{"id":26780,"date":"2025-12-07T02:14:22","date_gmt":"2025-12-07T02:14:22","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=26780"},"modified":"2025-12-07T02:14:22","modified_gmt":"2025-12-07T02:14:22","slug":"%e3%81%99%e3%81%90%e3%81%ab%e5%a7%8b%e3%82%81%e3%82%89%e3%82%8c%e3%82%8bkedro%e3%81%a7%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%e3%83%91%e3%82%a4%e3%83%97%e3%83%a9%e3%82%a4%e3%83%b3%e4%bd%9c","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/26780\/","title":{"rendered":"\u3059\u3050\u306b\u59cb\u3081\u3089\u308c\u308bKedro\u3067\u30c7\u30fc\u30bf\u5206\u6790\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u4f5c\u6210\uff01 &#8211; ABEJA Tech Blog"},"content":{"rendered":"\n<\/p>\n<div>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/u\/uchida_abeja\/20251125\/20251125120356.png\" width=\"1200\" height=\"675\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u3053\u3061\u3089\u306f<a target=\"_blank\" href=\"https:\/\/tech-blog.abeja.asia\/archive\/category\/ABEJA%E3%82%A2%E3%83%89%E3%83%99%E3%83%B3%E3%83%88%E3%82%AB%E3%83%AC%E3%83%B3%E3%83%80%E3%83%BC2025\"><strong>ABEJA\u30a2\u30c9\u30d9\u30f3\u30c8\u30ab\u30ec\u30f3\u30c0\u30fc2025<\/strong><\/a>\u306e7\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n<p>\u3053\u3093\u306b\u3061\u306f\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5171\u901a\u57fa\u76e4G\u306e\u5185\u7530\u3067\u3059\u3002\u73fe\u5728\u3001\u5927\u91cf\u306e\u30d5\u30a3\u30b8\u30ab\u30eb\u30c7\u30fc\u30bf\u304b\u3089AI\u5411\u3051\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u3092\u69cb\u7bc9\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u95a2\u308f\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u5229\u7528\u3059\u308b\u30c4\u30fc\u30eb\u306e\u5019\u88dc\u3068\u3057\u3066\u6319\u304c\u3063\u3066\u3044\u308b\u306e\u304c\u3001\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3059\u308b <strong>Kedro<\/strong> \u3067\u3059\u3002<\/p>\n<p>\u81ea\u5206\u81ea\u8eab\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3084\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u57fa\u76e4\u3065\u304f\u308a\u306e\u7d4c\u9a13\u306f\u307e\u3060\u591a\u304f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u3053\u3067\u4eca\u56de\u3001Kedro\u3092\u8abf\u67fb\u3057\u306a\u304c\u3089\u300c\u3069\u3093\u306a\u5834\u9762\u3067\u4f7f\u3048\u305d\u3046\u304b\u300d\u300c\u5b9f\u969b\u306b\u3069\u3046\u3084\u3063\u3066\u89e6\u308a\u59cb\u3081\u308c\u3070\u3088\u3044\u304b\u300d\u3092\u6574\u7406\u3057\u3001\u30d6\u30ed\u30b0\u3068\u3057\u3066\u307e\u3068\u3081\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u30d6\u30ed\u30b0\u3092\u8aad\u3081\u3070\u3001Kedro\u304c\u3069\u3093\u306a\u7528\u9014\u306b\u5411\u3044\u3066\u3044\u308b\u304b\uff08\u5229\u7528\u30dd\u30a4\u30f3\u30c8\uff09\u3001\u624b\u5143\u306e\u5206\u6790\u51e6\u7406\u3092\u3001<strong>\u3068\u308a\u3042\u3048\u305aKedro\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u3057\u3066\u5f62\u306b\u3059\u308b\u307e\u3067\u306e\u6d41\u308c<\/strong> \u3092\u30a4\u30e1\u30fc\u30b8\u3067\u304d\u308b\u72b6\u614b\u306b\u306a\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u3084PoC\u3092\u7d9a\u3051\u3066\u3044\u308b\u3068\u3001\u3060\u3044\u305f\u3044\u3053\u3093\u306a\u60a9\u307f\u304c\u51fa\u3066\u304f\u308b\u305d\u3046\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u6700\u521d\u306f <code>analysis.ipynb<\/code> \u3072\u3068\u3064\u3060\u3063\u305f\u306e\u306b\u3001\u3044\u3064\u306e\u9593\u306b\u304b<code>analysis_v2.ipynb<\/code> \/ <code>analysis_final.ipynb<\/code> \/ <code>analysis_final2.ipynb<\/code> \u2026\u304c\u5897\u6b96\u3059\u308b<\/li>\n<li>\u300c\u3053\u306e\u30ec\u30dd\u30fc\u30c8\u3001\u5148\u6708\u3068\u540c\u3058\u6761\u4ef6\u3067\u51fa\u3057\u76f4\u3057\u3066\u300d\u3068\u8a00\u308f\u308c\u3066\u3082\u3001\u3069\u306eNotebook\u30fb\u3069\u306e\u30bb\u30eb\u3092\u3069\u306e\u9806\u756a\u3067\u5b9f\u884c\u3057\u305f\u304b\u899a\u3048\u3066\u3044\u306a\u3044<\/li>\n<li>\u30ed\u30fc\u30ab\u30eb\u306e\u30d1\u30b9\u3092\u30d9\u30bf\u66f8\u304d\u3057\u3066\u3044\u3066\u3001\u540c\u50da\u306b\u6e21\u3057\u305f\u3089\u52d5\u304b\u306a\u3044<\/li>\n<li>\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u3057\u3088\u3046\u3068\u3057\u3066\u3082\u3001\u300c\u524d\u51e6\u7406\u300d\u300c\u7279\u5fb4\u91cf\u300d\u300c\u5b66\u7fd2\u300d\u300c\u8a55\u4fa1\u300d\u304c1\u3064\u306eNotebook\u306b\u6df7\u3056\u3063\u3066\u3044\u3066\u8ffd\u3044\u3065\u3089\u3044<\/li>\n<\/ul>\n<p>\u3064\u307e\u308a\u3001<strong>\u51e6\u7406\u306e\u6d41\u308c\uff08\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff09\u304c\u6697\u9ed9\u77e5\u306b\u306a\u3063\u3066\u3044\u308b<\/strong>\u306e\u304c\u554f\u984c\u3067\u3059\u3002Kedro\u306f\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u660e\u793a\u7684\u306b\u4f5c\u6210\u30fb\u7ba1\u7406\u3059\u308b\u3053\u3068\u3067\u3053\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002Kedro\u3092\u4f7f\u3046\u3053\u3068\u3067\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u52b9\u679c\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u3069\u306e\u30c7\u30fc\u30bf\u304c\u3069\u3053\u304b\u3089\u6765\u3066\u3001\u3069\u3093\u306a\u524d\u51e6\u7406\u3092\u901a\u3063\u3066\u3001\u6700\u7d42\u7684\u306a\u6210\u679c\u7269\u306b\u305f\u3069\u308a\u7740\u3044\u3066\u3044\u308b\u304b\u308f\u304b\u308b<\/li>\n<li>\u540c\u3058\u51e6\u7406\u3092\u3001\u5225\u30c7\u30fc\u30bf\u30fb\u5225\u65e5\u30fb\u5225\u74b0\u5883\u3067\u3082\u518d\u73fe\u3067\u304d\u308b<\/li>\n<li>\u65b0\u3057\u3044\u30e1\u30f3\u30d0\u30fc\u304c\u5165\u3063\u305f\u3068\u304d\u306b\u3001\u300c\u3069\u3053\u304b\u3089\u8aad\u3081\u3070\u3044\u3044\u304b\u300d\u304c\u5206\u304b\u308b<\/li>\n<\/ul>\n<h2 