{"id":26658,"date":"2025-12-06T04:51:22","date_gmt":"2025-12-06T04:51:22","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=26658"},"modified":"2025-12-06T04:51:22","modified_gmt":"2025-12-06T04:51:22","slug":"gokart%e3%81%a7%e5%ae%9f%e7%8f%be%e3%81%99%e3%82%8b%e3%80%81%e3%82%b9%e3%83%86%e3%83%bc%e3%83%88%e3%83%ac%e3%82%b9%e3%81%a7%e4%bd%8e%e3%82%b3%e3%82%b9%e3%83%88%e3%81%aallm%e3%82%bf%e3%82%b0%e4%bb%98","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/26658\/","title":{"rendered":"gokart\u3067\u5b9f\u73fe\u3059\u308b\u3001\u30b9\u30c6\u30fc\u30c8\u30ec\u30b9\u3067\u4f4e\u30b3\u30b9\u30c8\u306aLLM\u30bf\u30b0\u4ed8\u3051\u30d0\u30c3\u30c1 &#8211; \u30a8\u30e0\u30b9\u30ea\u30fc\u30c6\u30c3\u30af\u30d6\u30ed\u30b0"},"content":{"rendered":"\n<\/p>\n<div>\n<p>\u3053\u306e\u8a18\u4e8b\u306f<a target=\"_blank\" href=\"https:\/\/qiita.com\/advent-calendar\/2025\/m3\">\u30a8\u30e0\u30b9\u30ea\u30fc Advent Calendar 2025<\/a> 6\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n<p>AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30c1\u30fc\u30e0\u306e\u6c60\u5d8b\uff08<a target=\"_blank\" href=\"https:\/\/x.com\/mski_iksm\">@mski_iksm<\/a>\uff09\u3067\u3059\u3002<\/p>\n<p>gokart\u306f\u3001AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30c1\u30fc\u30e0\u306e\u30e1\u30f3\u30d0\u30fc\u3092\u4e2d\u5fc3\u306bOSS\u3068\u3057\u3066\u958b\u767a\u3055\u308c\u3066\u3044\u308b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30c4\u30fc\u30eb\u3067\u3042\u308a\u3001\u30c1\u30fc\u30e0\u5185\u306e\u307b\u3068\u3093\u3069\u306ePython\u30d7\u30ed\u30c0\u30af\u30c8\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u672c\u8a18\u4e8b\u3067\u306f\u3001LLM\u3092\u4f7f\u3063\u305f\u81ea\u7136\u8a00\u8a9e\u3078\u306e\u30bf\u30b0\u4ed8\u3051\u51e6\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u3001gokart\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5897\u5206\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u30b3\u30b9\u30c8\u3068LLM\u5229\u7528\u30b3\u30b9\u30c8\u3092\u6700\u5c0f\u5316\u3057\u305f\u4e8b\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"Nano Banana Pro\u4f5c\u306e\u300c\u65e5\u3005\u5897\u52a0\u3059\u308b\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u3088\u3063\u3066LLM\u8ab2\u91d1\u304c\u5897\u5927\u3059\u308b\u300d\u30a4\u30e1\u30fc\u30b8\u56f3\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/m\/m3tech\/20251206\/20251206120011.png\" width=\"800\" height=\"437\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>Nano Banana Pro\u4f5c\u306e\u300c\u65e5\u3005\u5897\u52a0\u3059\u308b\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u3088\u3063\u3066LLM\u8ab2\u91d1\u304c\u5897\u5927\u3059\u308b\u300d\u30a4\u30e1\u30fc\u30b8\u56f3<\/figcaption><\/figure>\n<\/p>\n<h2 id=\"LLM\u30d0\u30c3\u30c1\u306b\u304a\u3051\u308b\u5897\u5206\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3068\u30b3\u30b9\u30c8\u306e\u8ab2\u984c\">LLM\u30d0\u30c3\u30c1\u306b\u304a\u3051\u308b\u300c\u5897\u5206\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u300d\u3068\u30b3\u30b9\u30c8\u306e\u8ab2\u984c<\/h2>\n<p>AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30c1\u30fc\u30e0\u3067\u306f\u3001\u533b\u7642\u8a18\u4e8b\u3084\u30a2\u30f3\u30b1\u30fc\u30c8\u56de\u7b54\u3068\u3044\u3063\u305f\u81ea\u7136\u8a00\u8a9e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