{"id":8387,"date":"2024-05-23T09:42:47","date_gmt":"2024-05-23T00:42:47","guid":{"rendered":"https:\/\/www.prime-strategy.co.jp\/column\/?p=8387"},"modified":"2026-02-17T01:33:02","modified_gmt":"2026-02-16T16:33:02","slug":"%e5%a4%a7%e8%a6%8f%e6%a8%a1%e8%a8%80%e8%aa%9e%e3%83%a2%e3%83%87%e3%83%ab%e3%82%92%e4%bd%bf%e3%81%84%e3%82%84%e3%81%99%e3%81%8f%e3%81%99%e3%82%8bpython%e3%83%95%e3%83%ac%e3%83%bc%e3%83%a0%e3%83%af","status":"publish","type":"post","link":"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387","title":{"rendered":"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3084\u3059\u304f\u3059\u308bPython\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001DSPy\u306e\u7d39\u4ecb"},"content":{"rendered":"\n<p>\u6700\u8fd1\u3001OpenAI\u306eChatGPT4o\u3084Sora\u306a\u3069\u3001\u65b0\u3057\u3044AI\u30b5\u30fc\u30d3\u30b9\u304c\u6b21\u3005\u3068\u767a\u8868\u3055\u308c\u3001\u305d\u306e\u4e2d\u6838\u306e\u6280\u8853\u3067\u3082\u3042\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u304c\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002LLM\u306f\u3001\u81a8\u5927\u306a\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u3001\u69d8\u3005\u306a\u30bf\u30b9\u30af\u3092\u3053\u306a\u3059\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u3092\u52b9\u679c\u7684\u306b\u4f7f\u3046\u305f\u3081\u306b\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u30e2\u30c7\u30eb\u306b\u4e0e\u3048\u308b\u6307\u793a\u6587\uff09\u306e\u8a2d\u8a08\u3084\u30e2\u30c7\u30eb\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u91cd\u8981\u3067\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306a\u3069\u306e\u65b0\u3057\u3044\u5f79\u8077\u304c\u51fa\u6765\u308b\u304f\u3089\u3044\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u8a2d\u8a08\u3084\u30e2\u30c7\u30eb\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u96e3\u3057\u304f\u3082\u3042\u308a\u307e\u3059\u3002RAG\u306a\u3069\u306eLLM\u3092\u6d3b\u7528\u3057\u3088\u3046\u3068\u3059\u308b\u958b\u767a\u3067\u306f\u3001\u3053\u3046\u3044\u3063\u305f\u96e3\u3057\u3044\u5206\u91ce\u306e\u958b\u767a\u3092\u624b\u52a9\u3051\u3057\u3066\u304f\u308c\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u91cd\u8981\u3067\u3059\u3002\u4eca\u56de\u306f\u65e5\u672c\u3067\u306f\u307e\u3060\u3042\u307e\u308a\u77e5\u3089\u308c\u3066\u3044\u306a\u3044\u300cDSPy\u300d\u3068\u3044\u3046Python\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"DSPy%E3%81%A8%E3%81%AF%EF%BC%9F\"><\/span>DSPy\u3068\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>DSPy\u3068\u306f\u3001Stanford University\u306e\u7814\u7a76\u30c1\u30fc\u30e0\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u305f\u3001LLM\u3092\u7c21\u5358\u304b\u3064\u52b9\u679c\u7684\u306b\u6271\u3046\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u8a2d\u8a08\u3084\u30e2\u30c7\u30eb\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u81ea\u52d5\u5316\u3057\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u4f9b\u3057\u3001\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u7c21\u5358\u306b\u5b9f\u88c5\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001DSPy\u306f\u69d8\u3005\u306a\u6700\u9069\u5316\u6a5f\u80fd\u3092\u6301\u3063\u3066\u304a\u308a\u3001\u958b\u767a\u8005\u306e\u4f5c\u696d\u8ca0\u62c5\u3092\u8efd\u6e1b\u3057\u307e\u3059\u3002DSPy\u3092\u4f7f\u3048\u3070\u3001\u624b\u4f5c\u696d\u3067\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u306e\u624b\u9593\u3092\u5927\u5e45\u306b\u6e1b\u3089\u3057\u3001\u9ad8\u5ea6\u306aAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%9C%80%E9%81%A9%E5%8C%96%E3%81%AE%E9%87%8D%E8%A6%81%E6%80%A7\"><\/span>\u6700\u9069\u5316\u306e\u91cd\u8981\u6027<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>LLM\u3092\u5229\u7528\u3059\u308b\u969b\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u8a2d\u8a08\u3084\u30e2\u30c7\u30eb\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u975e\u5e38\u306b\u91cd\u8981\u306a\u5de5\u7a0b\u3067\u3059\u3002\u9069\u5207\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u624b\u52d5\u3067\u884c\u3046\u3068\u6642