id=\"\u57fa\u672c\u7684\u306a\u60c5\u5831\u30bd\u30fc\u30b9\">\u57fa\u672c\u7684\u306a\u60c5\u5831\u30bd\u30fc\u30b9<\/h2>\n<p>Kedro\u306f\u3001Linux Foundation\uff08LF AI &amp; Data\uff09\u5098\u4e0b\u306eOSS\u3068\u3057\u3066\u958b\u767a\u3055\u308c\u3066\u3044\u308b\u3001Python\u88fd\u306e\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002(<a target=\"_blank\" href=\"https:\/\/kedro.org\/?utm_source=chatgpt.com\" title=\"Kedro | An open-source framework for data science code\">Kedro<\/a>)<\/p>\n<p>\u30c1\u30a7\u30c3\u30af\u3057\u3066\u304a\u304f\u3079\u304d\u516c\u5f0f\u30ea\u30bd\u30fc\u30b9\u306f\u3053\u306e3\u3064\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u516c\u5f0f\u30b5\u30a4\u30c8\uff08\u6982\u8981\u30fb\u7279\u5fb4\u30fb\u30d6\u30ed\u30b0\uff09(<a target=\"_blank\" href=\"https:\/\/kedro.org\/?utm_source=chatgpt.com\" title=\"Kedro | An open-source framework for data science code\">Kedro<\/a>)<\/li>\n<li>\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff08Getting Started, Concepts, \u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\uff09(<a target=\"_blank\" href=\"https:\/\/docs.kedro.org\/en\/0.19.14\/?utm_source=chatgpt.com+%22kedro+0.19.14+documentation%22\">docs.kedro.org<\/a>)<\/li>\n<li>YouTube\u30c1\u30e3\u30f3\u30cd\u30eb\uff08Coffee Chat\u3084\u5165\u9580\u52d5\u753b\uff09(<a target=\"_blank\" href=\"https:\/\/www.youtube.com\/%40kedro-python?utm_source=chatgpt.com\" title=\"Kedro\">YouTube<\/a>)<\/li>\n<\/ul>\n<h2 id=\"3\u3064\u306e\u57fa\u672c\u8981\u7d20Node--Pipeline--Data-Catalog\">3\u3064\u306e\u57fa\u672c\u8981\u7d20\uff1aNode \/ Pipeline \/ Data Catalog<\/h2>\n<p>Kedro\u3092\u7406\u89e3\u3059\u308b\u3046\u3048\u3067\u3001\u307e\u305a\u306f\u6b21\u306e3\u3064\u3060\u3051\u62bc\u3055\u3048\u3066\u304a\u3051\u3070\u5341\u5206\u3067\u3059\u3002<\/p>\n<ul>\n<li><strong>Node<\/strong>\n<ul>\n<li>\u300c1\u3064\u306e\u4ed5\u4e8b\u3092\u3059\u308b Python \u95a2\u6570\u300d\u3092\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u90e8\u54c1\u3068\u3057\u3066\u767b\u9332\u3057\u305f\u3082\u306e<\/li>\n<li>\u4f8b\uff1a<code>load_machine_log<\/code>, <code>clean_data<\/code>, <code>train_model<\/code>, <code>generate_report<\/code><\/li>\n<\/ul>\n<\/li>\n<li><strong>Pipeline<\/strong>\n<ul>\n<li>Node\u540c\u58eb\u3092\u3064\u306a\u3044\u3060\u300c\u51e6\u7406\u306e\u6d41\u308c\uff08DAG\uff09\u300d<\/li>\n<li>\u4f8b\uff1a\u751f\u30c7\u30fc\u30bf \u2192 \u524d\u51e6\u7406 \u2192 \u7d50\u5408 \u2192 \u6307\u6a19\u8a08\u7b97 \u2192 \u30ec\u30dd\u30fc\u30c8\u51fa\u529b<\/li>\n<\/ul>\n<\/li>\n<li><strong>Data Catalog<\/strong>\n<ul>\n<li>\u300c\u3069\u306e\u540d\u524d\u306e\u30c7\u30fc\u30bf\u304c\u3001\u3069\u306e\u30d5\u30a1\u30a4\u30eb\/DB\/\u30af\u30e9\u30a6\u30c9\u306b\u3042\u308b\u306e\u304b\u300d\u3092YAML\u3067\u7ba1\u7406\u3059\u308b\u4ed5\u7d44\u307f<\/li>\n<li>\u4f8b\uff1a<code>machine_log<\/code> \u306f <code>data\/01_raw\/machine_log.csv<\/code>\u3001<code>qa_result<\/code> \u306f <code>data\/05_model_input\/qa_result.parquet<\/code> \u306a\u3069<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u91cd\u8981\u306a\u306e\u306f\u3001<strong>Node \u306e\u5f15\u6570\u30fb\u623b\u308a\u5024\u306e\u540d\u524d\u3068\u3001Data Catalog \u306e\u30ad\u30fc\u304c\u4e00\u81f4\u3059\u308b<\/strong>\u3068\u3044\u3046\u70b9\u3067\u3059\u3002<br \/>\n\u3053\u308c\u306b\u3088\u308a\u3001\u30b3\u30fc\u30c9\u306f\u300cPandas DataFrame\u304c\u6765\u3066\u3001DataFrame\u3092\u8fd4\u3059\u300d\u3053\u3068\u3060\u3051\u306b\u96c6\u4e2d\u3057\u3001\u3069\u3053\u306b\u4fdd\u5b58\u3059\u308b\u304b\u30fb\u3069\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u304b\u306fCatalog\u306b\u8ffd\u3044\u51fa\u305b\u307e\u3059\u3002<\/p>\n<h2 id=\"\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u4f5c\u6210\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\">\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u4f5c\u6210\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/h2>\n<p>\u5178\u578b\u7684\u306a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u4f5c\u308a\u65b9\u306f\u3053\u3093\u306a\u6d41\u308c\u3067\u3059\u3002(<a target=\"_blank\" href=\"https:\/\/docs.kedro.org\/en\/0.19.14\/get_started\/index.html?utm_source=chatgpt.com\" title=\"First steps \u2014 kedro 0.19.14 documentation\">docs.kedro.org<\/a>)<\/p>\n<ol>\n<li>Notebook\u3084\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u66f8\u3044\u3066\u3044\u305f\u51e6\u7406\u3092<strong>\u95a2\u6570<\/strong>\u306b\u5207\u308a\u51fa\u3059<\/li>\n<li>\u305d\u306e\u95a2\u6570\u3092 <strong>Node \u3068\u3057\u3066\u767b\u9332<\/strong>\u3059\u308b<\/li>\n<li>Node\u3092\u9806\u756a\u306b\u4e26\u3079\u3066 <strong>Pipeline \u3092\u5b9a\u7fa9<\/strong>\u3059\u308b<\/li>\n<li>\u5165\u51fa\u529b\u306e\u540d\u524d\u3092 <strong>Data Catalog\uff08YAML\uff09\u306b\u8a18\u8ff0<\/strong>\u3059\u308b<\/li>\n<li><code>kedro run<\/code> \u3067\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u3092\u5b9f\u884c\u3059\u308b<\/li>\n<\/ol>\n<p>\u6163\u308c\u3066\u304d\u305f\u3089\u3001\u300c\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u8907\u6570\u306b\u5206\u3051\u3066\u540d\u524d\u7a7a\u9593\u3067\u7ba1\u7406\u3059\u308b\u300d\u300cMLflow\u3084SageMaker\u306b\u63a5\u7d9a\u3059\u308b\u300d\u3068\u3044\u3063\u305f\u767a\u5c55\u30d1\u30bf\u30fc\u30f3\u306b\u3082\u9032\u3081\u307e\u3059\u3002(<a target=\"_blank\" href=\"https:\/\/aws.amazon.com\/blogs\/opensource\/using-kedro-pipelines-to-train-amazon-sagemaker-models\/?utm_source=chatgpt.com\" title=\"Using Kedro pipelines to train Amazon SageMaker models\">Amazon Web Services, Inc.