{"id":8270,"date":"2025-10-05T17:09:23","date_gmt":"2025-10-05T17:09:23","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=8270"},"modified":"2025-10-05T17:09:23","modified_gmt":"2025-10-05T17:09:23","slug":"llm%e7%94%a8%e5%ae%a3%e8%a8%80%e7%9a%84%e3%83%97%e3%83%ad%e3%82%b0%e3%83%a9%e3%83%9f%e3%83%b3%e3%82%b0%e8%a8%80%e8%aa%9e-dspy","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/8270\/","title":{"rendered":"LLM\u7528\u5ba3\u8a00\u7684\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e DSPy"},"content":{"rendered":"\n<\/p>\n<div>\n<h2 id=\"%E3%81%AF%E3%81%98%E3%82%81%E3%81%AB\" data-line=\"0\" class=\"code-line\">\n \u306f\u3058\u3081\u306b<\/h2>\n<p data-line=\"1\" class=\"code-line\">\u30bf\u30a4\u30c8\u30eb\u306f\u805e\u304d\u306a\u308c\u306a\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u304c\u3001\u300cDSPy\u306f\u3001\u5ba3\u8a00\u578b\u81ea\u5df1\u6539\u5584\u578bPython\uff08Declarative Self-improving Python\uff09\u306e\u7565\u300d\u3068\u306e\u3053\u3068\u3067\u3042\u308b\u306e\u3067\u3053\u306e\u3088\u3046\u306b\u3057\u305f\u3002<\/p>\n<p data-line=\"3\" class=\"code-line\"><span class=\"embed-block zenn-embedded zenn-embedded-card\"><iframe id=\"zenn-embedded__dfc9f62bfb7d7\" src=\"https:\/\/embed.zenn.studio\/card#zenn-embedded__dfc9f62bfb7d7\" data-content=\"https%3A%2F%2Fgithub.com%2Fstanfordnlp%2Fdspy\" frameborder=\"0\" scrolling=\"no\" loading=\"lazy\"><\/iframe><\/span><a target=\"_blank\" href=\"https:\/\/github.com\/stanfordnlp\/dspy\" style=\"display:none\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/stanfordnlp\/dspy<\/a><\/p>\n<p data-line=\"5\" class=\"code-line\">\u5b9f\u969b\u3001\u89e6\u3063\u3066\u307f\u3066\u3001\u306a\u308b\u307b\u3069\u78ba\u304b\u306b\u3001\u3068\u601d\u3046\u90e8\u5206\u304c\u3042\u3063\u305f\u306e\u3067\u300c\u5ba3\u8a00\u7684\u300d\u306e\u90e8\u5206\u306b\u7740\u76ee\u3057\u3066\u8aac\u660e\u3057\u305f\u3044\u3068\u601d\u3046\u3002\u3044\u304f\u3064\u304b\u306e\u30b3\u30fc\u30c9\u4f8b\u3092\u78ba\u8a8d\u3057\u306a\u304c\u3089\u3001\u5ba3\u8a00\u7684\u3063\u3066\u305d\u3046\u3044\u3046\u3053\u3068\u306d\u3001\u3068\u7406\u89e3\u3057\u3066\u3082\u3089\u3048\u308c\u3070\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3093\u3060\u610f\u7fa9\u304c\u3042\u308b\u3068\u601d\u3046\u3002<\/p>\n<p data-line=\"7\" class=\"code-line\">DSPy\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3068\u3044\u3046\u3053\u3068\u3092\u5ff5\u982d\u306b\u7f6e\u3044\u3066PyTorch\u30e9\u30a4\u30af\u306a\u4f7f\u3044\u65b9\u306b\u306a\u3063\u3066\u3044\u308b\u3002\u4eca\u56de\u306f\u305d\u3053\u307e\u3067\u8e0f\u307f\u8fbc\u307e\u306a\u3044\u3051\u3069\u3001\u30b3\u30fc\u30c9\u4f8b\u3092\u898b\u308c\u3070\u305d\u306e\u90e8\u5206\u3082\u306a\u308b\u307b\u3069\u306d\u3063\u3066\u3001\u306a\u308b\u4eba\u306f\u306a\u308b\u3068\u601d\u3046\u3002<\/p>\n<p data-line=\"9\" class=\"code-line\">\u6700\u8fd1\u306f\u30c1\u30e3\u30c3\u30c8AI\u306b\u805e\u3051\u3070\u5927\u62b5\u306e\u3053\u3068\u306f\u77e5\u8b58\u4e0a\u306f\u5206\u304b\u3063\u3066\u3057\u307e\u3046\u3057\u3001\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u305f\u308a\u30d6\u30ed\u30b0\u3092\u66f8\u3044\u305f\u308a\u306f\u3081\u3063\u304d\u308a\u6e1b\u3063\u305f\u306e\u3060\u304c\u3001\u81ea\u5206\u3067\u52d5\u4f5c\u78ba\u8a8d\u3057\u3066\u5f97\u3089\u308c\u308b\u7d0d\u5f97\u611f\u307f\u305f\u3044\u306a\u3082\u306e\u306f\u3084\u3063\u3071\u308a\u597d\u304d\u3060\u306a\u3002\uff08\u3068\u306f\u3044\u3048\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3082\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0AI\u304c\u4f7f\u3044\u3053\u306a\u3057\u3066\u3044\u304f\u3068\u601d\u3046\u3068\u3001\u50d5\u306e\u7d0d\u5f97\u611f\u306a\u3093\u3066\u3069\u3046\u3067\u3082\u826f\u3044\u306e\u304b\u3082\u3057\u308c\u306a\u3044\u3051\u3069&#8230;\u3002\uff09<\/p>\n<p data-line=\"11\" class=\"code-line\">\u3061\u306a\u307f\u306b\u4eca\u56de\u306eDSPy\u3092\u898b\u3066\u307f\u3088\u3046\u3068\u306a\u3063\u305f\u306e\u306f\u4e0b\u8a18\u306eX\u4e0a\u3067\u306e\u4f1a\u8a71\u304b\u3089\u3067\u3042\u308b\u3002\u8a66\u3057\u3066\u307f\u3088\u3046\u306e\u6a5f\u4f1a\u3092\u304f\u308c\u3066\u975e\u5e38\u306b\u3042\u308a\u304c\u305f\u304b\u3063\u305f\u3002<\/p>\n<p