{"id":23245,"date":"2025-11-11T16:05:01","date_gmt":"2025-11-11T16:05:01","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=23245"},"modified":"2025-11-11T16:05:01","modified_gmt":"2025-11-11T16:05:01","slug":"weaviate%e3%81%a7%e5%ae%9f%e7%8f%be%e3%81%99%e3%82%8bai%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88%e3%82%92%e6%b4%bb%e7%94%a8%e3%81%97%e3%81%9f%e6%a4%9c%e7%b4%a2-layerx-%e3%82%a8%e3%83%b3","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/23245\/","title":{"rendered":"Weaviate\u3067\u5b9f\u73fe\u3059\u308bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u305f\u691c\u7d22 &#8211; LayerX \u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0"},"content":{"rendered":"\n<\/p>\n<div>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/t\/takatorix\/20251111\/20251111182853.png\" width=\"1200\" height=\"630\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>LayerX\u306eAi Workforce\u4e8b\u696d\u90e8\u3067\u691c\u7d22\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u3057\u3066\u3044\u308b\u9df9\u53d6(<a target=\"_blank\" href=\"https:\/\/x.com\/takatorisatoshi\">@takatorisatoshi<\/a>)\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u306fLayerX AI Agent\u30d6\u30ed\u30b0\u30ea\u30ec\u30fc43\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002<br \/>\n\u6628\u65e5\u306f<a target=\"_blank\" href=\"https:\/\/x.com\/po3rin\">@po3rin<\/a>\u3055\u3093\u306e<a target=\"_blank\" href=\"https:\/\/tech.layerx.co.jp\/entry\/mahjong-repeated-sampling\">Repeated Sampling\u3092\u4f7f\u3063\u305fLLM\u63a8\u8ad6\u6642\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3067\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u751f\u6210\u30bf\u30b9\u30af\u3092\u89e3\u304f\u305e\uff01<\/a>\u3067\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3042\u308b<a target=\"_blank\" href=\"https:\/\/weaviate.io\/\">Weaviate<\/a>\u3092\u4f7f\u3063\u3066\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4f7f\u3063\u305f\u9ad8\u5ea6\u306a\u691c\u7d22\u3092\u7c21\u5358\u306b\u5b9f\u73fe\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"\u306f\u3058\u3081\u306b\">\u306f\u3058\u3081\u306b<\/h2>\n<p>LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306e\u666e\u53ca\u306b\u3088\u308a\u3001\u691c\u7d22\u306e\u3042\u308a\u65b9\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002<br \/>\n\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u306f\u5f93\u6765\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u304b\u3089\u3001\u30c1\u30e3\u30c3\u30c8\u5f62\u5f0f\u306b\u3088\u308b\u81ea\u7136\u8a00\u8a9e\u3067\u306e\u8cea\u554f\u3001\u3044\u308f\u3086\u308b\u8cea\u554f\u5fdc\u7b54\u578b\u306e\u691c\u7d22\u3078\u3068\u79fb\u884c\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001\u3053\u308c\u307e\u3067\u306f\u4eba\u9593\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u4e2d\u5fc3\u3060\u3063\u305f\u691c\u7d22\u884c\u70ba\u306b\u3001\u6700\u8fd1\u3067\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3082\u53c2\u52a0\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u3088\u308a\u9577\u304f\u8907\u96d1\u306a\u30af\u30a8\u30ea\u304c\u767a\u884c\u3055\u308c\u308b\u30b1\u30fc\u30b9\u304c\u5897\u3048\u3001\u5f93\u6765\u306eRAG\uff08Retrieval-Augmented Generation\uff09\u3060\u3051\u3067\u306f\u5bfe\u5fdc\u304c\u96e3\u3057\u3044\u8cea\u554f\u3078\u306e\u691c\u7d22\u30cb\u30fc\u30ba\u304c\u751f\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u3046\u3057\u305f\u80cc\u666f\u306e\u3082\u3068\u3067\u3001\u691c\u7d22\u30d7\u30ed\u30bb\u30b9\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7d44\u307f\u8fbc\u3080\u300cAgentic