Hugging Face's logo

Buckets:
hf-doc-build
/
doc-dev

Files
xet
hf-doc-build/doc-dev / agents-course /pr_545 /ko /unit1 /dummy-agent-library.html
rtrm's picture
rtrm
download
raw
54.4 kB
<meta charset="utf-8" /><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;더미 에이전트 라이브러리&quot;,&quot;local&quot;:&quot;dummy-agent-library&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;서버리스 API&quot;,&quot;local&quot;:&quot;serverless-api&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;더미 에이전트&quot;,&quot;local&quot;:&quot;dummy-agent&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2}],&quot;depth&quot;:1}">
 <link href="/docs/agents-course/pr_545/ko/_app/immutable/assets/0.e3b0c442.css" rel="modulepreload">
 <link rel="modulepreload" href="/docs/agents-course/pr_545/ko/_app/immutable/entry/start.6bd6007b.js">
 <link rel="modulepreload" href="/docs/agents-course/pr_545/ko/_app/immutable/chunks/scheduler.f6b352c8.js">
 <link rel="modulepreload" href="/docs/agents-course/pr_545/ko/_app/immutable/chunks/singletons.d509bc8a.js">
 <link rel="modulepreload" href="/docs/agents-course/pr_545/ko/_app/immutable/chunks/index.26cf6c5a.js">
 <link rel="modulepreload" href="/docs/agents-course/pr_545/ko/_app/immutable/chunks/paths.ee75497a.js">
 <link rel="modulepreload" href="/docs/agents-course/pr_545/ko/_app/immutable/entry/app.5df77bcf.js">
 <link rel="modulepreload" href="/docs/agents-course/pr_545/ko/_app/immutable/chunks/index.7f38e934.js">
 <link rel="modulepreload" href="/docs/agents-course/pr_545/ko/_app/immutable/nodes/0.e7b8cf8b.js">
 <link rel="modulepreload" href="/docs/agents-course/pr_545/ko/_app/immutable/chunks/each.e59479a4.js">
 <link rel="modulepreload" href="/docs/agents-course/pr_545/ko/_app/immutable/nodes/9.014a6959.js">
 <link rel="modulepreload" href="/docs/agents-course/pr_545/ko/_app/immutable/chunks/CodeBlock.3ee8293b.js">
 <link rel="modulepreload" href="/docs/agents-course/pr_545/ko/_app/immutable/chunks/getInferenceSnippets.1ddaa658.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;더미 에이전트 라이브러리&quot;,&quot;local&quot;:&quot;dummy-agent-library&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;서버리스 API&quot;,&quot;local&quot;:&quot;serverless-api&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;더미 에이전트&quot;,&quot;local&quot;:&quot;dummy-agent&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2}],&quot;depth&quot;:1}"><!-- HEAD_svelte-u9bgzb_END --> <p></p> <h1 class="relative group"><a id="dummy-agent-library" 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="#dummy-agent-library"><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>더미 에이전트 라이브러리</span></h1> <img src="https://huggingface.co/datasets/agents-course/course-images/resolve/main/en/unit1/whiteboard-unit1sub3DONE.jpg" alt="Unit 1 planning"> <p data-svelte-h="svelte-13q9a29">이 코스는 특정 프레임워크에 종속되지 않도록 설계되었습니다. 그 이유는 <strong>AI 에이전트의 개념에 집중하고 특정 프레임워크의 세부 사항에 매몰되지 않기 위함입니다</strong>.</p> <p data-svelte-h="svelte-1wusmmw">또한, 학생들이 이 강의에서 배운 개념을 원하는 프레임워크를 사용해 자신의 프로젝트에 적용할 수 있기를 바랍니다.</p> <p data-svelte-h="svelte-1ktsmra">따라서 Unit 1에서는 간단한 더미 에이전트 라이브러리와 서버리스 API를 사용하여 LLM 엔진에 접근할 것입니다.</p> <p data-svelte-h="svelte-1w2u3vn">실제 프로덕션 환경에서는 이런 방식을 사용하지 않겠지만, <strong>에이전트의 작동 원리를 이해하는 데 좋은 출발점</strong>이 될 것입니다.