3001LLM\u3092\u7528\u3044\u3066\u81ea\u52d5\u3067\u8a71\u984c\u5206\u985e\uff08\u30bf\u30b0\u4ed8\u3051\uff09\u3092\u884c\u3046\u30b7\u30b9\u30c6\u30e0\u3092\u65e5\u6b21\u30d0\u30c3\u30c1\u3067\u904b\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u6700\u5927\u306e\u8ab2\u984c\u306f\u3001<strong>\u300c\u65e5\u3005DB\u306b\u8ffd\u52a0\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3001\u65e5\u6b21\u3067\u306e\u5897\u5206\u306e\u307f\u3092\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u3001\u5dee\u5206\u3092\u7ba1\u7406\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u300d<\/strong>\u3068\u3044\u3046\u70b9\u3067\u3057\u305f\u3002<br \/>\nDB\u306b\u306f\u7d99\u7d9a\u7684\u306b\u65b0\u898f\u6587\u7ae0\u304cINSERT\u3055\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6bce\u65e5\u5168\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u30bf\u30b0\u4ed8\u3051\u3092\u3057\u76f4\u3057\u3066\u3044\u308b\u3068\u3001LLM\u306eAPI\u30b3\u30b9\u30c8\u30fb\u5b9f\u884c\u6642\u9593\u3068\u3082\u306b\u5897\u5927\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u904e\u53bb\u306b\u51e6\u7406\u6e08\u307f\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u518d\u51e6\u7406\u306f\u907f\u3051\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u65b0\u898f\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3092\u30bf\u30b0\u4ed8\u3051\u3059\u308b\u306b\u306f\u3001\u300c\u3069\u3053\u307e\u3067\u51e6\u7406\u3057\u305f\u304b\u300d\u3068\u3044\u3046\u30b9\u30c6\u30fc\u30c8\u7ba1\u7406\u30ed\u30b8\u30c3\u30af\u3092\u6574\u5099\u3059\u308c\u3070\u5b9f\u73fe\u3067\u304d\u307e\u3059\u304c\u3001\u3053\u308c\u306f\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30b3\u30b9\u30c8\u306e\u9762\u3067\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"\u89e3\u6c7a\u7b56gokart\u306b\u3088\u308b\u30ad\u30e3\u30c3\u30b7\u30e5\u7ba1\u7406\">\u89e3\u6c7a\u7b56\uff1agokart\u306b\u3088\u308b\u30ad\u30e3\u30c3\u30b7\u30e5\u7ba1\u7406<\/h2>\n<p>\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30c4\u30fc\u30eb\u3067\u3042\u308b <strong>gokart<\/strong> \u3092\u5c0e\u5165\u3057\u3001\u305d\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u6a5f\u69cb\u3092\u300c\u51e6\u7406\u6e08\u307f\u30d5\u30e9\u30b0\u300d\u3068\u3057\u3066\u5229\u7528\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"gokart\u3068\u306f\">gokart\u3068\u306f<\/h2>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fgithub.com%2Fm3dev%2Fgokart\" title=\"GitHub - m3dev\/gokart: Gokart solves reproducibility, task dependencies, constraints of good code, and ease of use for Machine Learning Pipeline.\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/github.com\/m3dev\/gokart\">github.com<\/a><\/cite><\/p>\n<p>gokart\u306f\u3001\u30a8\u30e0\u30b9\u30ea\u30fc\u306e\u30e1\u30f3\u30d0\u30fc\u3092\u4e2d\u5fc3\u306bOSS\u3068\u3057\u3066\u958b\u767a\u3057\u3066\u3044\u308bPython\u306e\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30c4\u30fc\u30eb\u3067\u3059\u3002<br \/>\nSpotify\u88fd\u306eLuigi\u3092\u30e9\u30c3\u30d7\u3057\u3066\u304a\u308a\u3001\u30bf\u30b9\u30af\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u89e3\u6c7a\u3084\u4e26\u5217\u5b9f\u884c\u3068\u3044\u3063\u305f\u57fa\u672c\u6a5f\u80fd\u306b\u52a0\u3048\u3001\u5165\u529b\u30c7\u30fc\u30bf\u306e\u30cf\u30c3\u30b7\u30e5\u5024\u306b\u57fa\u3065\u3044\u305f\u5f37\u529b\u306a\u30ad\u30e3\u30c3\u30b7\u30e5\u7ba1\u7406\u6a5f\u80fd\u3084\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u7ba1\u7406\u306e\u5bb9\u6613\u3055\u3092\u7279\u5fb4\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"\u5b9f\u88c5\u30a2\u30d7\u30ed\u30fc\u30c1\">\u5b9f\u88c5\u30a2\u30d7\u30ed\u30fc\u30c1<\/h2>\n<p>\u5177\u4f53\u7684\u306a\u5b9f\u88c5\u65b9\u91dd\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<h3 id=\"1-\u30bf\u30b9\u30af\u7c92\u5ea6\u306e\u7d30\u5206\u5316\">1. \u30bf\u30b9\u30af\u7c92\u5ea6\u306e\u7d30\u5206\u5316<\/h3>\n<p>\u901a\u5e38\u3001\u30d0\u30c3\u30c1\u51e6\u7406\u3067\u306f\u30c7\u30fc\u30bf\u3092\u307e\u3068\u3081\u3066\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u4e00\u822c\u7684\u3067\u3059\u304c\u3001\u4eca\u56de\u306f\u3042\u3048\u3066<strong>\u300c1\u30c6\u30ad\u30b9\u30c8\uff08\u8a18\u4e8b\u7b49\u3067\u3042\u308c\u30701\u8a18\u4e8b\u3054\u3068\u3001\u30a2\u30f3\u30b1\u30fc\u30c8\u7b49\u3067\u3042\u308c\u30701\u56de\u7b54\u3054\u3068\uff09 = 1 gokart\u30bf\u30b9\u30af\u300d<\/strong>\u3068\u3044\u3046\u7c92\u5ea6\u307e\u3067\u5206\u5272\u3057\u307e\u3057\u305f\u3002\u3053\u3046\u3059\u308b\u3053\u3068\u3067\u3001\u30bf\u30b0\u4ed8\u3051\u306e\u5b8c\u4e86\/\u672a\u5b8c\u4e86\u30921\u30c6\u30ad\u30b9\u30c8\u3054\u3068\u306b\u5224\u5b9a\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synStatement\">class<\/span> <span class=\"synIdentifier\">TagWithLLM<\/span>(gokart.TaskOnKart):\n\u00a0 \u00a0 text = luigi.Parameter()\n\u00a0 \u00a0 <span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">run<\/span>(self):\n\u00a0 \u00a0 \u00a0 \u00a0 tagged_text: TaggedText = self._tag_with_llm(text=self.text)\n\u00a0 \u00a0 \u00a0 \u00a0 self.dump(tagged_text)\n<\/pre>\n<h3 id=\"2-\u30ad\u30e3\u30c3\u30b7\u30e5\u306b\u3088\u308b\u5897\u5206\u5224\u5b9a\">2. \u30ad\u30e3\u30c3\u30b7\u30e5\u306b\u3088\u308b\u5897\u5206\u5224\u5b9a<\/h3>\n<p>gokart\u306f\u30bf\u30b9\u30af\u5b9f\u884c\u6642\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u30cf\u30c3\u30b7\u30e5\u5024\u3092\u8a08\u7b97\u3057\u3001\u51fa\u529b\u30d5\u30a1\u30a4\u30eb\uff08\u30ad\u30e3\u30c3\u30b7\u30e5\uff09\u304c\u5b58\u5728\u3059\u308c\u3070\u51e6\u7406\u3092\u30b9\u30ad\u30c3\u30d7\u3057\u307e\u3059\u3002\u3053\u306e\u4ed5\u69d8\u3092\u6d3b\u7528\u3057\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u52d5\u4f5c\u3055\u305b\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li><strong>\u51e6\u7406\u6e08\u307f\u30c7\u30fc\u30bf\uff08\u6628\u65e5\u4ee5\u524d\uff09\uff1a<\/strong> \u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u5b58\u5728\u3059\u308b\u305f\u3081\u3001LLM\u30ea\u30af\u30a8\u30b9\u30c8\u306f\u767a\u751f\u305b\u305a\u5373\u7d42\u4e86\uff08load\u306e\u307f\uff09\u3002<\/li>\n<li><strong>\u65b0\u898f\u30c7\u30fc\u30bf\uff08\u5f53\u65e5\u5206\uff09\uff1a<\/strong> \u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u306a\u3044\u305f\u3081\u3001\u30bf\u30b9\u30af\u304c\u5b9f\u884c\u3055\u308cLLM\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u98db\u3076\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u6628\u65e5\u4ee5\u524d\u304b\u3089DB\u306b\u5b58\u5728\u3057\u3066\u3044\u305f\u30c6\u30ad\u30b9\u30c8\u306e\u30bf\u30b9\u30af\u306f\u3001\u51e6\u7406\u6e08\u307f\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