data-line=\"13\" class=\"code-line\"><span class=\"embed-block zenn-embedded zenn-embedded-tweet\"><iframe id=\"zenn-embedded__bd257a8adb08c\" src=\"https:\/\/embed.zenn.studio\/tweet#zenn-embedded__bd257a8adb08c\" data-content=\"https%3A%2F%2Ftwitter.com%2Fkuwa_tw%2Fstatus%2F1973663034217497068\" frameborder=\"0\" scrolling=\"no\" loading=\"lazy\"><\/iframe><\/span><a target=\"_blank\" href=\"https:\/\/twitter.com\/kuwa_tw\/status\/1973663034217497068\" style=\"display:none\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/twitter.com\/kuwa_tw\/status\/1973663034217497068<\/a><\/p>\n<h2 id=\"openai%E3%81%AEapi%E3%82%92%E3%81%9F%E3%81%9F%E3%81%84%E3%81%9F%E5%A0%B4%E5%90%88\" data-line=\"18\" class=\"code-line\">\n OpenAI\u306eAPI\u3092\u305f\u305f\u3044\u305f\u5834\u5408<\/h2>\n<p data-line=\"19\" class=\"code-line\">LLM\u306b\u8d05\u6ca2\u306b\u3082\u8db3\u3057\u7b97\u3092\u3057\u3066\u3082\u3089\u3046\u3060\u3051\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f5c\u308b\u3002\u4f8b\u3048\u3070<\/p>\n<ol data-line=\"20\" class=\"code-line\">\n<li data-line=\"20\" class=\"code-line\">\n<code>task = \"\u8db3\u3057\u7b97\u3092\u3057\u3066\u304f\u3060\u3055\u3044\u3002{num1} \u305f\u3059 {num2}\"<\/code>\u3067\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u57fa\u790e\u4f5c\u6210<\/li>\n<li data-line=\"21\" class=\"code-line\">\n<code>prompt1 = task.format(num1=\"\u3044\u3061\", num2=\"\u3054\")<\/code>\u3067\u5177\u4f53\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8<\/li>\n<li data-line=\"22\" class=\"code-line\">\n<code>prompt2 = task.format(num1=\"\u3088\u3093\", num2=\"\u3058\u3085\u3046\u3044\u3061\")<\/code>\u3067\u5225\u306e\u5177\u4f53\u7684\u30d7\u30ed\u30f3\u30d7\u30c8<br \/>\u3068\u3044\u3046\u3088\u3046\u306a\u5177\u5408\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f5c\u308c\u307e\u3059\u3088\u3001\u3068\u3044\u3046\u3053\u3068\u3092\u982d\u306b\u5165\u308c\u3066\u304a\u3044\u3066\u307b\u3057\u3044\u3002<\/li>\n<\/ol>\n<p data-line=\"25\" class=\"code-line\">\u57fa\u672c\u7684\u306b\u306f\u300c\u4f7f\u3044\u307e\u308f\u3059\u6587\u7ae0\u300d\u3068\u300c\u5909\u66f4\u3092\u884c\u3046\u6587\u7ae0\u300d\u3092\u5207\u308a\u5206\u3051\u3066\u3001\u5f8c\u3067\u5dee\u3057\u8fbc\u3081\u308b\u5f62\u3067string\u5909\u6570\u3092\u4f5c\u3063\u3066\u304a\u304f\u3053\u3068\u3067\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u3044\u3046\u3053\u3068\u3060\u3002<\/p>\n<p data-line=\"27\" class=\"code-line\">\u4e0b\u8a18\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f5c\u3063\u3066gpt-4o-mini\u3078\u6295\u3052\u3066\u56de\u7b54\u3092\u5f97\u308b\u4f8b\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"29\">task <span class=\"token operator\">=<\/span> <span class=\"token string\">\"\u8db3\u3057\u7b97\u3092\u3057\u3066\u304f\u3060\u3055\u3044\u3002{num1} \u305f\u3059 {num2}\"<\/span>\n\n<span class=\"token keyword\">from<\/span> openai <span class=\"token keyword\">import<\/span> OpenAI\nclient <span class=\"token operator\">=<\/span> OpenAI<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n\nresponse <span class=\"token operator\">=<\/span> client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span>\n  model<span class=\"token operator\">=<\/span><span class=\"token string\">\"gpt-4o-mini\"<\/span><span class=\"token punctuation\">,<\/span>\n  messages<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>\n    <span class=\"token punctuation\">{<\/span>\n      <span class=\"token string\">\"role\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"user\"<\/span><span class=\"token punctuation\">,<\/span>\n      <span class=\"token string\">\"content\"<\/span><span class=\"token punctuation\">:<\/span> task<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">format<\/span><span class=\"token punctuation\">(<\/span>num1<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u3044\u3061\"<\/span><span class=\"token punctuation\">,<\/span> num2<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u3054\"<\/span><span class=\"token punctuation\">)<\/span>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>\n  <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\n  temperature<span class=\"token operator\">=<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span>\n  