</p> <p data-svelte-h="svelte-1rub651">이 섹션을 마치면 <code>smolagents</code>를 사용하여 <strong>간단한 에이전트를 만들</strong> 준비가 될 것입니다.</p> <p data-svelte-h="svelte-153z16j">이어지는 Unit에서는 <code>LangGraph</code>, <code>LangChain</code>, <code>LlamaIndex</code>와 같은 다른 AI 에이전트 라이브러리도 사용해 볼 예정입니다.</p> <p data-svelte-h="svelte-rinx9d">간단하게 하기 위해 도구와 에이전트로 단순한 Python 함수를 사용할 것입니다.</p> <p data-svelte-h="svelte-1xpbh9e">어떤 환경에서도 시도해볼 수 있도록 <code>datetime</code>이나 <code>os</code>와 같은 내장 Python 패키지를 사용할 것입니다.</p> <p data-svelte-h="svelte-1t8hg6u"><a href="https://huggingface.co/agents-course/notebooks/blob/main/dummy_agent_library.ipynb" rel="nofollow">이 노트북</a>에서 과정을 따라가며 <strong>직접 코드를 실행</strong>해볼 수 있습니다.</p> <h2 class="relative group"><a id="serverless-api" 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="#serverless-api"><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>서버리스 API</span></h2> <p data-svelte-h="svelte-1r4p0eq">Hugging Face 생태계에는 다양한 모델에서 쉽게 추론을 실행할 수 있게 해주는 서버리스 API라는 편리한 기능이 있습니다. 별도의 설치나 배포 과정이 필요 없습니다.</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> os
<span class="hljs-keyword">from</span> huggingface_hub <span class="hljs-keyword">import</span> InferenceClient
<span class="hljs-comment">## https://hf.co/settings/tokens에서 토큰이 필요합니다. 토큰 유형으로 &#x27;read&#x27;를 선택했는지 확인하세요. Google Colab에서 실행할 경우 &quot;설정&quot; 탭의 &quot;시크릿&quot; 아래에서 설정할 수 있습니다. 반드시 &quot;HF_TOKEN&quot;이라고 이름을 지정해야 합니다.</span>
os.environ[<span class="hljs-string">&quot;HF_TOKEN&quot;</span>]=<span class="hljs-string">&quot;hf_xxxxxxxxxxxxxx&quot;</span>
client = InferenceClient(<span class="hljs-string">&quot;meta-llama/Llama-3.2-3B-Instruct&quot;</span>)
<span class="hljs-comment"># 다음 셀의 출력이 올바르지 않다면, 무료 모델이 과부하 상태일 수 있습니다. 대신 Llama-3.2-3B-Instruct가 포함된 이 공개 엔드포인트를 사용할 수 있습니다</span>
<span class="hljs-comment"># client = InferenceClient(&quot;https://jc26mwg228mkj8dw.us-east-1.aws.endpoints.huggingface.cloud&quot;)</span><!-- HTML_TAG_END --></pre></div> <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 -->output = client.text_generation(
 <span class="hljs-string">&quot;The capital of France is&quot;</span>,
 max_new_tokens=<span class="hljs-number">100</span>,
)
<span class="hljs-built_in">print</span>(output)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-inwphr">출력:</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 -->Paris. The capital of France <span class="hljs-keyword">is</span> Paris. The capital of France <span class="hljs-keyword">is</span> Paris. The capital of France <span class="hljs-keyword">is</span> Paris. The capital of France <span class="hljs-keyword">is</span> Paris. The capital of France <span class="hljs-keyword">is</span> Paris. The capital of France <span class="hljs-keyword">is</span> Paris. The capital of France <span class="hljs-keyword">is</span> Paris. The capital of France <span class="hljs-keyword">is</span> Paris. The capital of France <span class="hljs-keyword">is</span> Paris. The capital of France <span class="hljs-keyword">is</span> Paris. The capital of France <span class="hljs-keyword">is</span> Paris. The capital of France <span class="hljs-keyword">is</span> Paris. The capital of France <span class="hljs-keyword">is</span> Paris. The capital of France <span class="hljs-keyword">is</span> Paris.