{"id":1900,"date":"2024-05-31T09:37:28","date_gmt":"2024-05-31T09:37:28","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1900"},"modified":"2024-05-31T09:38:09","modified_gmt":"2024-05-31T09:38:09","slug":"damoxingyingyongsijiyugptdedaimashizhanconglinggoujianyigezhineng","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/damoxingyingyongsijiyugptdedaimashizhanconglinggoujianyigezhineng.html","title":{"rendered":"\u5927\u6a21\u578b\u5e94\u7528\uff08\u56db\uff09\u57fa\u4e8egpt\u7684\u4ee3\u7801\u5b9e\u6218\uff1a\u4ece\u96f6\u6784\u5efa\u4e00\u4e2a\u667a\u80fd\u5927\u8111\uff0c\u8ba9\u591a\u4e2a\u667a\u80fd\u4f53\u534f\u540c\u5de5\u4f5c"},"content":{"rendered":"<h2 data-id=\"heading-0\">\u524d\u8a00<\/h2>\n<p>\u4e0a\u7bc7\u535a\u6587\u4e2d\uff0c\u8bf4\u4e86copilot\u548cagent\u7684\u539f\u7406\uff0c\u8fd9\u7bc7\u535a\u6587\u91cd\u70b9\u662f\u4ee3\u7801\u5b9e\u73b0\u3002<\/p>\n<p>\u9996\u5148\u770b\u4e00\u4e0b\u4ee3\u7801\u67b6\u6784<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/4b4bdc6a89143274c9cb1cbbadd35e63.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<ul>\n<li>runtime\uff1a\u80fd\u591f\u6309\u7167\u4e00\u5b9a\u7b56\u7565\uff0c\u5c06\u4e00\u4e2a\u590d\u6742\u7684\u4efb\u52a1\u6309\u7167\uff0c\u4e00\u4e2a\u4e00\u4e2a\u8282\u70b9\u7684\u65b9\u5f0f\u8fd0\u884c\u8d77\u6765\u3002\u53ef\u4ee5\u7406\u89e3\u4e3a\u5bf9\u6d41\u7a0b\u56fe\u7684\u9ad8\u5ea6\u62bd\u8c61\u3002<\/li>\n<li>Node\uff1a\u5bf9\u8282\u70b9\u62bd\u8c61\u51fa\u7684\u63a5\u53e3\uff0c\u4e0a\u9762\u6240\u6709\u9ec4\u8272\u7684\u8282\u70b9\uff0c\u90fd\u8981\u5b9e\u73b0\u8fd9\u4e2a\u63a5\u53e3\uff0c\u5e76\u6700\u7ec8\u653e\u5728runtime\u4e0a\u6267\u884c\u3002<\/li>\n<li>llm\uff1a\u57fa\u5ea7\u5927\u6a21\u578b\uff0ctool\uff1a\u5de5\u5177\uff0cscript engine\uff1a\u811a\u672c\u5f15\u64ce\uff0ccontrol node\uff1a\u8282\u70b9\u63a7\u5236\u5668<\/li>\n<li><code>single agent<\/code>\uff1a\u6309\u7167\u8bba\u6587\u7684\u8bf4\u6cd5\uff0c\u662f\u4e00\u4e2a\u5728\u67d0\u4e2a\u573a\u666f\u4e0b\u7684\u4e13\u5bb6\uff0c\u6bd4\u5982\u753b\u753b\u4e13\u5bb6\uff0c\u8d2d\u7269\u4e13\u5bb6\u3002<\/li>\n<li><code>multi agent<\/code>\uff1a\u8ba9\u591a\u4e2a\u4e13\u5bb6\u534f\u540c\u5de5\u4f5c<\/li>\n<li><code>task flow<\/code>\uff1a\u6267\u884c\u4e00\u4e2a\u7279\u5b9a\u7684\u4efb\u52a1\u6d41\uff0c\u76f8\u5f53\u4e8e\u6309\u7167\u6d41\u7a0b\u56fe\u6267\u884c\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<p>\u672c\u6587\u91cd\u70b9\uff1a\u57fa\u4e8e<code>runtime<\/code>\u5b9e\u73b0<code>single agent<\/code>\u548c<code>multi agent<\/code>\u3002<code>task flow<\/code>\u6211\u4eec\u4ee5\u540e\u518d\u8bf4\u3002\u5176\u5b9e\u6709\u4e86runtime\uff0ctaskflow\u81ea\u52a8\u5c31\u5b9e\u73b0\u4e86\u3002<\/p>\n<h2 data-id=\"heading-1\">Runtime&amp;Node<\/h2>\n<p>runtime\u7684\u4f5c\u7528\uff1a\u5047\u8bbe\u6211\u4eec\u6709\u4e86\u4e00\u4e9b\u80fd\u591f\u8fd0\u884c\u7684\u8282\u70b9\uff0c\u5f53\u4e00\u4e2a\u4efb\u52a1\u5230\u8fbe\u65f6\uff0cruntime\u9700\u8981\u6309\u7167\u4e00\u5b9a\u7684\u89c4\u5219\u548c\u6d41\u7a0b\uff0c\u6267\u884c\u4e00\u7cfb\u5217\u8282\u70b9\uff0c\u5e76\u6700\u7ec8\u7ed9\u51fa\u4e00\u4e2a\u7ed3\u679c\u3002\u8fd9\u91cc\u6709\u4e24\u4e2a\u9700\u8981\u6ce8\u610f\u7684\u5730\u65b9\uff1a<\/p>\n<ul>\n<li>\u6bcf\u4e2a\u8282\u70b9\u90fd\u5fc5\u987b\u662f\u5bf9\u7b49<\/li>\n<li>\u8282\u70b9\u4e4b\u95f4\u7684\u6d41\u8f6c\u5fc5\u987b\u662f\u81ea\u7531\u7684\u3002<\/li>\n<\/ul>\n<p>\u770b\u4ee3\u7801\u5b9e\u73b0\uff0c\u8fd9\u91cc\u7b80\u5316\u4e86\uff0c<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fwoshihaoren4%2Fagent_rt%2Fblob%2Fmain%2Frt%2Fsrc%2Fruntime.rs\" target=\"_blank\" title=\"https:\/\/github.com\/woshihaoren4\/agent_rt\/blob\/main\/rt\/src\/runtime.rs\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u8be6\u7ec6\u4ee3\u7801\u4f20\u9001\u95e8<\/a><\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">rust<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-rust code-block-extension-codeShowNum\" lang=\"rust\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">pub<\/span> <span class=\"hljs-keyword\">struct<\/span> <span class=\"hljs-title class_\">Runtime<\/span>{<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">nodes: Arc&lt;<span class=\"hljs-keyword\">dyn<\/span> NodeLoader&gt; <span class=\"hljs-comment\">\/\/ \u6240\u6709\u8282\u70b9<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">...<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-comment\">\/\/ \u8fd0\u884c\u4e00\u4e2a\u4efb\u52a1\u7684\u5165\u53e3<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><span class=\"hljs-comment\">\/\/ \u5165\u53c2\uff1a\u4efb\u52a1\u540d\uff0c\u7b2c\u4e00\u4e2a\u8282\u70b9\u7684id\uff0c\u8f93\u5165input<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><span class=\"hljs-comment\">\/\/ \u8f93\u51fa\uff1aOut<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\"><span class=\"hljs-keyword\">pub<\/span> <span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-keyword\">fn<\/span> <span class=\"hljs-title function_\">run<\/span>&lt;In,Out&gt;(&amp;<span class=\"hljs-keyword\">self<\/span>,task_code:S,first_node_id:F,input:In)<span class=\"hljs-punctuation\">-&gt;<\/span>anyhow::<span class=\"hljs-type\">Result<\/span>&lt;Out&gt;{<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">...<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">}<\/span>\n<\/code><\/pre>\n<p>\u518d\u770b\u4e00\u4e0bNode\u7684\u62bd\u8c61\uff0c\u5f88\u7b80\u5355\uff0c\u6bcf\u4e2a\u8282\u70b9\u53ea\u9700\u8981\u5173\u6ce8\uff0c\u81ea\u5df1\u80fd\u5426\u8fd0\u884c\uff0c\u548c\u81ea\u5df1\u5982\u4f55\u8fd0\u884c\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">rust<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-rust code-block-extension-codeShowNum\" lang=\"rust\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-meta\">#[async_trait::async_trait]<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">pub<\/span> <span class=\"hljs-keyword\">trait<\/span> <span class=\"hljs-title class_\">Node<\/span>: <span class=\"hljs-built_in\">Send<\/span> + <span class=\"hljs-built_in\">Sync<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    <span class=\"hljs-comment\">\/\/ \u8282\u70b9id<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    <span class=\"hljs-keyword\">fn<\/span> <span class=\"hljs-title function_\">id<\/span>(&amp;<span class=\"hljs-keyword\">self<\/span>) <span class=\"hljs-punctuation\">-&gt;<\/span> <span class=\"hljs-type\">String<\/span>;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    <span class=\"hljs-comment\">\/\/ ready: \u8282\u70b9\u662f\u5426\u51c6\u5907\u597d\u5f00\u59cb\u5de5\u4f5c\uff0c\u53ea\u80fd\u5224\u65ad\u6d41\u7a0b\u8282\u70b9\uff0c\u4e0d\u7528\u6765\u505a\u53c2\u6570\u6821\u9a8c<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    <span class=\"hljs-keyword\">fn<\/span> <span class=\"hljs-title function_\">ready<\/span>(&amp;<span class=\"hljs-keyword\">self<\/span>, _ctx: Arc&lt;Context&gt;, _args: &amp;TaskInput) <span class=\"hljs-punctuation\">-&gt;<\/span> <span class=\"hljs-type\">bool<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">        <span class=\"hljs-literal\">true<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    <span class=\"hljs-comment\">\/\/ \u8fd0\u884c\u8282\u70b9\uff0c\u6267\u884c\u7279\u5b9a\u4efb\u52a1<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    <span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-keyword\">fn<\/span> <span class=\"hljs-title function_\">go<\/span>(&amp;<span class=\"hljs-keyword\">self<\/span>, ctx: Arc&lt;Context&gt;, args: TaskInput) <span class=\"hljs-punctuation\">-&gt;<\/span> anyhow::<span class=\"hljs-type\">Result<\/span>&lt;TaskOutput&gt;;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">}<\/span>\n<\/code><\/pre>\n<h2 data-id=\"heading-2\">LLM<\/h2>\n<p>LLM\u662f\u4e00\u5207\u7684\u7075\u9b42\uff0c\u6211\u4eec\u7b2c\u4e00\u4e2a\u5b9e\u73b0\u3002\u5f53\u7136\u4e5f\u4e0d\u590d\u6742\uff0c\u6211\u4eec\u76f4\u63a5\u8c03\u7528openai\u7684\u5f00\u53d1\u63a5\u53e3\u3002\u4e0b\u9762\u770b\u4e00\u4e0b\u7b80\u5316\u4ee3\u7801\u3002<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fwoshihaoren4%2Fagent_rt%2Fblob%2Fmain%2Fagent%2Fsrc%2Fllm.rs\" target=\"_blank\" title=\"https:\/\/github.com\/woshihaoren4\/agent_rt\/blob\/main\/agent\/src\/llm.rs\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u8be6\u7ec6\u4ee3\u7801\u4f20\u9001\u95e8<\/a>\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">rust<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-rust code-block-extension-codeShowNum\" lang=\"rust\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">pub<\/span> <span class=\"hljs-keyword\">struct<\/span> <span class=\"hljs-title class_\">LLMNode<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    id: <span class=\"hljs-type\">String<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    <span class=\"hljs-comment\">\/\/ \u5927\u6a21\u578b\u76f8\u5173\u7684\u9ed8\u8ba4\u53c2\u6570\uff1a\u6bd4\u5982\u6a21\u578b\uff0ctokens\uff0ctemperature \u7b49<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    default_req: LLMNodeRequest,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    client: Client&lt;OpenAIConfig&gt;,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><span class=\"hljs-meta\">#[async_trait::async_trait]<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\"><span class=\"hljs-keyword\">impl<\/span> <span class=\"hljs-title class_\">rt<\/span>::Node <span class=\"hljs-keyword\">for<\/span> <span class=\"hljs-title class_\">LLMNode<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    <span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-keyword\">fn<\/span> <span class=\"hljs-title function_\">go<\/span>(&amp;<span class=\"hljs-keyword\">self<\/span>, ctx: Arc&lt;Context&gt;, <span class=\"hljs-keyword\">mut<\/span> args: TaskInput) <span class=\"hljs-punctuation\">-&gt;<\/span> anyhow::<span class=\"hljs-type\">Result<\/span>&lt;TaskOutput&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">        <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">req<\/span> = <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">Some<\/span>(query) = args.get_value::&lt;<span class=\"hljs-type\">String<\/span>&gt;() {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">        ...<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">        } <span class=\"hljs-keyword\">else<\/span> <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">Some<\/span>(<span class=\"hljs-keyword\">mut<\/span> req) = args.get_value::&lt;LLMNodeRequest&gt;() {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">        ...<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">        } <span class=\"hljs-keyword\">else<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">            <span class=\"hljs-keyword\">return<\/span> anyhow::anyhow!(<span class=\"hljs-string\">\"llm: task_input is unknown\"<\/span>).<span class=\"hljs-title function_ invoke__\">err<\/span>();<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">        };<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">        <span class=\"hljs-comment\">\/\/\u8c03\u7528openai\u7684\u63a5\u53e3\uff0c\u53d1\u8d77\u804a\u5929\uff0c\u8fd9\u91cc\u6ca1\u6709\u7528stream\u63a5\u53e3<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">        <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">resp<\/span> = <span class=\"hljs-keyword\">self<\/span>.<span class=\"hljs-title function_ invoke__\">chat<\/span>(req).<span class=\"hljs-keyword\">await<\/span>?;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">        <span class=\"hljs-comment\">\/\/\u7ee7\u7eed\u6267\u884c\u4e0b\u4e00\u4e2a\u8282\u70b9<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">        <span class=\"hljs-title function_ invoke__\">go_next_or_over<\/span>(ctx, resp)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">}<\/span>\n<\/code><\/pre>\n<h2 data-id=\"heading-3\">Tool<\/h2>\n<p>tool\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff0c<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fwoshihaoren4%2Fagent_rt%2Fblob%2Fmain%2Fagent%2Fsrc%2Ftool.rs\" target=\"_blank\" title=\"https:\/\/github.com\/woshihaoren4\/agent_rt\/blob\/main\/agent\/src\/tool.rs\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u4ee3\u7801\u4f20\u9001\u95e8<\/a><\/p>\n<ol>\n<li>tool\u7684\u63cf\u8ff0\uff0c\u5c31\u662f\u6211\u4eec\u544a\u8bc9\u5927\u6a21\u578b\u6211\u4eec\u7684tool\u662f\u505a\u4ec0\u4e48\u7528\u7684\uff0c\u5305\u62ec\u53c2\u6570\u662f\u505a\u4ec0\u4e48\u3002\n<ul>\n<li>\u6ce8\u610f\u5f53\u53c2\u6570\u8f83\u4e3a\u590d\u6742\u7684\u65f6\u5019\uff0c\u5c3d\u91cf\u7528gpt\u7684\u6a21\u578b\uff0c\u56fd\u5185\u7684\u5f88\u591a\u6a21\u578b\u5bf9\u590d\u6742\u53c2\u6570\u7684\u62fc\u63a5\u662f\u6781\u4e3a\u79bb\u8c31\u7684\u3002<\/li>\n<\/ul>\n<\/li>\n<li>tool\u7684\u5b9e\u73b0\uff0c\u8fd9\u90e8\u5206\u6211\u4eec\u76f4\u63a5\u7528<code>Fn<\/code> trait\u4f5c\u4e3a\u4e00\u4e2a\u62bd\u8c61<\/li>\n<\/ol>\n<p>\u7b80\u6613\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">rust<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-rust