RAG\u300d\u306e\u3088\u3046\u306a\u624b\u6cd5\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Farxiv.org%2Fabs%2F2501.09136\" title=\"Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2501.09136\">arxiv.org<\/a><\/cite><\/p>\n<p>\u3057\u304b\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7d44\u307f\u8fbc\u3093\u3060\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u30fb\u904b\u7528\u3059\u308b\u306b\u306f\u3001\u8907\u6570\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u9023\u643a\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u958b\u767a\u30fb\u904b\u7528\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u306a\u308b\u3068\u3044\u3046\u8ab2\u984c\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306a\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3001\u5404\u793e\u306e\u691c\u7d22\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30d7\u30ed\u30c0\u30af\u30c8\u304c\u300cAgentic\u306a\u691c\u7d22\u300d\u3092\u3088\u308a\u7c21\u5358\u306b\u5b9f\u73fe\u3067\u304d\u308b\u6a5f\u80fd\u3092\u6b21\u3005\u3068\u63d0\u4f9b\u3057\u59cb\u3081\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305f\u3068\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f\u3001\u3053\u306e\u4e2d\u3067\u3082Weaviate\u3092\u4f7f\u3063\u3066\u3001\u7c21\u5358\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u305f\u691c\u7d22\u3092\u5b9f\u73fe\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"Weaviate\u3068\u306f\">Weaviate\u3068\u306f<\/h2>\n<p>Weaviate\u306f\u3001<strong>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/strong>\u3067\u3059\u3002<br \/>\nGo\u8a00\u8a9e\u3067\u5b9f\u88c5\u3055\u308c\u3066\u304a\u308a\u3001\u81ea\u5206\u3067\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3057\u3066\u52d5\u304b\u3059\u3053\u3068\u3082\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3067\u5229\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<br \/>\n\u8c4a\u5bcc\u306a\u6a5f\u80fd\u3092\u5099\u3048\u3066\u304a\u308a\u3001<a target=\"_blank\" href=\"https:\/\/weaviate.io\/blog\/muvera\">MUVERA<\/a> \u306b\u4ee3\u8868\u3055\u308c\u308b\u3088\u3046\u306a\u6700\u65b0\u306e\u691c\u7d22\u6280\u8853\u3082\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u53d6\u308a\u4e0a\u3052\u308b\u306e\u306f\u3001\u305d\u306e\u4e2d\u3067\u3082 <strong><a target=\"_blank\" href=\"https:\/\/docs.weaviate.io\/agents\/query\">Query Agent<\/a><\/strong> \u3068\u547c\u3070\u308c\u308b\u6a5f\u80fd\u3067\u3059\u3002<\/p>\n<h3 id=\"Weaviate-Query-Agent\u3068\u306f\">Weaviate Query Agent\u3068\u306f<\/h3>\n<p><code>Query Agent<\/code> \u306f\u3001Weaviate \u306b\u4fdd\u5b58\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3001<strong>\u81ea\u7136\u8a00\u8a9e\u306b\u3088\u308b\u8cea\u554f\u306b\u81ea\u52d5\u3067\u56de\u7b54\u3059\u308b\u305f\u3081\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9<\/strong>\u3067\u3059\u3002<br \/>\n\u30e6\u30fc\u30b6\u30fc\u306f\u5358\u306b\u81ea\u7136\u8a00\u8a9e\u3067\u8cea\u554f\u3084\u6307\u793a\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3092\u5165\u529b\u3059\u308b\u3060\u3051\u3067\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u80cc\u5f8c\u3067\u5fc5\u8981\u306a\u691c\u7d22\u3084\u51e6\u7406\u3092\u81ea\u52d5\u7684\u306b\u5b9f\u884c\u3057\u3001\u6700\u7d42\u7684\u306a\u56de\u7b54\u3092\u8fd4\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<h3 id=\"Query-Agent\u306e\u52d5\u4f5c\u30b9\u30c6\u30c3\u30d7\">Query Agent\u306e\u52d5\u4f5c\u30b9\u30c6\u30c3\u30d7<\/h3>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"Weaviate\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8Query Agent: visualized workflow\u3088\u308a\u5f15\u7528\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/t\/takatorix\/20251111\/20251111130918.png\" width=\"967\" height=\"629\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>Weaviate\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8Query