u3067LLM\u51e6\u7406\u304c\u4e0d\u8981\u3068\u306a\u308a\u3001\u5f53\u65e5\u8ffd\u52a0\u3055\u308c\u305f\u65b0\u898f\u30c6\u30ad\u30b9\u30c8\u306e\u307f\u3092LLM\u3067\u51e6\u7406\u3059\u308c\u3070\u826f\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\n\u3053\u3046\u3057\u3066\u3001\u81ea\u524d\u3067\u30b9\u30c6\u30fc\u30c8\u7ba1\u7406\u30ed\u30b8\u30c3\u30af\u3092\u4e00\u5207\u66f8\u304f\u3053\u3068\u306a\u304f\u3001<strong>\u300c\u672a\u51e6\u7406\u5206\u3060\u3051\u3092\u81ea\u52d5\u7684\u306b\u5b9f\u884c\u3059\u308b\u300d<\/strong>\u3068\u3044\u3046\u8981\u4ef6\u3092\u6e80\u305f\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>LLM\u306e\u3088\u3046\u306b\u547c\u3073\u51fa\u3057\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u51e6\u7406\u306e\u5834\u5408\u306b\u306f\u3001\u3053\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u6a5f\u69cb\u304c\u304b\u306a\u308a\u5f37\u529b\u306a\u5a01\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"\u526f\u6b21\u7684\u306a\u30e1\u30ea\u30c3\u30c8\">\u526f\u6b21\u7684\u306a\u30e1\u30ea\u30c3\u30c8<\/h2>\n<p>\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u30c7\u30fc\u30bf\u5909\u66f4\u3078\u306e\u8010\u6027\u5f37\u5316\u3084\u3001\u30b3\u30b9\u30c8\u52b9\u7387\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u9762\u3067\u3082\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u3092\u3082\u305f\u3089\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"DB\u306e\u30c7\u30fc\u30bf\u304c\u5909\u66f4\u3055\u308c\u305f\u5834\u5408\">DB\u306e\u30c7\u30fc\u30bf\u304c\u5909\u66f4\u3055\u308c\u305f\u5834\u5408<\/h3>\n<p>DB\u4e0a\u306e\u30c7\u30fc\u30bf\u306f\u3001\u540c\u3058\u8a18\u4e8b\u30a2\u30a4\u30c6\u30e0\u3067\u3042\u3063\u3066\u3082\u6587\u7ae0\u304c\u4e00\u90e8\u4fee\u6b63\u3055\u308c\u308b\u306a\u3069\u3001\u5185\u5bb9\u306b\u5909\u66f4\u304c\u751f\u3058\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u5834\u5408\u3001\u8a18\u4e8bID\u306f\u5909\u308f\u308a\u307e\u305b\u3093\u304c\u3001\u30bf\u30b0\u4ed8\u3051\u51e6\u7406\u306e\u518d\u5b9f\u884c\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u4e0a\u8a18<code>TagWithLLM<\/code>\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3067\u306f\u3001<code>text<\/code>\u3068\u3044\u3046\u5f62\u3067\u30c6\u30ad\u30b9\u30c8\u672c\u6587\u81ea\u4f53\u304c\u30bf\u30b9\u30af\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u8a18\u4e8b\u672c\u6587\u304c\u5909\u66f4\u3055\u308c\u308b\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30cf\u30c3\u30b7\u30e5\u5024\uff08\uff1d\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u30ad\u30fc\uff09\u3082\u5909\u66f4\u3055\u308c\u3001\u65b0\u898f\u8a18\u4e8b\u306e\u5834\u5408\u3068\u540c\u69d8\u306b\u30bf\u30b9\u30af\u304c\u518d\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u9006\u306b\u3001\u5168\u304f\u540c\u3058\u6587\u7ae0\u3067\u3042\u308c\u3070\u65e2\u5b58\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u4f7f\u3044\u56de\u3059\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002\u3053\u308c\u306f\u30a2\u30f3\u30b1\u30fc\u30c8\u56de\u7b54\u306e\u3088\u3046\u306b\u3001\u540c\u4e00\u306e\u77ed\u6587\u304c\u6295\u7a3f\u3055\u308c\u3084\u3059\u3044\u30b1\u30fc\u30b9\u3067\u52b9\u679c\u7684\u3067\u3059\u3002<\/p>\n<h3 id=\"Spot-VMInstance\u3067\u306e\u4f4e\u30b3\u30b9\u30c8\u904b\u7528\">Spot