{"id":18462,"date":"2025-10-23T14:39:37","date_gmt":"2025-10-23T14:39:37","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=18462"},"modified":"2025-10-23T14:39:37","modified_gmt":"2025-10-23T14:39:37","slug":"microsoft-agent-framework%e3%81%ae%e3%83%af%e3%83%bc%e3%82%af%e3%83%95%e3%83%ad%e3%83%bc%e3%82%92%e8%a6%8b%e3%81%a6%e3%81%bf%e3%82%8b","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/18462\/","title":{"rendered":"Microsoft Agent Framework\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u898b\u3066\u307f\u308b"},"content":{"rendered":"\n<\/p>\n<div>\n<h2 id=\"agent-framework%E3%81%A8%E3%81%AF\" data-line=\"0\" class=\"code-line\">\n Agent Framework\u3068\u306f<\/h2>\n<p data-line=\"1\" class=\"code-line\">Microsoft Agent Framework\u306f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9SDK\uff0f\u30e9\u30f3\u30bf\u30a4\u30e0\u3067\u3059\u3002<br \/>\u3082\u3068\u3082\u3068\u3001Microsoft\u88fd\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u306fSemantic Kernel\u3068AutoGen\u306e2\u3064\u304c\u5b58\u5728\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u3053\u308c\u3089\u306e\u9577\u6240\u3092\u7d71\u5408\u3059\u308b\u65b0\u305f\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u3057\u3066\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p data-line=\"4\" class=\"code-line\">\u4eca\u56de\u306f\u3001\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u306bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7d44\u307f\u8fbc\u3093\u3067\u81ea\u52d5\u5316\u3057\u305f\u51e6\u7406\u3092\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u306e\u3067\u304d\u308b<strong>Workflows<\/strong>\u3068\u3044\u3046\u6a5f\u80fd\u3092\u4e2d\u5fc3\u306b\u307f\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<aside class=\"msg message\"><span class=\"msg-symbol\">!<\/span><\/p>\n<div class=\"msg-content\">\n<p data-line=\"6\" class=\"code-line\">\u203b\u672c\u8a18\u4e8b\u3067\u306fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u6a5f\u80fd\u3084\u5b9f\u88c5\u306b\u3064\u3044\u3066\u306f\u8a73\u3057\u304f\u6271\u3044\u307e\u305b\u3093\u3002<br \/>Microsoft Agent Framework\u306e\u6982\u8981\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u69cb\u6210\u306b\u3064\u3044\u3066\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u304c\u53c2\u8003\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<\/aside>\n<p data-line=\"9\" class=\"code-line\"><span class=\"embed-block zenn-embedded zenn-embedded-card\"><iframe id=\"zenn-embedded__1e201eb3e1494\" src=\"https:\/\/embed.zenn.studio\/card#zenn-embedded__1e201eb3e1494\" data-content=\"https%3A%2F%2Fzenn.dev%2Fheadwaters%2Farticles%2F2d8222bf2214ad\" frameborder=\"0\" scrolling=\"no\" loading=\"lazy\"><\/iframe><\/span><a target=\"_blank\" href=\"https:\/\/zenn.dev\/headwaters\/articles\/2d8222bf2214ad\" style=\"display:none\" target=\"_blank\">https:\/\/zenn.dev\/headwaters\/articles\/2d8222bf2214ad<\/a><\/p>\n<h2 id=\"workflows%E3%82%92%E8%A6%8B%E3%81%A6%E3%81%BF%E3%82%8B\" data-line=\"11\" class=\"code-line\">\n Workflows\u3092\u898b\u3066\u307f\u308b<\/h2>\n<p data-line=\"12\" class=\"code-line\">\u4e3b\u8981\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3084\u6a5f\u80fd\u306e\u5b9f\u88c5\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\uff08Python\uff09<\/p>\n<h3 id=\"%E3%83%AF%E3%83%BC%E3%82%AF%E3%83%95%E3%83%AD%E3%83%BC%E3%81%AE%E5%9F%BA%E6%9C%AC%E6%A6%82%E5%BF%B5\" data-line=\"14\" class=\"code-line\">\n \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u57fa\u672c\u6982\u5ff5<\/h3>\n<p data-line=\"15\" class=\"code-line\">\u6709\u5411\u30b0\u30e9\u30d5\u69cb\u9020\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u67d4\u8edf\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u76f4\u611f\u7684\u306b\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002<br \/><img decoding=\"async\" src=\"https:\/\/storage.googleapis.com\/zenn-user-upload\/9903bafefac2-20251023.png\" alt=\"\" class=\"md-img\" loading=\"lazy\"\/><br \/>\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u69cb\u7bc9\u306b\u306f\u4ee5\u4e0b\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<ul data-line=\"18\" class=\"code-line\">\n<li data-line=\"18\" class=\"code-line\">\n<strong>Executor<\/strong>\uff1a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5185\u306e\u500b\u3005\u306e\u51e6\u7406\u5358\u4f4d\u3092\u8868\u3057\u307e\u3059\u3002 AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u307e\u305f\u306f\u30ab\u30b9\u30bf\u30e0 \u30ed\u30b8\u30c3\u30af \u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002 \u5165\u529b\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u53d7\u4fe1\u3057\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3057\u3001\u51fa\u529b\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n<li data-line=\"19\" class=\"code-line\">\n<strong>Edge<\/strong>\uff1aExecutor \u9593\u306e\u63a5\u7d9a\u3092\u5b9a\u7fa9\u3057\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u30d5\u30ed\u30fc\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<li data-line=\"20\" class=\"code-line\">\n<strong>Workflows<\/strong>\uff1aExecutor \u3068Edge\u3067\u69cb\u6210\u3055\u308c\u308b\u6709\u5411\u30b0\u30e9\u30d5\u3067\u3059\u3002 \u3053\u308c\u3089\u306f\u3001\u6700\u521d\u306e Executor \u304b\u3089\u59cb\u307e\u308a\u3001\u30a8\u30c3\u30b8\u3067\u5b9a\u7fa9\u3055\u308c\u305f\u6761\u4ef6\u3068\u30ed\u30b8\u30c3\u30af\u306b\u57fa\u3065\u3044\u3066\u3055\u307e\u3056\u307e\u306a\u30d1\u30b9\u3092\u9032\u3080\u30d7\u30ed\u30bb\u30b9\u5168\u4f53\u3092\u5b9a\u7fa9\u3059\u308b<\/li>\n<\/ul>\n<hr