<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-tpy85a">LLM 섹션에서 보았듯이, 단순 디코딩만 수행하면 <strong>모델은 EOS(End of Sequence) 토큰을 예측할 때만 멈추게 됩니다</strong>. 하지만 여기서는 그런 일이 일어나지 않습니다. 이는 이것이 대화형(채팅) 모델이고 <strong>모델이 기대하는 채팅 템플릿을 적용하지 않았기 때문입니다</strong>.</p> <p data-svelte-h="svelte-eg6uzs">이제 우리가 사용하는 <a href="https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct">Llama-3.2-3B-Instruct 모델</a>과 관련된 특수 토큰을 추가하면, 동작이 바뀌어 예상대로 EOS가 생성됩니다.</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 -->prompt=<span class="hljs-string">&quot;&quot;&quot;&lt;|begin_of_text|&gt;&lt;|start_header_id|&gt;user&lt;|end_header_id|&gt;
The capital of France is&lt;|eot_id|&gt;&lt;|start_header_id|&gt;assistant&lt;|end_header_id|&gt;&quot;&quot;&quot;</span>
output = client.text_generation(
 prompt,
 max_new_tokens=<span class="hljs-number">100</span>,
)
<span class="hljs-built_in">print</span>(output)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-inwphr">출력:</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 -->The capital of France <span class="hljs-keyword">is</span> Paris.<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1nsmni4">“chat” 메서드를 사용하는 것이 채팅 템플릿을 적용하는 훨씬 더 편리하고 안정적인 방법입니다:</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 -->output = client.chat.completions.create(
 messages=[
 {<span class="hljs-string">&quot;role&quot;</span>: <span class="hljs-string">&quot;user&quot;</span>, <span class="hljs-string">&quot;content&quot;</span>: <span class="hljs-string">&quot;The capital of France is&quot;</span>},
 ],
 stream=<span class="hljs-literal">False</span>,
 max_tokens=<span class="hljs-number">1024</span>,
)
<span class="hljs-built_in">print</span>(output.choices[<span class="hljs-number">0</span>].message.content)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-inwphr">출력:</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 -->Paris.<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-okwxy4">chat 메서드는 모델 간 원활한 전환을 보장하기 위해 권장되는 방법이지만, 이 노트북은 교육용이므로 세부 내용을 이해하기 위해 계속해서 “text_generation” 메서드를 사용하겠습니다.</p> <h2 class="relative group"><a id="dummy-agent" 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="#dummy-agent"><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>더미 에이전트</span></h2> <p data-svelte-h="svelte-mjowjw">앞 섹션에서 보았듯이, 에이전트 라이브러리의 핵심은 시스템 프롬프트에 정보를 추가하는 것입니다.</p> <p data-svelte-h="svelte-s6eprc">이 시스템 프롬프트는 앞서 본 것보다 조금 더 복잡하지만, 이미 다음과 같은 내용을 포함하고 있습니다:</p> <ol data-svelte-h="svelte-77h2cd"><li><strong>도구에 관한 정보</strong></li> <li><strong>사이클 지시사항</strong> (생각(Thought) → 행동(Action) → 관찰(Observation))</li></ol> <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 -->Answer the following questions as best you can. You have access to the following tools:
get_weather: Get the current weather in a given location
The way you <span class="hljs-keyword">use</span> the tools is by specifying a json blob.
Specifically, <span class="hljs-keyword">this</span> json should have an `action` key (<span class="hljs-keyword">with</span> the name of the tool to <span class="hljs-keyword">use</span>) <span class="hljs-keyword">and</span> an `action_input` key (<span class="hljs-keyword">with</span> the <span class="hljs-keyword">input</span> to the tool going here).