max_tokens<span class=\"token operator\">=<\/span><span class=\"token number\">256<\/span><span class=\"token punctuation\">,<\/span>\n  top_p<span class=\"token operator\">=<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span>\n  frequency_penalty<span class=\"token operator\">=<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span>\n  presence_penalty<span class=\"token operator\">=<\/span><span class=\"token number\">0<\/span>\n<span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>message<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">)<\/span>\n\n<\/code><\/pre>\n<\/div>\n<p data-line=\"53\" class=\"code-line\">\u3055\u3059\u304c\u3001\u6570\u5b57\u3067\u306f\u306a\u304f\u65e5\u672c\u8a9e\u3067\u304b\u3064\u3072\u3089\u304c\u306a\u3067\u6570\u5b57\u3092\u8868\u73fe\u3057\u3066\u3082\u3057\u3063\u304b\u308a\u8db3\u3057\u7b97\u3092\u5b9f\u884c\u3057\u3066\u304f\u308c\u305f\u3002\u305d\u3093\u306a\u3053\u3093\u306a\u3067LLM\u306f\u81ea\u7136\u8a00\u8a9e\u3092\u9069\u5207\u306b\u6271\u3063\u3066\u63a8\u8ad6\u304c\u3067\u304d\u308b\u3068\u3044\u3046\u306e\u306f\u307f\u306a\u3055\u3093\u3054\u5b58\u3058\u306e\u901a\u308a\u3060\u3002<\/p>\n<p data-line=\"55\" class=\"code-line\">OpenAI\u306b\u9650\u3089\u305a\u3001LLM\u306e\u63d0\u4f9b\u5143\u304c\u540c\u3058\u304fAPI\u3092\u63d0\u4f9b\u3057\u3066\u304f\u308c\u3066\u3044\u308b\u306e\u3067\u4f3c\u305f\u3088\u3046\u306a\u5f62\u3067\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u30e6\u30fc\u30b6\u30fc\u5074\u306f\u3001\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u3092\u4ed5\u8fbc\u3093\u3060\u308a\u3001\u72b6\u614b\u306b\u5fdc\u3058\u3066\u30bf\u30b9\u30af\u3092\u5206\u5c90\u3057\u305f\u308a\u3001RAG\u3092\u53d6\u308a\u4ed8\u3051\u305f\u308a\u3001\u8a55\u4fa1\u30fb\u76e3\u8996\u3092\u5b9f\u65bd\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u3053\u308c\u3089\u306e\u591a\u304f\u3082\u3001\u7d50\u5c40\u306f\u4f55\u3089\u304b\u306e\u8a08\u7b97\u3084\u5224\u5b9a\u3092\u5916\u5074\u3067\u884c\u3044\u3064\u3064\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f7f\u3044\u5206\u3051\u308b\u3068\u3044\u3046\u6d41\u308c\u306b\u306a\u3063\u3066\u3044\u304f\u3002\u7d50\u69cb\u3081\u3093\u3069\u304f\u3055\u305d\u3046\u3067\u306f\u306a\u304b\u308d\u3046\u304b\uff1f<\/p>\n<h3 id=\"dspy-%E3%82%92%E4%BD%BF%E3%81%A3%E3%81%9F%E5%A0%B4%E5%90%88\" data-line=\"57\" class=\"code-line\">\n DSPy \u3092\u4f7f\u3063\u305f\u5834\u5408<\/h3>\n<h4 id=\"openai-%E3%81%AEapi%E3%81%A8%E5%90%8C%E3%81%98%E3%81%93%E3%81%A8%E3%82%92%E3%82%84%E3%81%A3%E3%81%A6%E3%81%BF%E3%82%8B\" data-line=\"58\" class=\"code-line\">\n OpenAI \u306eAPI\u3068\u540c\u3058\u3053\u3068\u3092\u3084\u3063\u3066\u307f\u308b<\/h4>\n<p data-line=\"59\" class=\"code-line\">LanguageModel\u3092\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u3057\u3066\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306bconfiguration\u3092\u4e0e\u3048\u3066\u3001\u6700\u5f8c\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6295\u3052\u8fbc\u3093\u3067\u3044\u308b\u3002\u597d\u307f\u306e\u554f\u984c\u304b\u3082\u3057\u308c\u306a\u3044\u304c\u3001OpenAI\u306eAPI\u3092\u751f\u3067\u4f7f\u3046\u3088\u308a\u306f\u5e7e\u5206\u304b\u3059\u3063\u304d\u308a\u3057\u3066\u3044\u308b\u3068\u601d\u3046\u3057\u3001dspy.LM\u5185\u306b\u69d8\u3005\u306aLLM\u304c\u53d6\u308a\u6271\u3048\u308b\u5f62\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u306f\u8a00\u3046\u307e\u3067\u3082\u306a\u3044\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"61\">task <span class=\"token operator\">=<\/span> <span class=\"token string\">\"\u8db3\u3057\u7b97\u3092\u3057\u3066\u304f\u3060\u3055\u3044\u3002{num1} \u305f\u3059 {num2}\"<\/span>\n\n<span class=\"token keyword\">import<\/span> dspy\ngpt4o_mini <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>LM<span class=\"token punctuation\">(<\/span><span class=\"token string\">'openai\/gpt-4o-mini'<\/span><span class=\"token punctuation\">)<\/span>\ndspy<span class=\"token punctuation\">.