{"id":16125,"date":"2025-01-27T16:28:15","date_gmt":"2025-01-27T07:28:15","guid":{"rendered":"https:\/\/www.tetsumag.com\/?p=16125"},"modified":"2026-08-01T13:36:38","modified_gmt":"2026-08-01T04:36:38","slug":"395","status":"publish","type":"post","link":"https:\/\/tetsumag.com\/blog\/2025\/01\/27\/395\/","title":{"rendered":"\u3010\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3011\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u6570\u5024\u5316\u3059\u308c\u3070AI\u306b\u6d3b\u7528\u3067\u304d\u308b"},"content":{"rendered":"\n<p>\u6700\u8fd1\u3001\u30cd\u30c3\u30c8\u30cb\u30e5\u30fc\u30b9\u3067AI\u95a2\u9023\u306e\u30cb\u30e5\u30fc\u30b9\u306f\u805e\u304b\u306a\u3044\u65e5\u306f\u3042\u308a\u307e\u305b\u3093\u306d\u3002<\/p>\n<p>\u30d5\u30b8\u30c6\u30ec\u30d3\u306e\u30cb\u30e5\u30fc\u30b9\u306a\u3093\u3066\u3069\u3046\u3060\u3063\u3066\u3044\u3044\u3058\u3083\u306a\u3044\u3067\u3059\u304b\u3002<\/p>\n<p>\u4e73\u9996\u3092\u565b\u307f\u3061\u304e\u3063\u305f\u3068\u304b\u565b\u307f\u3061\u304e\u3063\u3066\u306a\u3044\u3068\u304b\u3001\u672c\u5f53\u306b\u3069\u3046\u3060\u3063\u3066\u3044\u3044\u3002<\/p>\n<p><span style=\"color: #ff0000;\">\u3069\u3063\u3061\u304b\u3068\u3044\u3046\u3068\u3001\u30bb\u30d6\u30f3\u30a4\u30ec\u30d6\u30f3\u306e\u304b\u3089\u3042\u3052\u5f01\u5f53\u8a50\u6b3a\u306e\u65b9\u304c\u79c1\u305f\u3061\u8077\u4eba\u306b\u3068\u3063\u3066\u306f\u5927\u554f\u984c\u3067\u3059\u3088\u306d\uff01<\/span><\/p>\n<p>AI\u4eba\u6750\u306e\u7686\u3055\u3093\u306b\u5927\u4e8b\u306a\u306e\u306f\u300c\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u300d\u306b\u3064\u3044\u3066\u672c\u5f53\u306b\u7406\u89e3\u3067\u304d\u3066\u3044\u308b\u306e\u304b\u3069\u3046\u304b\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001LLM\u306b\u306f\u6b20\u304b\u305b\u306a\u3044\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #ff0000;\"><a href=\"https:\/\/www.udemy.com\/course\/azurechat\/?referralCode=C7DF17886287AB792DFE\" target=\"_blank\" rel=\"noopener\" style=\"color: #ff0000;\">Azure\u3067\u4f5c\u308bOpenAI\u30c1\u30e3\u30c3\u30c8\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306f\u3053\u3061\u3089\u304b\u3089\u3069\u3046\u305e\uff01<\/a><\/span><br \/>\n<a href=\"https:\/\/www.udemy.com\/course\/azurechat\/?referralCode=C7DF17886287AB792DFE\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2025\/01\/a5d23abb-7402-4fa7-b513-06d456fda913-1.png\" alt=\"\" width=\"750\" height=\"422\" class=\"aligncenter size-full wp-image-16079\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2025\/01\/a5d23abb-7402-4fa7-b513-06d456fda913-1.png 750w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2025\/01\/a5d23abb-7402-4fa7-b513-06d456fda913-1-600x338.png 600w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/><\/a><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_38 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" style=\"display: none;\"><label for=\"item\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;\"><svg style=\"fill: #444444;color:#444444\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #444444;color:#444444\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 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title=\"\u56f3\u3067\u308f\u304b\u308a\u3084\u3059\u304f\u7406\u89e3\u3057\u3088\u3046\">\u56f3\u3067\u308f\u304b\u308a\u3084\u3059\u304f\u7406\u89e3\u3057\u3088\u3046<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/tetsumag.com\/blog\/2025\/01\/27\/395\/#%E3%83%86%E3%82%AD%E3%82%B9%E3%83%88%E3%83%87%E3%83%BC%E3%82%BF%E3%82%92%E6%95%B0%E5%80%A4%E5%8C%96%E3%81%97%E3%81%A6%E6%96%87%E7%AB%A0%E3%82%92%E8%A1%A8%E7%8F%BE%E3%81%99%E3%82%8B%E3%81%93%E3%81%A8%E3%81%8C%E5%87%BA%E6%9D%A5%E3%82%8C%E3%81%B0%E3%80%81%E3%83%A6%E3%83%BC%E3%82%B6%E3%83%BC%E3%81%8C%E8%B3%AA%E5%95%8F%E3%81%97%E3%81%9F%E3%81%A8%E3%81%8D%E3%81%AE%E3%83%86%E3%82%AD%E3%82%B9%E3%83%88%E3%82%92%E6%95%B0%E5%80%A4%E4%B8%8A%E3%81%A7%E5%88%A4%E5%88%A5%E3%81%97%E3%80%81%E6%A4%9C%E7%B4%A2%E3%81%99%E3%82%8B%E3%81%93%E3%81%A8%E3%81%8C%E3%81%A7%E3%81%8D%E3%82%8B\" 