code-block-extension-codeShowNum\" lang=\"rust\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">pub<\/span> <span class=\"hljs-keyword\">struct<\/span> <span class=\"hljs-title class_\">ToolNode<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    id: <span class=\"hljs-type\">String<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    <span class=\"hljs-comment\">\/\/ \u51fd\u6570\u63cf\u8ff0\u548c\u5165\u53c2\u7b49\u4fe1\u606f<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    meta: FunctionObject,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-comment\">\/\/ \u51fd\u6570\u7684\u5177\u4f53\u5b9e\u73b0\uff0c\u4e3a\u4e86\u517c\u5bb9\u5f02\u6b65\uff0c\u51fd\u6570\u7684\u5b9e\u9645\u8fd4\u56de\u662f\u4e2afuture\u3002<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    handle: <span class=\"hljs-type\">Box<\/span>&lt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">        <span class=\"hljs-keyword\">dyn<\/span> <span class=\"hljs-title function_ invoke__\">Fn<\/span>(<span class=\"hljs-type\">String<\/span>) <span class=\"hljs-punctuation\">-&gt;<\/span> Pin&lt;<span class=\"hljs-type\">Box<\/span>&lt;<span class=\"hljs-keyword\">dyn<\/span> Future&lt;Output = anyhow::<span class=\"hljs-type\">Result<\/span>&lt;<span class=\"hljs-type\">String<\/span>&gt;&gt; + <span class=\"hljs-built_in\">Send<\/span>&gt;&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">            + <span class=\"hljs-built_in\">Send<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">            + <span class=\"hljs-built_in\">Sync<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">            + <span class=\"hljs-symbol\">'static<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    &gt;,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\"><span class=\"hljs-meta\">#[async_trait::async_trait]<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\"><span class=\"hljs-keyword\">impl<\/span> <span class=\"hljs-title class_\">Node<\/span> <span class=\"hljs-keyword\">for<\/span> <span class=\"hljs-title class_\">ToolNode<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">    <span class=\"hljs-comment\">\/\/\u517c\u5bb9\u591a\u79cd\u5165\u53c2<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">    <span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-keyword\">fn<\/span> <span class=\"hljs-title function_\">go<\/span>(&amp;<span class=\"hljs-keyword\">self<\/span>, ctx: Arc&lt;Context&gt;, <span class=\"hljs-keyword\">mut<\/span> args: TaskInput) <span class=\"hljs-punctuation\">-&gt;<\/span> anyhow::<span class=\"hljs-type\">Result<\/span>&lt;TaskOutput&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">        <span class=\"hljs-comment\">\/\/\u5982\u679c\u5165\u53c2\u662fString\uff0c\u5219\u76f4\u63a5\u8c03\u7528handle<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">        <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">Some<\/span>(input) = args.get_value::&lt;<span class=\"hljs-type\">String<\/span>&gt;() {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">            <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">resp<\/span> = (<span class=\"hljs-keyword\">self<\/span>.handle)(input).<span class=\"hljs-keyword\">await<\/span>?;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">            <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-title function_ invoke__\">go_next_or_over<\/span>(ctx, resp);<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">        <span class=\"hljs-comment\">\/\/\u5982\u679c\u5165\u53c2\u662f\u6a21\u578b\u7ed9\u51fa\u7684\u7ed3\u679c\uff0c\u5219\u9700\u8981\u5148\u5c06\u5165\u53c2\u62bd\u51fa\u6765\uff0c\u5e76\u4e14\u8fd4\u56de\u4e00\u4e2a\u804a\u5929\u7684\u6d88\u606f\u3002<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">        <span class=\"hljs-comment\">\/\/\u8fd9\u79cd\u65b9\u5f0f\u76f8\u5f53\u4e8e\u804a\u5929\u4e2d\u7684\u4e00\u73af<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">        <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">Some<\/span>(call) = args.get_value::&lt;ChatCompletionMessageToolCall&gt;() {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">            <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">input<\/span> = call.function.arguments;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\">            <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">resp<\/span> = (<span class=\"hljs-keyword\">self<\/span>.handle)(input).<span class=\"hljs-keyword\">await<\/span>?;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"28\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"29\">            <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">msg<\/span>: ChatCompletionRequestMessage = ChatCompletionRequestToolMessageArgs::<span class=\"hljs-title function_ invoke__\">default<\/span>()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"30\">                .<span class=\"hljs-title function_ invoke__\">tool_call_id<\/span>(call.id)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"31\">                .<span class=\"hljs-title function_ invoke__\">content<\/span>(resp)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"32\">                .<span class=\"hljs-title function_ invoke__\">build<\/span>()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"33\">                .<span class=\"hljs-title function_ invoke__\">unwrap<\/span>()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"34\">                .<span class=\"hljs-title function_ invoke__\">into<\/span>();<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"35\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"36\">            <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-title function_ invoke__\">go_next_or_over<\/span>(ctx, msg);<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"37\">        };<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"38\">        <span class=\"hljs-keyword\">return<\/span> anyhow::anyhow!(<span class=\"hljs-string\">\"tool args error\"<\/span>).