<\/span>configure<span class=\"token punctuation\">(<\/span>lm<span class=\"token operator\">=<\/span>gpt4o_mini<span class=\"token punctuation\">,<\/span>\n               temperature<span class=\"token operator\">=<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span>\n               max_tokens<span class=\"token operator\">=<\/span><span class=\"token number\">256<\/span><span class=\"token punctuation\">,<\/span>\n               top_p<span class=\"token operator\">=<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span>\n               frequency_penalty<span class=\"token operator\">=<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span>\n               presence_penalty<span class=\"token operator\">=<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>gpt4o_mini<span class=\"token punctuation\">(<\/span>task<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">format<\/span><span class=\"token punctuation\">(<\/span>num1<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u3044\u3061\"<\/span><span class=\"token punctuation\">,<\/span> num2<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u3054\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\n\n<\/code><\/pre>\n<\/div>\n<h4 id=\"dspy%E3%81%AE%E3%82%A4%E3%83%B3%E3%83%A9%E3%82%A4%E3%83%B3%E3%81%AE%E6%96%B9%E6%B3%95\" data-line=\"76\" class=\"code-line\">\n DSPy\u306e\u30a4\u30f3\u30e9\u30a4\u30f3\u306e\u65b9\u6cd5<\/h4>\n<p data-line=\"77\" class=\"code-line\">\u5b9f\u306f\u4e0a\u8a18\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u81ea\u5206\u3067\u4f5c\u308b\u5834\u5408\u3001\u307e\u305f\u306fOpenAI\u306eAPI\u3068\u6bd4\u8f03\u3059\u308b\u305f\u3081\u306b\u898b\u305b\u305f\u4f7f\u3044\u65b9\u3067\u3001DSPy\u3089\u3057\u3055\u306f\u306a\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u5b9f\u306f\u4e0b\u8a18\u306e\u3088\u3046\u306b\u66f8\u3044\u3066\u56de\u7b54\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"79\">add <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>Predict<span class=\"token punctuation\">(<\/span><span class=\"token string\">'num1, num2 -&gt; sum'<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>add<span class=\"token punctuation\">(<\/span>num1<span class=\"token operator\">=<\/span><span class=\"token string\">'\u3044\u3061'<\/span><span class=\"token punctuation\">,<\/span> num2<span class=\"token operator\">=<\/span><span class=\"token string\">'\u3054'<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n\n\n\n<\/code><\/pre>\n<\/div>\n<p data-line=\"86\" class=\"code-line\">\u3053\u308c\u306f\u4e00\u77ac\u6df7\u4e71\u3057\u305f\u3002\u4f55\u304c\u6df7\u4e71\u3057\u305f\u306e\u304b\u3068\u3044\u3046\u3068\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u898b\u5f53\u305f\u3089\u306a\u3044\u3002<code>dspy.Predict<\/code>\u306b\u306f\u95a2\u6570\u30b7\u30b0\u30cd\u30c1\u30e3\u3092\u4e0e\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u305d\u306e\u30b7\u30b0\u30cd\u30c1\u30e3\u3092\u6301\u3064\u95a2\u6570\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u751f\u6210\u3055\u308c\u308b\u3002\u751f\u6210\u3055\u308c\u305f\u95a2\u6570\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u30b7\u30b0\u30cd\u30c1\u30e3\u901a\u308a\u306b\u5b9f\u5f15\u6570\u3092\u4e0e\u3048\u308b\u3068\u3042\u3089\u4e0d\u601d\u8b70\u3001\u306a\u305e\u306e\u4e88\u6e2c\u5024\u3092\u51fa\u3057\u3066\u304f\u308b\u3002\u4e88\u6e2c\u5024\u306f<code>Prediction<\/code>\u578b\u3067\u3001\u623b\u308a\u5024\u3068\u3057\u3066\u4e0e\u3048\u305f\u540d\u524d\u3067key\u3092\u6301\u3063\u3066\u304a\u308a\u3001value\u304cLLM\u306e\u56de\u7b54\u3068\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n<p data-line=\"88\" class=\"code-line\">\u3053\u308c\u304c\u5ba3\u8a00\u7684\u306e\u610f\u5473\u3067\u3042\u3063\u3066\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u5185\u90e8\u3067\u826f\u3057\u306a\u306b\u53d6\u308a\u6271\u308f\u308c\u3066\u3044\u308b\u3002\u305d\u308c\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u95a2\u6570\u30b7\u30b0\u30cd\u30c1\u30e3\u3092\u5909\u3048\u3066\u307f\u308b\u3002<code>num1<\/code>\u3068<code>num2<\/code>\u304b\u3089<code>sum<\/code>\u3092\u8fd4\u3059\u3068\u3044\u3046\u30b7\u30b0\u30cd\u30c1\u30e3\u3092\u3001<code>join<\/code>\u3092\u8fd4\u3059\u3068\u3044\u3046\u30b7\u30b0\u30cd\u30c1\u30e3\u306b\u5909\u66f4\u3057\u3066\u307f\u305f\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"90\">add <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>Predict<span class=\"token