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href=\"https:\/\/tetsumag.com\/blog\/2025\/01\/27\/395\/#%E5%AE%9F%E9%9A%9B%E3%81%AB%E3%82%B3%E3%83%BC%E3%83%89%E3%81%A7%E5%8B%95%E3%81%8B%E3%81%97%E3%81%A6%E3%81%BF%E3%82%88%E3%81%86\" title=\"\u5b9f\u969b\u306b\u30b3\u30fc\u30c9\u3067\u52d5\u304b\u3057\u3066\u307f\u3088\u3046\">\u5b9f\u969b\u306b\u30b3\u30fc\u30c9\u3067\u52d5\u304b\u3057\u3066\u307f\u3088\u3046<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/tetsumag.com\/blog\/2025\/01\/27\/395\/#%E3%83%86%E3%82%AD%E3%82%B9%E3%83%88%E3%83%87%E3%83%BC%E3%82%BF%E3%82%92%E6%95%B0%E5%80%A4%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AB%E5%A4%89%E6%8F%9B%E3%81%97%E3%82%88%E3%81%86\" title=\"\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u6570\u5024\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3057\u3088\u3046\">\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u6570\u5024\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3057\u3088\u3046<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/tetsumag.com\/blog\/2025\/01\/27\/395\/#%E3%81%BE%E3%81%A8%E3%82%81\" title=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E3%82%A8%E3%83%B3%E3%83%99%E3%83%87%E3%82%A3%E3%83%B3%E3%82%B0%E3%81%A3%E3%81%A6%E3%81%AA%E3%81%AB%EF%BC%9F\"><\/span>\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3063\u3066\u306a\u306b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u306fchatGPT\u3092\u306f\u3058\u3081\u3068\u3057\u305f\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u306f\u5fc5\u9808\u306e\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3092\u7c21\u5358\u306b\u8aac\u660e\u3059\u308b\u3068\u3001\u6587\u5b57\u30c7\u30fc\u30bf\u3092\u5c0f\u5206\u3051\u306b\u3057\u3066\u6570\u5024\u30c7\u30fc\u30bf(\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf)\u306b\u3059\u308b\u51e6\u7406\u3067\u3059\u3002<\/p>\n<p>\u6587\u5b57\u3092\u6570\u5024\u30c7\u30fc\u30bf\u306b\u3059\u308b\u3068\u3069\u3093\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%9B%B3%E3%81%A7%E3%82%8F%E3%81%8B%E3%82%8A%E3%82%84%E3%81%99%E3%81%8F%E7%90%86%E8%A7%A3%E3%81%97%E3%82%88%E3%81%86\"><\/span>\u56f3\u3067\u308f\u304b\u308a\u3084\u3059\u304f\u7406\u89e3\u3057\u3088\u3046<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5b9f\u969b\u306b\u6587\u5b57\u30c7\u30fc\u30bf\u3092\u6570\u5024\u5316\u3059\u308b\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3092\u53ef\u8996\u5316\u3057\u305f\u30b0\u30e9\u30d5\u304c\u3053\u306e\u30b0\u30e9\u30d5\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2025\/01\/202501271408.png\" alt=\"\" width=\"1920\" height=\"1080\" class=\"aligncenter size-full wp-image-16128\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2025\/01\/202501271408.png 1920w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2025\/01\/202501271408-1024x576.png 1024w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2025\/01\/202501271408-768x432.png 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2025\/01\/202501271408-1536x864.png 1536w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2025\/01\/202501271408-1320x743.png 1320w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2025\/01\/202501271408-600x338.png 