Agent: visualized workflow\u3088\u308a\u5f15\u7528<\/figcaption><\/figure>\n<\/p>\n<p>\u30af\u30a8\u30ea\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u30bf\u30b9\u30af\u5206\u6790\u3068\u30af\u30a8\u30ea\u751f\u6210<\/strong><br \/>\n\u307e\u305a\u3001\u751f\u6210\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u7528\u3044\u3066\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u5165\u529b\u5185\u5bb9\u3092\u89e3\u6790\u3057\u3001\u3069\u306e\u3088\u3046\u306a\u60c5\u5831\u3092\u53d6\u5f97\u3059\u3079\u304d\u304b\u3092\u5224\u65ad\u3057\u307e\u3059\u3002<br \/>\n\u305d\u306e\u4e0a\u3067\u3001\u5b9f\u884c\u3059\u308b\u30af\u30a8\u30ea\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u5b9f\u884c<\/strong><br \/>\n\u751f\u6210\u3055\u308c\u305f\u30af\u30a8\u30ea\u306f\u3001Weaviate\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u9001\u3089\u308c\u307e\u3059\u3002<br \/>\n\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30af\u30a8\u30ea\u6587\u81ea\u4f53\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3001\u985e\u4f3c\u5ea6\u691c\u7d22\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6700\u7d42\u56de\u7b54\u306e\u751f\u6210<\/strong><br \/>\n\u691c\u7d22\u7d50\u679c\u3092\u53d7\u3051\u53d6\u3063\u305f\u5f8c\u3001\u518d\u3073\u751f\u6210\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u7d50\u679c\u3092\u8981\u7d04\u30fb\u6574\u7406\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u81ea\u7136\u3067\u308f\u304b\u308a\u3084\u3059\u3044\u6700\u7d42\u7684\u306a\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001Weaviate\u306eQuery Agent\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u958b\u767a\u8005\u306f\u30af\u30a8\u30ea\u751f\u6210\u30fb\u691c\u7d22\u30fb\u5fdc\u7b54\u751f\u6210\u3068\u3044\u3063\u305f\u8907\u96d1\u306a\u51e6\u7406\u30d5\u30ed\u30fc\u3092\u81ea\u524d\u3067\u5b9f\u88c5\u3059\u308b\u3053\u3068\u306a\u304f\u3001<strong>\u201c\u8cea\u554f\u306b\u7b54\u3048\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u201d<\/strong> \u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u964d\u3067\u306f\u3001\u5b9f\u969b\u306bQuery Agent\u3092\u4f7f\u3046\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"\u4f7f\u7528\u4f8b\">\u4f7f\u7528\u4f8b<\/h2>\n<h3 id=\"Query-Agent\u3092\u4f7f\u3046\u305f\u3081\u306e\u6e96\u5099\">Query Agent\u3092\u4f7f\u3046\u305f\u3081\u306e\u6e96\u5099<\/h3>\n<p>Query Agent\u306f\u3001\u73fe\u5728 Weaviate Cloud\u3067\u306e\u307f\u63d0\u4f9b\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u5f93\u3063\u3066\u3001\u6700\u521d\u306bWeaviate Cloud\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>Weaviate Cloud\u3067\u306f\u5229\u7528\u76ee\u7684\u306b\u5fdc\u3058\u3066<a target=\"_blank\" href=\"https:\/\/weaviate.io\/pricing\">\u5f93\u91cf\u8ab2\u91d1\u3001\u524d\u6255\u3044\u5951\u7d04\u306e\u4e21\u65b9\u304c\u63d0\u4f9b<\/a>\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305f\u3060\u3057\u3001\u521d\u56de\u306f14\u65e5\u9593\u306e\u7121\u6599\u30c8\u30e9\u30a4\u30a2\u30eb\u671f\u9593\u304c\u5b58\u5728\u3059\u308b\u305f\u3081\u3001\u4eca\u56de\u306e\u5b9f\u9a13\u306b\u306f\u304a\u91d1\u304c\u304b\u304b\u3063\u3066\u304a\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u6e96\u5099\u3068\u3057\u3066\u3001Weaviate Cloud\u306b\u63a5\u7d9a\u3057\u3001Cluster\u3092\u4f5c\u6210\u3057\u305f\u5f8c\u3001\u63a5\u7d9a\u5148URL\u3068API KEY\u3092\u4fdd\u5b58\u3057\u3066\u304a\u304d\u307e\u3059\u3002<br \/>\nWeaviate Cloud\u306e\u306f\u3058\u3081\u304b\u305f\u306f\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e<a target=\"_blank\" href=\"https:\/\/docs.weaviate.io\/cloud\/quickstart\">\u30af\u30a4\u30c3\u30af\u30b9\u30bf\u30fc\u30c8<\/a>\u3092\u53c2\u7167\u3059\u308b\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u74b0\u5883\u306e\u6e96\u5099\u304c\u3067\u304d\u305f\u3089\u3001\u307e\u305a\u6700\u521d\u306b\u3001\u53d6\u5f97\u3057\u305fURL\u3068API