punctuation\">(<\/span><span class=\"token string\">'num1, num2 -&gt; join'<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>add<span class=\"token punctuation\">(<\/span>num1<span class=\"token operator\">=<\/span><span class=\"token string\">'\u3044\u3061'<\/span><span class=\"token punctuation\">,<\/span> num2<span class=\"token operator\">=<\/span><span class=\"token string\">'\u3054'<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n\n\n\n<\/code><\/pre>\n<\/div>\n<p data-line=\"98\" class=\"code-line\">\u306a\u308b\u307b\u3069\u3001\u5f15\u6570\u3092\u3064\u306a\u3052\u305f\u300c\u3044\u3061\u3054\u300d\u3092\u8fd4\u3057\u3066\u304d\u305f\u3002\u5f15\u6570\u304cnum1,num2\u3068\u3044\u304b\u306b\u3082\u6570\u5b57\u3063\u307d\u3044\u3053\u3068\u306f\u7121\u8996\u3057\u3066\u3001\u623b\u308a\u5024\u304c\u5ddd\u306e\u300cjoin\u300d\u3068\u3044\u3046\u8a00\u8449\u306b\u5408\u308f\u305b\u305f\u51e6\u7406\u306b\u4ee3\u308f\u3063\u3066\u3044\u308b\u3002\u3061\u306a\u307f\u306b\u3053\u306e\u632f\u308b\u821e\u3044\u304c\u6b63\u3057\u3044\u304b\u306f\u300c\u30e6\u30fc\u30b6\u30fc\u304c\u9069\u5207\u306b\u8a55\u4fa1\u300d\u3057\u3066\u3084\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u5b9f\u306f\u300c\u3044\u3061-&gt;1\u300d\u3068\u300c\u3054-&gt;5\u300d\u3092join\u3057\u305f\u300c15\u300d\u3092\u89e3\u304b\u305b\u305f\u304b\u3063\u305f\u306e\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u305d\u3046\u3057\u305f\u5834\u5408\u306b\u306f\u3001\u305d\u306e\u3088\u3046\u306a\u56de\u7b54\u4f8b\u3092\u8907\u6570\u4e0e\u3048\u3066\u300cprompt tuning\u300d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<h4 id=\"%E3%82%AF%E3%83%A9%E3%82%B9%E3%83%99%E3%83%BC%E3%82%B9%E3%81%AE%E6%96%B9%E6%B3%95\" data-line=\"100\" class=\"code-line\">\n \u30af\u30e9\u30b9\u30d9\u30fc\u30b9\u306e\u65b9\u6cd5<\/h4>\n<p data-line=\"101\" class=\"code-line\">\u30a4\u30f3\u30e9\u30a4\u30f3\u306e\u65b9\u6cd5\u3067\u306f\u3084\u308c\u308b\u3053\u3068\u304c\u9650\u3089\u308c\u3066\u304d\u305d\u3046\u306a\u306e\u306f\u8a00\u3046\u307e\u3067\u3082\u306a\u3044\u3002<br \/>PyTorch\u3067\u306f<code>nn.Module<\/code>\u3092\u7d99\u627f\u3057\u3001\u975e\u5e38\u306b\u8907\u96d1\u306a\u8a08\u7b97\u3092\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u3057\u3066\u30e2\u30c7\u30eb\u5316\u3067\u304d\u305f\u3002\u305d\u308c\u3068\u540c\u3058\u3067DSPy\u3082\u30af\u30e9\u30b9\u30d9\u30fc\u30b9\u3067\u3044\u308d\u3044\u308d\u3067\u304d\u308b\u3002<\/p>\n<p data-line=\"104\" class=\"code-line\">\u30a4\u30f3\u30e9\u30a4\u30f3\u3068\u540c\u3058\u7d50\u679c\u3092\u8fd4\u3059\u3088\u3046\u306a\u30b3\u30fc\u30c9\u306f\u4e0b\u8a18\u306e\u3088\u3046\u306b\u306a\u308b\u3002\u30b7\u30b0\u30cd\u30c1\u30e3\u3092\u30af\u30e9\u30b9\u3067\u4f5c\u3063\u3066\u3042\u3052\u3066\u3001\u51e6\u7406\u3082\u30af\u30e9\u30b9\u3067\u66f8\u3044\u3066\u3042\u3052\u308b\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"106\"><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Add<\/span><span class=\"token punctuation\">(<\/span>dspy<span class=\"token punctuation\">.<\/span>Signature<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n    num1 <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>InputField<span class=\"token punctuation\">(<\/span>desc<span class=\"token operator\">=<\/span><span class=\"token string\">\"num1\"<\/span><span class=\"token punctuation\">)<\/span>\n    num2 <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>InputField<span class=\"token punctuation\">(<\/span>desc<span class=\"token operator\">=<\/span><span class=\"token string\">\"num2\"<\/span><span class=\"token punctuation\">)<\/span>\n    <span class=\"token builtin\">sum<\/span> <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>OutputField<span class=\"token punctuation\">(<\/span>desc<span class=\"token operator\">=<\/span><span class=\"token string\">\"sum\"<\/span><span class=\"token punctuation\">)<\/span>\n\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Pred<\/span><span class=\"token punctuation\">(<\/span>dspy<span class=\"token punctuation\">.<\/span>Module<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__init__<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n        self<span class=\"token punctuation\">.