{"id":1375,"date":"2022-01-16T15:04:53","date_gmt":"2022-01-16T06:04:53","guid":{"rendered":"https:\/\/aiacademy.jp\/media\/?p=1375"},"modified":"2025-02-18T12:11:31","modified_gmt":"2025-02-18T03:11:31","slug":"%e3%80%90%e5%88%9d%e5%bf%83%e8%80%85%e5%90%91%e3%81%91%e3%80%91airflow%e3%81%a8%e3%81%af%ef%bc%9f%e3%82%8f%e3%81%8b%e3%82%8a%e3%82%84%e3%81%99%e3%81%8f%e8%a7%a3%e8%aa%ac%ef%bc%81","status":"publish","type":"post","link":"https:\/\/aiacademy.jp\/media\/?p=1375","title":{"rendered":"\u3010\u521d\u5fc3\u8005\u5411\u3051\u3011Airflow\u3068\u306f\uff1fAirflow\u306b\u95a2\u3057\u3066\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\uff01"},"content":{"rendered":"\n<div class=\"toc\">    <div id=\"toc_container\" class=\"sgb-toc--no-bullets js-smooth-scroll\" data-dialog-title=\"Table of Contents\">\n      <p class=\"toc_title\">\u76ee\u6b21 <\/p>\n      <ul class=\"toc_list\">  <li class=\"first\">    <span><\/span>    <ul class=\"menu_level_1\">      <li class=\"first last\">        <a href=\"#i-0\">\u306f\u3058\u3081\u306b<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-1\">Airflow\u3068\u306f<\/a>  <\/li>  <li>    <a href=\"#i-2\">Airflow\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a>  <\/li>  <li>    <a href=\"#i-3\">Airflow Web UI\u3092\u7acb\u3061\u4e0a\u3052\u308b<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-4\">\u2728\u751f\u6210AI\u30b3\u30fc\u30b9 \u53d7\u8b1b\u304a\u7533\u8fbc\u307f\u53d7\u4ed8\u4e2d\uff01<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-5\">Airflow Web UI  \u306b\u30ed\u30b0\u30a4\u30f3\u3059\u308b<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-6\">Airflow\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/a>  <\/li>  <li class=\"last\">    <a href=\"#i-7\">\u304a\u308f\u308a\u306b<\/a>  <\/li><\/ul>\n      \n    <\/div><\/div><div class=\"toc\"><p><\/p>\n<\/div><h2 class=\"wp-block-heading\" id=\"i-0\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Airflow\u3068\u306f\u4f55\u304b\u6982\u8981\u3092\u77e5\u308a\u305f\u3044\u65b9\u5411\u3051\u306e\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n\n\n\n<p>Airflow UI\u306e\u8a73\u7d30\u306a\u89e3\u8aac\u3084\u3001Airflow\u306e\u30b3\u30fc\u30c9\u306e\u8a73\u7d30\u306b\u95a2\u3057\u3066\u306f\u89e3\u8aac\u3044\u305f\u3057\u307e\u305b\u3093\u306e\u3067\u3042\u3089\u304b\u3058\u3081\u3054\u4e86\u627f\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"i-1\">Airflow\u3068\u306f<\/h1>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"554\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-01-16-14.48.01-1024x554.png\" alt=\"\" class=\"wp-image-1377\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-01-16-14.48.01-1024x554.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-01-16-14.48.01-300x162.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-01-16-14.48.01-768x415.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-01-16-14.48.01-1536x830.png 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-01-16-14.48.01-2048x1107.png 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-01-16-14.48.01-940x508.png 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p><a href=\"https:\/\/airflow.apache.org\/\" rel=\"nofollow noopener\" target=\"_blank\">Airflow<\/a>\uff08Apache Airflow\uff09\u3068\u306f\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u7ba1\u7406\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u5b9f\u884c\u3092\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3057\u305f\u308a\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u51fa\u6765\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>Airflow\u306e\u4e2d\u3067\u3088\u304f\u767b\u5834\u3059\u308b\u7528\u8a9e\u3068\u3057\u3066\u3001\u300cDAG\u300d\u3084<meta