\u9593\u3068\u52b4\u529b\u304c\u304b\u304b\u308a\u3001\u3055\u3089\u306b\u5c02\u9580\u77e5\u8b58\u3092\u8981\u3057\u307e\u3059\u3002DSPy\u306f\u3001\u3053\u306e\u6700\u9069\u5316\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3057\u3001\u958b\u767a\u8005\u304c\u3088\u308a\u52b9\u7387\u7684\u306b\u9ad8\u6027\u80fd\u306a\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u611f\u60c5\u5206\u6790\u30bf\u30b9\u30af\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u611f\u60c5\u5206\u6790\u306f\u3001\u5165\u529b\u3055\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u306e\u611f\u60c5\uff08\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u306a\u3069\uff09\u3092\u5206\u985e\u3059\u308b\u30bf\u30b9\u30af\u3067\u3059\u3002\u624b\u52d5\u3067\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8a2d\u8a08\u3059\u308b\u5834\u5408\u3001\u591a\u304f\u306e\u8a66\u884c\u932f\u8aa4\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u304c\u3001DSPy\u3092\u4f7f\u3048\u3070\u3001\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3057\u3001\u6700\u9069\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"DSPy%E3%81%AE%E6%9C%80%E9%81%A9%E5%8C%96%E6%A9%9F%E8%83%BD\"><\/span>DSPy\u306e\u6700\u9069\u5316\u6a5f\u80fd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>DSPy\u306e\u6700\u3082\u5f37\u529b\u306a\u7279\u5fb4\u306e\u4e00\u3064\u306f\u3001\u305d\u306e\u6700\u9069\u5316\u6a5f\u80fd\u3067\u3059\u3002DSPy\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u65b9\u6cd5\u3067\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u9ad8\u3081\u307e\u3059<\/p>\n\n\n\n<p>\u30b7\u30b0\u30cd\u30c1\u30e3\u3068\u30e2\u30b8\u30e5\u30fc\u30eb:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b7\u30b0\u30cd\u30c1\u30e3\u306f\u3001\u5165\u529b\u3068\u51fa\u529b\u306e\u95a2\u4fc2\u3092\u5b9a\u7fa9\u3059\u308b\u3082\u306e\u3067\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u305d\u306e\u30b7\u30b0\u30cd\u30c1\u30e3\u306b\u57fa\u3065\u3044\u3066\u52d5\u4f5c\u3057\u307e\u3059\u3002<br>\u4f8b\u3048\u3070\u3001dspy.Predict\u3068\u3044\u3046\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u5165\u529b\u30c6\u30ad\u30b9\u30c8\u3092\u53d7\u3051\u53d6\u308a\u3001\u305d\u306e\u611f\u60c5\uff08\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u306a\u3069\uff09\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u8a2d\u8a08\u304c\u7c21\u7d20\u5316\u3055\u308c\u3001\u518d\u5229\u7528\u6027\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5185\u8535\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5185\u8535\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u81ea\u52d5\u3067\u8abf\u6574\u3057\u3001\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<br>\u4f8b\u3048\u3070\u3001dspy.SignatureOptimizer\u306f\u3001\u7c21\u5358\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u6587\u5b57\u5217\u3092\u57fa\u306b\u3088\u308a\u52b9\u679c\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u751f\u6210\u3057\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u3053\u306e\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u306f\u3001\u6307\u5b9a\u3055\u308c\u305f\u30e1\u30c8\u30ea\u30af\u30b9\uff08\u7cbe\u5ea6\u306a\u3069\uff09\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3068LLM\u306e\u4e21\u65b9\u3092\u8abf\u6574\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u81ea\u52d5\u5316\u3055\u308c\u305f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u6700\u9069\u5316:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DSPy\u306f\u3001\u8907\u96d1\u306aLLM\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u6700\u9069\u5316\u3092\u81ea\u52d5\u5316\u3057\u307e\u3059\u3002<br>\u4f8b\u3048\u3070\u3001dspy.ChainOfThought\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u304c\u6bb5\u968e\u7684\u306b\u60c5\u5831\u3092\u51e6\u7406\u3057\u3001\u6700\u7d42\u7684\u306a\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u524d\u306b\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u3092\u884c\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5fdc\u7b54\u306e\u54c1\u8cea\u304c\u5411\u4e0a\u3057\