<\/a>)<\/p>\n<h2 id=\"\u904b\u7528\u307e\u3067\u306e\u6d41\u308c\">\u904b\u7528\u307e\u3067\u306e\u6d41\u308c<\/h2>\n<p>Kedro\u5358\u4f53\u306f\u300c<strong>\u51e6\u7406\u306e\u4e2d\u8eab\u3068\u69cb\u9020<\/strong>\u300d\u3092\u304d\u308c\u3044\u306b\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u30ed\u30fc\u30ab\u30eb\u958b\u767a\uff1aKedro + Jupyter \/ VSCode<\/li>\n<li>\u30c1\u30fc\u30e0\u5171\u6709\uff1aKedro\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092Git\u3067\u7ba1\u7406\u3001CI\u3067 <code>kedro run<\/code> \u3092\u5b9f\u884c<\/li>\n<li>\u672c\u756a\u30d0\u30c3\u30c1\uff1aAirflow \/ Argo \/ GitHub Actions \u306a\u3069\u304b\u3089 Kedro \u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u547c\u3073\u51fa\u3059<\/li>\n<\/ul>\n<p>\u3068\u3044\u3046\u5206\u62c5\u3092\u30a4\u30e1\u30fc\u30b8\u3057\u3066\u304a\u304f\u3068\u3001\u300cMLOps\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4e00\u90e8\u300d\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u3053\u3067\u306f\u3001<strong>uv<\/strong> \u3092\u4f7f\u3063\u3066Kedro\u306e\u30df\u30cb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u308a\u3001\u7c21\u5358\u306a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5b9f\u884c\u3059\u308b\u3068\u3053\u308d\u307e\u3067\u3092\u3056\u3063\u3068\u898b\u3066\u307f\u307e\u3059\u3002<\/p>\n<h2 id=\"41-uvx\u3067\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u308b\">4.1 uvx\u3067\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u308b<\/h2>\n<p>\u4f5c\u696d\u306b\u4f7f\u7528\u3059\u308b<strong>uv<\/strong>\u3068<strong>python<\/strong>\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<pre class=\"code lang-sh\" data-lang=\"sh\" data-unlink=\"\">uvx <span class=\"synConstant\">0<\/span>.<span class=\"synConstant\">9<\/span>.<span class=\"synConstant\">10<\/span> <span class=\"synPreProc\">(<\/span><span class=\"synSpecial\">Homebrew 2025-11-17<\/span><span class=\"synPreProc\">)<\/span>\nPython <span class=\"synConstant\">3<\/span>.<span class=\"synConstant\">9<\/span>.<span class=\"synConstant\">6<\/span>\n<\/pre>\n<p>\u307e\u305a\u306f\u9069\u5f53\u306a\u4f5c\u696d\u30d5\u30a9\u30eb\u30c0\u306b\u79fb\u52d5\u3057\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067Kedro\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u304b\u3089\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-sh\" data-lang=\"sh\" data-unlink=\"\">uvx kedro new\n<\/pre>\n<p>\u5bfe\u8a71\u5f62\u5f0f\u3067\u3044\u304f\u3064\u304b\u8cea\u554f\u3055\u308c\u308b\u306e\u3067\u3001\u305f\u3068\u3048\u3070\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u56de\u7b54\u3057\u307e\u3059\uff1a<\/p>\n<pre class=\"code lang-sh\" data-lang=\"sh\" data-unlink=\"\">Project Name\n<span class=\"synStatement\">============<\/span>\nPlease enter a name <span class=\"synStatement\">for<\/span> your new project.\nSpaces, hyphens, and underscores are allowed.\nTo skip this step <span class=\"synStatement\">in<\/span> future use <span class=\"synSpecial\">--name<\/span>\n <span class=\"synStatement\">[<\/span>New Kedro Project<span class=\"synStatement\">]<\/span>: <span class=\"synStatement\">&lt;<\/span>span <span class=\"synIdentifier\">style<\/span>=<span class=\"synStatement\">\"<\/span><span class=\"synConstant\">color: #d32f2f<\/span><span class=\"synStatement\">\"&gt;<\/span>kedro-demo<span class=\"synStatement\">&lt;<\/span>\/span<span class=\"synStatement\">&gt;<\/span>\n\nProject Tools\n<span class=\"synStatement\">=============<\/span>\nThese optional tools can help you apply software engineering best practices.\nTo skip this step <span class=\"synError\">in<\/span> future use <span class=\"synSpecial\">--tools<\/span>\nTo <span class=\"synStatement\">find<\/span> out more: https:\/\/docs.kedro.org\/en\/stable\/starters\/new_project_tools.html\n\nTools\n<span class=\"synConstant\">1<\/span><span class=\"synError\">)<\/span> Lint: Basic linting with Ruff\n<span class=\"synConstant\">2<\/span><span class=\"synError\">)<\/span> Test: Basic testing with pytest\n<span class=\"synConstant\">3<\/span><span class=\"synError\">)<\/span> Log: Additional, environment-specific logging options\n<span class=\"synConstant\">4<\/span><span class=\"synError\">)<\/span> Docs: A Sphinx documentation setup\n<span class=\"synConstant\">5<\/span><span class=\"synError\">)<\/span> Data Folder: A folder structure <span class=\"synStatement\">for<\/span> data management\n<span class=\"synConstant\">6<\/span><span class=\"synError\">)<\/span> PySpark: Configuration <span class=\"synStatement\">for<\/span> working with PySpark\n\nWhich tools would you like to include <span class=\"synStatement\">in<\/span> your project? <span class=\"synStatement\">[<\/span>1<span class=\"synStatement\">-6<\/span>\/<span class=\"synConstant\">1<\/span>,<span class=\"synConstant\">3<\/span>\/all\/none<span class=\"synStatement\">]<\/span>:\n <span class=\"synStatement\">[<\/span>none<span class=\"synStatement\">]<\/span>: <span class=\"synStatement\">&lt;<\/span>span <span class=\"synIdentifier\">style<\/span>=<span class=\"synStatement\">\"<\/span><span class=\"synConstant\">color: #ff0000<\/span><span class=\"synStatement\">\"&gt;<\/span><span class=\"synConstant\">5<\/span><span class=\"synStatement\">&lt;<\/span>\/span<span class=\"synStatement\">&gt;<\/span>\n\nExample Pipeline\n<span class=\"synStatement\">================<\/span>\nSelect whether you would like an example spaceflights pipeline included <span class=\"synStatement\">in<\/span> your project.