<\/span>prog <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>Predict<span class=\"token punctuation\">(<\/span>Add<span class=\"token punctuation\">)<\/span>\n\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">forward<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> num1<span class=\"token punctuation\">,<\/span> num2<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>prog<span class=\"token punctuation\">(<\/span>num1<span class=\"token operator\">=<\/span>num1<span class=\"token punctuation\">,<\/span> num2<span class=\"token operator\">=<\/span>num2<span class=\"token punctuation\">)<\/span>\n\ncalc <span class=\"token operator\">=<\/span> Pred<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>calc<span class=\"token punctuation\">(<\/span>num1<span class=\"token operator\">=<\/span><span class=\"token string\">'\u3044\u3061'<\/span><span class=\"token punctuation\">,<\/span>num2<span class=\"token operator\">=<\/span><span class=\"token string\">'\u3054'<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n\n\n\n<\/code><\/pre>\n<\/div>\n<p data-line=\"127\" class=\"code-line\">\u30b7\u30b0\u30cd\u30c1\u30e3\u306f\u3082\u3063\u3068\u8907\u96d1\u3067\u3082\u826f\u3044\u3002\u4f8b\u3048\u3070\u51fa\u529b\u3092\u8907\u6570\u6e96\u5099\u3057\u3066\u307f\u3088\u3046\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"129\">\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">VariousProc<\/span><span class=\"token punctuation\">(<\/span>dspy<span class=\"token punctuation\">.<\/span>Signature<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n    num1 <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>InputField<span class=\"token punctuation\">(<\/span>desc<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u3072\u3068\u3064\u3081\u306e\u6570\"<\/span><span class=\"token punctuation\">)<\/span>\n    num2 <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>InputField<span class=\"token punctuation\">(<\/span>desc<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u3075\u305f\u3064\u3081\u306e\u6570\"<\/span><span class=\"token punctuation\">)<\/span>\n    <span class=\"token builtin\">sum<\/span> <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>OutputField<span class=\"token punctuation\">(<\/span>desc<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u548c\"<\/span><span class=\"token punctuation\">)<\/span>\n    diff <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>OutputField<span class=\"token punctuation\">(<\/span>desc<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u5dee\"<\/span><span class=\"token punctuation\">)<\/span>\n    strjoin <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>OutputField<span class=\"token punctuation\">(<\/span>desc<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u6587\u5b57\u9023\u7d50\"<\/span><span class=\"token punctuation\">)<\/span>\n    numjoin <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>OutputField<span class=\"token punctuation\">(<\/span>desc<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u6570\u5b57\u306b\u76f4\u3057\u3066\u304b\u3089\u9023\u7d50\"<\/span><span class=\"token punctuation\">)<\/span>\n\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Pred<\/span><span class=\"token punctuation\">(<\/span>dspy<span class=\"token punctuation\">.<\/span>Module<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__init__<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n        self<span class=\"token punctuation\">.<\/span>prog <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>Predict<span class=\"token punctuation\">(<\/span>VariousProc<span class=\"token punctuation\">)<\/span>\n\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">forward<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> num1<span class=\"token punctuation\">,<\/span> num2<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>prog<span class=\"token punctuation\">(<\/span>num1<span class=\"token operator\">=<\/span>num1<span class=\"token punctuation\">,<\/span> num2<span class=\"token operator\">=<\/span>num2<span class=\"token punctuation\">)<\/span>\n\ncalc <span class=\"token operator\">=<\/span> Pred<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>calc<span