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| <link rel="modulepreload" href="/docs/transformers/main/zh/_app/immutable/chunks/index.676ef4be.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{"title":"智能体，超强版 - 多智能体、外部工具等","local":"智能体超强版---多智能体外部工具等","sections":[{"title":"什么是智能体？","local":"什么是智能体","sections":[],"depth":3},{"title":"多智能体","local":"多智能体","sections":[],"depth":2},{"title":"高级工具使用","local":"高级工具使用","sections":[{"title":"通过子类化 Tool 来直接定义工具，并将其共享到 Hub","local":"通过子类化-tool-来直接定义工具并将其共享到-hub","sections":[],"depth":3},{"title":"将 Space 导入为工具 🚀","local":"将-space-导入为工具-","sections":[],"depth":3},{"title":"使用 gradio-tools","local":"使用-gradio-tools","sections":[],"depth":3},{"title":"使用 LangChain 工具","local":"使用-langchain-工具","sections":[],"depth":3}],"depth":2},{"title":"在酷炫的 Gradio 界面中展示智能体运行","local":"在酷炫的-gradio-界面中展示智能体运行","sections":[],"depth":2}],"depth":1}"><!-- HEAD_svelte-u9bgzb_END --> <p></p> <h1 class="relative group"><a id="智能体超强版---多智能体外部工具等" 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="#智能体超强版---多智能体外部工具等"><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>智能体，超强版 - 多智能体、外部工具等</span></h1> <div class="flex space-x-1 absolute z-10 right-0 top-0"> <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> <h3 class="relative group"><a id="什么是智能体" 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="#什么是智能体"><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>什么是智能体？</span></h3> <div class="course-tip bg-gradient-to-br dark:bg-gradient-to-r before:border-green-500 dark:before:border-green-800 from-green-50 dark:from-gray-900 to-white dark:to-gray-950 border border-green-50 text-green-700 dark:text-gray-400"><p data-svelte-h="svelte-1bccwv4">如果你是 <code>transformers.agents</code> 的新手，请先阅读主文档 <a href="./agents">智能体文档 </a>. | |
| 在本页面中，我们将重点介绍 <code>transformers.agents</code> 的几种高级用法。</p></div> <h2 class="relative group"><a id="多智能体" 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="#多智能体"><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>多智能体</span></h2> <p data-svelte-h="svelte-totimq">多智能体功能是微软框架 <a href="https://huggingface.co/papers/2308.08155" rel="nofollow">Autogen</a> 中引入的。 | |
| 它的意思是让多个智能体一起工作来解决任务，而不是只有一个智能体。 | |
| 经验表明，在大多数基准测试中，这种方法能带来更好的性能。之所以有更好的性能，原因很简单：对于许多任务，通常我们更愿意让多个单独的单元专注于子任务，而不是让一个系统做所有事情。这里，拥有不同工具集和记忆的多个智能体可以实现高效的专业化。</p> <p data-svelte-h="svelte-1r96vbd">你可以轻松地用 <code>transformers.agents</code> 构建层次化的多智能体系统。</p> <p data-svelte-h="svelte-dlhop1">为此，需要将智能体封装在 <code>ManagedAgent</code> 对象中。这个对象需要 <code>agent</code>、<code>name</code> 和 <code>description</code> 这几个参数，这些信息会嵌入到管理智能体的系统提示中，帮助它知道如何调用这个管理的智能体，就像我们对工具所做的那样。</p> <p data-svelte-h="svelte-oc8zw9">下面是一个通过使用我们的 <code>DuckDuckGoSearchTool</code> 创建一个管理特定网络搜索智能体的示例：</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> transformers.agents <span class="hljs-keyword">import</span> ReactCodeAgent, HfApiEngine, DuckDuckGoSearchTool, ManagedAgent | |
| llm_engine = HfApiEngine() | |
| web_agent = ReactCodeAgent(tools=[DuckDuckGoSearchTool()], llm_engine=llm_engine) | |
| managed_web_agent = ManagedAgent( | |
| agent=web_agent, | |
| name=<span class="hljs-string">"web_search"</span>, | |
| description=<span class="hljs-string">"Runs web searches for you. Give it your query as an argument."</span> | |
| ) | |
| manager_agent = ReactCodeAgent( | |
| tools=[], llm_engine=llm_engine, managed_agents=[managed_web_agent] | |