600w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p>\u95a2\u9023\u6027\u306e\u3042\u308b\u6587\u5b57\u30c7\u30fc\u30bf\u304c\u540c\u3058\u3088\u3046\u306a\u4f4d\u7f6e\u306b\u30d7\u30ed\u30c3\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u306d\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u300c\u30ab\u30ec\u30fc\u98df\u3079\u305f\u3044\u300d\u3001\u300c\u30ab\u30c4\u30ab\u30ec\u30fc\u98df\u3079\u305f\u3044\u300d\u3001\u300c\u3046\u3069\u3093\u98df\u3079\u305f\u3044\u300d\u3068\u3044\u3046\u8a00\u8449\u306f\u3001\u307b\u3068\u3093\u3069\u540c\u3058\u4f4d\u7f6e\u306b\u30d7\u30ed\u30c3\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u79c1\u305f\u3061\u306f\u3053\u308c\u3089\u306e\u8a00\u8449\u3092\u8aad\u3093\u3060\u3068\u304d\u306b\u3001\u76f4\u611f\u7684\u306b\u4f3c\u305f\u610f\u5473\u3092\u6301\u3064\u30d5\u30ec\u30fc\u30ba\u3060\u3068\u611f\u3058\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u304c\u4eba\u9593\u306e\u7406\u89e3\u3067\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306f\u3053\u308c\u3089\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304c\u95a2\u9023\u6027\u306e\u3042\u308b\u3082\u306e\u3060\u3068\u8a8d\u8b58\u3059\u308b\u3053\u3068\u304c\u3001\u5f93\u6765\u306e\u6280\u8853\u3067\u306f\u96e3\u3057\u304b\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u306b\u3088\u3063\u3066\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306f\u8a00\u8449\u3068\u305d\u306e\u610f\u5473\u3092\u6570\u5024\u3067\u8868\u73fe\u3057\u3001\u30c7\u30fc\u30bf\u3068\u3057\u3066\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%86%E3%82%AD%E3%82%B9%E3%83%88%E3%83%87%E3%83%BC%E3%82%BF%E3%82%92%E6%95%B0%E5%80%A4%E5%8C%96%E3%81%97%E3%81%A6%E6%96%87%E7%AB%A0%E3%82%92%E8%A1%A8%E7%8F%BE%E3%81%99%E3%82%8B%E3%81%93%E3%81%A8%E3%81%8C%E5%87%BA%E6%9D%A5%E3%82%8C%E3%81%B0%E3%80%81%E3%83%A6%E3%83%BC%E3%82%B6%E3%83%BC%E3%81%8C%E8%B3%AA%E5%95%8F%E3%81%97%E3%81%9F%E3%81%A8%E3%81%8D%E3%81%AE%E3%83%86%E3%82%AD%E3%82%B9%E3%83%88%E3%82%92%E6%95%B0%E5%80%A4%E4%B8%8A%E3%81%A7%E5%88%A4%E5%88%A5%E3%81%97%E3%80%81%E6%A4%9C%E7%B4%A2%E3%81%99%E3%82%8B%E3%81%93%E3%81%A8%E3%81%8C%E3%81%A7%E3%81%8D%E3%82%8B\"><\/span>\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u6570\u5024\u5316\u3057\u3066\u6587\u7ae0\u3092\u8868\u73fe\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u308c\u3070\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u8cea\u554f\u3057\u305f\u3068\u304d\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u6570\u5024\u4e0a\u3067\u5224\u5225\u3057\u3001\u691c\u7d22\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u8fd1\u4ee3\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u7528\u3044\u305fAI\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u6570\u5024\u5316\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u8a00\u8449\u306b\u95a2\u9023\u306e\u3042\u308b\u6587\u5b57\u3092\u52b9\u7387\u7684\u306b\u691c\u7d22\u3057\u3001\u9069\u5207\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u6280\u8853\u304c\u3042\u308b\u304a\u304b\u3052\u3067\u3001AI\u306f\u5358\u306a\u308b\u8a00\u8449\u306e\u7f85\u5217\u3067\u306f\u306a\u304f\u3001\u8a00\u8449\u306e\u80cc\u5f8c\u306b\u3042\u308b\u610f\u5473\u3092\u6349\u3048\u3001\u3088\u308a\u7cbe\u5ea6\u9ad8\u304f\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u306f\u3059\u3054\u3044\u6280\u8853\u3067\u3059\u3088\u306d\u3002<\/p>\n<p>\u8fd1\u3044\u5c06\u6765\u3067\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u56f3\u9762\u30c7\u30fc\u30bf\u3092\u6b63\u78ba\u306b\u6570\u5024\u5316\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u305d\u3046\u3057\u305f\u3089\u3001\u9244\u7b4b\u5de5\u4e8b\u306e\u7a4d\u7b97\u4f5c\u696d\u306f\u307b\u3068\u3093\u