KEY\u3092\u4f7f\u3063\u3066Weaviate Cloud\u3078\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">import<\/span> weaviate\n<span class=\"synPreProc\">from<\/span> weaviate.classes.init <span class=\"synPreProc\">import<\/span> Auth\n<span class=\"synPreProc\">import<\/span> os\n\nweaviate_url = os.environ[<span class=\"synConstant\">\"WEAVIATE_URL\"<\/span>]\nweaviate_api_key = os.environ[<span class=\"synConstant\">\"WEAVIATE_API_KEY\"<\/span>]\n\nclient = weaviate.connect_to_weaviate_cloud(\n    cluster_url=weaviate_url,\n    auth_credentials=Auth.api_key(weaviate_api_key),\n)\n<span class=\"synIdentifier\">print<\/span>(client.is_ready())\n<\/pre>\n<p>\u6b21\u306b\u3001\u30b9\u30ad\u30fc\u30de\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002Weaviate\u3067\u306f\u30b9\u30ad\u30fc\u30de\u3092<code>collection<\/code>\u3068\u3044\u3046\u5358\u4f4d\u3067\u5b9a\u7fa9\u3057\u307e\u3059\u3002<br \/>\n\u4eca\u56de\u306f\u30d6\u30ed\u30b0\u8a18\u4e8b\u3092\u6271\u3046\u3053\u3068\u3092\u60f3\u5b9a\u3057\u3066<code>collection<\/code>\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<br \/>\n<code>vector_config<\/code>\u3067\u306f\u30d9\u30af\u30c8\u30eb\u3092\u4f5c\u6210\u3059\u308b\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u306e\u8a2d\u5b9a\u304c\u3067\u304d\u307e\u3059\u3002<br \/>\n\u4eca\u56de\u306f\u4f55\u3082\u6307\u5b9a\u3057\u306a\u3044\u306e\u3067\u30c7\u30d5\u30a9\u30eb\u30c8\u306e<code>Snowflake\/snowflake-arctic-embed-l-v2.0<\/code>\u30e2\u30c7\u30eb\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">from<\/span> weaviate.classes.config <span class=\"synPreProc\">import<\/span> Configure, Property, DataType\n\nCLASS_NAME = <span class=\"synConstant\">\"BLOG_cloud\"<\/span>\n\nclient.collections.create(\n    name=CLASS_NAME,\n    vector_config=Configure.Vectors.text2vec_weaviate(),\n    properties=[\n        Property(name=<span class=\"synConstant\">\"title\"<\/span>, data_type=DataType.TEXT),\n        Property(name=<span class=\"synConstant\">\"path\"<\/span>,    data_type=DataType.TEXT),\n        Property(name=<span class=\"synConstant\">\"content\"<\/span>, data_type=DataType.TEXT),\n    ],\n)\n<\/pre>\n<p>\u691c\u7d22\u5bfe\u8c61\u3068\u306a\u308b\u30c7\u30fc\u30bf\u3092\u767b\u9332\u3057\u307e\u3059\u3002\u4eca\u56de\u306f\u904e\u53bb\u81ea\u5206\u304c\u66f8\u3044\u305f\u30d6\u30ed\u30b0\u8a18\u4e8b\u3092\u767b\u9332\u3057\u3066\u307f\u307e\u3057\u305f\u3002<br \/>\n\u30c7\u30fc\u30bf\u306e\u57cb\u3081\u8fbc\u307f\u306fWeaviate\u4e0a\u3067\u884c\u308f\u308c\u308b\u305f\u3081\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3059\u308b\u524d\u306b\u57cb\u3081\u8fbc\u307f\u3092\u4f5c\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">from<\/span> tqdm <span class=\"synPreProc\">import<\/span> tqdm\n\ndocs = [\n    {\n        <span class=\"synConstant\">\"title\"<\/span>: <span class=\"synConstant\">\"\u300c\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u691c\u7d22\u30e9\u30f3\u30ad\u30f3\u30b0\u6539\u5584\u30ac\u30a4\u30c9\u300d\u3092Vespa\u3067\u3084\u3063\u3066\u307f\u308b\"<\/span>,\n        <span class=\"synConstant\">\"path\"<\/span>: <span class=\"synConstant\">\"takatori_blog_1.md\"<\/span>,\n        <span class=\"synConstant\">\"content\"<\/span>: <span class=\"synConstant\">\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u691c\u7d22\u30e9\u30f3\u30ad\u30f3\u30b0\u6539\u5584\u30ac\u30a4\u30c9\u306e\u5185\u5bb9\u3092Vespa\u3067\u5b9f\u65bd\u3057\u307e\u3057\u305f\u3002...