| ) | |
| manager_agent.run(<span class="hljs-string">"Who is the CEO of Hugging Face?"</span>)<!-- HTML_TAG_END --></pre></div> <div class="course-tip bg-gradient-to-br dark:bg-gradient-to-r before:border-green-500 dark:before:border-green-800 from-green-50 dark:from-gray-900 to-white dark:to-gray-950 border border-green-50 text-green-700 dark:text-gray-400"><p data-svelte-h="svelte-n7lhha">如果你想深入了解如何高效地实现多智能体系统，请查看 <a href="https://huggingface.co/blog/beating-gaia" rel="nofollow">how we pushed our multi-agent system to the top of the GAIA leaderboard</a>.</p></div> <h2 class="relative group"><a id="高级工具使用" 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="#高级工具使用"><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>高级工具使用</span></h2> <h3 class="relative group"><a id="通过子类化-tool-来直接定义工具并将其共享到-hub" 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="#通过子类化-tool-来直接定义工具并将其共享到-hub"><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>通过子类化 Tool 来直接定义工具，并将其共享到 Hub</span></h3> <p data-svelte-h="svelte-micy32">让我们再次使用主文档中的工具示例，我们已经实现了一个 <code>tool</code> 装饰器。</p> <p data-svelte-h="svelte-1jpr09r">如果你需要添加一些变化，比如为工具自定义属性，可以按照更细粒度的方法构建工具：构建一个继承自 <code>Tool</code> 超类的类。</p> <p data-svelte-h="svelte-1keugyy">自定义工具需要：</p> <ul data-svelte-h="svelte-16lz2qs"><li><code>name</code> 属性：表示工具本身的名称，通常描述工具的作用。由于代码返回了针对任务下载量最多的模型，我们将其命名为 model_download_counter。</li> <li><code>description</code> 属性：用于填充智能体的系统提示。</li> <li><code>inputs</code> 属性：这是一个包含 “type” 和 “description” 键的字典。它包含了有助于 Python 解释器做出选择的输入信息。</li> <li><code>output_type</code> 属性：指定输出类型。</li> <li><code>forward</code> 方法：其中包含执行推理代码。</li></ul> <p data-svelte-h="svelte-qnowqs"><code>inputs</code> 和 <code>output_type</code> 的类型应当是 <a href="https://docs.pydantic.dev/latest/concepts/json_schema/#generating-json-schema" rel="nofollow">Pydantic 格式</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=""><!-- HTML_TAG_START --><span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> Tool | |
| <span class="hljs-keyword">from</span> huggingface_hub <span class="hljs-keyword">import</span> list_models | |
| <span class="hljs-keyword">class</span> <span class="hljs-title class_">HFModelDownloadsTool</span>(<span class="hljs-title class_ inherited__">Tool</span>): | |
| name = <span class="hljs-string">"model_download_counter"</span> | |
| description = <span class="hljs-string">""" | |
| This is a tool that returns the most downloaded model of a given task on the Hugging Face Hub. | |
| It returns the name of the checkpoint."""</span> | |
| inputs = { | |
| <span class="hljs-string">"task"</span>: { | |
| <span class="hljs-string">"type"</span>: <span class="hljs-string">"string"</span>, | |
| <span class="hljs-string">"description"</span>: <span class="hljs-string">"the task category (such as text-classification, depth-estimation, etc)"</span>, | |
| } | |
| } | |
| output_type = <span class="hljs-string">"string"</span> | |
| <span class="hljs-keyword">def</span> <span class="hljs-title function_">forward</span>(<span class="hljs-params">self, task: <span class="hljs-built_in">str</span></span>): | |
| model = <span class="hljs-built_in">next</span>(<span class="hljs-built_in">iter</span>(list_models(<span class="hljs-built_in">filter</span>=task, sort=<span class="hljs-string">"downloads"</span>, direction=-<span class="hljs-number">1</span>))) | |