data-line=\"22\" class=\"code-line\"\/>\n<h3 id=\"executor\" data-line=\"23\" class=\"code-line\">\n Executor<\/h3>\n<p data-line=\"24\" class=\"code-line\">\u30b0\u30e9\u30d5\u69cb\u9020\u306e\u30ce\u30fc\u30c9\uff08\u56db\u89d2\u3044\u90e8\u5206\uff09\u306b\u3042\u305f\u308a\u307e\u3059\u3002\u51e6\u7406\u3092\u5b9f\u884c\u3059\u308b\u90e8\u5206\u3067\u3059\u3002<\/p>\n<p data-line=\"26\" class=\"code-line\">Executor\u306f\u3001<code>Executor<\/code>\u57fa\u5e95\u30af\u30e9\u30b9\u3092\u7d99\u627f\u3057\u3066\u4f5c\u6210\u3057\u307e\u3059\u3002<code>@handler<\/code>\u30c7\u30b3\u30ec\u30fc\u30bf\u30fc\u3067\u4fee\u98fe\u3055\u308c\u305f\u30e1\u30bd\u30c3\u30c9\u304cExecutor\u3067\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"27\"><span class=\"token keyword\">from<\/span> agent_framework <span class=\"token keyword\">import<\/span> <span class=\"token punctuation\">(<\/span>\n    Executor<span class=\"token punctuation\">,<\/span>\n    WorkflowContext<span class=\"token punctuation\">,<\/span>\n    handler<span class=\"token punctuation\">,<\/span>\n<span class=\"token punctuation\">)<\/span>\n\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">UpperCase<\/span><span class=\"token punctuation\">(<\/span>Executor<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n\n    <span class=\"token decorator annotation punctuation\">@handler<\/span>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">to_upper_case<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> text<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> ctx<span class=\"token punctuation\">:<\/span> WorkflowContext<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token triple-quoted-string string\">\"\"\"\u5165\u529b\u3055\u308c\u305f\u6587\u5b57\u5217\u3092\u5927\u6587\u5b57\u306b\u5909\u63db\u3057\u3001\u6b21\u306e\u30ce\u30fc\u30c9\u306b\u8ee2\u9001\u3057\u307e\u3059\u3002\"\"\"<\/span>\n        \n        <span class=\"token keyword\">await<\/span> ctx<span class=\"token punctuation\">.<\/span>send_message<span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">.<\/span>upper<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<ul data-line=\"44\" class=\"code-line\">\n<li data-line=\"44\" class=\"code-line\">\n<p data-line=\"44\" class=\"code-line\">\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306f\u3001<code>Message<\/code>\u3068\u3044\u3046\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3067\u30ce\u30fc\u30c9\u9593\u306e\u30c7\u30fc\u30bf\u306e\u53d7\u3051\u6e21\u3057\u3084\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u7ba1\u7406\u3092\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li data-line=\"45\" class=\"code-line\">\n<p data-line=\"45\" class=\"code-line\">\u30cf\u30f3\u30c9\u30e9\u30fc\u306f\u3001<code>ctx.send_message()<\/code>\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306eExecutor\u306e\u51fa\u529b\u3068\u3057\u3066<code>Message<\/code>\u3092\u9001\u4fe1\u3057\u3001\u6b21\u306eExecutor\u306b\u9023\u643a\u3057\u307e\u3059\u3002(<code>WorkflowContext<\/code>\u306f\u3001\u30cf\u30f3\u30c9\u30e9\u30fc\u304c\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u5bfe\u8a71\u3059\u308b\u305f\u3081\u306e\u30e1\u30bd\u30c3\u30c9\u3092\u63d0\u4f9b\u3059\u308b\u5f79\u5272\u3092\u6301\u3061\u307e\u3059\u3002)<\/p>\n<\/li>\n<li data-line=\"46\" class=\"code-line\">\n<p data-line=\"46\" class=\"code-line\">\u30cf\u30f3\u30c9\u30e9\u30fc\u306e\u7b2c\u4e00\u5f15\u6570\u3067\u306f\u3001\u524dExecutor\u304b\u3089\u9001\u4fe1\u3055\u308c\u308bMessage\u30c7\u30fc\u30bf\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\uff08\u578b\u3092\u4e00\u81f4\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\uff09<\/p>\n<\/li>\n<li data-line=\"47\" class=\"code-line\">\n<p data-line=\"47\" class=\"code-line\">\u7b2c\u4e8c\u5f15\u6570\u306eWorkflowContext \u306f\u3001\u3053\u306e\u30cf\u30f3\u30c9\u30e9\u30fc\u304c\u51fa\u529b\u3059\u308b\u578b\u3067\u30d1\u30e9\u30e1\u30fc\u30bf\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/li>\n<li data-line=\"48\" class=\"code-line\">\n<p data-line=\"48\" class=\"code-line\">\u3053\u3053\u3067\u306f WorkflowContext[str] \u3068\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u4e0b\u6d41\u306e\u30ce\u30fc\u30c9\u306f str \u578b\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u3092\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<hr data-line=\"50\" class=\"code-line\"\/>\n<\/li>\n<\/ul>\n<p data-line=\"51\" class=\"code-line\">\u307e\u305f\u3001<code>@executor<\/code>\u30c7\u30b3\u30ec\u30fc\u30bf\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u95a2\u6570\u304b\u3089Executor\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"52\"><span class=\"token decorator annotation punctuation\">@executor<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">id<\/span><span class=\"token operator\">=<\/span><span class=\"token string\">\"upper_case_executor\"<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">upper_case<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> ctx<span class=\"token punctuation\">:<\/span> WorkflowContext<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">await<\/span> ctx<span class=\"token punctuation\">.<\/span>send_message<span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">.