\"<\/span>,\n    },\n    {\n        <span class=\"synConstant\">\"title\"<\/span>: <span class=\"synConstant\">\"Weaviate\u3067Agent\u3092\u5229\u7528\u3057\u305f\u691c\u7d22\"<\/span>,        \n        <span class=\"synConstant\">\"path\"<\/span>: <span class=\"synConstant\">\"takatori_blog_2.md\"<\/span>,\n        <span class=\"synConstant\">\"content\"<\/span>: <span class=\"synConstant\">\"LLM\u306e\u666e\u53ca\u306b\u3088\u308a\u3001\u691c\u7d22\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u3064\u3064\u3042\u308a\u307e\u3059...\"<\/span>\n    },\n    ...\n]\n\ncol = client.collections.get(CLASS_NAME)\n\n<span class=\"synStatement\">with<\/span> col.batch.dynamic() <span class=\"synStatement\">as<\/span> batch:\n    <span class=\"synStatement\">for<\/span> row <span class=\"synStatement\">in<\/span> tqdm(docs):\n        batch.add_object(\n            properties={\n                <span class=\"synConstant\">\"title\"<\/span>: row.get(<span class=\"synConstant\">\"title\"<\/span>),\n                <span class=\"synConstant\">\"path\"<\/span>: row.get(<span class=\"synConstant\">\"path\"<\/span>),\n                <span class=\"synConstant\">\"content\"<\/span>: row.get(<span class=\"synConstant\">\"content\"<\/span>),\n            }\n        )\n<\/pre>\n<p>\u307e\u305f\u3001\u4e0a\u8a18\u306b\u52a0\u3048\u3066\u3001\u9069\u5207\u306a<code>collection<\/code>\u3092Query Agent\u304c\u9078\u629e\u3067\u304d\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u3001<a target=\"_blank\" href=\"https:\/\/github.com\/hotchpotch\/JQaRA\">JQaRA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>\u3082\u5225\u306e<code>collection<\/code>\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u3001\u30c7\u30fc\u30bf\u3092\u6295\u5165\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p>\u6700\u5f8c\u306b\u3001Query Agent\u306e\u5b9a\u7fa9\u3092\u884c\u3044\u307e\u3059\u3002<code>client<\/code>\u3068\u691c\u7d22\u5bfe\u8c61\u3068\u3059\u308b<code>collection<\/code>\u3092\u6307\u5b9a\u3059\u308b\u3060\u3051\u3067\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">from<\/span> weaviate.agents.query <span class=\"synPreProc\">import<\/span> QueryAgent\n\nqa = QueryAgent(client=client, collections=[<span class=\"synConstant\">\"JQaRA\"<\/span>, <span class=\"synConstant\">\"My_BLOG\"<\/span>])\n<\/pre>\n<h3 id=\"Query-Agent\u3092\u4f7f\u3063\u3066\u691c\u7d22\u3059\u308b\">Query Agent\u3092\u4f7f\u3063\u3066\u691c\u7d22\u3059\u308b<\/h3>\n<p>\u3053\u3053\u307e\u3067\u3067\u6e96\u5099\u306f\u6574\u3044\u307e\u3057\u305f\u3002\u5b9f\u969b\u306b\u691c\u7d22\u3092\u5b9f\u884c\u3057\u3066\u7d50\u679c\u3092\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>Query Agent\u306f\u3001\u6b21\u306e2\u3064\u306e\u30af\u30a8\u30ea\u30bf\u30a4\u30d7\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>Search: \u691c\u7d22\u306e\u307f\u3092\u5b9f\u884c\u3059\u308b(\u56de\u7b54\u751f\u6210\u306f\u884c\u308f\u306a\u3044)<\/li>\n<li>Ask: \u691c\u7d22\u3057\u305f\u7d50\u679c\u304b\u3089\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<\/li>\n<\/ul>\n<p>\u307e\u305a\u306f\u3001Search\u30af\u30a8\u30ea\u30bf\u30a4\u30d7\u3092\u8a66\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\">search_response = qa.search(<span class=\"synConstant\">\"\u7d76\u5bfe\u96f6\u5ea6\u3068\u306f\uff1f\"<\/span>)\n\n<span class=\"synIdentifier\">print<\/span>(f<span class=\"synConstant\">\"Query Agent\u304c\u767a\u884c\u3057\u305fquery:{search_response.searches[0].query}\"<\/span>)\n<span class=\"synIdentifier\">print<\/span>(f<span class=\"synConstant\">\"Query Agent\u304c\u691c\u7d22\u3057\u305fcollection:{search_response.searches[0].collection}\"<\/span>)\n<span class=\"synStatement\">for<\/span> obj <span class=\"synStatement\">in<\/span> search_response.search_results.objects:\n    <span class=\"synIdentifier\">print<\/span>(f<span