| <span class="hljs-keyword">return</span> model.<span class="hljs-built_in">id</span><!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-4ct6tl">现在，自定义的 <code>HfModelDownloadsTool</code> 类已经准备好，可以将其保存到名为 <code>model_downloads.py</code> 的文件中，并导入使用。</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> model_downloads <span class="hljs-keyword">import</span> HFModelDownloadsTool | |
| tool = HFModelDownloadsTool()<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1bzhdnq">你还可以通过调用 <code>push_to_hub()</code> 将自定义工具推送到 Hub。确保你已经为该工具创建了一个仓库，并使用具有读取访问权限的许可。</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 -->tool.push_to_hub(<span class="hljs-string">"{your_username}/hf-model-downloads"</span>)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1mkhfvt">通过 <code>~Tool.load_tool</code> 函数加载工具，并将其传递给智能体的 tools 参数。</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> transformers <span class="hljs-keyword">import</span> load_tool, CodeAgent | |
| model_download_tool = load_tool(<span class="hljs-string">"m-ric/hf-model-downloads"</span>)<!-- HTML_TAG_END --></pre></div> <h3 class="relative group"><a id="将-space-导入为工具-" 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="#将-space-导入为工具-"><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>将 Space 导入为工具 🚀</span></h3> <p data-svelte-h="svelte-1a8cvmg">你可以直接通过 <code>Tool.from_space()</code> 方法将 Hub 上的 Space 导入为工具！</p> <p data-svelte-h="svelte-hwugyu">只需要提供 Space 在 Hub 上的 ID、名称和描述，帮助智能体理解工具的作用。在幕后，这将使用 <a href="https://pypi.org/project/gradio-client/" rel="nofollow"><code>gradio-client</code></a> 库来调用 Space。</p> <p data-svelte-h="svelte-yzqvex">例如，下面是从 Hub 导入 <code>FLUX.1-dev</code> Space 并用其生成图像的示例：</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> transformers import<span class="hljs-built_in"> Tool | |
| </span>image_generation_tool = Tool.from_space( | |
| <span class="hljs-string">"black-forest-labs/FLUX.1-dev"</span>, | |
| <span class="hljs-attribute">name</span>=<span class="hljs-string">"image_generator"</span>, | |
| <span class="hljs-attribute">description</span>=<span class="hljs-string">"Generate an image from a prompt"</span>) | |
| image_generation_tool(<span class="hljs-string">"A sunny beach"</span>)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-131amij">看！这就是你生成的图像！🏖️</p> <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/transformers/sunny_beach.webp"> <p data-svelte-h="svelte-bef63s">然后，你可以像使用其他工具一样使用这个工具。例如，改进提示 <code>穿宇航服的兔子</code> 并生成其图像：</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> transformers <span class="hljs-keyword">import</span> ReactCodeAgent | |
| agent = ReactCodeAgent(tools=[image_generation_tool]) | |
| agent.run( | |
| <span class="hljs-string">"Improve this prompt, then generate an image of it."</span>, prompt=<span class="hljs-string">'A rabbit wearing a space suit'</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 -->=== Agent thoughts: | |
| improved_prompt could be "A bright blue space suit wearing rabbit, on the surface of the moon, under a bright orange sunset, with the Earth visible in the background" | |
| Now that I have improved the prompt, I can use the image generator tool to generate an image based on this prompt. | |
| >>> Agent is executing the code below: | |
| image = image_generator(prompt="A bright blue space suit wearing rabbit, on the surface of the moon, under a bright orange sunset, with the Earth visible in the background") | |