<\/span>upper<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<hr data-line=\"57\" class=\"code-line\"\/>\n<h3 id=\"edge\" data-line=\"58\" class=\"code-line\">\n Edge<\/h3>\n<p data-line=\"59\" class=\"code-line\">\u30b0\u30e9\u30d5\u69cb\u9020\u306e\u63a5\u7d9a\u3092\u8868\u3059\u30a8\u30c3\u30b8\uff08\u7dda\uff09\u306b\u3042\u305f\u308a\u307e\u3059\u3002<br \/>Executor\u9593\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u30d5\u30ed\u30fc\u3092\u5b9a\u7fa9\u3057\u3001\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30d1\u30b9\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<p data-line=\"62\" class=\"code-line\">\u30a8\u30c3\u30b8\u306f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5b9a\u7fa9\u6642\u306b\u8a2d\u5b9a\u3059\u308b\u305f\u3081\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u69cb\u7bc9\u65b9\u6cd5\u3082\u4e00\u7dd2\u306b\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h4 id=\"%E3%83%AF%E3%83%BC%E3%82%AF%E3%83%95%E3%83%AD%E3%83%BC%E3%81%AE%E6%A7%8B%E7%AF%89\" data-line=\"64\" class=\"code-line\">\n \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u69cb\u7bc9<\/h4>\n<p data-line=\"65\" class=\"code-line\">\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u69cb\u7bc9\u306b\u306f<code>WorkflowBuilder<\/code>\u30af\u30e9\u30b9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"66\"><span class=\"token keyword\">from<\/span> agent_framework <span class=\"token keyword\">import<\/span> WorkflowBuilder\n\n\nprocessor <span class=\"token operator\">=<\/span> DataProcessor<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\nvalidator <span class=\"token operator\">=<\/span> Validator<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\nformatter <span class=\"token operator\">=<\/span> Formatter<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n\n\nbuilder <span class=\"token operator\">=<\/span> WorkflowBuilder<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\nbuilder<span class=\"token punctuation\">.<\/span>set_start_executor<span class=\"token punctuation\">(<\/span>processor<span class=\"token punctuation\">)<\/span>  \nbuilder<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span>processor<span class=\"token punctuation\">,<\/span> validator<span class=\"token punctuation\">)<\/span> \nbuilder<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span>validator<span class=\"token punctuation\">,<\/span> formatter<span class=\"token punctuation\">)<\/span>\nworkflow <span class=\"token operator\">=<\/span> builder<span class=\"token punctuation\">.<\/span>build<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<p data-line=\"81\" class=\"code-line\">\u3053\u306e\u4f8b\u3067\u306f\u3001processor \u2192 validator \u2192 formatter \u3068\u3044\u3046\u30c0\u30a4\u30ec\u30af\u30c8\u30a8\u30c3\u30b8\uff08\u5358\u7d14\u306a\uff11\u5bfe\uff11\u306e\u63a5\u7d9a\uff09\u304b\u3089\u306a\u308b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4 id=\"edge%E3%81%AE%E7%A8%AE%E9%A1%9E\" data-line=\"83\" class=\"code-line\">\n Edge\u306e\u7a2e\u985e<\/h4>\n<p data-line=\"84\" class=\"code-line\">\u305d\u306e\u4ed6\u306e\u30a8\u30c3\u30b8\u30d1\u30bf\u30fc\u30f3\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<details>\n<summary>\u7279\u5b9a\u306e\u6761\u4ef6\u304c\u6e80\u305f\u3055\u308c\u305f\u5834\u5408\u306b\u306e\u307f\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u3059\u308b<\/summary>\n<div class=\"details-content\">\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"87\"><span class=\"token keyword\">from<\/span> agent_framework <span class=\"token keyword\">import<\/span> WorkflowBuilder\n\nbuilder <span class=\"token operator\">=<\/span> WorkflowBuilder<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\nbuilder<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span>spam_detector<span class=\"token punctuation\">,<\/span> email_processor<span class=\"token punctuation\">,<\/span> condition<span class=\"token operator\">=<\/span><span class=\"token keyword\">lambda<\/span> result<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">,<\/span> SpamResult<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">and<\/span> <span class=\"token keyword\">not<\/span> result<span class=\"token punctuation\">.<\/span>is_spam<span class=\"token punctuation\">)<\/span>\nbuilder<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span>spam_detector<span class=\"token punctuation\">,<\/span> spam_handler<span class=\"token punctuation\">,<\/span> condition<span class=\"token operator\">=<\/span><span class=\"token keyword\">lambda<\/span> result<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">,<\/span> SpamResult<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">and<\/span> result<span class=\"token punctuation\">.<\/span>is_spam<span class=\"token punctuation\">)<\/span>\nbuilder<span class=\"token punctuation\">.<\/span>set_start_executor<span class=\"token punctuation\">(<\/span>spam_detector<span class=\"token punctuation\">)<\/span>\nworkflow <span class=\"token operator\">=<\/span> builder<span class=\"token punctuation\">.<\/span>build<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<\/div>\n<\/details>\n<details>\n<summary>\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u7570\u306a\u308b Executor \u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3059\u308b<\/summary>\n<div class=\"details-content\">\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"99\"><span class=\"token keyword\">from<\/span> agent_framework <span class=\"token keyword\">import<\/span> <span class=\"token punctuation\">(<\/span>\n   Case<span class=\"token punctuation\">,<\/span>\n   Default<span class=\"token punctuation\">,<\/span>\n   WorkflowBuilder<span class=\"token punctuation\">,<\/span>\n<span class=\"token punctuation\">)<\/span>\n\nbuilder <span class=\"token operator\">=<\/span> WorkflowBuilder<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\nbuilder<span class=\"token punctuation\">.