class=\"token punctuation\">(<\/span>num1<span class=\"token operator\">=<\/span><span class=\"token string\">'\u3058\u3085\u3046\u3055\u3093'<\/span><span class=\"token punctuation\">,<\/span>num2<span class=\"token operator\">=<\/span><span class=\"token string\">'\uff16'<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n\n\n\n\n\n\n<\/code><\/pre>\n<\/div>\n<p data-line=\"157\" class=\"code-line\">\u51fa\u529b\u306e\u4e2d\u8eab\u306f\u306a\u3093\u3060\u304b\u3088\u304f\u308f\u304b\u3093\u306a\u3044\u6587\u8a00\u304c\u5165\u3063\u3066\u3044\u308b\u304c\u3001\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u81ea\u4f53\u306f\u60dc\u3057\u3044\u3068\u3053\u308d\u307e\u3067\u8a00\u3063\u3066\u3044\u308b\u3063\u307d\u3044\u3002<\/p>\n<h3 id=\"%E5%A4%9A%E6%AE%B5%E6%8E%A8%E8%AB%96%E3%81%AB%E3%81%97%E3%81%A6%E3%81%BF%E3%82%8B\" data-line=\"159\" class=\"code-line\">\n \u591a\u6bb5\u63a8\u8ad6\u306b\u3057\u3066\u307f\u308b<\/h3>\n<p data-line=\"160\" class=\"code-line\">\u5165\u529b\u306e\u53d6\u308a\u6271\u3044\u306f\u305d\u308c\u3063\u307d\u304f\u3067\u304d\u3066\u3044\u305d\u3046\u306a\u306e\u3067\u3001\u3042\u3068\u306f\u6574\u3048\u308b\u4f5c\u696d\u3092\u5f8c\u6bb5\u306b\u69cb\u3048\u3066\u3042\u3052\u305f\u3044\u3002\u666e\u901a\u306a\u3089\u3053\u3053\u3067\u51fa\u3066\u304d\u305f\u51fa\u529b\u3092\u3001\u624b\u76f4\u3057\u7528\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u4e00\u7dd2\u306b\u518d\u5ea6LLM\u306b\u5165\u308c\u3066\u307f\u305f\u304f\u306a\u308b\u3068\u3053\u308d\u3060\u3002\u3057\u304b\u3057DSPy\u306fCoT\uff08Chain Of Thought\uff09\u3092\u884c\u3046\u305f\u3081\u306e\u30af\u30e9\u30b9\u304c\u6e96\u5099\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u3082\u5ba3\u8a00\u7684\u306b\u305d\u3046\u3044\u3046\u51e6\u7406\u3092\u7f6e\u3044\u3066\u3042\u3052\u308b\u3060\u3051\u3067\u826f\u3044\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u81ea\u4f53\u306f\u5185\u90e8\u7684\u306b\u826f\u3057\u306a\u306b\u3084\u308b\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"162\">\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">CoT<\/span><span class=\"token punctuation\">(<\/span>dspy<span class=\"token punctuation\">.<\/span>Module<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__init__<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n        self<span class=\"token punctuation\">.<\/span>prog <span class=\"token operator\">=<\/span> dspy<span class=\"token punctuation\">.<\/span>ChainOfThought<span class=\"token punctuation\">(<\/span>VariousProc<span class=\"token punctuation\">)<\/span>\n\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">forward<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> num1<span class=\"token punctuation\">,<\/span> num2<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>prog<span class=\"token punctuation\">(<\/span>num1<span class=\"token operator\">=<\/span>num1<span class=\"token punctuation\">,<\/span>num2<span class=\"token operator\">=<\/span>num2<span class=\"token punctuation\">)<\/span>\n    \nthinking_calc <span class=\"token operator\">=<\/span> CoT<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n\nresponse <span class=\"token operator\">=<\/span> thinking_calc<span class=\"token punctuation\">(<\/span>num1<span class=\"token operator\">=<\/span><span class=\"token string\">'\u3058\u3085\u3046\u3055\u3093'<\/span><span class=\"token punctuation\">,<\/span> num2<span class=\"token operator\">=<\/span><span class=\"token string\">'\uff16'<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">)<\/span>\n\n\n\n\n\n\n\n<\/code><\/pre>\n<\/div>\n<p data-line=\"185\" class=\"code-line\">\u7b54\u3048\u306b\u305f\u3069\u308a\u7740\u3044\u3066\u3044\u308b\u3046\u3048\u306b\u3001reasoning\u306e\u5185\u5bb9\u3082\u5165\u529b\u3092\u59a5\u5f53\u306b\u5909\u63db\u3057\u3066\u53d6\u308a\u6271\u3063\u3066\u3044\u308b\u306e\u304c\u5206\u304b\u308b\u3002<\/p>\n<h2 id=\"%E3%81%BE%E3%81%A8%E3%82%81\" data-line=\"188\" class=\"code-line\">\n \u307e\u3068\u3081<\/h2>\n<p