The only values that should be in the <span class="hljs-string">&quot;action&quot;</span> field are:
get_weather: Get the current weather in a given location, args: {<span class="hljs-string">&quot;location&quot;</span>: {<span class="hljs-string">&quot;type&quot;</span>: <span class="hljs-string">&quot;string&quot;</span>}}
example <span class="hljs-keyword">use</span> :
{{
 <span class="hljs-string">&quot;action&quot;</span>: <span class="hljs-string">&quot;get_weather&quot;</span>,
 <span class="hljs-string">&quot;action_input&quot;</span>: {<span class="hljs-string">&quot;location&quot;</span>: <span class="hljs-string">&quot;New York&quot;</span>}
}}
ALWAYS <span class="hljs-keyword">use</span> the following format:
Question: the <span class="hljs-keyword">input</span> question you must answer
Thought: you should <span class="hljs-keyword">always</span> think about one action to take. Only one action at a <span class="hljs-keyword">time</span> in <span class="hljs-keyword">this</span> format:
Action:
$JSON_BLOB (<span class="hljs-keyword">inside</span> markdown <span class="hljs-keyword">cell</span>)
Observation: the result of the action. This Observation is <span class="hljs-keyword">unique</span>, complete, <span class="hljs-keyword">and</span> the source of truth.
... (<span class="hljs-keyword">this</span> Thought/Action/Observation can <span class="hljs-keyword">repeat</span> N times, you should take several steps when needed. The $JSON_BLOB must be formatted as markdown <span class="hljs-keyword">and</span> only <span class="hljs-keyword">use</span> a SINGLE action at a <span class="hljs-keyword">time</span>.)
You must <span class="hljs-keyword">always</span> <span class="hljs-keyword">end</span> your <span class="hljs-keyword">output</span> <span class="hljs-keyword">with</span> the following format:
Thought: I now know the <span class="hljs-keyword">final</span> answer
Final Answer: the <span class="hljs-keyword">final</span> answer to the original <span class="hljs-keyword">input</span> question
Now <span class="hljs-keyword">begin</span>! Reminder to ALWAYS <span class="hljs-keyword">use</span> the exact characters `Final Answer:` when you provide a definitive answer.<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1b74wsk">“text_generation” 메서드를 사용하고 있으므로 프롬프트를 수동으로 적용해야 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 -->prompt=<span class="hljs-string">f&quot;&quot;&quot;&lt;|begin_of_text|&gt;&lt;|start_header_id|&gt;system&lt;|end_header_id|&gt;
<span class="hljs-subst">{SYSTEM_PROMPT}</span>
&lt;|eot_id|&gt;&lt;|start_header_id|&gt;user&lt;|end_header_id|&gt;
What&#x27;s the weather in London ?
&lt;|eot_id|&gt;&lt;|start_header_id|&gt;assistant&lt;|end_header_id|&gt;
&quot;&quot;&quot;</span><!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-ct5hn0">다음과 같이 할 수도 있습니다. 이는 <code>chat</code> 메서드 내부에서 일어나는 일입니다:</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 -->messages=[
 {<span class="hljs-string">&quot;role&quot;</span>: <span class="hljs-string">&quot;system&quot;</span>, <span class="hljs-string">&quot;content&quot;</span>: SYSTEM_PROMPT},
 {<span class="hljs-string">&quot;role&quot;</span>: <span class="hljs-string">&quot;user&quot;</span>, <span class="hljs-string">&quot;content&quot;</span>: <span class="hljs-string">&quot;What&#x27;s the weather in London ?&quot;</span>},
 ]
<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> AutoTokenizer
tokenizer = AutoTokenizer.from_pretrained(<span class="hljs-string">&quot;meta-llama/Llama-3.2-3B-Instruct&quot;</span>)
tokenizer.apply_chat_template(messages, tokenize=<span class="hljs-literal">False</span>,add_generation_prompt=<span class="hljs-literal">True</span>)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-m9c2pw">이제 프롬프트는 다음과 같습니다:</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 -->&lt;|<span class="hljs-type">begin_of_text</span>|<span class="hljs-type">&gt;&lt;|start_header_id</span>|<span class="hljs-type">&gt;system</span>&lt;|<span class="hljs-type">end_header_id</span>|<span class="hljs-type">&gt;
Answer</span> the following questions <span class="hljs-built_in">as</span> best you can. You have access to the following tools:
get_weather: Get the current weather <span class="hljs-built_in">in</span> a given location
The way you use the tools is <span class="hljs-built_in">by</span> specifying a json blob.