| final_answer(image)<!-- HTML_TAG_END --></pre></div> <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/transformers/rabbit_spacesuit_flux.webp"> <p data-svelte-h="svelte-v9mf86">这真酷吧？🤩</p> <h3 class="relative group"><a id="使用-gradio-tools" 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="#使用-gradio-tools"><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>使用 gradio-tools</span></h3> <p data-svelte-h="svelte-sxe16i"><a href="https://github.com/freddyaboulton/gradio-tools" rel="nofollow">gradio-tools</a> 是一个强大的库，允许使用 Hugging Face Spaces 作为工具。它支持许多现有的 Spaces，也支持自定义 Spaces。</p> <p data-svelte-h="svelte-4jf5ve">transformers 支持通过 <code>Tool.from_gradio()</code> 方法使用 <code>gradio_tools</code>。例如，下面是如何使用来自 <code>gradio-tools</code> 工具包的 <a href="https://github.com/freddyaboulton/gradio-tools/blob/main/gradio_tools/tools/prompt_generator.py" rel="nofollow"><code>StableDiffusionPromptGeneratorTool</code></a> 来改进提示，以生成更好的图像：</p> <p data-svelte-h="svelte-1aq2ajx">导入和实例化工具，并将其传递给 <code>Tool.from_gradio</code> 方法:</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> gradio_tools <span class="hljs-keyword">import</span> StableDiffusionPromptGeneratorTool | |
| <span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> Tool, load_tool, CodeAgent | |
| gradio_prompt_generator_tool = StableDiffusionPromptGeneratorTool() | |
| prompt_generator_tool = Tool.from_gradio(gradio_prompt_generator_tool)<!-- HTML_TAG_END --></pre></div> <div class="course-tip course-tip-orange bg-gradient-to-br dark:bg-gradient-to-r before:border-orange-500 dark:before:border-orange-800 from-orange-50 dark:from-gray-900 to-white dark:to-gray-950 border border-orange-50 text-orange-700 dark:text-gray-400"><p data-svelte-h="svelte-vaxd4g">gradio-tools 需要 <strong>文本</strong> 输入和输出，即使在处理像图像和音频这样的不同模态时也是如此。目前，图像和音频的输入输出与此不兼容。</p> <h3 class="relative group"><a id="使用-langchain-工具" 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="#使用-langchain-工具"><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>使用 LangChain 工具</span></h3></div> <p data-svelte-h="svelte-1b2suqg">我们很喜欢 LangChain，并认为它有一套非常有吸引力的工具。 | |
| 要从 LangChain 导入工具，可以使用 <code>from_langchain()</code> 方法。</p> <p data-svelte-h="svelte-veju0s">例如，下面是如何使用它来重新创建上面介绍的搜索结果，使用一个 LangChain 网络搜索工具。该工具需要 <code>pip install google-search-results</code> 来正常工作。</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> langchain.agents <span class="hljs-keyword">import</span> load_tools | |
| <span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> Tool, ReactCodeAgent | |
| search_tool = Tool.from_langchain(load_tools([<span class="hljs-string">"serpapi"</span>])[<span class="hljs-number">0</span>]) | |
| agent = ReactCodeAgent(tools=[search_tool]) | |
| agent.run(<span class="hljs-string">"How many more blocks (also denoted as layers) are in BERT base encoder compared to the encoder from the architecture proposed in Attention is All You Need?"</span>)<!-- HTML_TAG_END --></pre></div> <h2 class="relative group"><a id="在酷炫的-gradio-界面中展示智能体运行" 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="#在酷炫的-gradio-界面中展示智能体运行"><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>在酷炫的 Gradio 界面中展示智能体运行</span></h2> <p data-svelte-h="svelte-16e4xgz">你可以利用 <code>gradio.Chatbot</code> 来展示智能体的思考过程，通过 <code>stream_to_gradio</code>，下面是一个示例：</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> gradio <span class="hljs-keyword">as</span> gr | |