<span class=\"hljs-title function_ invoke__\">err<\/span>();<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"39\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"40\">}<\/span>\n<\/code><\/pre>\n<p>\u6709\u4e86<code>ToolNode<\/code>\u4e4b\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u5b9e\u73b0\u51e0\u4e2a\u9ed8\u8ba4\u7684\u51fd\u6570\u770b\u4e00\u4e0b\u6548\u679c<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">rust<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-rust code-block-extension-codeShowNum\" lang=\"rust\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-comment\">\/\/\u67e5\u8be2\u5929\u6c14\u7684\u51fd\u6570\uff0c\u5165\u53c2\u662f\u57ce\u5e02<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-title function_ invoke__\">pub<\/span>(<span class=\"hljs-keyword\">crate<\/span>) <span class=\"hljs-keyword\">fn<\/span> <span class=\"hljs-title function_\">mock_get_current_weather<\/span>() <span class=\"hljs-punctuation\">-&gt;<\/span> <span class=\"hljs-keyword\">Self<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    ToolNode::<span class=\"hljs-title function_ invoke__\">new<\/span>(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">        <span class=\"hljs-string\">\"get_current_weather\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">        <span class=\"hljs-string\">\"Get the current weather in a given location\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">        <span class=\"hljs-string\">r#\"{\"type\":\"object\",\"properties\":{\"location\":{\"type\":\"string\",\"description\":\"the city\",\"enum\":[\"beijing\",\"shanghai\"]}},\"required\":[\"location\"]}\"#<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">        <span class=\"hljs-keyword\">Self<\/span>::get_current_weather,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    )<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\"><span class=\"hljs-comment\">\/\/taobao\u7684\u51fd\u6570\uff0c\u80fd\u591f\u5728\u7ebf\u8d2d\u7269\uff0c\u4e0d\u8fc7`Self::submit_order`\u53ea\u80fd\u8d2d\u4e70\u96e8\u4f1e\u3002<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\"><span class=\"hljs-title function_ invoke__\">pub<\/span>(<span class=\"hljs-keyword\">crate<\/span>) <span class=\"hljs-keyword\">fn<\/span> <span class=\"hljs-title function_\">mock_taobao<\/span>() <span class=\"hljs-punctuation\">-&gt;<\/span> <span class=\"hljs-keyword\">Self<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    ToolNode::<span class=\"hljs-title function_ invoke__\">new<\/span>(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">        <span class=\"hljs-string\">\"submit_order\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">        <span class=\"hljs-string\">\"\u5728\u7ebf\u8d2d\u7269\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">        <span class=\"hljs-string\">r#\"{\"type\":\"object\",\"properties\":{\"product\":{\"type\":\"string\",\"description\":\"\u5546\u54c1\u540d\u79f0\"}},\"required\":[\"product\"]}\"#<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">        <span class=\"hljs-keyword\">Self<\/span>::submit_order,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">    )<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">}<\/span>\n<\/code><\/pre>\n<h2 data-id=\"heading-4\">agent<\/h2>\n<p>\u6709\u4e86llm+tool\u6211\u4eec\u53ef\u4ee5\u5c1d\u8bd5\u5b9e\u73b0\u4e00\u4e2a\u505a\u7b80\u5355\u7684agent\u3002<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fwoshihaoren4%2Fagent_rt%2Fblob%2Fmain%2Fagent%2Fsrc%2Fsingle_agent.rs\" target=\"_blank\" title=\"https:\/\/github.com\/woshihaoren4\/agent_rt\/blob\/main\/agent\/src\/single_agent.rs\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u8be6\u7ec6\u4ee3\u7801\u4f20\u9001\u95e8<\/a>\u3002<\/p>\n<h3 data-id=\"heading-5\">\u6700\u7b80agent\u7ed3\u6784\u56fe\uff1a<\/h3>\n<p>\u8fd8\u662f\u753b\u4e00\u4e0b\u6700\u7b80\u5355agent\u7684\u7ed3\u6784\u56fe\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/1a92247f6c4e8523926e3ccb9fc7603e.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>agent\u4e3b\u8981\u8fd8\u662f\u7528\u6765\u51b3\u7b56\uff0c\u662f\u8c03\u7528llm\u8fd8\u662f\u8c03tool\uff0c\u7ecf\u8fc7\u82e5\u5e72\u6b21\u5faa\u73af\u540e\uff0c\u6700\u7ec8\u7ed9\u51fa\u7ed3\u679c\u3002<\/p>\n<h3 data-id=\"heading-6\">\u4ee3\u7801\u5b9e\u73b0<\/h3>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">rust<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-rust code-block-extension-codeShowNum\" lang=\"rust\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-meta\">#[derive(Clone)]<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">pub<\/span> <span class=\"hljs-keyword\">struct<\/span> <span class=\"hljs-title class_\">SingleAgentNode<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    <span class=\"hljs-comment\">\/\/agent\u7684\u8bbe\u5b9a\uff0c\u6309\u7167\u8bba\u6587\u7684\u8bf4\u6cd5\uff0c\u8fd9\u662f\u67d0\u4e2a\u9886\u57df\u7684\u4e13\u5bb6<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    prompt: <span class=\"hljs-type\">String<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-comment\">\/\/\u5de5\u5177<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    tools: <span class=\"hljs-type\">Vec<\/span>&lt;ChatCompletionTool&gt;,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    <span class=\"hljs-comment\">\/\/memory\u80fd\u591f\u7b80\u5355\u7684\u5b58\u50a8\u804a\u5929\u8bb0\u5f55\uff0c\u8fd9\u91cc\u7b80\u5355\u62bd\u8c61\u4e00\u4e0b\uff0c\u4e0d\u7528\u5173\u5fc3\uff0c\u4ee5\u540e\u8fd8\u4f1a\u53d8\u3002<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    memory: Arc&lt;<span class=\"hljs-keyword\">dyn<\/span> Memory&gt;,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    id: <span class=\"hljs-type\">String<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    <span class=\"hljs-comment\">\/\/\u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u5c0f<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    max_context_window: <span class=\"hljs-type\">usize<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    <span class=\"hljs-comment\">\/\/\u7528\u54ea\u4e2allm<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    llm_model: <span class=\"hljs-type\">String<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\"><span class=\"hljs-meta\">#[async_trait::async_trait]<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\"><span class=\"hljs-keyword\">impl<\/span> <span class=\"hljs-title class_\">Node<\/span> <span class=\"hljs-keyword\">for<\/span> <span class=\"hljs-title class_\">SingleAgentNode<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">    <span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-keyword\">fn<\/span> <span class=\"hljs-title function_\">go<\/span>(&amp;<span class=\"hljs-keyword\">self<\/span>, ctx: Arc&lt;Context&gt;, <span class=\"hljs-keyword\">mut<\/span> args: TaskInput) <span class=\"hljs-punctuation\">-&gt;<\/span> anyhow::<span class=\"hljs-type\">Result<\/span>&lt;TaskOutput&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">        <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\">mut <\/span><span class=\"hljs-variable\">status<\/span> = ctx.remove::&lt;<span class=\"hljs-type\">usize<\/span>&gt;(AGENT_EXEC_STATUS);<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">        <span class=\"hljs-keyword\">if<\/span> status.