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u30bf\u30b9\u30af\u306b\u3082\u5bfe\u5fdc\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\u3068\u5f37\u5316\u5b66\u7fd2\u306e\u7d71\u5408:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DSPy\u306f\u3001\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\u30e2\u30c7\u30eb\uff08Chroma\u3001Qdrant\u3001Pinecone\u306a\u3069\uff09\u3068\u7d71\u5408\u3057\u3066\u52d5\u4f5c\u3057\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u53d6\u5f97\u3057\u306a\u304c\u3089\u30e2\u30c7\u30eb\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u3088\u308a\u5305\u62ec\u7684\u3067\u9ad8\u7cbe\u5ea6\u306a\u60c5\u5831\u691c\u7d22\u3068\u751f\u6210\u304c\u5b9f\u73fe\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u5f37\u5316\u5b66\u7fd2\u3092\u7528\u3044\u305f\u6700\u9069\u5316\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u30e2\u30c7\u30eb\u304c\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u57fa\u306b\u5b66\u7fd2\u3057\u7d9a\u3051\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%9A%9B%E3%81%AE%E4%BD%BF%E7%94%A8%E4%BE%8B%EF%BC%9A%E6%84%9F%E6%83%85%E5%88%86%E6%9E%90%E3%82%BF%E3%82%B9%E3%82%AF%E3%81%AE%E5%AE%9F%E8%A3%85\"><\/span>\u5b9f\u969b\u306e\u4f7f\u7528\u4f8b\uff1a\u611f\u60c5\u5206\u6790\u30bf\u30b9\u30af\u306e\u5b9f\u88c5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u3067\u306f\u3001\u5b9f\u969b\u306bDSPy\u3092\u4f7f\u3063\u3066\u611f\u60c5\u5206\u6790\u30bf\u30b9\u30af\u3092\u5b9f\u88c5\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<br>\u611f\u60c5\u5206\u6790\u306f\u3001\u5165\u529b\u3055\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u306e\u611f\u60c5\u3092\u5206\u985e\u3059\u308b\u30bf\u30b9\u30af\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u3001\u5fc5\u8981\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import dspy\n\n\uff03LLM\u306e\u8a2d\u5b9a\nturbo = dspy.OpenAI(model='gpt-3.5-turbo-instruct', max_tokens=250)\ndspy.settings.configure(lm=turbo)\n\n# \u30b7\u30b0\u30cd\u30c1\u30e3\u3092\u5b9a\u7fa9\nsignature = 'sentence -&gt; sentiment'\n\n# \u611f\u60c5\u5206\u6790\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u521d\u671f\u5316\npredict_emotion = dspy.Predict(signature)<\/code><\/pre>\n\n\n\n<p>\u6b21\u306b\u3001\u5165\u529b\u6587\u3092\u5b9a\u7fa9\u3057\u3001\u611f\u60c5\u5206\u6790\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u5b9f\u884c\u3057\u3066\u7d50\u679c\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u5165\u529b\u6587\u3092\u5b9a\u7fa9\nsentence = \"\u3053\u306e\u6620\u753b\u306f\u975e\u5e38\u306b\u611f\u52d5\u7684\u3067\u3057\u305f\u3002\"\n\n# \u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u5b9f\u884c\u3057\u3066\u611f\u60c5\u3092\u4e88\u6e2c\nresponse = predict_emotion(sentence=sentence)\n\n# \u611f\u60c5\u3092\u8868\u793a\nprint(response.sentiment)<\/code><\/pre>\n\n\n\n<p>\u51fa\u529b\u306f\u4ee5\u4e0b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>'Positive'<\/code><\/pre>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3067\u306f\u3001\u307e\u305a\u5165\u529b\u6587\uff08sentence\uff09\u3092\u5b9a\u7fa9\u3057\u3001\u305d\u308c\u3092\u4f7f\u3063\u3066\u611f\u60c5\u5206\u6790\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<br>dspy.Predict\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u5b9a\u7fa9\u3055\u308c\u305fsignature\u306b\u5f93\u3044\u3001\u5165\u529b\u6587\u306e\u611f\u60c5\u3092\u4e88\u6e2c\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u8fd4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>DSPy\u306e\u611f\u60c5\u5206\u6790\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u52d5\u4f5c\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<p>\u5165\u529b\u306e\u89e3\u6790:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5165\u529b\u3055\u308c\u305f\u6587\u7ae0\u3092\u89e3\u6790\u3057\u3001\u611f\u60c5\u3092\u5206\u985e\u3059\u308b\u305f\u3081\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u611f\u60c5\u306e\u4e88\u6e2c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7279\u5fb4\u3092\u57fa\u306b\u3001\u30e2\u30c7