class="hljs-keyword">from</span> time <span class="hljs-keyword">import</span> sleep

<span class="hljs-keyword">def</span> <span class="hljs-title function_">update_screenshot</span>(<span class="hljs-params">memory_step: ActionStep, agent: CodeAgent</span>) -&gt; <span class="hljs-literal">None</span>:
    sleep(<span class="hljs-number">1.0</span>)  <span class="hljs-comment"># JavaScript 애니메이션이 완료된 후에 스크린샷을 찍도록 합니다.</span>
    driver = helium.get_driver()
    latest_step = memory_step.step_number
    <span class="hljs-keyword">for</span> previous_memory_step <span class="hljs-keyword">in</span> agent.memory.steps:  <span class="hljs-comment"># 이전 스크린샷을 로그에서 제거하여 처리 과정을 간소화합니다.</span>
        <span class="hljs-keyword">if</span> <span class="hljs-built_in">isinstance</span>(previous_memory_step, ActionStep) <span class="hljs-keyword">and</span> previous_memory_step.step_number &lt;= latest_step - <span class="hljs-number">2</span>:
            previous_memory_step.observations_images = <span class="hljs-literal">None</span>
    png_bytes = driver.get_screenshot_as_png()
    image = Image.<span class="hljs-built_in">open</span>(BytesIO(png_bytes))
    memory_step.observations_images = [image.copy()]<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-v7yafc">그 다음 에이전트를 초기화할 때 이 함수를 다음과 같이 <code>step_callbacks</code> 인수에 전달해야 합니다.</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 -->CodeAgent(
    tools=[WebSearchTool(), go_back, close_popups, search_item_ctrl_f],
    model=model,
    additional_authorized_imports=[<span class="hljs-string">&quot;helium&quot;</span>],
    step_callbacks=[update_screenshot],
    max_steps=<span class="hljs-number">20</span>,
    verbosity_level=<span class="hljs-number">2</span>,
)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-luwqat">전체 작동 예시는 <a href="https://github.com/huggingface/smolagents/blob/main/src/smolagents/vision_web_browser.py" rel="nofollow">비전 웹 브라우저 코드</a>에서 확인할 수 있습니다.</p>  <h3 class="relative group"><a id="run-agents-one-step-at-a-time" 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="#run-agents-one-step-at-a-time"><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>에이전트를 단계별로 실행</span></h3> <p data-svelte-h="svelte-3f8ynb">이 기능은 도구 호출에 오랜 시간이 걸리는 경우에 유용합니다.
에이전트를 한 단계씩 실행하면서 각 단계에서 메모리를 업데이트할 수 있습니다.</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> smolagents <span class="hljs-keyword">import</span> InferenceClientModel, CodeAgent, ActionStep, TaskStep

agent = CodeAgent(tools=[], model=InferenceClientModel(), verbosity_level=<span class="hljs-number">1</span>)
agent.python_executor.send_tools({**agent.tools})
<span class="hljs-built_in">print</span>(agent.memory.system_prompt)

task = <span class="hljs-string">&quot;What is the 20th Fibonacci number?&quot;</span>

<span class="hljs-comment"># 필요에 따라 다른 에이전트의 메모리를 불러와 메모리를 수정할 수 있습니다.</span>
<span class="hljs-comment"># agent.memory.steps = previous_agent.memory.steps</span>

<span class="hljs-comment"># 새로운 작업을 시작합니다!</span>
agent.memory.steps.append(TaskStep(task=task, task_images=[]))

final_answer = <span class="hljs-literal">None</span>
step_number = <span class="hljs-number">1</span>
<span class="hljs-keyword">while</span> final_answer <span class="hljs-keyword">is</span> <span class="hljs-literal">None</span> <span class="hljs-keyword">and</span> step_number &lt;= <span class="hljs-number">10</span>:
    memory_step = ActionStep(
        step_number=step_number,
        observations_images=[],
    )
    <span class="hljs-comment"># 한 단계를 실행합니다.</span>
    final_answer = agent.step(memory_step)
    agent.memory.steps.append(memory_step)
    step_number += <span class="hljs-number">1</span>

    <span class="hljs-comment"># 필요한 경우 메모리를 수정할 수도 있습니다</span>
    <span class="hljs-comment"># 예를 들어 최신 단계를 업데이트 하려면 다음과 같이 처리합니다:</span>
    <span class="hljs-comment"># agent.memory.steps[-1] = ...</span>

<span class="hljs-built_in">print</span>(<span class="hljs-string">&quot;The final answer is:&quot;</span>, final_answer)<!-- HTML_TAG_END --></pre></div> <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/ko/tutorials/memory.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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