<span class=\"hljs-title function_ invoke__\">is_none<\/span>() {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">            status = <span class=\"hljs-title function_ invoke__\">Some<\/span>(<span class=\"hljs-number\">1<\/span>);<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">        <span class=\"hljs-keyword\">match<\/span> status.<span class=\"hljs-title function_ invoke__\">unwrap<\/span>() {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">            <span class=\"hljs-comment\">\/\/\u7528\u6237query\u5230\u8fbe\uff0c\u8c03\u7528\u6a21\u578b<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">            <span class=\"hljs-number\">1<\/span> =&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\">                ...<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"28\">                <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-keyword\">self<\/span>.<span class=\"hljs-title function_ invoke__\">exec_llm<\/span>(ctx);<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"29\">            }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"30\">            <span class=\"hljs-comment\">\/\/\u6267\u884ctool\u7ed9\u51fa\u7684\u7ed3\u679c<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"31\">            <span class=\"hljs-number\">2<\/span> =&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"32\">                ...<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"33\">                <span class=\"hljs-keyword\">Self<\/span>::<span class=\"hljs-title function_ invoke__\">add_msg_to_context<\/span>(ctx.<span class=\"hljs-title function_ invoke__\">clone<\/span>(), resp);<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"34\">                <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-keyword\">self<\/span>.<span class=\"hljs-title function_ invoke__\">exec_llm<\/span>(ctx);<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"35\">            }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"36\">            <span class=\"hljs-comment\">\/\/\u8c03\u7528\u6a21\u578b\u540e\u7ed9\u51fa\u7684\u56de\u590d<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"37\">            <span class=\"hljs-number\">3<\/span> =&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"38\">                <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\">mut <\/span><span class=\"hljs-variable\">resp<\/span>: CreateChatCompletionResponse = args.<span class=\"hljs-title function_ invoke__\">get_value<\/span>().<span class=\"hljs-title function_ invoke__\">unwrap<\/span>();<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"39\">                ...<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"40\">                <span class=\"hljs-keyword\">match<\/span> finish_reason.<span class=\"hljs-title function_ invoke__\">unwrap<\/span>() {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"41\">                    <span class=\"hljs-comment\">\/\/\u56de\u590d\u5b8c\u6210<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"42\">                    FinishReason::Stop =&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"43\">                        <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-keyword\">self<\/span>.<span class=\"hljs-title function_ invoke__\">over<\/span>(ctx, message.content.<span class=\"hljs-title function_ invoke__\">unwrap_or<\/span>(<span class=\"hljs-string\">\"\u65e0\u8bed\"<\/span>.<span class=\"hljs-title function_ invoke__\">to_string<\/span>()))<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"44\">                    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"45\">                    <span class=\"hljs-comment\">\/\/\u6a21\u578b\u8ba9\u6211\u4eec\u53bb\u6267\u884ctool<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"46\">                    FinishReason::ToolCalls =&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"47\">                        <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-keyword\">self<\/span>.<span class=\"hljs-title function_ invoke__\">function_call<\/span>(ctx, message.tool_calls.<span class=\"hljs-title function_ invoke__\">unwrap<\/span>().<span class=\"hljs-title function_ invoke__\">remove<\/span>(<span class=\"hljs-number\">0<\/span>))<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"48\">                    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"49\">                    _ =&gt; <span class=\"hljs-keyword\">return<\/span> anyhow::anyhow!(<span class=\"hljs-string\">\"unknown finish_reason\"<\/span>).<span class=\"hljs-title function_ invoke__\">err<\/span>(),<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"50\">                }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"51\">            }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"52\">            <span class=\"hljs-comment\">\/\/\u9519\u8bef<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"53\">            _ =&gt; <span class=\"hljs-keyword\">return<\/span> anyhow::anyhow!(<span class=\"hljs-string\">\"single agent unknown status\"<\/span>).<span class=\"hljs-title function_ invoke__\">err<\/span>(),<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"54\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"55\">        <span class=\"hljs-comment\">\/\/ Err(anyhow::anyhow!(\"\"))<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"56\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"57\">}<\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-7\">\u5bf9\u4e8e\u4e0a\u4e0b\u6587\u7684\u5904\u7406\u3002<\/h3>\n<p>\u5728agent\u7684\u5b9e\u73b0\u4e2d\uff0c\u4e0a\u4e0b\u6587\u5206\u4e3a\u4e86\u4e24\u4e2a\u90e8\u5206\uff0c\u5176\u4e2d\u7528\u6237\u7684query\u548c\u6700\u7ec8answer\u4f5c\u4e3a\u6574\u4f53\u4e0a\u4e0b\u6587\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u800c\u4e2d\u95f4\u8c03\u7528\u51fd\u6570\u548c\u51fd\u6570\u7684\u8fd4\u56de\u7ed3\u679c\u7684\u90e8\u5206\uff0c\u4f5c\u4e3a\u4e00\u6b21\u4f1a\u8bdd\u7684\u4e0a\u7ebf\u6587\u3002\u6700\u7ec8\u4e0d\u4f1a\u88ab\u8bb0\u5f55\u3002<\/p>\n<p>\u5982\u4e0b\u4ee3\u7801\u5904\u7406\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">rust<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-rust code-block-extension-codeShowNum\" lang=\"rust\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-comment\">\/\/\u5728\u7528\u6237\u53d1\u95ee\u65f6\u521b\u5efa\u5f53\u524d\u4f1a\u8bdd\u7684\u77ed\u671f\u4e0a\u4e0b\u6587\uff0c\u5e76\u4e14\u5b58\u50a8\u5728Context\u4e2d<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">if<\/span> ctx.