Specifically, this json should have an `action` key (<span class="hljs-built_in">with</span> the name of the tool to use) and a `action_input` key (<span class="hljs-built_in">with</span> the input to the tool going here).
The only values that should be <span class="hljs-built_in">in</span> the <span class="hljs-string">&quot;action&quot;</span> <span class="hljs-built_in">field</span> are:
get_weather: Get the current weather <span class="hljs-built_in">in</span> a given location, args: {<span class="hljs-string">&quot;location&quot;</span>: {<span class="hljs-string">&quot;type&quot;</span>: <span class="hljs-string">&quot;string&quot;</span>}}
example use :
{{
 <span class="hljs-string">&quot;action&quot;</span>: <span class="hljs-string">&quot;get_weather&quot;</span>,
 <span class="hljs-string">&quot;action_input&quot;</span>: {<span class="hljs-string">&quot;location&quot;</span>: <span class="hljs-string">&quot;New York&quot;</span>}
}}
ALWAYS use the following format:
Question: the input question you must answer
Thought: you should always think about one action to take. Only one action <span class="hljs-built_in">at</span> a <span class="hljs-built_in">time</span> <span class="hljs-built_in">in</span> this format:
Action:
$JSON_BLOB (inside markdown cell)
Observation: the result of the action. This Observation is unique, complete, and the source of truth.
... (this Thought/Action/Observation can <span class="hljs-built_in">repeat</span> N times, you should take several steps when needed. The $JSON_BLOB must be formatted <span class="hljs-built_in">as</span> markdown and only use a SINGLE action <span class="hljs-built_in">at</span> a <span class="hljs-built_in">time</span>.)
You must always <span class="hljs-keyword">end</span> your output <span class="hljs-built_in">with</span> the following format:
Thought: I now know the final answer
Final Answer: the final answer to the original input question
Now begin! Reminder to ALWAYS use the <span class="hljs-built_in">exact</span> characters `Final Answer:` when you provide a definitive answer.
&lt;|<span class="hljs-type">eot_id</span>|<span class="hljs-type">&gt;&lt;|start_header_id</span>|<span class="hljs-type">&gt;user</span>&lt;|<span class="hljs-type">end_header_id</span>|<span class="hljs-type">&gt;
What</span>&#x27;s the weather <span class="hljs-built_in">in</span> London ?
&lt;|<span class="hljs-type">eot_id</span>|<span class="hljs-type">&gt;&lt;|start_header_id</span>|<span class="hljs-type">&gt;assistant</span>&lt;|<span class="hljs-type">end_header_id</span>|<span class="hljs-type">&gt;</span><!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1kwkb5z">이제 디코딩을 해봅시다!</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 -->output = client.text_generation(
 prompt,
 max_new_tokens=<span class="hljs-number">200</span>,
)
<span class="hljs-built_in">print</span>(output)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-inwphr">출력:</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 -->Thought: I will<span class="hljs-built_in"> check </span>the weather in London.
Action:
```
{
 <span class="hljs-string">&quot;action&quot;</span>: <span class="hljs-string">&quot;get_weather&quot;</span>,
 <span class="hljs-string">&quot;action_input&quot;</span>: {<span class="hljs-string">&quot;location&quot;</span>: <span class="hljs-string">&quot;London&quot;</span>}
}
```
Observation: The current weather in London is mostly cloudy with a high of 12°C<span class="hljs-built_in"> and </span>a low of 8°C.<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1obmof3">문제가 보이시나요?</p> <blockquote data-svelte-h="svelte-h3ajk7"><p>모델이 실제 데이터 없이 허구의 답변을 만들어냈습니다. 실제 함수를 실행하려면 여기서 생성을 중단해야 합니다!