class=\"synConstant\">\"id:{obj.properties[\"<\/span>q_id<span class=\"synConstant\">\"]}, explan_score:{obj.metadata[\"<\/span>explain_score<span class=\"synConstant\">\"]}\"<\/span>)\n<\/pre>\n<p>\u7d50\u679c\u306f\u4ee5\u4e0b\u3067\u3059\u3002Query Agent\u304c\u5165\u529b\u3057\u305f\u30af\u30a8\u30ea\u3092\u89e3\u91c8\u3057\u9069\u5207\u306a\u5f62\u306b\u66f8\u304d\u63db\u3048\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001\u691c\u7d22\u5bfe\u8c61\u3068\u306a\u3063\u305fcollection\u306f<code>JQaRA<\/code>\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">Query Agent\u304c\u767a\u884c\u3057\u305fquery:\u7d76\u5bfe\u96f6\u5ea6\u3068\u306f \u6e29\u5ea6\u306e\u5b9a\u7fa9 \u57fa\u672c\u6982\u5ff5 \u7d76\u5bfe\u6e29\u5ea6 \u30bc\u30ed\u30b1\u30eb\u30d3\u30f3 \u6975\u4f4e\u6e29\u306e\u7269\u7406\u7684\u610f\u5473\nQuery Agent\u304c\u691c\u7d22\u3057\u305fcollection:JQaRA\n\nid:QA20CAPR-1004, explan_score:\nHybrid (Result Set vector,hybridVector) Document 729a82ae-fa6f-498b-9dcd-d19b2fe02494: original score 0.7352022, normalized score: 0.68195397\nid:QA20CAPR-1004, explan_score:\nHybrid (Result Set vector,hybridVector) Document 26b007dd-2714-4dcd-8169-ead737cd7b80: original score 0.74868655, normalized score: 0.7<\/pre>\n<p>\u6b21\u306b\u3001Ask\u30af\u30a8\u30ea\u30bf\u30a4\u30d7\u3092\u8a66\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\">response = qa.ask(<span class=\"synConstant\">\"Weaviate\u3063\u3066\u4f55\uff1fVespa\u3068\u306e\u9055\u3044\u306f\uff1f\"<\/span>)\n\nresponse.display()\n<\/pre>\n<p>\u307e\u305a\u3001<code>Ask Mode Response<\/code> \u30bb\u30af\u30b7\u30e7\u30f3\u306b\u306f\u3001Query Agent\u304c\u751f\u6210\u3057\u305f\u56de\u7b54\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<br \/>\n\u3055\u3089\u306b\u3001<code>Search<\/code> \u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001Query Agent\u304c3\u3064\u306e\u30af\u30a8\u30ea\u3092\u767a\u884c\u3057\u3066\u691c\u7d22\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<br \/>\n\u4eca\u56de\u306f\u3001\u691c\u7d22\u5bfe\u8c61\u306ecollection\u304c<code>JQaRA<\/code>\u3067\u306f\u306a\u304f\u30d6\u30ed\u30b0\u8a18\u4e8b\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n<code>Sources<\/code>\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u53c2\u7167\u3057\u305f\u30c7\u30fc\u30bf\u306eID\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">\u256d\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 \ud83d\udcac Ask Mode Response \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256e\n\u2502                                                                                                                 \u2502\n\u2502 Weaviate\u3068Vespa\u306f\u3069\u3061\u3089\u3082\u691c\u7d22\u3084\u30c7\u30fc\u30bf\u63a2\u7d22\u306b\u4f7f\u308f\u308c\u308b\u6280\u8853\u3067\u3059\u304c\u3001\u7279\u5fb4\u3084\u76ee\u7684\u306b\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002                                  \u2502\n\u2502                                                                                                                 \u2502\n\u2502 \u3010Weaviate\u3068\u306f\u3011                                                                                                 \u2502\n\u2502 - \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3001Go\u8a00\u8a9e\u3067\u5b9f\u88c5\u3002                                                                 \u2502\n\u2502 - \u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u4e2d\u5fc3\u306b\u3001\u81ea\u7136\u8a00\u8a9e\u306b\u3088\u308b\u9ad8\u5ea6\u306a\u691c\u7d22\u3092\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08Query Agent\uff09\u3092\u4f7f\u3063\u3066\u7c21\u5358\u306b\u5b9f\u88c5\u53ef\u80fd\u3002                         \u2502\n\u2502 - LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3068\u9023\u643a\u3057\u3001\u81ea\u7136\u8a00\u8a9e\u30af\u30a8\u30ea\u3092\u89e3\u6790\u30fb\u5b9f\u884c\u3057\u3001\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u3002                         \u2502\n\u2502 - \u30af\u30e9\u30a6\u30c9\u3067\u3082\u81ea\u30db\u30b9\u30c8\u3067\u3082\u5229\u7528\u3067\u304d\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u985e\u4f3c\u691c\u7d22\u3084\u8cea\u554f\u5fdc\u7b54\u306a\u3069AI\u3092\u6d3b\u7528\u3057\u305f\u5148\u9032\u7684\u306a\u691c\u7d22\u7528\u9014\u306b\u5f37\u307f\u304c\u3042\u308b\u3002                   \u2502\n\u2502                                                                                                                \u2502\n\u2502 \u3010Vespa\u3068\u306f\u3011                                                                                                    \u2502\n\u2502 - Yahoo\u304c\u958b\u767a\u3057\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002                                                          \u2502\n\u2502 - \u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u9ad8\u901f\u30fb\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u63a2\u7d22\u304c\u53ef\u80fd\u3002                    \n\n(\u4e2d\u7565)\n\n\u256d\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 \ud83d\udd2d Search 1\/3 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256e\n\u2502                                                                                                                 \u2502\n\u2502 QueryResultWithCollectionNormalized(                                                                            \u2502\n\u2502     query='Weaviate vector database description features vector search agent usage',                            \u2502\n\u2502     filters=None,                                                                                               \u2502\n\u2502     collection='BLOG_cloud',                                                                                    \u2502\n\u2502     sort_property=None                                                                                          \u2502\n\u2502 )                                                                                                               \u2502\n\u2502                                                                                                                 \u2502\n\u2570\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256f\n\u256d\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 \ud83d\udd2d Search 2\/3 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256e\n\u2502                                                                                                                 \u2502\n\u2502 QueryResultWithCollectionNormalized(                                                                            \u2502\n\u2502     query='Vespa search engine description features machine learning ranking improvement',                      \u2502\n\u2502     filters=None,                                                                                               \u2502\n\u2502     collection='BLOG_cloud',                                                                                    \u2502\n\u2502     sort_property=None                                                                                          \u2502\n\u2502 )                                                                                                               \u2502\n\u2502                                                                                                                 \u2502\n\u2570\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256f\n\u256d\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 \ud83d\udd2d