<\/span>set_start_executor<span class=\"token punctuation\">(<\/span>router_executor<span class=\"token punctuation\">)<\/span>\nbuilder<span class=\"token punctuation\">.<\/span>add_switch_case_edge_group<span class=\"token punctuation\">(<\/span>\n   router_executor<span class=\"token punctuation\">,<\/span>\n   <span class=\"token punctuation\">[<\/span>\n       Case<span class=\"token punctuation\">(<\/span>\n           condition<span class=\"token operator\">=<\/span><span class=\"token keyword\">lambda<\/span> message<span class=\"token punctuation\">:<\/span> message<span class=\"token punctuation\">.<\/span>priority <span class=\"token operator\"> Priority<span class=\"token punctuation\">.<\/span>NORMAL<span class=\"token punctuation\">,<\/span>\n           target<span class=\"token operator\">=<\/span>executor_a<span class=\"token punctuation\">,<\/span>\n       <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\n       Case<span class=\"token punctuation\">(<\/span>\n           condition<span class=\"token operator\">=<\/span><span class=\"token keyword\">lambda<\/span> message<span class=\"token punctuation\">:<\/span> message<span class=\"token punctuation\">.<\/span>priority <span class=\"token operator\"> Priority<span class=\"token punctuation\">.<\/span>HIGH<span class=\"token punctuation\">,<\/span>\n           target<span class=\"token operator\">=<\/span>executor_b<span class=\"token punctuation\">,<\/span>\n       <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\n       Default<span class=\"token punctuation\">(<\/span>target<span class=\"token operator\">=<\/span>executor_c<span class=\"token punctuation\">)<\/span>\n   <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\n<span class=\"token punctuation\">)<\/span>\nworkflow <span class=\"token operator\">=<\/span> builder<span class=\"token punctuation\">.<\/span>build<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<\/span><\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/details>\n<ul data-line=\"125\" class=\"code-line\">\n<li data-line=\"125\" class=\"code-line\">\u30d5\u30a1\u30f3\u30a2\u30a6\u30c8 \u30a8\u30c3\u30b8\uff1a<\/li>\n<\/ul>\n<details>\n<summary>1 \u3064\u306e Executor \u304b\u3089\u8907\u6570\u306e\u30bf\u30fc\u30b2\u30c3\u30c8\u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u914d\u5e03\u3059\u308b<\/summary>\n<div class=\"details-content\">\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"127\"><span class=\"token keyword\">from<\/span> agent_framework <span class=\"token keyword\">import<\/span> WorkflowBuilder\n\nbuilder <span class=\"token operator\">=<\/span> WorkflowBuilder<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\nbuilder<span class=\"token punctuation\">.<\/span>set_start_executor<span class=\"token punctuation\">(<\/span>splitter_executor<span class=\"token punctuation\">)<\/span>\nbuilder<span class=\"token punctuation\">.<\/span>add_fan_out_edges<span class=\"token punctuation\">(<\/span>splitter_executor<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span>worker1<span class=\"token punctuation\">,<\/span> worker2<span class=\"token punctuation\">,<\/span> worker3<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\nworkflow <span class=\"token operator\">=<\/span> builder<span class=\"token punctuation\">.<\/span>build<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n\n\nbuilder <span class=\"token operator\">=<\/span> WorkflowBuilder<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\nbuilder<span class=\"token punctuation\">.<\/span>set_start_executor<span class=\"token punctuation\">(<\/span>splitter_executor<span class=\"token punctuation\">)<\/span>\nbuilder<span class=\"token punctuation\">.<\/span>add_fan_out_edges<span class=\"token punctuation\">(<\/span>\n   splitter_executor<span class=\"token punctuation\">,<\/span>\n   <span class=\"token punctuation\">[<\/span>worker1<span class=\"token punctuation\">,<\/span> worker2<span class=\"token punctuation\">,<\/span> worker3<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\n   selection_func<span class=\"token operator\">=<\/span><span class=\"token keyword\">lambda<\/span> message<span class=\"token punctuation\">,<\/span> target_ids<span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">(<\/span>\n       <span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">if<\/span> message<span class=\"token punctuation\">.<\/span>priority <span class=\"token operator\">==<\/span> Priority<span class=\"token punctuation\">.<\/span>HIGH <span class=\"token keyword\">else<\/span>\n       <span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">if<\/span> message<span class=\"token punctuation\">.<\/span>priority <span class=\"token operator\">==<\/span> Priority<span class=\"token punctuation\">.<\/span>NORMAL <span class=\"token keyword\">else<\/span>\n       <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span>target_count<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n   <span class=\"token punctuation\">)<\/span>\n<span class=\"token punctuation\">)<\/span>\nworkflow <span class=\"token operator\">=<\/span> builder<span class=\"token punctuation\">.