<span class=\"hljs-title function_ invoke__\">get<\/span>(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    <span class=\"hljs-string\">\"session_context\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    |x: <span class=\"hljs-type\">Option<\/span>&lt;&amp;<span class=\"hljs-keyword\">mut<\/span> <span class=\"hljs-type\">Vec<\/span>&lt;ChatCompletionRequestMessage&gt;&gt;| x.<span class=\"hljs-title function_ invoke__\">is_none<\/span>(),<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">) {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    ctx.<span class=\"hljs-title function_ invoke__\">set<\/span>(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">        <span class=\"hljs-string\">\"session_context\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">        <span class=\"hljs-type\">Vec<\/span>::&lt;ChatCompletionRequestMessage&gt;::<span class=\"hljs-title function_ invoke__\">new<\/span>(),<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    );<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\"><span class=\"hljs-comment\">\/\/\u5728\u804a\u5929\u7ed3\u675f\u540e\uff0c\u6211\u4eec\u5c06user_question\u548cai_response\u653e\u5165\u5230memory\u4e2d<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\"><span class=\"hljs-keyword\">self<\/span>.memory.<span class=\"hljs-title function_ invoke__\">add_session_log<\/span>(<span class=\"hljs-built_in\">vec!<\/span>[user_question, ai_response]);<\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-8\">\u6548\u679c\u9a8c\u8bc1<\/h3>\n<p>\u521b\u5efa3.5\u7684llm\uff0c\u4e24\u4e2amock\u7684tool\uff0c\u548c\u4e00\u4e2aagent\u653e\u5165\u5230runtime\u4e2d\u3002\u542f\u52a8\u6d4b\u8bd5<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">cargo <span class=\"hljs-built_in\">test<\/span> single_agent::<span class=\"hljs-built_in\">test<\/span>::test_single_agent -- --nocapture<\/span>\n<\/code><\/pre>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/186873d3af3a8404a7e4f0d621eabb53.gif\" alt=\"001.gif\" \/><\/figure>\n<\/p>\n<h2 data-id=\"heading-9\">\u591a\u667a\u80fd\u4f53<\/h2>\n<p>\u5173\u4e8e\u591a\u667a\u80fd\u4f53\u5176\u5b9e\u5c31\u662f\u591a\u4e2aagent\u4e4b\u95f4\u7684\u5408\u4f5c\uff0c\u6587\u8bba\u4e2d\u7684\u5b9e\u73b0\u8fc7\u4e8e\u7e41\u7410\uff0c\u6211\u7684\u5b9e\u73b0\u52a0\u4ee5\u7ed3\u5408\u4fee\u6539\u3002\u4f7f\u4e4b\u66f4\u5177\u5907\u53ef\u7528\u6027\u3002<\/p>\n<h3 data-id=\"heading-10\">\u6d41\u7a0b&amp;\u7ed3\u6784<\/h3>\n<p>\u770b\u56fe\u662f\u4e0d\u662f\u5c31\u6e05\u6670\u4e86\uff0c\u5f53query\u5230\u8fbe\u540e\uff0c\u4ece\u591a\u4e2aagent\u4e2d\u9009\u51fa\u51e0\u4e2a\u4e13\u5bb6\uff0c\u5e76\u9009\u51fa\u4e00\u4e2a\u6700\u76f8\u5173\u7684agent\uff0c\u5c06\u7528\u6237query\u4ea4\u7ed9\u4ed6\uff0c\u7136\u540e\u4ed6\u548c\u5176\u4ed6\u4e13\u5bb6\u5171\u540c\u63a2\u8ba8\uff0c\u6700\u7ec8\u5f97\u51fa\u4e00\u4e2a\u7ed3\u8bba\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/e5633e9750dde3865b31116a8a698d80.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<h3 data-id=\"heading-11\">\u4ee3\u7801\u5b9e\u73b0<\/h3>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fwoshihaoren4%2Fagent_rt%2Fblob%2Fmain%2Fagent%2Fsrc%2Fmulti_agent.rs\" target=\"_blank\" title=\"https:\/\/github.com\/woshihaoren4\/agent_rt\/blob\/main\/agent\/src\/multi_agent.rs\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u8be6\u7ec6\u4ee3\u7801\u4f20\u9001\u95e8<\/a><\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">rust<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-rust code-block-extension-codeShowNum\" lang=\"rust\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">pub<\/span> <span class=\"hljs-keyword\">struct<\/span> <span class=\"hljs-title class_\">MultiAgent<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    <span class=\"hljs-comment\">\/\/\u4e13\u5bb6\u7684id \u548c \u4e13\u5bb6\u4f5c\u7528\u7684\u63cf\u8ff0<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    agents: <span class=\"hljs-type\">Vec<\/span>&lt;(<span class=\"hljs-type\">String<\/span>, <span class=\"hljs-type\">String<\/span>)&gt;,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    <span class=\"hljs-comment\">\/\/\u4e3a\u4e86\u80fd\u591f\u8ba9agent\u8fdb\u884c\u534f\u4f5c\uff0c\u9700\u8981\u7ed9agent\u5305\u88c5\u4e00\u4e2aNode\u8282\u70b9<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    agent_tools: <span class=\"hljs-type\">Vec<\/span>&lt;AgentTool&gt;,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    <span class=\"hljs-comment\">\/\/agent\u7684\u5411\u91cf\u63cf\u8ff0\uff0c\u65b9\u4fbf\u53ec\u56de<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    agent_vec: <span class=\"hljs-type\">Vec<\/span>&lt;<span class=\"hljs-type\">Vec<\/span>&lt;<span class=\"hljs-type\">f32<\/span>&gt;&gt;,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    id: <span class=\"hljs-type\">String<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    debug: <span class=\"hljs-type\">bool<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    recall_mod: RecallMod,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\"><span class=\"hljs-keyword\">impl<\/span> <span class=\"hljs-title class_\">Node<\/span> <span class=\"hljs-keyword\">for<\/span> <span class=\"hljs-title class_\">MultiAgent<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">    <span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-keyword\">fn<\/span> <span class=\"hljs-title function_\">go<\/span>(&amp;<span class=\"hljs-keyword\">self<\/span>, ctx: Arc&lt;Context&gt;, <span class=\"hljs-keyword\">mut<\/span> args: TaskInput) <span class=\"hljs-punctuation\">-&gt;<\/span> anyhow::<span class=\"hljs-type\">Result<\/span>&lt;TaskOutput&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">        <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">query<\/span> = args.get_value::&lt;<span class=\"hljs-type\">String<\/span>&gt;().