\u30eb\u304c\u611f\u60c5\uff08\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u306a\u3069\uff09\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u3057\u305f\u77e5\u8b58\u3092\u5229\u7528\u3057\u3066\u3001\u6700\u3082\u9069\u5207\u306a\u611f\u60c5\u3092\u5224\u65ad\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6700\u9069\u5316:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5185\u8535\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u304c\u3001\u4e88\u6e2c\u30d7\u30ed\u30bb\u30b9\u3092\u8abf\u6574\u3057\u3001\u6700\u3082\u9ad8\u54c1\u8cea\u306a\u7d50\u679c\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u304c\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308a\u3001DSPy\u306f\u8907\u96d1\u306a\u611f\u60c5\u5206\u6790\u30bf\u30b9\u30af\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u5b9f\u884c\u3057\u3001\u9ad8\u7cbe\u5ea6\u306a\u7d50\u679c\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Langchain%E3%82%84LlamaIndex%E3%81%A8%E3%81%AE%E9%81%95%E3%81%84\"><\/span>Langchain\u3084LlamaIndex\u3068\u306e\u9055\u3044<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>DSPy\u306f\u3001\u540c\u69d8\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308bLangchain\u3084LlamaIndex\u3068\u3069\u3046\u9055\u3046\u304b\uff1f\u304c\u6c17\u306b\u306a\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3082\u611f\u60c5\u5206\u6790\u306e\u3088\u3046\u306a\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u304c\u3001DSPy\u306b\u3057\u304b\u7121\u3044\u7279\u5fb4\u304c\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7d71\u5408\u3055\u308c\u305f\u6700\u9069\u5316\u6a5f\u80fd:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DSPy\u306e\u5185\u8535\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u30e2\u30c7\u30eb\u306e\u4e21\u65b9\u3092\u81ea\u52d5\u7684\u306b\u6700\u9069\u5316\u3057\u307e\u3059\u3002<br>\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30e2\u30c7\u30eb\u306e\u8a2d\u5b9a\u3092\u624b\u52d5\u3067\u8abf\u6574\u3059\u308b\u624b\u9593\u3092\u7701\u304d\u3001\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002Langchain\u3084LlamaIndex\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30e2\u30c7\u30eb\u306e\u8a2d\u5b9a\u3092\u624b\u52d5\u3067\u8abf\u6574\u3059\u308b\uff08\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306b\u76f4\u306b\u30b3\u30e1\u30f3\u30c8\u3068\u3057\u3066\u57cb\u3081\u8fbc\u3080\u306a\u3069\uff09\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u304c\u591a\u304f\u3001DSPy\u306e\u3088\u3046\u306a\u7d71\u5408\u3055\u308c\u305f\u6700\u9069\u5316\u6a5f\u80fd\u306f\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30e2\u30b8\u30e5\u30fc\u30eb\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ed\u30fc\u30c1:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DSPy\u306f\u3001\u30b7\u30b0\u30cd\u30c1\u30e3\u3068\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u518d\u5229\u7528\u53ef\u80fd\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<br>\u3053\u308c\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u7c21\u5358\u306b\u7d44\u307f\u5408\u308f\u305b\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001DSPy\u306edspy.Predict\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u5165\u529b\u30c6\u30ad\u30b9\u30c8\u306e\u611f\u60c5\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001\u4ed6\u306e\u30bf\u30b9\u30af\u306b\u3082\u7c21\u5358\u306b\u5fdc\u7528\u3067\u304d\u307e\u3059\u3002Langchain\u3084LlamaIndex\u3082\u30e2\u30b8\u30e5\u30fc\u30eb\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001DSPy\u306e\u30b7\u30b0\u30cd\u30c1\u30e3\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u3088\u308a\u76f4\u611f\u7684\u3067\u67d4\u8edf\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\u30e2\u30c7\u30eb\u3068\u306e\u9ad8\u5ea6\u306a\u7d71\u5408:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DSPy\u306f\u3001Chroma\u3001Qdrant\u3001Pinecone\u306a\u3069\u306e\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\u30e2\u30c7\u30eb\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3067\u304d\u307e\u3059\u