3069AI\u3067\u3082\u3067\u304d\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u300cX1\u901a\u308a\u306e\u8ffd\u3044\u51fa\u3057\u90e8\u6750\u3092\u6559\u3048\u3066\u300d\u3068\u304b\u306e\u56de\u7b54\u306b\u30b9\u30c3\u3068\u56de\u7b54\u3067\u304d\u308c\u3070\u3001\u73fe\u5834\u306e\u65bd\u5de5\u306b\u3082\u5f79\u7acb\u3064\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%9A%9B%E3%81%AB%E3%82%B3%E3%83%BC%E3%83%89%E3%81%A7%E5%8B%95%E3%81%8B%E3%81%97%E3%81%A6%E3%81%BF%E3%82%88%E3%81%86\"><\/span>\u5b9f\u969b\u306b\u30b3\u30fc\u30c9\u3067\u52d5\u304b\u3057\u3066\u307f\u3088\u3046<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u3067\u306f\u5b9f\u969b\u306b\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u6570\u5024\u306b\u5909\u63db\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><span style=\"color: #008000;\"><a href=\"https:\/\/api.python.langchain.com\/en\/latest\/embeddings\/langchain_openai.embeddings.azure.AzureOpenAIEmbeddings.html\" target=\"_blank\" rel=\"noopener\" style=\"color: #008000;\">\u53c2\u8003\u306b\u3057\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u3053\u3061\u3089\u3067\u3059\u3002<\/a><\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%86%E3%82%AD%E3%82%B9%E3%83%88%E3%83%87%E3%83%BC%E3%82%BF%E3%82%92%E6%95%B0%E5%80%A4%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AB%E5%A4%89%E6%8F%9B%E3%81%97%E3%82%88%E3%81%86\"><\/span>\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u6570\u5024\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3057\u3088\u3046<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">import os\r\nfrom langchain_openai import (\r\n    AzureOpenAIEmbeddings,\r\n    OpenAIEmbeddings\r\n)\r\n\r\nfrom dotenv import load_dotenv\r\nload_dotenv('..\/.env')\r\n\r\n<\/pre>\n<p>\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u306e\u30e2\u30c7\u30eb\u3092\u53d6\u5f97\u3057\u3066\u3001\u6e96\u5099\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">## \u30e2\u30c7\u30eb\u306e\u53d6\u5f97\r\n# 3. OpenAI\u306eembedding\u30e2\u30c7\u30eb\u53d6\u5f97\r\nembeddings = None\r\nif os.getenv('AZURE_OPENAI_API_KEY') != \"\":\r\n    # Azure\u306e\u5834\u5408\r\n    embeddings = AzureOpenAIEmbeddings(\r\n        azure_deployment=\"embedding\", # Azure\u306e\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u540d\r\n        openai_api_version=\"2024-06-01\" # OpenAI\u306eAPI\u30d0\u30fc\u30b8\u30e7\u30f3\r\n    )\r\nelif os.getenv('OPENAI_API_KEY') != \"\":\r\n    # OpenAI\u306e\u5834\u5408\r\n    embeddings = OpenAIEmbeddings(model=\"text-embedding-ada-002\")\r\nelse:\r\n    print(\"APIKey\u306e\u8a2d\u5b9a\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\")\r\n\r\n<\/pre>\n<p>\u300c\u3053\u308c\u306f\u30c6\u30b9\u30c8\u7528\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u3059\u3002\u300d\u3068\u3044\u3046\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u6570\u5024\u5316\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">text = \"\u3053\u308c\u306f\u30c6\u30b9\u30c8\u7528\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u3059\u3002\"\r\n\r\n# 1\u3064\u306e\u307f\r\nquery_result = embeddings.embed_query(text)\r\nprint(f\"\u30b5\u30a4\u30ba:{len(query_result)}\")\r\nprint(f\"5\u306e\u307f\u78ba\u8a8d\")\r\nprint(query_result[:5])\r\n\r\n<\/pre>\n<p>\u6570\u5024\u5316\u3057\u305f\u7d50\u679c\u304c\u3053\u3061\u3089\u3067\u3059\u3002<\/p>\n<p>\u6700\u521d\u306e5\u3064\u306e\u6570\u5024\u306e\u307f\u8868\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30b5\u30a4\u30ba\u304c1536\u3068\u3044\u3046\u4e8b\u306a\u306e\u3067\u3001\u300c\u3053\u308c\u306f\u30c6\u30b9\u30c8\u7528\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u3059\u3002\u300d\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u914d\u5217\u30c7\u30fc\u30bf\u304c1536\u500b\u5206\u3067\u8868\u73fe\u3067\u304d\u308b\u3068\u3044\u3046\u4e8b\u3067\u3059\u306d\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">\u30b5\u30a4\u30ba:1536\r\n5\u306e\u307f\u78ba\u8a8d\r\n[-0.010643795132637024, 