<span class=\"hljs-title function_ invoke__\">unwrap<\/span>();<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">        <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">        <span class=\"hljs-comment\">\/\/\u53ec\u56deagent\uff0c\u5e76\u627e\u5230\u6700\u76f8\u5173\u7684agent<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">        <span class=\"hljs-keyword\">let<\/span> (agent, tools) = <span class=\"hljs-keyword\">self<\/span>.<span class=\"hljs-title function_ invoke__\">agent_recall<\/span>(query.<span class=\"hljs-title function_ invoke__\">as_str<\/span>()).<span class=\"hljs-keyword\">await<\/span>?;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">        <span class=\"hljs-keyword\">Self<\/span>::<span class=\"hljs-title function_ invoke__\">add_tools_to_context<\/span>(ctx.<span class=\"hljs-title function_ invoke__\">clone<\/span>(), tools);<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">        <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">        <span class=\"hljs-comment\">\/\/\u5c06query\u4e22\u7ed9\u4e13\u5bb6\u56e2<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">        <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-keyword\">self<\/span>.debug {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">            <span class=\"hljs-title function_ invoke__\">callback_self<\/span>(ctx, <span class=\"hljs-keyword\">self<\/span>.<span class=\"hljs-title function_ invoke__\">id<\/span>(), agent, query)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">        } <span class=\"hljs-keyword\">else<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">            TaskOutput::<span class=\"hljs-title function_ invoke__\">new<\/span>(agent, query).<span class=\"hljs-title function_ invoke__\">ok<\/span>()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"28\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"29\">}<\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-12\">\u4e13\u5bb6\u56e2\u53ec\u96c6<\/h3>\n<p>\u4e00\u4e2a\u591a\u667a\u80fd\u4f53\uff0c\u6700\u7ec8\u4f1a\u6709\u975e\u5e38\u591a\u7684\u4e13\u7cbeagent\uff0c\u4f46\u89e3\u51b3\u4e00\u4e2aquery\u5e76\u4e0d\u9700\u8981\u8fd9\u4e48\u591aagent\uff0c\u5e76\u4e14agent\u8fc7\u591a\u8fd8\u4f1a\u62d6\u6162\u901f\u5ea6\u3002\u6240\u4ee5\u9700\u8981\u53ec\u56de\u4e13\u5bb6\u3002<\/p>\n<p>\u6211\u4eec\u8fd9\u91cc\u4e3b\u8981\u7528\u7684<code>embedding<\/code>\u8ba1\u7b97query\u548cagent\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u53ec\u56de\u3002\u5e76\u5c06\u6700\u76f8\u4f3c\u7684agent\u4f5c\u4e3a\u9886\u5bfc\u4eba\u3002<\/p>\n<p>\u6ce8\u610f\uff0c\u8fd9\u79cd\u65b9\u5f0f\u5e76\u4e0d\u4e25\u8c28\uff0c\u6211\u7684\u5b9e\u9645\u6d4b\u8bd5\u6570\u636e\u663e\u793a\uff0c\u51c6\u53ec\u7387\u572890%~95%\u5de6\u53f3\u3002\u5e76\u4e14\u96be\u4ee5\u4f18\u5316\u3002<\/p>\n<p>\u5e94\u8be5\u652f\u6301\u591a\u79cd\u53ec\u56de\u65b9\u5f0f\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">rust<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-rust code-block-extension-codeShowNum\" lang=\"rust\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-comment\">\/\/ fixme \u5b9e\u9645\u53ec\u56de\u6bd4\u8f83\u51c6\u7684\u65b9\u5f0f\u5e94\u8be5\u662f\u6839\u636e query+pe+portrait+context \u8fdb\u884c\u53ec\u56de\uff0c\u6216\u8005\u8d70\u4e2a\u5c0f\u6a21\u578b<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">pub<\/span> <span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-keyword\">fn<\/span> <span class=\"hljs-title function_\">agent_recall<\/span>(&amp;<span class=\"hljs-keyword\">self<\/span>, query: &amp;<span class=\"hljs-type\">str<\/span>) <span class=\"hljs-punctuation\">-&gt;<\/span> anyhow::<span class=\"hljs-type\">Result<\/span>&lt;(<span class=\"hljs-type\">String<\/span>, <span class=\"hljs-type\">Vec<\/span>&lt;AgentTool&gt;)&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    <span class=\"hljs-keyword\">match<\/span> <span class=\"hljs-keyword\">self<\/span>.recall_mod {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">        <span class=\"hljs-comment\">\/\/\u8fd9\u79cd\u65b9\u5f0f\uff0c\u9002\u5408\u51b3\u7b56\u6811\uff0c\u6216\u8005\u4ee3\u7406agent\u6a21\u5f0f<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">        RecallMod::First =&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">            <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">tools<\/span> = <span class=\"hljs-keyword\">self<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">                .agent_tools<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">                .<span class=\"hljs-title function_ invoke__\">iter<\/span>()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">                .<span class=\"hljs-title function_ invoke__\">map<\/span>(|t| t.<span class=\"hljs-title function_ invoke__\">clone<\/span>())<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">                .collect::&lt;<span class=\"hljs-type\">Vec<\/span>&lt;AgentTool&gt;&gt;();<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">            <span class=\"hljs-title function_ invoke__\">return<\/span> (<span class=\"hljs-keyword\">self<\/span>.agents[<span class=\"hljs-number\">0<\/span>].<span class=\"hljs-number\">0<\/span>.<span class=\"hljs-title function_ invoke__\">clone<\/span>(), tools).<span class=\"hljs-title function_ invoke__\">ok<\/span>();<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">        <span class=\"hljs-comment\">\/\/\u6307\u5b9a\u67d0\u4e2aagent<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">        <span class=\"hljs-comment\">\/\/\u8fd9\u79cd\u65b9\u5f0f\u9002\u5408 agent\u7684\u7ed3\u6784\u4e3a\u5bf9\u7b49\u62d3\u6251\uff0c\u80fd\u591f\u5ef6\u7eed\u4e0a\u4e00\u6b21\u8bb0\u5f55\u3002<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">        RecallMod::<span class=\"hljs-title function_ invoke__\">Specific<\/span>(<span class=\"hljs-keyword\">ref<\/span> id) =&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">            <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">tools<\/span> = <span class=\"hljs-keyword\">self<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">                .agent_tools<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">                .<span class=\"hljs-title function_ invoke__\">iter<\/span>()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">                .<span class=\"hljs-title function_ invoke__\">map<\/span>(|t| t.<span class=\"hljs-title function_ invoke__\">clone<\/span>())<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">                .collect::&lt;<span class=\"hljs-type\">Vec<\/span>&lt;AgentTool&gt;&gt;();<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">            <span class=\"hljs-title function_ invoke__\">return<\/span> (id.