\nTo skip this step <span class=\"synError\">in<\/span> the future use <span class=\"synSpecial\">--example<\/span><span class=\"synStatement\">=<\/span>y\/n\nTo <span class=\"synStatement\">find<\/span> out more: https:\/\/docs.kedro.org\/en\/stable\/starters\/new_project_tools.html\n\nWould you like to include an example pipeline? <span class=\"synStatement\">[<\/span>y\/N<span class=\"synStatement\">]<\/span>:\n <span class=\"synStatement\">[<\/span>no<span class=\"synStatement\">]<\/span>: \n\nCongratulations!\n<\/pre>\n<p>\u4f5c\u6210\u304c\u7d42\u308f\u3063\u305f\u3089\u3001\u751f\u6210\u3055\u308c\u305f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u5165\u308a\u307e\u3059\u3002\u3042\u3068\u306e\u4f5c\u696d\u3067\u5fc5\u8981\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u3082\u8ffd\u52a0\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-sh\" data-lang=\"sh\" data-unlink=\"\"><span class=\"synStatement\">cd<\/span> kedro-demo\nuv add kedro pandas lxml kedro-datasets<span class=\"synStatement\">[<\/span>pandas<span class=\"synStatement\">]<\/span>\n<\/pre>\n<p>\u3053\u306e\u6642\u70b9\u3067\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30d5\u30a1\u30a4\u30eb\u69cb\u6210\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-sh\" data-lang=\"sh\" data-unlink=\"\">.\n\u251c\u2500\u2500 conf\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 base\n\u2502\u00a0\u00a0 \u2502\u00a0\u00a0 \u251c\u2500\u2500 catalog.yml\n\u2502\u00a0\u00a0 \u2502\u00a0\u00a0 \u2514\u2500\u2500 parameters.yml\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 <span class=\"synStatement\">local<\/span>\n\u2502\u00a0\u00a0 \u2502\u00a0\u00a0 \u2514\u2500\u2500 credentials.yml\n\u2502\u00a0\u00a0 \u2514\u2500\u2500 README.md\n\u251c\u2500\u2500 data\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 01_raw\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 02_intermediate\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 03_primary\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 04_feature\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 05_model_input\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 06_models\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 07_model_output\n\u2502\u00a0\u00a0 \u2514\u2500\u2500 08_reporting\n\u251c\u2500\u2500 notebooks\n\u251c\u2500\u2500 pyproject.toml\n\u251c\u2500\u2500 README.md\n\u251c\u2500\u2500 requirements.txt\n\u2514\u2500\u2500 src\n    \u2514\u2500\u2500 kedro_demo\n        \u251c\u2500\u2500 __init__.py\n        \u251c\u2500\u2500 __main__.py\n        \u251c\u2500\u2500 pipeline_registry.py\n        \u251c\u2500\u2500 pipelines\n        \u2502\u00a0\u00a0 \u2514\u2500\u2500 __init__.py\n        \u2514\u2500\u2500 settings.py\n\n<\/pre>\n<h2 id=\"42-example\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u4f5c\u6210\">4.2 example\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u4f5c\u6210<\/h2>\n<p>\u516c\u5f0f\u306e\u300cMinimal Kedro Project\u300d\u306e\u624b\u9806\u306b\u306a\u3089\u3063\u3066\u3001example\u3068\u3044\u3046\u540d\u524d\u306e\u5358\u7d14\u306a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30921\u3064\u4f5c\u3063\u3066\u307f\u307e\u3059\u3002(<a target=\"_blank\" href=\"https:\/\/docs.kedro.org\/en\/0.19.14\/get_started\/index.html?utm_source=chatgpt.com\" title=\"First steps \u2014 kedro 0.19.14 documentation\">docs.kedro.org<\/a>)\u3000\u4f8b\u3068\u3057\u3066\u3001\u300c\u6570\u5024\u306e\u30ea\u30b9\u30c8\u3092\u8aad\u307f\u8fbc\u307f\u3001\u5e73\u5747\u5024\u3092\u8a08\u7b97\u3057\u3066\u51fa\u529b\u3059\u308b\u300d\u3060\u3051\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"Node\u95a2\u6570\u306e\u4f5c\u6210\">Node\u95a2\u6570\u306e\u4f5c\u6210<\/h3>\n<p><code>kedro_demo\/pipelines\/example\/nodes.py<\/code> \u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">import<\/span> pandas <span class=\"synStatement\">as<\/span> pd\n\n<span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">load_numbers<\/span>() -&gt; pd.DataFrame:\n    <span class=\"synStatement\">return<\/span> pd.DataFrame({<span class=\"synConstant\">\"value\"<\/span>: [<span class=\"synConstant\">1<\/span>, <span class=\"synConstant\">2<\/span>, <span class=\"synConstant\">3<\/span>, <span class=\"synConstant\">4<\/span>, <span class=\"synConstant\">5<\/span>]})\n\n<span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">calc_mean<\/span>(df: pd.DataFrame) -&gt; <span class=\"synIdentifier\">float<\/span>:\n    <span class=\"synStatement\">return<\/span> df[<span class=\"synConstant\">\"value\"<\/span>].mean()\n<\/pre>\n<h3 id=\"Pipeline\u5b9a\u7fa9\">Pipeline\u5b9a\u7fa9<\/h3>\n<p><code>src\/kedro_demo\/pipelines\/example\/pipeline.py<\/code> \u3067Node\u3092\u3064\u306a\u304e\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">from<\/span> kedro.pipeline <span class=\"synPreProc\">import<\/span> Pipeline, node\n<span class=\"synPreProc\">from<\/span> .nodes <span class=\"synPreProc\">import<\/span> load_numbers, calc_mean\n\n<span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">create_pipeline<\/span>(**kwargs) -&gt; Pipeline:\n    <span class=\"synStatement\">return<\/span> Pipeline(\n        [\n            node(\n                func=load_numbers,\n                inputs=<span class=\"synIdentifier\">None<\/span>,\n                outputs=<span class=\"synConstant\">\"numbers\"<\/span>,\n                name=<span class=\"synConstant\">\"load_numbers_node\"<\/span>,\n            ),\n            node(\n                func=calc_mean,\n                inputs=<span class=\"synConstant\">\"numbers\"<\/span>,\n                outputs=<span class=\"synConstant\">\"mean_value\"<\/span>,\n                name=<span class=\"synConstant\">\"calc_mean_node\"<\/span>,\n            ),\n        ]\n    )\n<\/pre>\n<p>Kedro\u3067example\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u691c\u51fa\u3067\u304d\u308b\u3088\u3046\u306b\u3001<code>src\/kedro_demo\/pipelines\/example\/__init__.py<\/code>\u306b<code>create_pipeline<\/code>\u3092\u767b\u9332\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">from<\/span> .pipeline <span class=\"synPreProc\">import<\/span> create_pipeline\n<\/pre>\n<h3 id=\"Data-Catalog\u8a2d\u5b9a\">Data Catalog\u8a2d\u5b9a<\/h3>\n<p><code>conf\/base\/catalog.yml<\/code> \u306b\u51fa\u529b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-yaml\" data-lang=\"yaml\" data-unlink=\"\"><span class=\"synIdentifier\">numbers<\/span><span class=\"synSpecial\">:<\/span>\n  <span class=\"synIdentifier\">type<\/span><span class=\"synSpecial\">:<\/span> pandas.CSVDataset\n  <span class=\"synIdentifier\">filepath<\/span><span class=\"synSpecial\">:<\/span> data\/01_raw\/numbers.csv\n  <span class=\"synIdentifier\">save_args<\/span><span class=\"synSpecial\">:<\/span>\n    <span class=\"synIdentifier\">index<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">False<\/span>\n\n<span class=\"synIdentifier\">mean_value<\/span><span class=\"synSpecial\">:<\/span>\n  <span class=\"synIdentifier\">type<\/span><span class=\"synSpecial\">:<\/span> pandas.CSVDataset\n  <span class=\"synIdentifier\">filepath<\/span><span class=\"synSpecial\">:<\/span> data\/08_reporting\/mean_value.csv\n  <span class=\"synIdentifier\">save_args<\/span><span class=\"synSpecial\">:<\/span>\n    <span class=\"synIdentifier\">index<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">False<\/span>\n<\/pre>\n<p>\u305d\u308c\u305e\u308c\u306e\u884c\u306e\u610f\u5473\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<p>numbers:\uff08\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u540d\uff09:<br \/>\n  &#8211; \u540d\u524d\uff08\u30ad\u30fc\uff09: \u3053\u306e <code>numbers<\/code> \u306f Catalog \u5185\u3067\u306e\u8b58\u5225\u5b50\u3067\u3059\u3002<code>pipeline.py<\/code> \u306e <code>outputs=\"numbers\"<\/code> \u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<br \/>\ntype: pandas.CSVDataset:<br \/>\n  &#8211; \u5b9f\u88c5\u30af\u30e9\u30b9\u3092\u6307\u3059\u6587\u5b57\u5217\u3067\u3001<code>kedro-datasets[pandas]<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u63d0\u4f9b\u3059\u308b CSV \u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a Kedro \u306f\u8aad\u307f\u8fbc\u307f\u6642\u306b <code>pd.read_csv<\/code>\u3001\u4fdd\u5b58\u6642\u306b <code>DataFrame.to_csv<\/code> \u3092\u5185\u90e8\u3067\u547c\u3073\u51fa\u3057\u307e\u3059\u3002<br \/>\nfilepath: data\/01_raw\/numbers.csv:<br \/>\n  &#8211; CSV \u306e\u8aad\u307f\u66f8\u304d\u306b\u4f7f\u3046\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3067\u3059\u3002\u901a\u5e38\u306f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30eb\u30fc\u30c8\uff08Kedro \u5b9f\u884c\u6642\u306e\u30ab\u30ec\u30f3\u30c8\uff09\u304b\u3089\u306e\u76f8\u5bfe\u30d1\u30b9\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u6ce8\u610f: \u89aa\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u304c\u5b58\u5728\u3057\u306a\u3044\u3068\u4fdd\u5b58\u6642\u306b\u30a8\u30e9\u30fc\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3001\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u4e8b\u524d\u306b\u4f5c\u308b\u304b\u3001\u74b0\u5883\u5074\u3067\u4f5c\u6210\u3059\u308b\u4ed5\u7d44\u307f\u3092\u7528\u610f\u3057\u3066\u304f\u3060\u3055\u3044\uff08Kedro \u306e Dataset \u5b9f\u88c5\u306b\u3088\u308a\u81ea\u52d5\u4f5c\u6210\u3055\u308c\u308b\u3053\u3068\u3082\u3042\u308b\u304c\u3001\u78ba\u5b9f\u306b\u3057\u305f\u3044\u5834\u5408\u306f\u660e\u793a\u7684\u306b\u4f5c\u6210\u3059\u308b\u306e\u304c\u5b89\u5168\u3067\u3059\uff09\u3002<\/p>\n<p>save_args \u4ee5\u4e0b\u306f DataFrame.to_csv(&#8230;) \u306b\u6e21\u3055\u308c\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u5f15\u6570\u3067\u3059\u3002\u3053\u3053\u306b\u66f8\u3044\u305f\u8a2d\u5b9a\u3067 CSV \u4fdd\u5b58\u6642\u306e\u6319\u52d5\u3092\u5236\u5fa1\u3067\u304d\u307e\u3059\u3002<br \/>\n\u4f8b\uff08\u73fe\u5728\uff09: index: False \u306f\u884c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092 CSV \u306b\u66f8\u304d\u51fa\u3055\u306a\u3044\u8a2d\u5b9a\u3067\u3059\uff08\u591a\u304f\u306e\u5834\u5408\u3001DataFrame \u306e index \u3092\u30d5\u30a1\u30a4\u30eb\u306b\u51fa\u3057\u305f\u304f\u306a\u3044\u306e\u3067 False \u306b\u3057\u307e\u3059\uff09\u3002<\/p>\n<h2 id=\"43-\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5b9f\u884c\u3057\u3066\u307f\u308b\">4.3 \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5b9f\u884c\u3057\u3066\u307f\u308b<\/h2>\n<p>\u6e96\u5099\u304c\u3067\u304d\u305f\u3089\u3001\u3044\u3088\u3044\u3088\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-sh\" data-lang=\"sh\" data-unlink=\"\">uv