3002<br>\u3053\u308c\u306b\u3088\u308a\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u57fa\u306b\u9ad8\u7cbe\u5ea6\u306a\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001DSPy\u306eRAG\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\u3068\u751f\u6210\u30d7\u30ed\u30bb\u30b9\u3092\u7dca\u5bc6\u306b\u9023\u643a\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u8cea\u554f\u306b\u5bfe\u3059\u308b\u9069\u5207\u306a\u56de\u7b54\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002Langchain\u3084LlamaIndex\u3082\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u9069\u5207\u306a\u8cea\u554f\u3084\u56de\u7b54\u3092\u5f97\u308b\u305f\u3081\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u7169\u96d1\u3067\u3001DSPy\u306e\u65b9\u304c\u7c21\u6f54\u306b\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u65e5\u672c\u3067\u306f\u7d39\u4ecb\u306e\u5c11\u306a\u3044DSPy\u306e\u6982\u8981\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u56fd\u5185\u3067\u6d41\u884c\u3063\u3066\u3044\u308b\u4ed6\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u306f\u7121\u3044\u7279\u5fb4\u304c\u3042\u308b\u4e8b\u3092\u4e2d\u5fc3\u306b\u7d39\u4ecb\u51fa\u6765\u305f\u304b\u3068\u601d\u3044\u307e\u3059\u3002<br>\u307e\u3060\u82f1\u8a9e\u306e\u60c5\u5831\u3057\u304b\u7121\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u304c\u3001\u610f\u6b32\u7684\u306a\u5b9f\u88c5\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u30ed\u30fc\u30ab\u30ebLLM\u3068\u306e\u9023\u643a\u3082\u51fa\u6765\u308b\u70ba\u3001\u6709\u52b9\u7684\u306a\u6d3b\u7528\u65b9\u6cd5\u3092\u65e5\u591c\u7814\u7a76\u3057\u3066\u3044\u307e\u3059\u3002<br>\u53cd\u97ff\u304c\u3042\u308c\u3070\u3001RAG\u306e\u5b9f\u88c5\u65b9\u6cd5\u3084Autogen\u306a\u3069\u306eLLM\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u4f5c\u6210\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306f\u9055\u3063\u305f\u5f62\u3067\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5b9f\u88c5\u65b9\u6cd5\u306a\u3069\u3092\u3054\u7d39\u4ecb\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u8fd1\u3001OpenAI\u306eChatGPT4o\u3084Sora\u306a\u3069\u3001\u65b0\u3057\u3044AI\u30b5\u30fc\u30d3\u30b9\u304c\u6b21\u3005\u3068\u767a\u8868\u3055\u308c\u3001\u305d\u306e\u4e2d\u6838\u306e\u6280\u8853\u3067\u3082\u3042\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u304c ... <a title=\"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3084\u3059\u304f\u3059\u308bPython\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001DSPy\u306e\u7d39\u4ecb\" class=\"read-more\" href=\"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387\" aria-label=\"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3084\u3059\u304f\u3059\u308bPython\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001DSPy\u306e\u7d39\u4ecb \u306b\u3064\u3044\u3066\u3055\u3089\u306b\u8aad\u3080\">Read more<\/a><\/p>\n","protected":false},"author":36,"featured_media":8408,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[74],"tags":[110],"series":[73],"journey":[100],"product":[],"class_list":["post-8387","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-technical-guides","series-generative-ai","journey-deep","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-33","no-featured-image-padding"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3084\u3059\u304f\u3059\u308bPython\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001DSPy\u306e\u7d39\u4ecb - KUSANAGI Tech Column<\/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:\/\/kusanagi.tokyo\/column\/archives\/column_8387\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3084\u3059\u304f\u3059\u308bPython\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001DSPy\u306e\u7d39\u4ecb - KUSANAGI Tech Column\" \/>\n<meta property=\"og:description\" content=\"\u6700\u8fd1\u3001OpenAI\u306eChatGPT4o\u3084Sora\u306a\u3069\u3001\u65b0\u3057\u3044AI\u30b5\u30fc\u30d3\u30b9\u304c\u6b21\u3005\u3068\u767a\u8868\u3055\u308c\u3001\u305d\u306e\u4e2d\u6838\u306e\u6280\u8853\u3067\u3082\u3042\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u304c ... Read more\" \/>\n<meta property=\"og:url\" content=\"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387\" \/>\n<meta property=\"og:site_name\" content=\"KUSANAGI Tech Column\" \/>\n<meta property=\"article:published_time\" content=\"2024-05-23T00:42:47+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-16T16:33:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/kusanagi.tokyo\/column\/wp-content\/uploads\/2024\/05\/e615f301f32a7e793768d3041ffee3f1-1024x520.