<span class=\"hljs-title function_ invoke__\">clone<\/span>(), tools).<span class=\"hljs-title function_ invoke__\">ok<\/span>();<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">        <span class=\"hljs-comment\">\/\/embedding\u53ec\u56de<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">        RecallMod::<span class=\"hljs-title function_ invoke__\">Embedding<\/span>(<span class=\"hljs-keyword\">ref<\/span> n) =&gt; {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">            <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">query_vec<\/span> = <span class=\"hljs-title function_ invoke__\">embedding_small_1536<\/span>(<span class=\"hljs-built_in\">vec!<\/span>[query]).<span class=\"hljs-keyword\">await<\/span>?;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">            <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">list<\/span> = <span class=\"hljs-title function_ invoke__\">top_n<\/span>(&amp;query_vec[<span class=\"hljs-number\">0<\/span>], &amp;<span class=\"hljs-keyword\">self<\/span>.agent_vec, *n);<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\">            <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\">mut <\/span><span class=\"hljs-variable\">tools<\/span> = <span class=\"hljs-built_in\">vec!<\/span>[];<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"28\">            <span class=\"hljs-keyword\">for<\/span> <span class=\"hljs-variable\">i<\/span> <span class=\"hljs-keyword\">in<\/span> list {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"29\">                <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-keyword\">let<\/span> <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">Some<\/span>(i) = <span class=\"hljs-keyword\">self<\/span>.agent_tools.<span class=\"hljs-title function_ invoke__\">get<\/span>(i) {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"30\">                    tools.<span class=\"hljs-title function_ invoke__\">push<\/span>(i.<span class=\"hljs-title function_ invoke__\">clone<\/span>());<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"31\">                }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"32\">            }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"33\">            <span class=\"hljs-title function_ invoke__\">return<\/span> (tools[<span class=\"hljs-number\">0<\/span>].<span class=\"hljs-title function_ invoke__\">get_agent_id<\/span>().<span class=\"hljs-title function_ invoke__\">to_string<\/span>(), tools).<span class=\"hljs-title function_ invoke__\">ok<\/span>();<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"34\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"35\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"36\">}<\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-13\">\u9a8c\u8bc1\u6548\u679c<\/h3>\n<p>\u521b\u5efa\u4e24\u4e2aagent\uff0c\u4e00\u4e2a\u751f\u6d3bagent\uff0c\u4e00\u4e2a\u4fe1\u606fagent\uff0c\u5e76\u5c06\u4ed6\u4eec\u548c<code>multi agent<\/code>\u7ed1\u5b9a\uff0c\u90fd\u653e\u5230runtime\u4e2d\u6d4b\u8bd5\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">cargo <span class=\"hljs-built_in\">test<\/span> multi_agent::<span class=\"hljs-built_in\">test<\/span>::test_multi_agent -- --nocapture<\/span>\n<\/code><\/pre>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/4aa6480d7aff3ede4182956ce1f30c97.png\" alt=\"002.gif\" \/><\/figure>\n<\/p>\n<p>\u770b\u8fd9\u4e2a\u4ea4\u4e92\uff0c\u80fd\u591f\u5f88\u660e\u663e\u770b\u5230\u4e24\u4e2aagent\u5728\u76f8\u4e92\u534f\u4f5c\u5b8c\u6210\u4efb\u52a1\u3002\u5e76\u4e14\u8bb0\u5fc6\u5b8c\u597d\u3002<\/p>\n<h2 data-id=\"heading-14\">\u5c3e\u8bed<\/h2>\n<p>\u81f3\u6b64\uff0c\u6574\u4e2acopilot&amp;agent\u7684\u65b9\u6848\u57fa\u672c\u5b9e\u73b0\u5b8c\u6210\u4e86\u3002\u901a\u8fc7\u4e0a\u9762\u4e24\u4e2aplan\u7684\u5b9e\u73b0\uff0c\u5176\u5b9etaskflow\u8fd9\u79cd\u56fa\u5b9a\u6d41\u7a0b\u7684\u5c31\u66f4\u52a0\u7b80\u5355\u4e86\uff0c\u6b63\u597d\u7559\u7ed9\u770b\u5b98\u8001\u7237\u5c1d\u8bd5\u4e00\u4e0b\u3002<\/p>\n<p>\u5173\u4e8e\u51e0\u4e2a\u7ec6\u8282\uff0c\u6700\u540e\u518d\u8865\u5145\u4e00\u4e0b\u3002<\/p>\n<ol>\n<li>\u4e3a\u5565\u7528\u7684\u662f\u5bf9\u7b49\u5f0f\u8282\u70b9\u7684\u8bbe\u8ba1\uff0c\u4e0d\u7528\u5c42\u7ea7\u7ed3\u6784\u7684\u8bbe\u8ba1\uff1f<\/li>\n<\/ol>\n<p>\u539f\u56e0\u5f88\u7b80\u5355\uff0c\u4e3a\u4e86\u65b9\u4fbf\u6269\u5c55\u3002\u4e0a\u9762\u4e2a\u6bcf\u4e2a\u6a21\u5757\u90fd\u662fNode\u62bd\u8c61\u7684\u5b9e\u73b0\uff0c\u4f46\u76f8\u4e92\u4e4b\u95f4\u53ef\u4ee5\u65e0\u7f1d\u8c03\u7528\uff0c\u4fdd\u6301\u4e86\u5f00\u653e\u80fd\u529b\u3002\u5982\u679c\u662f\u5c42\u6b21\u673a\u6784\u7684\u8bbe\u8ba1\uff0c\u6bd4\u8f83\u5446\u677f\u56fa\u5b9a\u3002\u5e76\u4e14\u4f1a\u88ab\u4e1a\u52a1\u9650\u5236\u6b7b\u4e86\u3002\u867d\u7136\u5b9e\u9645\u4e5f\u6709\u7528\uff0c\u4f46\u6211\u4e0d\u559c\u6b22\u3002<\/p>\n<ol start=\"2\">\n<li>\n<p>\u5bf9\u4e8ememory\u548cpe\u7684\u90e8\u5206\uff0c\u5e76\u6ca1\u6709\u5f88\u8be6\u7ec6\u7684\u5b9e\u73b0\uff0c\u4f1a\u5355\u5f00\u4e24\u7bc7\u5199\u3002<\/p>\n<\/li>\n<li>\n<p>\u5982\u679c\u4f60\u7565\u6709\u6536\u83b7\uff0c\u5e0c\u671b\u70b9\u4e2a\u8d5e\uff0c\u6216\u6709\u95ee\u9898\uff0c\u6b22\u8fce\u7559\u8a00\u3002<\/p>\n<\/li>\n<\/ol>","protected":false},"excerpt":{"rendered":"<p>\u4e0a\u7bc7\u535a\u6587\u4e2d\uff0c\u8bf4\u4e86copilot\u548cagent\u7684\u539f\u7406\uff0c\u8fd9\u7bc7\u535a\u6587\u91cd\u70b9\u662f\u4ee3\u7801\u5b9e\u73b0\u3002 \u57fa\u4e8egpt+rust\u7684\u65b9\u5f0f\uff0c\u5b9e\u73b0\u4e00\u4e2a\u901a\u7528agent\u80fd\u529b\u7684\u5e95\u5ea7\u3002\u5e76\u4ece\u96f6\u5b9e\u73b0single agent\u548cmulti agent\u3002<\/p>\n","protected":false},"author":1,"featured_media":11855,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","views":"4","footnotes":""},"categories":[3],"tags":[128,129,136,126,127],"collection":[],"class_list":["post-1900","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fenlei2","tag-128","tag-129","tag-136","tag-gpt","tag-ai"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1900","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1900"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1900\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/11855"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1900"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1900"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1900"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1900"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}