run kedro run\n<\/pre>\n<p>\u6b63\u5e38\u306b\u52d5\u3051\u3070\u3001\u4ee5\u4e0b\u306e\u30c7\u30fc\u30bf\u304cCSV\u30d5\u30a1\u30a4\u30eb\u306b\u51fa\u529b\u3055\u308c\u3066\u3044\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n<ul>\n<li><code>data\/01_raw\/numbers.csv<\/code> \u306b <code>[1,2,3,4,5]<\/code> \u306e\u30c7\u30fc\u30bf<\/li>\n<li><code>data\/08_reporting\/mean_value.csv<\/code> \u306b\u5e73\u5747\u5024 <code>3.0<\/code><\/li>\n<\/ul>\n<p>\u3053\u3053\u307e\u3067\u3067\u3001Kedro\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4f5c\u6210 -&gt; Node \/ Pipeline \/ Data Catalog \u306e\u3072\u3068\u901a\u308a\u306e\u6d41\u308c -&gt; <code>uv run<\/code> \u3067\u306e\u5b9f\u884c \u3068\u3044\u3046\u6700\u5c0f\u30bb\u30c3\u30c8\u3092\u4f53\u9a13\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>Kedro\u306e\u3082\u3046\u4e00\u3064\u306e\u9b45\u529b\u304c\u3001<strong>\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092DAG\u3068\u3057\u3066\u53ef\u8996\u5316\u3067\u304d\u308b Kedro-Viz<\/strong> \u3067\u3059\u3002(<a target=\"_blank\" href=\"https:\/\/docs.kedro.org\/en\/0.19.14\/?utm_source=chatgpt.com+%22kedro+0.19.14+documentation%22\">docs.kedro.org<\/a>)<\/p>\n<h2 id=\"51-\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u8d77\u52d5\">5.1 \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u8d77\u52d5<\/h2>\n<p>\u307e\u305a\u306f\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-sh\" data-lang=\"sh\" data-unlink=\"\">uv add kedro-viz\n<\/pre>\n<p>\u305d\u306e\u4e0a\u3067\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30eb\u30fc\u30c8\u3067\u6b21\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-sh\" data-lang=\"sh\" data-unlink=\"\">uv run kedro viz\n<\/pre>\n<p>\u30d6\u30e9\u30a6\u30b6\u304c\u958b\u304d\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30b0\u30e9\u30d5\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"kedro viz UI\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/u\/uchida_abeja\/20251121\/20251121161800.png\" width=\"1200\" height=\"854\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>kedro viz UI<\/figcaption><\/figure>\n<\/p>\n<p>\u56db\u89d2\u306f\u3001Node\uff08\u51e6\u7406\uff09\u3092\u8868\u3057\u3066\u304a\u308a\u3001\u4e38\u306f\u3001Dataset\uff08Data Catalog\u3067\u5b9a\u7fa9\u3057\u305f\u5165\u51fa\u529b\uff09\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u5148\u307b\u3069\u306e\u4f8b\u3060\u3068\u3001<code>load_numbers_node<\/code> \u2192 <code>numbers<\/code> \u2192 <code>calc_mean_node<\/code> \u2192 <code>mean_value<\/code> \u3068\u3044\u3046\u6d41\u308c\u304c\u77e2\u5370\u4ed8\u304d\u3067\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<h2 id=\"52-Kedro-Viz\u3067\u3067\u304d\u308b\u3053\u3068\">5.2 Kedro-Viz\u3067\u3067\u304d\u308b\u3053\u3068<\/h2>\n<p>Kedro-Viz\u3067\u306f\u3001\u5358\u306a\u308b\u300c\u304a\u7d75\u304b\u304d\u300d\u4ee5\u4e0a\u306e\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002(<a target=\"_blank\" href=\"https:\/\/docs.kedro.org\/en\/0.19.14\/?utm_source=chatgpt.com+%22kedro+0.19.14+documentation%22\">docs.kedro.org<\/a>)<\/p>\n<ul>\n<li>\u30ce\u30fc\u30c9\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u3069\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u3069\u306e\u95a2\u6570\u304b\u3092\u78ba\u8a8d<\/li>\n<li>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u30fb\u7a2e\u985e\uff08CSV\/Parquet\u306a\u3069\uff09\u3092\u78ba\u8a8d<\/li>\n<li>\u90e8\u5206\u7684\u306a\u30b5\u30d6\u30b0\u30e9\u30d5\u3092\u30cf\u30a4\u30e9\u30a4\u30c8\u3057\u3066\u3001\u62c5\u5f53\u8005\u3054\u3068\u306b\u8cac\u52d9\u3092\u5206\u3051\u308b<\/li>\n<li>\uff08\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u3088\u3063\u3066\u306f\uff09\u7c21\u5358\u306a\u30c7\u30fc\u30bf\u30d7\u30ec\u30d3\u30e5\u30fc\u3092\u8868\u793a<\/li>\n<\/ul>\n<p>\u958b\u767a\u8005\u76ee\u7dda\u3067\u306f\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u51e6\u7406\u306b\u3064\u3044\u3066\u30c1\u30fc\u30e0\u5185\u3067\u8aac\u660e\u3059\u308b\u3068\u304d\u3084\u3001\u65b0\u3057\u304f\u8ffd\u52a0\u3057\u305fNode\u306e\u4f4d\u7f6e\u304c\u610f\u56f3\u901a\u308a\u304b\u30c1\u30a7\u30c3\u30af\u3059\u308b\u3068\u304d\u306b\u4fbf\u5229\u3067\u3059\u3002<\/p>\n<p>Kedro\u306b\u3064\u3044\u3066\u8abf\u3079\u3066\u307f\u3066\u3001AI\u3084\u6a5f\u68b0\u5b66\u7fd2\u4ee5\u5916\u306e\u30c7\u30fc\u30bf\u5206\u6790\u696d\u52d9\u306b\u3082\u4f7f\u3048\u305d\u3046\u3060\u3068\u611f\u3058\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u3001\u3053\u3053\u304b\u3089\u306f\u300cML\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u306f\u306a\u3044\u4eba\u304c Kedro \u3092\u3069\u3046\u4f7f\u3046\u304b\uff1f\u300d\u3068\u3044\u3046\u89b3\u70b9\u3067\u3001\u3044\u304f\u3064\u304b\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u8003\u3048\u3066\u307f\u307e\u3059\u3002<\/p>\n<h2 id=\"ML\u30a8\u30f3\u30b8\u30cb\u30a2\u4ee5\u5916\u3067\u3082\u4f7f\u3048\u305d\u3046\u306a\u3068\u3053\u308d\">ML\u30a8\u30f3\u30b8\u30cb\u30a2\u4ee5\u5916\u3067\u3082\u4f7f\u3048\u305d\u3046\u306a\u3068\u3053\u308d<\/h2>\n<p>Kedro\u6d3b\u7528\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u300c\u6bce\u56de\u3084\u3063\u3066\u3044\u308b\u624b\u4f5c\u696d\u306e\u6d41\u308c\u3092\u3001Node\u306b\u5206\u89e3\u3057\u3066Pipeline\u5316\u3059\u308b\u300d\u3053\u3068\u3067\u3059\u3002\u305d\u306e\u5834\u5408\u3001\u4ee5\u4e0b\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u3082\u6d3b\u7528\u3067\u304d\u305d\u3046\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf\u5206\u6790\u30c1\u30fc\u30e0\u3067\u306e\u5b9a\u4f8b\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210<\/li>\n<li>BI\u5411\u3051\u306e\u96c6\u8a08\u524d\u51e6\u7406\uff08\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u624b\u524d\u306ePython\u52a0\u5de5\uff09<\/li>\n<li>IoT\/FA\u5206\u91ce\u3067\u306e\u30ed\u30b0\u89e3\u6790\u3001\u88c5\u7f6e\u30d8\u30eb\u30b9\u30c1\u30a7\u30c3\u30af<\/li>\n<\/ul>\n<h2 