<\/span>build<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<\/div>\n<\/details>\n<ul data-line=\"150\" class=\"code-line\">\n<li data-line=\"150\" class=\"code-line\">\u30d5\u30a1\u30f3\u30a4\u30f3 \u30a8\u30c3\u30b8<\/li>\n<\/ul>\n<details>\n<summary>\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089 1 \u3064\u306e\u30bf\u30fc\u30b2\u30c3\u30c8\u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u53ce\u96c6\u3059\u308b<\/summary>\n<div class=\"details-content\">\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"152\">builder<span class=\"token punctuation\">.<\/span>add_fan_in_edge<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span>worker1<span class=\"token punctuation\">,<\/span> worker2<span class=\"token punctuation\">,<\/span> worker3<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> aggregator_executor<span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<\/div>\n<\/details>\n<h3 id=\"%E3%83%AF%E3%83%BC%E3%82%AF%E3%83%95%E3%83%AD%E3%83%BC%E3%81%AE%E5%AE%9F%E8%A1%8C\" data-line=\"157\" class=\"code-line\">\n \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u5b9f\u884c<\/h3>\n<p data-line=\"158\" class=\"code-line\">\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5b9f\u884c\u30a4\u30d9\u30f3\u30c8\uff08\u5f8c\u8ff0\uff09\u3092\u975e\u540c\u671f\u3067\u53d7\u3051\u53d6\u308b\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u5b9f\u884c\u3068\u3001\u5b9f\u884c\u304c\u5b8c\u4e86\u3057\u3066\u304b\u3089\u307e\u3068\u3081\u3066\u53d7\u3051\u53d6\u308b\u975e\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u5b9f\u884c\u306e\u4e21\u65b9\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"159\"><span class=\"token keyword\">from<\/span> agent_framework <span class=\"token keyword\">import<\/span> WorkflowCompletedEvent\n\n\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">for<\/span> event <span class=\"token keyword\">in<\/span> workflow<span class=\"token punctuation\">.<\/span>run_stream<span class=\"token punctuation\">(<\/span>input_message<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>event<span class=\"token punctuation\">,<\/span> WorkflowCompletedEvent<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f\"Workflow completed: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>event<span class=\"token punctuation\">.<\/span>data<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\"<\/span><\/span><span class=\"token punctuation\">)<\/span>\n\n\nevents <span class=\"token operator\">=<\/span> <span class=\"token keyword\">await<\/span> workflow<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>input_message<span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f\"Final result: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>events<span class=\"token punctuation\">.<\/span>get_completed_event<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\"<\/span><\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<hr data-line=\"171\" class=\"code-line\"\/>\n<h3 id=\"event\" data-line=\"172\" class=\"code-line\">\n Event<\/h3>\n<p data-line=\"173\" class=\"code-line\">\u30a4\u30d9\u30f3\u30c8\u306f\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u5b9f\u884c\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u3068\u3057\u3066\u51fa\u529b\u3055\u308c\u3001\u5b9f\u884c\u4e2d\u306e\u72b6\u614b\u3084\u5b9f\u884c\u7d50\u679c\u3092\u76e3\u8996\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4 id=\"%E7%B5%84%E3%81%BF%E8%BE%BC%E3%81%BF%E3%82%A4%E3%83%99%E3%83%B3%E3%83%88\" data-line=\"175\" class=\"code-line\">\n \u7d44\u307f\u8fbc\u307f\u30a4\u30d9\u30f3\u30c8<\/h4>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"176\">\nWorkflowStartedEvent    \nWorkflowOutputEvent     \nWorkflowErrorEvent      \n\n\nExecutorInvokeEvent     \nExecutorCompleteEvent   \n\n\nRequestInfoEvent        \n<\/code><\/pre>\n<\/div>\n<h4 id=\"%E3%82%AB%E3%82%B9%E3%82%BF%E3%83%A0%E3%82%A4%E3%83%99%E3%83%B3%E3%83%88\" data-line=\"190\" class=\"code-line\">\n \u30ab\u30b9\u30bf\u30e0\u30a4\u30d9\u30f3\u30c8<\/h4>\n<p data-line=\"191\" class=\"code-line\">\u30ab\u30b9\u30bf\u30e0\u30a4\u30d9\u30f3\u30c8\u3092\u5b9a\u7fa9\u3057\u3066\u51fa\u529b\u3059\u308b\u3053\u3068\u3067\u3001\u76e3\u8996\u3092\u5f37\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"192\">\n<span class=\"token decorator annotation punctuation\">@dataclass<\/span>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ExecutorWarningEvent<\/span><span class=\"token punctuation\">(<\/span>WorkflowEvent<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token triple-quoted-string string\">\"\"\"\u30ab\u30b9\u30bf\u30e0\u30a4\u30d9\u30f3\u30c8\uff1a\u8b66\u544a\u3092\u901a\u77e5\"\"\"<\/span>\n    executor_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>\n    message<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>\n    severity<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>  \n\n<span class=\"token decorator annotation punctuation\">@executor<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">id<\/span><span class=\"token operator\">=<\/span><span class=\"token string\">\"validator\"<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">validate_input<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">,<\/span> ctx<span class=\"token punctuation\">:<\/span> WorkflowContext<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> data<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"required_field\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        \n        <span class=\"token keyword\">await<\/span> ctx<span class=\"token punctuation\">.