data-line=\"189\" class=\"code-line\">\u3053\u3053\u307e\u3067\u3067\u3001DSPy\u306e\u30b3\u30fc\u30c9\u3092\u898b\u3066\u304d\u305f\u3002\u3082\u3057\u3082OpenAI\u306eAPI\u3084LangChain\u3092\u4f7f\u3063\u305f\u3053\u3068\u304c\u3042\u308b\u4eba\u304b\u3089\u3059\u308b\u3068\u968f\u5206\u304a\u624b\u8efd\u306bLLM\u3092\u53d6\u308a\u307e\u308f\u305b\u305d\u3046\u306b\u898b\u3048\u308b\u3002\u305f\u3060\u3001\u7d30\u304b\u3044\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30c7\u30b6\u30a4\u30f3\u306f\u3069\u3046\u3084\u308c\u3070\u3088\u3044\u306e\u3060\uff1f\u3068\u3044\u3046\u611f\u60f3\u306f\u5426\u3081\u306a\u3044\u3057\u3001LangGraph\u307f\u305f\u3044\u306b\u72b6\u614b\u306b\u5fdc\u3058\u3066\u51e6\u7406\u3092\u5206\u5c90\u3055\u305b\u305f\u304b\u3063\u305f\u308a\u3059\u308b\u5834\u5408\u306f\u3069\u3046\u3059\u308b\u3093\u3060\uff1f\u307f\u305f\u3044\u306a\u306e\u306f\u3053\u308c\u304b\u3089\u8abf\u3079\u308b\u3002<\/p>\n<p data-line=\"191\" class=\"code-line\">\u3057\u304b\u3057\u3001\u305f\u3076\u3093\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4eba\u9593\u304c\u8a2d\u8a08\u3057\u305f\u308a\u51e6\u7406\u306e\u5177\u4f53\u7684\u306a\u624b\u7d9a\u304d\u3092\u4f5c\u308a\u3053\u3093\u3060\u308a\u3059\u308b\u3053\u3068\u306fDSPy\u306e\u30b9\u30b3\u30fc\u30d7\u3068\u3057\u3066\u306f\u4e0d\u9069\u5207\u306a\u306e\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u6587\u5b57\u901a\u308a\u5ba3\u8a00\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306a\u306e\u3067\u3042\u308c\u3070\u3001\u3069\u3046\u3044\u3046\u7d50\u679c\u304c\u51fa\u308b\u304b\u3060\u3051\u304c\u66f8\u304b\u308c\u3066\u304a\u308a\u3001\u5177\u4f53\u7684\u306a\u624b\u7d9a\u304d\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u4efb\u3055\u308c\u3066\u3044\u308b\u3079\u304d\u3067\u3042\u308b\u3002<\/p>\n<p data-line=\"193\" class=\"code-line\">\u305d\u306e\u305f\u3081\u306b\u3001\u5b9f\u969b\u306b\u306f\u7d30\u304b\u3044\u5185\u90e8\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u300c\u30d1\u30e9\u30e1\u30fc\u30bf\u300d\u3001\u30b7\u30b0\u30cd\u30c1\u30e3\u3067\u5b9a\u307e\u308b\u5165\u529b\u3068\u51fa\u529b\u306f\u300c\u6559\u5e2b\u30c7\u30fc\u30bf\u300d\u3068\u3057\u3066\u3001LLM\u306e\u52d5\u4f5c\u3092\u8a55\u4fa1\u3057\u8a13\u7df4\u3092\u884c\u3046prompt tuning\u304c\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u5099\u308f\u3063\u3066\u3044\u308b\u3002<\/p>\n<p data-line=\"195\" class=\"code-line\">\u305d\u308c\u306f\u3001\u6b21\u56de\u4ee5\u964d\u306b\u7d9a\u304d\u3092\u66f8\u304f\u304b\u3082\u3057\u308c\u306a\u3044\u3057\u3001\u5192\u982d\u306eDataBricks\u3055\u3093\u5171\u50ac\u306e<\/p>\n<p data-line=\"197\" class=\"code-line\"><span class=\"embed-block zenn-embedded zenn-embedded-card\"><iframe id=\"zenn-embedded__5feed67a04d7\" src=\"https:\/\/embed.zenn.studio\/card#zenn-embedded__5feed67a04d7\" 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\u30bf\u30a4\u30c8\u30eb\u306f\u805e\u304d\u306a\u308c\u306a\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u304c\u3001\u300cDSPy\u306f\u3001\u5ba3\u8a00\u578b\u81ea\u5df1\u6539\u5584\u578bPython\uff08Declarative Self-improving Python\uff09\u306e\u7565\u300d\u3068\u306e\u3053\u3068\u3067\u3042\u308b\u306e\u3067\u3053\u306e\u3088\u3046\u306b\u3057\u305f\u3002 https:\/\/g [&hellip;]","protected":false},"author":1,"featured_media":8271,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[2],"tags":[],"class_list":["post-8270","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hatena-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>LLM\u7528\u5ba3\u8a00\u7684\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e DSPy - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/zenn.dev\/cybernetics\/articles\/f879e10b53c2db\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LLM\u7528\u5ba3\u8a00\u7684\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e DSPy - \u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"og:description\" content=\"\u306f\u3058\u3081\u306b \u30bf\u30a4\u30c8\u30eb\u306f\u805e\u304d\u306a\u308c\u306a\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u304c\u3001\u300cDSPy\u306f\u3001\u5ba3\u8a00\u578b\u81ea\u5df1\u6539\u5584\u578bPython\uff08Declarative Self-improving Python\uff09\u306e\u7565\u300d\u3068\u306e\u3053\u3068\u3067\u3042\u308b\u306e\u3067\u3053\u306e\u3088\u3046\u306b\u3057\u305f\u3002 https:\/\/g [&hellip;]\" \/>\n<meta property=\"og:url\" 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