id=\"\u653e\u5c04\u7dda\u6cbb\u7642\u306b\u304a\u3051\u308bDaily-QA\u30c7\u30fc\u30bf\u5206\u6790\">\u653e\u5c04\u7dda\u6cbb\u7642\u306b\u304a\u3051\u308bDaily QA\u30c7\u30fc\u30bf\u5206\u6790<\/h2>\n<p>\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u5c11\u3057\u5177\u4f53\u5316\u3057\u3001\u79c1\u306e\u7d4c\u9a13\u304c\u3042\u308b\u653e\u5c04\u7dda\u6cbb\u7642\u306e\u73fe\u5834\u3092\u4f8b\u306b\u8003\u3048\u3066\u307f\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u5165\u529b\u30c7\u30fc\u30bf\n<ul>\n<li>\u52a0\u901f\u5668\u306e\u30de\u30b7\u30f3\u30ed\u30ae\u30f3\u30b0\uff08\u30a8\u30cd\u30eb\u30ae\u30fc\u3001\u30d3\u30fc\u30e0\u96fb\u6d41\u3001\u30ac\u30f3\u30c8\u30ea\u89d2\u5ea6\u3001\u30e2\u30cb\u30bf\u7dda\u91cf\u306a\u3069\uff09<\/li>\n<li>QA\u88c5\u7f6e\uff08\u96fb\u96e2\u7bb1\u30a2\u30ec\u30a4\u3001\u30d5\u30a1\u30f3\u30c8\u30e0\uff09\u306e\u6e2c\u5b9a\u7dda\u91cf\u30fb\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb<\/li>\n<\/ul>\n<\/li>\n<li>\u8ab2\u984c\n<ul>\n<li>\u30d9\u30f3\u30c0\u30fc\u3054\u3068\u306b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u304c\u7570\u306a\u308b<\/li>\n<li>\u691c\u8a3c\u9805\u76ee\uff08\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u4e00\u81f4\u5ea6\u3001\u7dda\u91cf\u504f\u5dee\u306a\u3069\uff09\u304c\u8907\u6570\u3042\u308a\u3001Excel\u3067\u306e\u624b\u8a08\u7b97\u3060\u3068\u3064\u3089\u3044<\/li>\n<li>\u65e5\u3005\u306e\u7d50\u679c\u3092\u30c8\u30ec\u30f3\u30c9\u3068\u3057\u3066\u8ffd\u3044\u305f\u3044<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>Kedro\u3067\u7d44\u307f\u7acb\u3066\u308b\u3068\u3001\u4f8b\u3048\u3070\u3053\u3093\u306a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304c\u7d44\u3081\u305d\u3046\u3067\u3059\u3002<\/p>\n<ol>\n<li><code>load_machine_log<\/code>\uff1a\u30de\u30b7\u30f3\u30ed\u30ae\u30f3\u30b0\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3093\u3067\u6a19\u6e96\u5316<\/li>\n<li><code>load_qa_measurement<\/code>\uff1aQA\u30c7\u30d0\u30a4\u30b9\u306e\u51fa\u529b\u3092\u8aad\u307f\u8fbc\u3093\u3067\u6a19\u6e96\u5316<\/li>\n<li><code>join_by_delivery_id<\/code>\uff1a\u7167\u5c04ID\u3084\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u3067\u30de\u30fc\u30b8<\/li>\n<li><code>calc_qa_metrics<\/code>\uff1a\u7dda\u91cf\u504f\u5dee[%]\u3001\u4f4d\u7f6e\u305a\u308c[mm]\u3001\u30ac\u30f3\u30c8\u30ea\u89d2\u3054\u3068\u306e\u7d71\u8a08\u91cf\u3092\u8a08\u7b97<\/li>\n<li><code>generate_daily_report<\/code>\uff1aPDF\/HTML\u306a\u3069\u3067\u30ec\u30dd\u30fc\u30c8\u3092\u51fa\u529b<\/li>\n<\/ol>\n<p>Data Catalog\u3067\u300c\u30de\u30b7\u30f3\u30ed\u30b0\u300d\u300cQA\u6e2c\u5b9a\u300d\u300c\u7d50\u5408\u7d50\u679c\u300d\u300c\u30ec\u30dd\u30fc\u30c8\u7528\u30c6\u30fc\u30d6\u30eb\u300d\u306a\u3069\u3092\u6574\u7406\u3057\u3066\u304a\u3051\u3070\u3001<br \/>\n<strong><code>kedro run --pipeline=daily_qa<\/code> \u3060\u3051\u3067\u6bce\u65e5\u306eQA\u89e3\u6790\u304c\u518d\u73fe\u53ef\u80fd<\/strong>\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2 id=\"\u5927\u5b66\u7814\u7a76\u5ba4\u3067\u306e\u5b9f\u9a13\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\">\u5927\u5b66\u7814\u7a76\u5ba4\u3067\u306e\u5b9f\u9a13\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/h2>\n<p>\u5b66\u751f\u6642\u4ee3\u3092\u601d\u3044\u8fd4\u3059\u3068\u3001\u7814\u7a76\u5ba4\u306e\u5c0f\u898f\u6a21\u306a\u7269\u7406\u5b9f\u9a13\u3067\u3082\u3001\u4f3c\u305f\u3088\u3046\u306a\u69cb\u9020\u3067\u5206\u6790\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304c\u7d44\u3081\u305d\u3046\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u88c5\u7f6e\u30ed\u30b0\uff08\u96fb\u5727\u30fb\u96fb\u6d41\u30fb\u6e29\u5ea6\u30fb\u30d3\u30fc\u30e0\u30d1\u30e9\u30e1\u30fc\u30bf\uff09<\/li>\n<li>\u8a08\u6e2c\u5668\u306e\u51fa\u529b\uff08CSV, \u30d0\u30a4\u30ca\u30ea\uff09<\/li>\n<li>\u5b9f\u9a13\u6761\u4ef6\uff08\u8a66\u6599ID\u30fb\u4f4d\u7f6e\u30fb\u65e5\u4ed8\u30fb\u30aa\u30da\u30ec\u30fc\u30bf\uff09<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u3092Kedro\u3067\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5316\u3059\u308b\u3068\uff1a<\/p>\n<ul>\n<li>\u6bce\u56de\u540c\u3058\u89e3\u6790\u30d5\u30ed\u30fc\u3092\u3001\u5225\u6761\u4ef6\u30fb\u5225\u8a66\u6599\u306b\u5bfe\u3057\u3066\u9069\u7528\u3067\u304d\u308b<\/li>\n<li>\u5b66\u751f\u3084\u5171\u540c\u7814\u7a76\u8005\u306b\u89e3\u6790\u624b\u9806\u3092\u5171\u6709\u3057\u3084\u3059\u3044<\/li>\n<li>\u5b9f\u9a13\u30ce\u30fc\u30c8\uff0b\u89e3\u6790\u30b3\u30fc\u30c9\u306e\u300c\u518d\u73fe\u6027\u300d\u304c\u4e0a\u304c\u308b<\/li>\n<\/ul>\n<h2 id=\"Apache-Airflow\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u30d1\u30bf\u30fc\u30f3\">Apache Airflow\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u30d1\u30bf\u30fc\u30f3<\/h2>\n<p>\u672c\u756a\u904b\u7528\u3067\u300c\u6bce\u671d9\u6642\u306b\u524d\u65e5\u306eQA\u89e3\u6790\u3092\u56de\u3059\u300d\u307f\u305f\u3044\u306a\u8981\u4ef6\u304c\u51fa\u3066\u304f\u308b\u3068\u3001Airflow \u3084\u4ed6\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30e9\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u306e\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<\/p>\n<ul>\n<li>Kedro\uff1aPython\u5074\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5b9a\u7fa9\uff08Node \/ Pipeline \/ Data Catalog\uff09<\/li>\n<li>Airflow\uff1a\u3044\u3064\u30fb\u3069\u306e\u74b0\u5883\u3067\u30fb\u3069\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5b9f\u884c\u3059\u308b\u304b\uff08\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\uff09<\/li>\n<\/ul>\n<p>\u3068\u3044\u3046\u5f79\u5272\u5206\u62c5\u306b\u3057\u3066\u304a\u304f\u3068\u3001<\/p>\n<ul>\n<li>\u30ed\u30b8\u30c3\u30af\u5909\u66f4 \u2192 Kedro\u5074\u306eNode\u30fbPipeline\u4fee\u6b63<\/li>\n<li>\u5b9f\u884c\u30bf\u30a4\u30df\u30f3\u30b0\u5909\u66f4 \u2192 Airflow\u5074\u306eDAG\u4fee\u6b63<\/li>\n<\/ul>\n<p>\u3068\u6574\u7406\u3067\u304d\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u6027\u306e\u5411\u4e0a\u306b\u7e4b\u304c\u308a\u307e\u3059\u3002<\/p>\n<p>Airflow\u306b\u3064\u3044\u3066\u306f\u3001\u6700\u8fd1\u306eABEJA Tech Blog\u3082\u305c\u3072\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\uff01<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Ftech-blog.abeja.asia%2Fentry%2Fapache-airflow-intro-in-15-minutes-202511\" title=\"15\u5206\u3067\u308f\u304b\u308b Apache Airflow \u5165\u9580 - ABEJA Tech Blog\" 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:\/\/tech-blog.abeja.asia\/entry\/apache-airflow-intro-in-15-minutes-202511\">tech-blog.abeja.asia<\/a><\/cite><\/p>\n<p>\u6700\u5f8c\u306b\u3001\u3053\u306e\u8a18\u4e8b\u304b\u3089\u4e00\u6b69\u9032\u3080\u305f\u3081\u306e\u516c\u5f0f\u30ea\u30bd\u30fc\u30b9\u3092\u307e\u3068\u3081\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<h2 id=\"Kedro-HP--\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\">Kedro HP \/ \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/h2>\n<ul>\n<li>Kedro\u516c\u5f0f\u30b5\u30a4\u30c8\uff08\u6982\u8981\u3001Why Kedro?, Features, \u4e8b\u4f8b\u306a\u3069\uff09(<a target=\"_blank\" href=\"https:\/\/kedro.org\/?utm_source=chatgpt.com\" title=\"Kedro | An open-source framework for data science code\">Kedro<\/a>)<\/li>\n<li>Getting Started \/ First steps \/ Minimal project \u306a\u3069\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8(<a target=\"_blank\" href=\"https:\/\/docs.kedro.org\/en\/0.19.14\/?utm_source=chatgpt.com+%22kedro+0.19.14+documentation%22\">docs.kedro.org<\/a>)<\/li>\n<\/ul>\n<p>\u6700\u521d\u306f\u300cFirst steps\u300d\u300cCreate a Minimal Kedro Project\u300d\u3042\u305f\u308a\u3092\u8aad\u3080\u306e\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<h2 id=\"Kedro-YouTube-Channel\">Kedro YouTube Channel<\/h2>\n<ul>\n<li>\u516c\u5f0fYouTube\u30c1\u30e3\u30f3\u30cd\u30eb\uff08Coffee Chat\u3084\u5165\u9580\u30b7\u30ea\u30fc\u30ba\uff09(<a target=\"_blank\" href=\"https:\/\/www.youtube.com\/%40kedro-python?utm_source=chatgpt.com\" title=\"Kedro\">YouTube<\/a>)<\/li>\n<li>\u300cNew to Kedro? Start Here!\u300d\u7cfb\u306e\u52d5\u753b\u306f\u3001\u3053\u306e\u8a18\u4e8b\u306e\u5185\u5bb9\u3068\u304b\u306a\u308a\u91cd\u306a\u308b\u306e\u3067\u5fa9\u7fd2\u306b\u3061\u3087\u3046\u3069\u826f\u3044\u3067\u3059\u3002(<a target=\"_blank\" href=\"https:\/\/www.youtube.com\/watch?v=P4o7n-TnL5o&amp;utm_source=chatgpt.com\" title=\"New to Kedro? Start Here!\">YouTube<\/a>)<\/li>\n<\/ul>\n<hr\/>\n<p>ABEJA\u306f\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u793e\u4f1a\u5b9f\u88c5\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002 \u6280\u8853\u306f\u3082\u3061\u308d\u3093\u3001\u6280\u8853\u3092\u3069\u306e\u3088\u3046\u306b\u3057\u3066\u793e\u4f1a\u3084\u30d3\u30b8\u30cd\u30b9\u306b\u7d44\u307f\u8fbc\u3093\u3067\u3044\u304f\u304b\u3092\u8003\u3048\u308b\u306e\u304c\u597d\u304d\u306a\u65b9\u306f\u3001\u4e0b\u8a18\u63a1\u7528\u30da\u30fc\u30b8\u304b\u3089\u30a8\u30f3\u30c8\u30ea\u30fc\u304f\u3060\u3055\u3044\uff01 \uff08\u65b0\u5352\u306e\u65b9\u3084\u30a4\u30f3\u30bf\u30fc\u30f3\u30b7\u30c3\u30d7\u306e\u30a8\u30f3\u30c8\u30ea\u30fc\u3082\u304a\u5f85\u3061\u3057\u3066\u304a\u308a\u307e\u3059\uff01\uff09<br \/>\n<iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=http%3A%2F%2Fcareers.abejainc.com\" title=\"ABEJA \u63a1\u7528\u60c5\u5831\" 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=\"http:\/\/careers.abejainc.com\">careers.abejainc.com<\/a><\/cite><\/p>\n<p>\u7279\u306b\u4e0b\u8a18\u30dd\u30b8\u30b7\u30e7\u30f3\u306e\u52df\u96c6\u3092\u5f37\u5316\u3057\u3066\u3044\u307e\u3059\uff01\u305c\u3072\u5fa1\u89a7\u304f\u3060\u3055\u3044\uff01<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/hrmos.co\/pages\/abeja\/jobs\/dev-ds41-sol11\">\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u9818\u57df\uff1a\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8<\/a><\/p>\n<p><a target=\"_blank\" href=\"https:\/\/hrmos.co\/pages\/abeja\/jobs\/dev-ds31-41-sol11\">\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u9818\u57df\uff1a\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\uff08\u30df\u30c9\u30eb\uff09<\/a><\/p>\n<p><a target=\"_blank\" href=\"https:\/\/hrmos.co\/pages\/abeja\/jobs\/dev-dse-41-sol11\">\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u9818\u57df\uff1a\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\uff08\u30b7\u30cb\u30a2\uff09<\/a><\/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); 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