<\/span>add_event<span class=\"token punctuation\">(<\/span>ExecutorWarningEvent<span class=\"token punctuation\">(<\/span>\n            executor_id<span class=\"token operator\">=<\/span><span class=\"token string\">\"validator\"<\/span><span class=\"token punctuation\">,<\/span>\n            message<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u5fc5\u9808\u30d5\u30a3\u30fc\u30eb\u30c9\u304c\u4e0d\u8db3\u3057\u3066\u3044\u307e\u3059\"<\/span><span class=\"token punctuation\">,<\/span>\n            severity<span class=\"token operator\">=<\/span><span class=\"token string\">\"warning\"<\/span>\n        <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n        \n        data<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"required_field\"<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">=<\/span> <span class=\"token string\">\"default\"<\/span>\n    \n    <span class=\"token keyword\">await<\/span> ctx<span class=\"token punctuation\">.<\/span>send_message<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<p data-line=\"215\" class=\"code-line\">\u30cf\u30f3\u30c9\u30e9\u30fc\u3067<code>ctx.add_event()<\/code>\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u30a4\u30d9\u30f3\u30c8\u3092\u51fa\u529b\u3067\u304d\u307e\u3059\u3002<\/p>\n<hr data-line=\"217\" class=\"code-line\"\/>\n<h3 id=\"executor%E3%81%ABai%E3%82%A8%E3%83%BC%E3%82%B8%E3%82%A7%E3%83%B3%E3%83%88%E3%82%92%E4%BD%BF%E7%94%A8%E3%81%99%E3%82%8B\" data-line=\"219\" class=\"code-line\">\n Executor\u306bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4f7f\u7528\u3059\u308b<\/h3>\n<p data-line=\"220\" class=\"code-line\">Microsoft Agent Framework\u3067\u306f\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u5b9f\u884c\u306bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7d71\u5408\u3059\u308b\u305f\u3081\u306e\u8907\u6570\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4 id=\"agentexecutor\" data-line=\"221\" class=\"code-line\">\n AgentExecutor<\/h4>\n<p data-line=\"222\" class=\"code-line\"><code>AgentExecutor<\/code>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u884c\u3092\u30e9\u30c3\u30d7\u3057\u305fExecutor\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"223\"><span class=\"token keyword\">from<\/span> agent_framework<span class=\"token punctuation\">.<\/span>azure <span class=\"token keyword\">import<\/span> AzureOpenAIChatClient\n<span class=\"token keyword\">from<\/span> agent_framework <span class=\"token keyword\">import<\/span> AgentExecutor\n\n\nagent <span class=\"token operator\">=<\/span> AzureOpenAIChatClient<span class=\"token punctuation\">(<\/span>\n    endpoint<span class=\"token operator\">=<\/span>AZURE_OPENAI_ENDPOINT<span class=\"token punctuation\">,<\/span>\n    deployment_name<span class=\"token operator\">=<\/span><span class=\"token string\">\"gpt-5\"<\/span><span class=\"token punctuation\">,<\/span>\n    api_key<span class=\"token operator\">=<\/span>API_KEY<span class=\"token punctuation\">,<\/span>\n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>create_agent<span class=\"token punctuation\">(<\/span>\n    instructions<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u56de\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\u3002\"<\/span><span class=\"token punctuation\">,<\/span>\n    name<span class=\"token operator\">=<\/span><span class=\"token string\">\"Your Assistant\"<\/span><span class=\"token punctuation\">,<\/span>\n<span class=\"token punctuation\">)<\/span>\n\nagent_executor <span class=\"token operator\">=<\/span> AgentExecutor<span class=\"token punctuation\">(<\/span>agent<span class=\"token punctuation\">)<\/span>\n\n<\/code><\/pre>\n<\/div>\n<p data-line=\"240\" class=\"code-line\">\u3053\u306e\u5834\u5408\u3001Executor\u304c\u53d7\u4fe1\/\u9001\u4fe1\u3059\u308bMessage\u304c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5165\u529b\/\u51fa\u529b\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p data-line=\"242\" class=\"code-line\">\u307e\u305f\u3001\u5358\u306b\u30a8\u30c3\u30b8\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6307\u5b9a\u3059\u308b\u3060\u3051\u3082AgentExecutor\u3068\u3057\u3066\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u4fbf\u5229\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"243\">writer_agent <span class=\"token operator\">=<\/span> AzureOpenAIChatClient<span class=\"token punctuation\">(<\/span>\n\u30fb\u30fb\u30fb\n<span class=\"token punctuation\">)<\/span>\nreviewer_agent <span class=\"token operator\">=<\/span> AzureOpenAIChatClient<span class=\"token punctuation\">(<\/span>\n\u30fb\u30fb\u30fb\n<span class=\"token punctuation\">)<\/span>\n\n\nbuilder <span class=\"token operator\">=<\/span> WorkflowBuilder<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\nbuilder<span class=\"token punctuation\">.<\/span>set_start_executor<span class=\"token punctuation\">(<\/span>writer_agent<span class=\"token punctuation\">)<\/span> \nbuilder<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span>writer_agent<span class=\"token punctuation\">,<\/span> reviewer_agent<span class=\"token punctuation\">)<\/span>\nworkflow <span class=\"token operator\">=<\/span> builder<span class=\"token punctuation\">.