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"520\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"\u4e95\u5143\u525b\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@kusanagi_saya\" \/>\n<meta name=\"twitter:site\" content=\"@kusanagi_saya\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/archives\\\/column_8387#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/archives\\\/column_8387\"},\"author\":{\"name\":\"\u4e95\u5143\u525b\",\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/#\\\/schema\\\/person\\\/00d808ed1edcd0c4d44ad11941ae4966\"},\"headline\":\"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3084\u3059\u304f\u3059\u308bPython\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001DSPy\u306e\u7d39\u4ecb\",\"datePublished\":\"2024-05-23T00:42:47+00:00\",\"dateModified\":\"2026-02-16T16:33:02+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/archives\\\/column_8387\"},\"wordCount\":78,\"publisher\":{\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/archives\\\/column_8387#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/wp-content\\\/uploads\\\/2024\\\/05\\\/e615f301f32a7e793768d3041ffee3f1.png\",\"keywords\":[\"\u6280\u8853\u89e3\u8aac\"],\"articleSection\":[\"AI\"],\"inLanguage\":\"ja\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/archives\\\/column_8387\",\"url\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/archives\\\/column_8387\",\"name\":\"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3084\u3059\u304f\u3059\u308bPython\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001DSPy\u306e\u7d39\u4ecb - KUSANAGI Tech Column\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/archives\\\/column_8387#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/archives\\\/column_8387#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/wp-content\\\/uploads\\\/2024\\\/05\\\/e615f301f32a7e793768d3041ffee3f1.png\",\"datePublished\":\"2024-05-23T00:42:47+00:00\",\"dateModified\":\"2026-02-16T16:33:02+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/archives\\\/column_8387#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/archives\\\/column_8387\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/archives\\\/column_8387#primaryimage\",\"url\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/wp-content\\\/uploads\\\/2024\\\/05\\\/e615f301f32a7e793768d3041ffee3f1.png\",\"contentUrl\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/wp-content\\\/uploads\\\/2024\\\/05\\\/e615f301f32a7e793768d3041ffee3f1.png\",\"width\":2400,\"height\":1218},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/archives\\\/column_8387#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u30db\u30fc\u30e0\",\"item\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3084\u3059\u304f\u3059\u308bPython\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001DSPy\u306e\u7d39\u4ecb\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/#website\",\"url\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/\",\"name\":\"KUSANAGI Tech Column\",\"description\":\"\u901f\u3055\u306e\u7406\u7531\u3092\u77e5\u308b\u3002\u5b89\u5168\u306e\u4ed5\u7d44\u307f\u3092\u77e5\u308b\u3002WordPress\u904b\u7528\u306e\u300c\u306a\u305c\uff1f\u300d\u3092\u89e3\u304f\u6280\u8853\u30b3\u30e9\u30e0\",\"publisher\":{\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ja\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/#organization\",\"name\":\"KUSANAGI Tech Column\",\"url\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/logo-tc.png\",\"contentUrl\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/logo-tc.png\",\"width\":716,\"height\":57,\"caption\":\"KUSANAGI Tech Column\"},\"image\":{\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/kusanagi_saya\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/#\\\/schema\\\/person\\\/00d808ed1edcd0c4d44ad11941ae4966\",\"name\":\"\u4e95\u5143\u525b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/af5c2c21b45ac98a5ceaa557735da47de70f34dfc30c25b9dcbcca08455cb307?