이제 허구의 응답이 생성되지 않도록 “Observation:” 부분 전에 생성을 중지해 봅시다.</p></blockquote> <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 -->output = client.text_generation(
 prompt,
 max_new_tokens=<span class="hljs-number">200</span>,
 stop=[<span class="hljs-string">&quot;Observation:&quot;</span>] <span class="hljs-comment"># 실제 함수가 호출되기 전에 중단합니다</span>
)
<span class="hljs-built_in">print</span>(output)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-inwphr">출력:</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 -->Thought: I will<span class="hljs-built_in"> check </span>the weather in London.
Action:
```
{
 <span class="hljs-string">&quot;action&quot;</span>: <span class="hljs-string">&quot;get_weather&quot;</span>,
 <span class="hljs-string">&quot;action_input&quot;</span>: {<span class="hljs-string">&quot;location&quot;</span>: <span class="hljs-string">&quot;London&quot;</span>}
}
```
Observation:<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1fjw0wc">훨씬 좋아졌습니다!
이제 간단한 날씨 정보 제공 함수를 만들어 봅시다. 실제 상황에서는 API를 호출하게 될 것입니다.</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-comment"># 더미 함수</span>
<span class="hljs-keyword">def</span> <span class="hljs-title function_">get_weather</span>(<span class="hljs-params">location</span>):
 <span class="hljs-keyword">return</span> <span class="hljs-string">f&quot;the weather in <span class="hljs-subst">{location}</span> is sunny with low temperatures. \n&quot;</span>
get_weather(<span class="hljs-string">&#x27;London&#x27;</span>)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-inwphr">출력:</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-symbol">&#x27;the</span> weather <span class="hljs-keyword">in</span> London <span class="hljs-keyword">is</span> sunny <span class="hljs-keyword">with</span> low temperatures. \n&#x27;<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1nwredf">이제 기본 프롬프트, 함수 실행까지의 출력, 그리고 함수 실행 결과를 관찰 결과로 연결한 다음 생성을 계속해 봅시다.</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 -->new_prompt = prompt + output + get_weather(<span class="hljs-string">&#x27;London&#x27;</span>)
final_output = client.text_generation(
 new_prompt,
 max_new_tokens=<span class="hljs-number">200</span>,
)
<span class="hljs-built_in">print</span>(final_output)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-nerwkw">새로운 프롬프트는 다음과 같습니다:</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 -->&lt;|<span class="hljs-type">begin_of_text</span>|<span class="hljs-type">&gt;&lt;|start_header_id</span>|<span class="hljs-type">&gt;system</span>&lt;|<span class="hljs-type">end_header_id</span>|<span class="hljs-type">&gt;
 Answer</span> the following questions <span class="hljs-built_in">as</span> best you can. You have access to the following tools:
get_weather: Get the current weather <span class="hljs-built_in">in</span> a given location
The way you use the tools is <span class="hljs-built_in">by</span> specifying a json blob.
Specifically, this json should have a `action` key (<span class="hljs-built_in">with</span> the name of the tool to use) and a `action_input` key (<span class="hljs-built_in">with</span> the input to the tool going here).
The only values that should be <span class="hljs-built_in">in</span> the <span class="hljs-string">&quot;action&quot;</span> <span class="hljs-built_in">field</span> are:
get_weather: Get the current weather <span class="hljs-built_in">in</span> a given location, args: {<span class="hljs-string">&quot;location&quot;</span>: {<span class="hljs-string">&quot;type&quot;</span>: <span class="hljs-string">&quot;string&quot;</span>}}
example use :
{{
 <span class="hljs-string">&quot;action&quot;</span>: <span class="hljs-string">&quot;get_weather&quot;</span>,
 <span class="hljs-string">&quot;action_input&quot;</span>: {<span class="hljs-string">&quot;location&quot;</span>: <span class="hljs-string">&quot;New York&quot;</span>}
}}
ALWAYS use the following format:
Question: the input question you must answer
Thought: you should always think about one action to take. Only one action <span class="hljs-built_in">at</span> a <span class="hljs-built_in">time</span> <span class="hljs-built_in">in</span> this format:
Action:
$JSON_BLOB (inside markdown cell)
Observation: the result of the action. This Observation is unique, complete, and the source of truth.