0.003480863058939576, -0.003078451147302985, -0.014956309460103512, 0.0026207074988633394]\r\n\r\n<\/pre>\n<p><span style=\"color: #ff0000;\">\u3053\u306e\u6280\u8853\u3092\u5fdc\u7528\u3059\u308c\u3070\u3001\u793e\u5185\u306b\u305f\u307e\u3063\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092\u6570\u5024\u5316\u3057\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u5f62\u5f0f\u3067\u7c21\u5358\u306b\u53d6\u308a\u51fa\u305b\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u306d\uff01<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI\uff08\u4eba\u5de5\u77e5\u80fd\uff09\u306f\u3082\u306f\u3084\u5927\u4f01\u696d\u3060\u3051\u306e\u6280\u8853\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u4e2d\u5c0f\u4f01\u696d\u3053\u305d\u3001\u3053\u306eAI\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u696d\u52d9\u306e\u52b9\u7387\u5316\u3084\u7af6\u4e89\u529b\u306e\u5411\u4e0a\u3092\u56f3\u308c\u308b\u30c1\u30e3\u30f3\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u300cAzure\u3067\u4f5c\u308bOpenAI\u30c1\u30e3\u30c3\u30c8\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u300d\u306e\u8b1b\u5ea7\u3067\u306f\u3082\u3063\u3068\u5177\u4f53\u7684\u306bAI\u3092\u6d3b\u7528\u3059\u308b\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u8fd1\u3001\u30cd\u30c3\u30c8\u30cb\u30e5\u30fc\u30b9\u3067AI\u95a2\u9023\u306e\u30cb\u30e5\u30fc\u30b9\u306f\u805e\u304b\u306a\u3044\u65e5\u306f\u3042\u308a\u307e\u305b\u3093\u306d\u3002 \u30d5\u30b8\u30c6\u30ec\u30d3\u306e\u30cb\u30e5\u30fc\u30b9\u306a\u3093\u3066\u3069\u3046\u3060\u3063\u3066\u3044\u3044\u3058\u3083\u306a\u3044\u3067\u3059\u304b\u3002 \u4e73\u9996\u3092\u565b\u307f\u3061\u304e\u3063\u305f\u3068\u304b\u565b\u307f\u3061\u304e\u3063\u3066\u306a\u3044\u3068\u304b\u3001\u672c\u5f53\u306b\u3069\u3046\u3060\u3063\u3066\u3044\u3044\u3002 \u3069\u3063\u3061\u304b\u3068\u3044\u3046\u3068\u3001\u30bb\u30d6\u30f3 &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/tetsumag.com\/blog\/2025\/01\/27\/395\/\"> <span class=\"screen-reader-text\">\u3010\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3011\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u6570\u5024\u5316\u3059\u308c\u3070AI\u306b\u6d3b\u7528\u3067\u304d\u308b<\/span> \u3082\u3063\u3068\u8aad\u3080 &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":16138,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"default","ast-global-header-display":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","_themeisle_gutenberg_block_has_review":false},"categories":[127],"tags":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts\/16125"}],"collection":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/comments?post=16125"}],"version-history":[{"count":11,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts\/16125\/revisions"}],"predecessor-version":[{"id":16139,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts\/16125\/revisions\/16139"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/media\/16138"}],"wp:attachment":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/media?parent=16125"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/categories?post=16125"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/tags?post=16125"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}