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/af5c2c21b45ac98a5ceaa557735da47de70f34dfc30c25b9dcbcca08455cb307?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/af5c2c21b45ac98a5ceaa557735da47de70f34dfc30c25b9dcbcca08455cb307?s=96&d=mm&r=g\",\"caption\":\"\u4e95\u5143\u525b\"},\"url\":\"https:\\\/\\\/kusanagi.tokyo\\\/column\\\/archives\\\/column_author\\\/tsuyoshi-imoto\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3084\u3059\u304f\u3059\u308bPython\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001DSPy\u306e\u7d39\u4ecb - KUSANAGI Tech Column","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387","og_locale":"ja_JP","og_type":"article","og_title":"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3084\u3059\u304f\u3059\u308bPython\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001DSPy\u306e\u7d39\u4ecb - KUSANAGI Tech Column","og_description":"\u6700\u8fd1\u3001OpenAI\u306eChatGPT4o\u3084Sora\u306a\u3069\u3001\u65b0\u3057\u3044AI\u30b5\u30fc\u30d3\u30b9\u304c\u6b21\u3005\u3068\u767a\u8868\u3055\u308c\u3001\u305d\u306e\u4e2d\u6838\u306e\u6280\u8853\u3067\u3082\u3042\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u304c ... Read more","og_url":"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387","og_site_name":"KUSANAGI Tech Column","article_published_time":"2024-05-23T00:42:47+00:00","article_modified_time":"2026-02-16T16:33:02+00:00","og_image":[{"width":1024,"height":520,"url":"https:\/\/kusanagi.tokyo\/column\/wp-content\/uploads\/2024\/05\/e615f301f32a7e793768d3041ffee3f1-1024x520.png","type":"image\/png"}],"author":"\u4e95\u5143\u525b","twitter_card":"summary_large_image","twitter_creator":"@kusanagi_saya","twitter_site":"@kusanagi_saya","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387#article","isPartOf":{"@id":"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387"},"author":{"name":"\u4e95\u5143\u525b","@id":"https:\/\/kusanagi.tokyo\/column\/#\/schema\/person\/00d808ed1edcd0c4d44ad11941ae4966"},"headline":"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3084\u3059\u304f\u3059\u308bPython\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001DSPy\u306e\u7d39\u4ecb","datePublished":"2024-05-23T00:42:47+00:00","dateModified":"2026-02-16T16:33:02+00:00","mainEntityOfPage":{"@id":"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387"},"wordCount":78,"publisher":{"@id":"https:\/\/kusanagi.tokyo\/column\/#organization"},"image":{"@id":"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387#primaryimage"},"thumbnailUrl":"https:\/\/kusanagi.tokyo\/column\/wp-content\/uploads\/2024\/05\/e615f301f32a7e793768d3041ffee3f1.png","keywords":["\u6280\u8853\u89e3\u8aac"],"articleSection":["AI"],"inLanguage":"ja"},{"@type":"WebPage","@id":"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387","url":"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387","name":"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3084\u3059\u304f\u3059\u308bPython\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001DSPy\u306e\u7d39\u4ecb - KUSANAGI Tech