Search 3\/3 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256e\n\u2502                                                                                                                 \u2502\n\u2502 QueryResultWithCollectionNormalized(                                                                            \u2502\n\u2502     query='Weaviate\u3068Vespa\u306e\u9055\u3044 \u5229\u7528\u65b9\u6cd5 \u6280\u8853 \u9762 \u6bd4\u8f03 \u7528\u9014',                                                   \u2502\n\u2502     filters=None,                                                                                               \u2502\n\u2502     collection='BLOG_cloud',                                                                                    \u2502\n\u2502     sort_property=None                                                                                          \u2502\n\u2502 )                                                                                                               \u2502\n\u2502                                                                                                                 \u2502\n\u2570\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256f\n\n\u256d\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 \ud83d\udcda Sources \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256e\n\u2502                                                                                                                 \u2502\n\u2502  - object_id='97d062d1-abe5-4264-84e1-ad45bc6744fd' collection='BLOG_cloud'                                     \u2502\n\u2502  - object_id='066850da-213e-4bd6-88ef-9558f6c97543' collection='BLOG_cloud'                                     \u2502\n\u2502  - object_id='ec6c8fe4-a018-491f-819a-fb861b8f62b0' collection='BLOG_cloud'                                     \u2502\n\u2502                                                                                                                 \u2502\n\u2570\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256f<\/pre>\n<h2 id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001Weaviate\u306eQuery Agent\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7d44\u307f\u8fbc\u3093\u3060\u691c\u7d22\uff08Agentic Search\uff09\u3092\u7c21\u5358\u306b\u5b9f\u73fe\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u308f\u305a\u304b\u6570\u5341\u884c\u306e\u30b3\u30fc\u30c9\u3067\u3001\u81ea\u7136\u8a00\u8a9e\u306b\u3088\u308b\u8cea\u554f\u5fdc\u7b54\u3084\u9ad8\u5ea6\u306a\u691c\u7d22\u4f53\u9a13\u3092\u69cb\u7bc9\u3067\u304d\u308b\u70b9\u306f\u975e\u5e38\u306b\u9b45\u529b\u7684\u3067\u3059\u3002<\/p>\n<p>Query Agent \u6a5f\u80fd\u306f\u3001\u79c1\u304c\u3053\u308c\u307e\u3067\u5229\u7528\u3057\u3066\u304d\u305f\u4ed6\u306e\u30b5\u30fc\u30d3\u30b9\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u691c\u7d22\u6a5f\u80fd\u3068\u6bd4\u3079\u3066\u3082\u3001\u3088\u308a\u624b\u8efd\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u691c\u7d22\u306b\u7d44\u307f\u8fbc\u3081\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u3068\u611f\u3058\u307e\u3057\u305f\u3002<br \/>\n\u307e\u305f\u3001\u4eca\u56de\u306f\u7d39\u4ecb\u3057\u304d\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u304c\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u3066\u6a5f\u80fd\u3092\u5bb9\u6613\u306b\u62e1\u5f35\u3067\u304d\u3001\u9ad8\u3044\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u3092\u5099\u3048\u3066\u3044\u308b\u305f\u3081\u3001\u5e45\u5e83\u3044\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u5bfe\u5fdc\u3067\u304d\u305d\u3046\u3067\u3059\u3002<\/p>\n<p>\u8fd1\u5e74\u3001Weaviate\u3092\u306f\u3058\u3081\u3001Azure AI Search\u3084Vertex AI 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