... (this Thought/Action/Observation can <span class="hljs-built_in">repeat</span> N times, you should take several steps when needed. The $JSON_BLOB must be formatted <span class="hljs-built_in">as</span> markdown and only use a SINGLE action <span class="hljs-built_in">at</span> a <span class="hljs-built_in">time</span>.)
You must always <span class="hljs-keyword">end</span> your output <span class="hljs-built_in">with</span> the following format:
Thought: I now know the final answer
Final Answer: the final answer to the original input question
Now begin! Reminder to ALWAYS use the <span class="hljs-built_in">exact</span> characters `Final Answer:` when you provide a definitive answer.
&lt;|<span class="hljs-type">eot_id</span>|<span class="hljs-type">&gt;&lt;|start_header_id</span>|<span class="hljs-type">&gt;user</span>&lt;|<span class="hljs-type">end_header_id</span>|<span class="hljs-type">&gt;
What</span>&#x27;s the weather <span class="hljs-built_in">in</span> London ?
&lt;|<span class="hljs-type">eot_id</span>|<span class="hljs-type">&gt;&lt;|start_header_id</span>|<span class="hljs-type">&gt;assistant</span>&lt;|<span class="hljs-type">end_header_id</span>|<span class="hljs-type">&gt;
Thought</span>: I will check the weather <span class="hljs-built_in">in</span> London.
Action:
```
{
 <span class="hljs-string">&quot;action&quot;</span>: <span class="hljs-string">&quot;get_weather&quot;</span>,
 <span class="hljs-string">&quot;action_input&quot;</span>: {<span class="hljs-string">&quot;location&quot;</span>: {<span class="hljs-string">&quot;type&quot;</span>: <span class="hljs-string">&quot;string&quot;</span>, <span class="hljs-string">&quot;value&quot;</span>: <span class="hljs-string">&quot;London&quot;</span>}
}
```
Observation:the weather <span class="hljs-built_in">in</span> London is sunny <span class="hljs-built_in">with</span> low temperatures. <!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-inwphr">출력:</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">Final</span> Answer: The weather <span class="hljs-keyword">in</span> London <span class="hljs-keyword">is</span> sunny <span class="hljs-keyword">with</span> low temperatures.<!-- HTML_TAG_END --></pre></div> <hr> <p data-svelte-h="svelte-q4xpy1">지금까지 Python 코드를 사용하여 처음부터 에이전트를 만드는 방법을 배웠고, <strong>그 과정이 얼마나 번거로울 수 있는지</strong> 확인했습니다. 다행히 많은 에이전트 라이브러리들이 이러한 작업을 단순화하여 복잡한 부분을 대신 처리해 줍니다.</p> <p data-svelte-h="svelte-10azulo">이제 <code>smolagents</code> 라이브러리를 사용하여 <strong>첫 번째 실제 에이전트를 만들</strong> 준비가 되었습니다.</p> <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/ko/unit1/dummy-agent-library.mdx" target="_blank"><span data-svelte-h="svelte-1kd6by1">&lt;</span> <span data-svelte-h="svelte-x0xyl0">&gt;</span> <span data-svelte-h="svelte-1dajgef"><span class="underline ml-1.5">Update</span> on GitHub</span></a> <p></p>
<script>
 {
 __sveltekit_wsuob5 = {
 assets: "/docs/agents-course/pr_545/ko",
 base: "/docs/agents-course/pr_545/ko",
 env: {}
 };
 const element = document.currentScript.parentElement;
 const data = [null,null];
 Promise.all([
 import("/docs/agents-course/pr_545/ko/_app/immutable/entry/start.6bd6007b.js"),
 import("/docs/agents-course/pr_545/ko/_app/immutable/entry/app.5df77bcf.js")
 ]).then(([kit, app]) => {
 kit.start(app, element, {
 node_ids: [0, 9],
 data,
 form: null,
 error: null
 });
 });
 }
 </script>

Xet Storage Details

Size:
54.4 kB
·
Xet hash:
a67848ae982dc2fe4b6d2a2661b899451a3a65f7304771e3981b910f512587bd

Xet efficiently stores files, intelligently splitting them into unique chunks and accelerating uploads and downloads. More info.