Column","isPartOf":{"@id":"https:\/\/kusanagi.tokyo\/column\/#website"},"primaryImageOfPage":{"@id":"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387#primaryimage"},"image":{"@id":"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387#primaryimage"},"thumbnailUrl":"https:\/\/kusanagi.tokyo\/column\/wp-content\/uploads\/2024\/05\/e615f301f32a7e793768d3041ffee3f1.png","datePublished":"2024-05-23T00:42:47+00:00","dateModified":"2026-02-16T16:33:02+00:00","breadcrumb":{"@id":"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/kusanagi.tokyo\/column\/archives\/column_8387"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387#primaryimage","url":"https:\/\/kusanagi.tokyo\/column\/wp-content\/uploads\/2024\/05\/e615f301f32a7e793768d3041ffee3f1.png","contentUrl":"https:\/\/kusanagi.tokyo\/column\/wp-content\/uploads\/2024\/05\/e615f301f32a7e793768d3041ffee3f1.png","width":2400,"height":1218},{"@type":"BreadcrumbList","@id":"https:\/\/kusanagi.tokyo\/column\/archives\/column_8387#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u30db\u30fc\u30e0","item":"https:\/\/kusanagi.tokyo\/column"},{"@type":"ListItem","position":2,"name":"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3084\u3059\u304f\u3059\u308bPython\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001DSPy\u306e\u7d39\u4ecb"}]},{"@type":"WebSite","@id":"https:\/\/kusanagi.tokyo\/column\/#website","url":"https:\/\/kusanagi.tokyo\/column\/","name":"KUSANAGI Tech Column","description":"\u901f\u3055\u306e\u7406\u7531\u3092\u77e5\u308b\u3002\u5b89\u5168\u306e\u4ed5\u7d44\u307f\u3092\u77e5\u308b\u3002WordPress\u904b\u7528\u306e\u300c\u306a\u305c\uff1f\u300d\u3092\u89e3\u304f\u6280\u8853\u30b3\u30e9\u30e0","publisher":{"@id":"https:\/\/kusanagi.tokyo\/column\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/kusanagi.tokyo\/column\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":"Organization","@id":"https:\/\/kusanagi.tokyo\/column\/#organization","name":"KUSANAGI Tech Column","url":"https:\/\/kusanagi.tokyo\/column\/","logo":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/kusanagi.tokyo\/column\/#\/schema\/logo\/image\/","url":"https:\/\/kusanagi.tokyo\/column\/wp-content\/uploads\/2024\/07\/logo-tc.png","contentUrl":"https:\/\/kusanagi.tokyo\/column\/wp-content\/uploads\/2024\/07\/logo-tc.png","width":716,"height":57,"caption":"KUSANAGI Tech Column"},"image":{"@id":"https:\/\/kusanagi.tokyo\/column\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/kusanagi_saya"]},{"@type":"Person","@id":"https:\/\/kusanagi.tokyo\/column\/#\/schema\/person\/00d808ed1edcd0c4d44ad11941ae4966","name":"\u4e95\u5143\u525b","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/secure.gravatar.com\/avatar\/af5c2c21b45ac98a5ceaa557735da47de70f34dfc30c25b9dcbcca08455cb307?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/af5c2c21b45ac98a5ceaa557735da47de70f34dfc30c25b9dcbcca08455cb307?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/af5c2c21b45ac98a5ceaa557735da47de70f34dfc30c25b9dcbcca08455cb307?s=96&d=mm&r=g","caption":"\u4e95\u5143\u525b"},"url":"https:\/\/kusanagi.tokyo\/column\/archives\/column_author\/tsuyoshi-imoto"}]}},"_links":{"self":[{"href":"https:\/\/kusanagi.tokyo\/column\/wp-json\/wp\/v2\/posts\/8387","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kusanagi.tokyo\/column\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kusanagi.tokyo\/column\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kusanagi.tokyo\/column\/wp-json\/wp\/v2\/users\/36"}],"replies":[{"embeddable":true,"href":"https:\/\/kusanagi.tokyo\/column\/wp-json\/wp\/v2\/comments?post=8387"}],"version-history":[{"count":3,"href":"https:\/\/kusanagi.tokyo\/column\/wp-json\/wp\/v2\/posts\/8387\/revisions"}],"predecessor-version":[{"id":8390,"href":"https:\/\/kusanagi.tokyo\/column\/wp-json\/wp\/v2\/posts\/8387\/revisions\/8390"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/kusanagi.tokyo\/column\/wp-json\/wp\/v2\/media\/8408"}],"wp:attachment":[{"href":"https:\/\/kusanagi.tokyo\/column\/wp-json\/wp\/v2\/media?parent=8387"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kusanagi.tokyo\/column\/wp-json\/wp\/v2\/categories?post=8387"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kusanagi.tokyo\/column\/wp-json\/wp\/v2\/tags?post=8387"},{"taxonomy":"series","embeddable":true,"href":"https:\/\/kusanagi.tokyo\/column\/wp-json\/wp\/v2\/series?post=8387"},{"taxonomy":"journey","embeddable":true,"href":"https:\/\/kusanagi.tokyo\/column\/wp-json\/wp\/v2\/journey?post=8387"},{"taxonomy":"product","embeddable":true,"href":"https:\/\/kusanagi.tokyo\/column\/wp-json\/wp\/v2\/product?post=8387"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}