charset=\"utf-8\">\u300c\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u300d\u3068\u547c\u3070\u308c\u308b\u7528\u8a9e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>DAG \uff08Directed Acyclic Graph\uff09\u3068\u306f\u3001\u4f9d\u5b58\u95a2\u4fc2\u306e\u3042\u308b\u51e6\u7406\u540c\u58eb\u3092\u3064\u306a\u304e\u3053\u3093\u3060\u3082\u306e\u3092DAG\uff08\u6709\u5411\u975e\u5de1\u56de\u30b0\u30e9\u30d5\uff09\u3068\u547c\u3073\u3001DAG\u3092\u7528\u3044\u3066\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002 DAG\u306e\u8a73\u7d30\u306b\u306f\u89e6\u308c\u307e\u305b\u3093\u304c\u3001\u4e00\u65b9\u5411\u306e\u307f\u524d\u65b9\u5411\u306b\u60c5\u5831\u304c\u6d41\u308c\u308b\u3068\u3044\u3063\u305f\u610f\u5473\u3092\u6301\u3064\u30b0\u30e9\u30d5\u3067\u3059\u3002\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u3044\u3046\u306e\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u7d44\u307f\u30fb\u30c7\u30fc\u30bf\u306e\u5909\u63db\u30fb\u5206\u6790\u3068\u3044\u3063\u305f\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3051\u308b\u4e00\u9023\u306e\u30bf\u30b9\u30af\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"i-2\">Airflow\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h1>\n\n\n\n<p>Airflow\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u3068\u3057\u3066\u3001<a href=\"https:\/\/airflow.apache.org\/docs\/apache-airflow\/stable\/start\/local.html\" rel=\"nofollow noopener\" target=\"_blank\">\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5<\/a>\u3068<a href=\"https:\/\/airflow.apache.org\/docs\/apache-airflow\/stable\/start\/docker.html\" rel=\"nofollow noopener\" target=\"_blank\">Docker\u3092\u7528\u3044\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5<\/a>\u306e2\u901a\u308a\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30ed\u30fc\u30ab\u30eb\u306e\u5834\u5408\u3001pip\u3092\u7528\u3044\u3066\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install apache-airflow<\/code><\/pre>\n\n\n\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5f8c\u3001Python\u30d7\u30ed\u30b0\u30e9\u30e0\u304b\u3089\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8aad\u307f\u8fbc\u3081\u308c\u3070\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6210\u529f\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import airflow<\/code><\/pre>\n\n\n\n<p><\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"i-3\">Airflow Web UI\u3092\u7acb\u3061\u4e0a\u3052\u308b<\/h1>\n\n\n\n<p><\/p>\n\n\n\n<p>Airflow Web UI\u3092\u7acb\u3061\u4e0a\u3052\u308b\u65b9\u6cd5\u3092\u7c21\u5358\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5148\u307b\u3069\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u3001Airflow\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u72b6\u614b\u3067\u9032\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u624b\u9806\u306b\u5f93\u3063\u3066Web UI\u3092\u7acb\u3061\u4e0a\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u2460Airflow\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u521d\u671f\u5316<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><meta charset=\"utf-8\">Mac\u74b0\u5883\u306e\u5834\u5408\u3001\u30bf\u30fc\u30df\u30ca\u30eb\u3092\u958b\u3044\u3066\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u306f\u3001<meta