| <span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> ( | |
| load_tool, | |
| ReactCodeAgent, | |
| HfApiEngine, | |
| stream_to_gradio, | |
| ) | |
| <span class="hljs-comment"># Import tool from Hub</span> | |
| image_generation_tool = load_tool(<span class="hljs-string">"m-ric/text-to-image"</span>) | |
| llm_engine = HfApiEngine(<span class="hljs-string">"meta-llama/Meta-Llama-3-70B-Instruct"</span>) | |
| <span class="hljs-comment"># Initialize the agent with the image generation tool</span> | |
| agent = ReactCodeAgent(tools=[image_generation_tool], llm_engine=llm_engine) | |
| <span class="hljs-keyword">def</span> <span class="hljs-title function_">interact_with_agent</span>(<span class="hljs-params">task</span>): | |
| messages = [] | |
| messages.append(gr.ChatMessage(role=<span class="hljs-string">"user"</span>, content=task)) | |
| <span class="hljs-keyword">yield</span> messages | |
| <span class="hljs-keyword">for</span> msg <span class="hljs-keyword">in</span> stream_to_gradio(agent, task): | |
| messages.append(msg) | |
| <span class="hljs-keyword">yield</span> messages + [ | |
| gr.ChatMessage(role=<span class="hljs-string">"assistant"</span>, content=<span class="hljs-string">"⏳ Task not finished yet!"</span>) | |
| ] | |
| <span class="hljs-keyword">yield</span> messages | |
| <span class="hljs-keyword">with</span> gr.Blocks() <span class="hljs-keyword">as</span> demo: | |
| text_input = gr.Textbox(lines=<span class="hljs-number">1</span>, label=<span class="hljs-string">"Chat Message"</span>, value=<span class="hljs-string">"Make me a picture of the Statue of Liberty."</span>) | |
| submit = gr.Button(<span class="hljs-string">"Run illustrator agent!"</span>) | |
| chatbot = gr.Chatbot( | |
| label=<span class="hljs-string">"Agent"</span>, | |
| <span class="hljs-built_in">type</span>=<span class="hljs-string">"messages"</span>, | |
| avatar_images=( | |
| <span class="hljs-literal">None</span>, | |
| <span class="hljs-string">"https://em-content.zobj.net/source/twitter/53/robot-face_1f916.png"</span>, | |
| ), | |
| ) | |
| submit.click(interact_with_agent, [text_input], [chatbot]) | |
| <span class="hljs-keyword">if</span> __name__ == <span class="hljs-string">"__main__"</span>: | |
| demo.launch()<!-- 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/transformers/blob/main/docs/source/zh/agents_advanced.md" target="_blank"><span data-svelte-h="svelte-1kd6by1"><</span> <span data-svelte-h="svelte-x0xyl0">></span> <span data-svelte-h="svelte-1dajgef"><span class="underline ml-1.5">Update</span> on GitHub</span></a> <p></p> | |
| <script> | |
| { | |
| __sveltekit_t9lvrp = { | |
| assets: "/docs/transformers/main/zh", | |
| base: "/docs/transformers/main/zh", | |
| env: {} | |
| }; | |
| const element = document.currentScript.parentElement; | |
| const data = [null,null]; | |
| Promise.all([ | |
| import("/docs/transformers/main/zh/_app/immutable/entry/start.8d644b95.js"), | |
| import("/docs/transformers/main/zh/_app/immutable/entry/app.2184a09e.js") | |
| ]).then(([kit, app]) => { | |
| kit.start(app, element, { | |
| node_ids: [0, 5], | |
| data, | |
| form: null, | |
| error: null | |
| }); | |
| }); | |
| } | |
| </script> | |
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