VM\/Instance\u3067\u306e\u4f4e\u30b3\u30b9\u30c8\u904b\u7528<\/h3>\n<p>\u30bf\u30b9\u30af\u5358\u4f4d\u3067\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u52b9\u304f\u305f\u3081\u3001\u30d0\u30c3\u30c1\u5168\u4f53\u306e\u8010\u969c\u5bb3\u6027\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\nAWS Spot Instance\u3084GCP Spot VM\u306e\u3088\u3046\u306a\u300c\u5b89\u4fa1\u3060\u304c\u4e2d\u65ad\u30ea\u30b9\u30af\u306e\u3042\u308b\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u300d\u3067\u5b9f\u884c\u3057\u3001\u4eee\u306b\u9014\u4e2d\u3067\u30d7\u30ea\u30a8\u30f3\u30d7\u30c8\uff08\u4e2d\u65ad\uff09\u3055\u308c\u3066\u3082\u3001\u518d\u5b9f\u884c\u3059\u308c\u3070\u300c\u672a\u5b8c\u4e86\u306e\u30bf\u30b9\u30af\u300d\u306e\u307f\u304c\u51e6\u7406\u518d\u958b\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u5927\u5e45\u306a\u30b3\u30b9\u30c8\u30c0\u30a6\u30f3\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u4e26\u5217\u51e6\u7406\u306b\u3088\u308b\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u5411\u4e0a\">\u4e26\u5217\u51e6\u7406\u306b\u3088\u308b\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u5411\u4e0a<\/h3>\n<p>\u30bf\u30b9\u30af\u7c92\u5ea6\u304c\u7d30\u304b\u3044\u305f\u3081\u3001\u4e26\u5217\u5316\u306b\u3088\u308b\u6069\u6075\u3092\u53d7\u3051\u3084\u3059\u3044\u306e\u3082\u3053\u306e\u5b9f\u88c5\u306e\u30e1\u30ea\u30c3\u30c8\u306e1\u3064\u3067\u3059\u3002<br \/>\ngokart\u3067\u306f\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u3092\u8907\u6570\u306eworker\u306b\u5c55\u958b\u3059\u308b\u3060\u3051\u3067\u3001\u7c21\u5358\u306b\u5206\u6563\u51e6\u7406\u304c\u53ef\u80fd\u3067\u3059\u3002<br \/>\ngokart\u306b\u306f\u30ad\u30e3\u30c3\u30b7\u30e5\u6a5f\u80fd\u306b\u52a0\u3048\u3066\u3001\u300c\u512a\u5148\u9806\u4f4d\u304c\u540c\u3058\u30bf\u30b9\u30af\u306f\u3067\u304d\u308b\u3060\u3051\u30e9\u30f3\u30c0\u30e0\u306b\u5b9f\u884c\u3059\u308b\u300d\u300cRedis\u3067\u30ed\u30c3\u30af\u3092\u53d6\u3063\u3066\u5225worker\u3068\u91cd\u8907\u5b9f\u884c\u3092\u9632\u3050\u300d\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u3053\u308c\u306b\u3088\u308a\u3001\u8907\u6570\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u540c\u6642\u306b\u30d0\u30c3\u30c1\u3092\u8d70\u3089\u305b\u3066\u3082\u3001\u591a\u6570\u306e\u30bf\u30b9\u30af\u304c\u52b9\u7387\u7684\u306b\u5206\u6563\u51e6\u7406\u3055\u308c\u3001\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<br \/>\n\u8a73\u7d30\u306a\u4ed5\u7d44\u307f\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fwww.m3tech.blog%2Fentry%2F2024%2F03%2F29%2F170000\" title=\"\u7d9a\u30fb\u30e0\u30c0\u306a\u4ed5\u4e8b\u3092\u5897\u3084\u3057\u3066\u307e\u305b\u3093\u304b\uff1f ~ ML\u306e\u5b9f\u884c\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067worker\u9593\u306e\u91cd\u8907\u4f5c\u696d\u3092\u306a\u304f\u3059 ~ - \u30a8\u30e0\u30b9\u30ea\u30fc\u30c6\u30c3\u30af\u30d6\u30ed\u30b0\" class=\"embed-card embed-blogcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 190px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/www.m3tech.blog\/entry\/2024\/03\/29\/170000\">www.m3tech.blog<\/a><\/cite><\/p>\n<h2 id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u30c6\u30ad\u30b9\u30c8\u306b\u5bfe\u3059\u308b\u30bf\u30b0\u4ed8\u3051\u57fa\u76e4\u306b\u304a\u3044\u3066\u3001gokart\u3092\u6d3b\u7528\u3057\u305f\u4e8b\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<br \/>\n\u30ad\u30e3\u30c3\u30b7\u30e5\u6a5f\u69cb\u3092\u300c\u51e6\u7406\u6e08\u307f\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u7ba1\u7406\u300d\u3068\u3057\u3066\u8ee2\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4ee5\u4e0b\u306e\u6210\u679c\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u5b9f\u88c5\u30b3\u30b9\u30c8\u524a\u6e1b<\/strong>\uff1a \u8907\u96d1\u306a\u5dee\u5206\u7ba1\u7406\u30ed\u30b8\u30c3\u30af\u306e\u5b9f\u88c5\u30fb\u4fdd\u5b88\u304c\u4e0d\u8981\u306b<\/li>\n<li><strong>API\u30b3\u30b9\u30c8\u524a\u6e1b<\/strong>\uff1a \u78ba\u5b9f\u306a\u30ad\u30e3\u30c3\u30b7\u30e5\u5236\u5fa1\u306b\u3088\u308bLLM\u306e\u4e8c\u91cd\u5b9f\u884c\u9632\u6b62<\/li>\n<li><strong>\u30a4\u30f3\u30d5\u30e9\u30b3\u30b9\u30c8\u524a\u6e1b<\/strong>\uff1a \u8010\u969c\u5bb3\u6027\u306e\u5411\u4e0a\u306b\u3088\u308bSpot\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u306e\u904b\u7528<\/li>\n<\/ul>\n<p>\u65e5\u3005\u30c7\u30fc\u30bf\u304c\u5897\u3048\u7d9a\u3051\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u904b\u7528\u306b\u304a\u3044\u3066\u3001\u3053\u306e\u300c\u30b9\u30c6\u30fc\u30c8\u30ec\u30b9\u306a\u30d0\u30c3\u30c1\u8a2d\u8a08\u300d\u306f\u975e\u5e38\u306b\u6709\u52b9\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3060\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u540c\u69d8\u306e\u8ab2\u984c\u3092\u304a\u6301\u3061\u306e\u65b9\u306f\u3001\u305c\u3072gokart\u306e\u6d3b\u7528\u3092\u691c\u8a0e\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2 id=\"We-are-hiring\">We are hiring!<\/h2>\n<p>AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30c1\u30fc\u30e0\u3067\u306f\u3001\u533b\u7642\u73fe\u5834\u3084Web\u3067\u306e\u8ab2\u984c\u89e3\u6c7a\u306b\u53d6\u308a\u7d44\u3080\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u52df\u96c6\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u300c\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u793e\u4f1a\u5b9f\u88c5\u300d\u3084\u300cMLOps\u57fa\u76e4\u306e\u69cb\u7bc9\u30fb\u6539\u5584\u300d\u306b\u8208\u5473\u304c\u3042\u308b\u65b9\u3001\u30b3\u30b9\u30c8\u610f\u8b58\u3092\u6301\u3063\u305f\u6280\u8853\u9078\u5b9a\u306b\u95a2\u5fc3\u306e\u3042\u308b\u65b9\u306f\u3001\u305c\u3072\u30ab\u30b8\u30e5\u30a2\u30eb\u9762\u8ac7\u3067\u304a\u8a71\u3057\u3057\u307e\u3057\u3087\u3046\uff01<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fjobs.m3.com%2Fengineer%2F\" title=\"\u30a8\u30f3\u30b8\u30cb\u30a2\u63a1\u7528\u30b5\u30a4\u30c8\uff5c\u63a1\u7528\u60c5\u5831 | \u533b\u7642\u00d7\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u53ef\u80fd\u6027\u306f\u7121\u9650\u5927\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/jobs.m3.com\/engineer\/\">jobs.m3.com<\/a><\/cite><\/p>\n<\/div>\n<p><script>(function(d, s, id) {\n  var js, fjs = d.getElementsByTagName(s)[0];\n  if (d.getElementById(id)) return;\n  js = d.createElement(s); js.id = id;\n  js.src = \"\/\/connect.facebook.net\/ja_JP\/sdk.js#xfbml=1&appId=719729204785177&version=v17.0\";\n  fjs.parentNode.insertBefore(js, fjs);\n}(document, 'script', 'facebook-jssdk'));<\/script><br \/>\n<br \/>\n<br \/><a href=\"https:\/\/www.m3tech.blog\/entry\/2025\/12\/06\/120000\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b 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