<\/span>build<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<h4 id=\"%E3%82%AB%E3%82%B9%E3%82%BF%E3%83%A0-executor%E3%81%AE%E4%BD%9C%E6%88%90\" data-line=\"258\" class=\"code-line\">\n \u30ab\u30b9\u30bf\u30e0 Executor\u306e\u4f5c\u6210<\/h4>\n<p data-line=\"259\" class=\"code-line\">\u901a\u5e38\u306eExecutor\u5b9a\u7fa9\u306bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u884c\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u884c\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u305f\u308a\u3001\u305d\u306e\u4ed6\u306e\u51e6\u7406\u3068\u7d71\u5408\u3057\u305f\u308a\u306a\u3069\u306e\u7d30\u304b\u3044\u5236\u5fa1\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"260\"><span class=\"token keyword\">from<\/span> agent_framework <span class=\"token keyword\">import<\/span> <span class=\"token punctuation\">(<\/span>\n    ChatAgent<span class=\"token punctuation\">,<\/span>\n    ChatMessage<span class=\"token punctuation\">,<\/span>\n    Executor<span class=\"token punctuation\">,<\/span>\n    WorkflowContext<span class=\"token punctuation\">,<\/span>\n    handler\n<span class=\"token punctuation\">)<\/span>\n\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Writer<\/span><span class=\"token punctuation\">(<\/span>Executor<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n\n    agent<span class=\"token punctuation\">:<\/span> ChatAgent\n\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> chat_client<span class=\"token punctuation\">:<\/span> AzureChatClient<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">id<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">=<\/span> <span class=\"token string\">\"writer\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        \n        agent <span class=\"token operator\">=<\/span> chat_client<span class=\"token punctuation\">.<\/span>create_agent<span class=\"token punctuation\">(<\/span>\n            instructions<span class=\"token operator\">=<\/span><span class=\"token punctuation\">(<\/span>\n                <span class=\"token string\">\"\u3042\u306a\u305f\u306f\u512a\u308c\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u30e9\u30a4\u30bf\u30fc\u3067\u3059\u3002\u65b0\u3057\u3044\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u4f5c\u6210\u3057\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u57fa\u3065\u3044\u3066\u7de8\u96c6\u3092\u884c\u3044\u307e\u3059\u3002\"<\/span>\n            <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\n        <span class=\"token punctuation\">)<\/span>\n        \n        <span class=\"token builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__init__<span class=\"token punctuation\">(<\/span>agent<span class=\"token operator\">=<\/span>agent<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">id<\/span><span class=\"token operator\">=<\/span><span class=\"token builtin\">id<\/span><span class=\"token punctuation\">)<\/span>\n\n    <span class=\"token decorator annotation punctuation\">@handler<\/span>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">handle<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> message<span class=\"token punctuation\">:<\/span> ChatMessage<span class=\"token punctuation\">,<\/span> ctx<span class=\"token punctuation\">:<\/span> WorkflowContext<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span>ChatMessage<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token triple-quoted-string string\">\"\"\"1\u3064\u306e\u30c1\u30e3\u30c3\u30c8\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u51e6\u7406\u3057\u3001\u84c4\u7a4d\u3055\u308c\u305f\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5185\u306e\u6b21\u306e executor \u306b\u8ee2\u9001\u3057\u307e\u3059\u3002\"\"\"<\/span>\n        \n        messages<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span>ChatMessage<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span>message<span class=\"token punctuation\">]<\/span>\n        response <span class=\"token operator\">=<\/span> <span class=\"token keyword\">await<\/span> self<span class=\"token punctuation\">.<\/span>agent<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>messages<span class=\"token punctuation\">)<\/span>\n        \n        messages<span class=\"token punctuation\">.<\/span>extend<span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>messages<span class=\"token punctuation\">)<\/span>\n        <span class=\"token keyword\">await<\/span> ctx<span class=\"token punctuation\">.<\/span>send_message<span class=\"token punctuation\">(<\/span>messages<span class=\"token punctuation\">)<\/span>\n\n<\/code><\/pre>\n<\/div>\n<hr data-line=\"294\" class=\"code-line\"\/>\n<h3 id=\"shared-state\" data-line=\"295\" class=\"code-line\">\n Shared State<\/h3>\n<p data-line=\"296\" class=\"code-line\">Shared State\u306f\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5168\u4f53\u3067\u5171\u6709\u3059\u308bKey-Value\u30b9\u30c8\u30ec\u30fc\u30b8\u3067\u3059\u3002<br \/><code>tx.send_message()<\/code>\u3067\u306f\u96a3\u63a5\u3057\u305fExecutor\u540c\u58eb\u3067\u306e\u30c7\u30fc\u30bf\u9023\u643a\u3057\u304b\u3067\u304d\u306a\u3044\u306e\u306b\u5bfe\u3057\u3066\u3001SharedState\u3067\u306f\u3059\u3079\u3066\u306e WorkflowContext \u304c\u540c\u3058 SharedState \u3092\u53c2\u7167\u3057\u3066\u304a\u308a\u3001<code>ctx.set_shared_state()<\/code> \/ <code>ctx.get_shared_state()<\/code> \u3067\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u6a2a\u65ad\u306e\u60c5\u5831\u3092\u4fdd\u7ba1\u30fb\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7279\u5b9a\u306e Executor \u304c\u8a08\u7b97\u3057\u305f\u7d50\u679c\u3084\u30d5\u30e9\u30b0\u3092\u5225\u306e Executor \u304c\u53c2\u7167\u3059\u308b\u3001\u3068\u3044\u3063\u305f\u9023\u643a\u304c\u53ef\u80fd\u3067\u3059\u3002<br \/>\u8907\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u5171\u6709\u3057\u305f\u3044\u5834\u5408\u306b\u3082\u6709\u52b9\u3060\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"shared-state%E3%81%B8%E3%81%AE%E6%9B%B8%E8%BE%BC%E3%81%BF\" data-line=\"299\" class=\"code-line\">\n Shared State\u3078\u306e\u66f8\u8fbc\u307f<\/h4>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"300\"><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">FileReadExecutor<\/span><span class=\"token punctuation\">(<\/span>Executor<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n\n    <span class=\"token decorator annotation punctuation\">@handler<\/span>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">handle<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> file_path<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> ctx<span class=\"token punctuation\">:<\/span> WorkflowContext<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token triple-quoted-string string\">\"\"\"\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u53d7\u3051\u53d6\u308a\u3001\u30d5\u30a1\u30a4\u30eb\u306e\u5185\u5bb9\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3001\u6b21\u306e executor \u306b\u30d5\u30a1\u30a4\u30eb ID \u3092\u8ee2\u9001\u3057\u307e\u3059\u3002\"\"\"<\/span>\n        \n        <span class=\"token keyword\">with<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">,<\/span> <span class=\"token string\">'r'<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> <span class=\"token builtin\">file<\/span><span class=\"token punctuation\">:<\/span>\n            file_content <span class=\"token operator\">=<\/span> <span class=\"token builtin\">file<\/span><span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n        \n        file_id <span class=\"token operator\">=<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>uuid<span class=\"token punctuation\">.<\/span>uuid4<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n        <span class=\"token keyword\">await<\/span> ctx<span class=\"token punctuation\">.<\/span>set_shared_state<span class=\"token punctuation\">(<\/span>file_id<span class=\"token punctuation\">,<\/span> file_content<span class=\"token punctuation\">)<\/span>\n\n        \n        <span class=\"token keyword\">await<\/span> ctx<span class=\"token punctuation\">.<\/span>send_message<span class=\"token punctuation\">(<\/span>file_id<span class=\"token punctuation\">)<\/span>\n\n<\/code><\/pre>\n<\/div>\n<h4 id=\"shared-state%E3%81%B8%E3%81%AE%E3%82%A2%E3%82%AF%E3%82%BB%E3%82%B9\" data-line=\"317\" class=\"code-line\">\n Shared State\u3078\u306e\u30a2\u30af\u30bb\u30b9<\/h4>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"318\"><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">WordCountingExecutor<\/span><span class=\"token punctuation\">(<\/span>Executor<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n\n    <span class=\"token decorator annotation punctuation\">@handler<\/span>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">handle<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> file_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> ctx<span class=\"token punctuation\">:<\/span> WorkflowContext<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">int<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        \n        file_content <span class=\"token operator\">=<\/span> <span class=\"token keyword\">await<\/span> ctx<span class=\"token punctuation\">.<\/span>get_shared_state<span class=\"token punctuation\">(<\/span>file_id<span class=\"token punctuation\">)<\/span>\n        <span class=\"token keyword\">if<\/span> file_content <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span>\n            <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"File content state not found\"<\/span><span class=\"token punctuation\">)<\/span>\n\n        <span class=\"token keyword\">await<\/span> ctx<span class=\"token punctuation\">.<\/span>send_message<span class=\"token punctuation\">(<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>file_content<span class=\"token punctuation\">.<\/span>split<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<h2 id=\"%E3%81%BE%E3%81%A8%E3%82%81\" data-line=\"331\" class=\"code-line\">\n \u307e\u3068\u3081<\/h2>\n<p data-line=\"332\" class=\"code-line\">\u4eca\u56de\u306fMicrosoft Agent 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Framework\u306f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9SDK\uff0f\u30e9\u30f3\u30bf\u30a4\u30e0\u3067\u3059\u3002\u3082\u3068\u3082\u3068\u3001Microsof [&hellip;]","protected":false},"author":1,"featured_media":18463,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-18462","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-company-tec"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Microsoft Agent Framework\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u898b\u3066\u307f\u308b - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/zenn.dev\/headwaters\/articles\/faf7a5b3323fb2\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Microsoft Agent Framework\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u898b\u3066\u307f\u308b - \u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"og:description\" content=\"Agent Framework\u3068\u306f Microsoft Agent Framework\u306f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9SDK\uff0f\u30e9\u30f3\u30bf\u30a4\u30e0\u3067\u3059\u3002\u3082\u3068\u3082\u3068\u3001Microsof [&hellip;]\" \/>\n<meta property=\"og:url\" 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