charset=\"utf-8\">Airflow\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u521d\u671f\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>airflow db init<\/code><\/pre>\n\n\n\n<p>\u2461Airflow\u30b9\u30b1\u30b8\u30e5\u30fc\u30e9\u3092\u8d77\u52d5<\/p>\n\n\n\n<p>\u7d9a\u3051\u3066\u30bf\u30fc\u30df\u30ca\u30eb\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u306fAirflow\u30b9\u30b1\u30b8\u30e5\u30fc\u30e9\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>airflow scheduler<\/code><\/pre>\n\n\n\n<p>\u2462\u65b0\u898f\u306b\u30bf\u30fc\u30df\u30ca\u30eb\u3092\u958b\u304dAirflow Web\u30b5\u30fc\u30d0\u30fc\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u2461\u3067\u30b9\u30b1\u30b8\u30e5\u30fc\u30e9\u3092\u8d77\u52d5\u3057\u305f\u30bf\u30fc\u30df\u30ca\u30eb\u3092\u305d\u306e\u307e\u307e\u958b\u3044\u305f\u72b6\u614b\u3067\u5225\u306e\u30bf\u30fc\u30df\u30ca\u30eb\u3092\u958b\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><strong>\u306a\u304a\u2461\u306e\u30bf\u30fc\u30df\u30ca\u30eb\u306f\u9589\u3058\u306a\u3044\u3088\u3046\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/strong><\/p>\n\n\n\n<p>\u65b0\u3057\u3044\u30bf\u30fc\u30df\u30ca\u30eb\u3092\u958b\u3044\u3066\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066Airflow Web\u30b5\u30fc\u30d0\u30fc\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>airflow webserver --port 8080<\/code><\/pre>\n\n\n\n<p>\u4e0a\u8a18\u306e\u30b3\u30de\u30f3\u30c9\u306b\u3088\u308a\u3001\u30dd\u30fc\u30c8\u756a\u53f7<code>8080<\/code>\u3092\u4f7f\u7528\u3057\u3066Web\u30b5\u30fc\u30d0\u30fc\u304c\u8d77\u52d5\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u306a\u304a\u6307\u5b9a\u3057\u305f\u30dd\u30fc\u30c8\u756a\u53f7\u306b\u5909\u66f4\u3082\u51fa\u6765\u307e\u3059\u3002\u30dd\u30fc\u30c8\u756a\u53f7\u3092\u5909\u66f4\u3057\u305f\u3044\u5834\u5408\u306f\u3001<code>--port<\/code>\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u5f8c\u306b\u4efb\u610f\u306e\u30dd\u30fc\u30c8\u756a\u53f7\u3092\u6307\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4e0a\u8a18\u306e\u624b\u9806\u5f8c\u3001Web\u30d6\u30e9\u30a6\u30b6\u3088\u308a\u3001<code>http:\/\/localhost:8080<\/code>\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u753b\u9762\u304c\u7acb\u3061\u4e0a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"278\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-31-12.24.21-1024x278.png\" alt=\"\" class=\"wp-image-3826\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-31-12.24.21-1024x278.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-31-12.24.21-300x82.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-31-12.24.21-768x209.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-31-12.24.21-1536x418.png 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-31-12.24.21-2048x557.png 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2023\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2023-03-31-12.24.21-940x256.png 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p>Airflow Web UI\u3088\u308a\u3001DAG\u306e\u4e00\u89a7\u3084\u30bf\u30b9\u30af\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u3001\u30ed\u30b0\u306a\u3069\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-4\">\u2728\u751f\u6210AI\u30b3\u30fc\u30b9 \u53d7\u8b1b\u304a\u7533\u8fbc\u307f\u53d7\u4ed8\u4e2d\uff01<\/h2>\n\n\n\n<p>\u751f\u6210AI\u306e\u6982\u8981\u3084ChatGPT\u306e\u57fa\u790e\u64cd\u4f5c\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u57fa\u790e\u304b\u3089\u5b9f\u8df5\u307e\u3067\u5b66\u3079\u307e\u3059\u3002\u6f14\u7fd2\u8ab2\u984c\u3092\u901a\u3058\u3066\u3001\u3054\u81ea\u8eab\u306e\u696d\u52d9\u306b\u9069\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30c4\u30fc\u30eb\u3092\u4f5c\u6210\u3057\u3001\u751f\u6210AI\u3092\u696d\u52d9\u306b\u6d3b\u7528\u3067\u304d\u308b\u30b9\u30ad\u30eb\u304c\u8eab\u306b\u3064\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u53d7\u8b1b\u7279\u5178<\/strong>\uff1a\u53d7\u8b1b\u671f\u9593\u4e2d\u300159\u7a2e\u985e\u306e\u5145\u5b9f\u3057\u305fAI Academy\u306e\u30aa\u30ea\u30b8\u30ca\u30eb\u30c6\u30ad\u30b9\u30c8\u3092\u4f7f\u3044\u306a\u304c\u3089\u5b66\u3093\u3067\u3044\u305f\u3060\u3051\u307e\u3059\u3002 \u4f8b\uff09\u300c\u6a5f\u68b0\u5b66\u7fd2\u306b\u5fc5\u8981\u306a\u6570\u5b66\u7de8\u300d\u300c\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7406\u8ad6\u3068\u5b9f\u88c5\u7de8\u300d\u300c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u7de8\u300d\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u5165\u9580\u7de8\u300d\u306a\u3069<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/lin.ee\/3E4GzWk\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"307\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/01\/\u751f\u6210ai\u30b3\u30fc\u30b9_\u30d0\u30ca\u30fc-1024x307.png\" alt=\"\" class=\"wp-image-6384\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/01\/\u751f\u6210ai\u30b3\u30fc\u30b9_\u30d0\u30ca\u30fc-1024x307.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/01\/\u751f\u6210ai\u30b3\u30fc\u30b9_\u30d0\u30ca\u30fc-300x90.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/01\/\u751f\u6210ai\u30b3\u30fc\u30b9_\u30d0\u30ca\u30fc-768x230.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/01\/\u751f\u6210ai\u30b3\u30fc\u30b9_\u30d0\u30ca\u30fc-1536x460.png 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/01\/\u751f\u6210ai\u30b3\u30fc\u30b9_\u30d0\u30ca\u30fc-2048x614.png 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/01\/\u751f\u6210ai\u30b3\u30fc\u30b9_\u30d0\u30ca\u30fc-940x282.png 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-5\"><meta charset=\"utf-8\">Airflow Web UI  \u306b\u30ed\u30b0\u30a4\u30f3\u3059\u308b<\/h2>\n\n\n\n<p>Username\u3068Password\u3092\u767a\u884c\u3059\u308b\u306b\u306f\u4ee5\u4e0b\u306e\u624b\u9806\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u2460\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u521d\u671f\u30e6\u30fc\u30b6\u30fc\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e<code>YOUR_USERNAME<\/code>\u3068<code>YOUR_EMAIL<\/code>\u3092\u4efb\u610f\u306e\u30e6\u30fc\u30b6\u30fc\u540d\u3068\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>airflow users create --username YOUR_USERNAME --firstname YOUR_FIRSTNAME --lastname YOUR_LASTNAME --role Admin --email YOUR_EMAIL<\/code><\/pre>\n\n\n\n<p>\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u5165\u529b\u3092\u6c42\u3081\u3089\u308c\u307e\u3059\u306e\u3067\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5165\u529b\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u4f5c\u6210\u3092\u5b8c\u4e86\u3057\u307e\u3059\u3002\u5165\u529b\u5f8c\u3001\u3082\u3046\u4e00\u5ea6\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u5165\u529b\u3092\u6c42\u3081\u3089\u308c\u307e\u3059\u306e\u3067\u3001\uff12\u56de\u5165\u529b\u5f8c\u30a2\u30ab\u30a6\u30f3\u30c8\u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>Airflow Web UI\u306e\u30ed\u30b0\u30a4\u30f3\u753b\u9762\u3067<meta charset=\"utf-8\">\u4f5c\u6210\u3057\u305f\u30e6\u30fc\u30b6\u30fc\u540d\u3068\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5165\u529b\u3059\u308b\u3053\u3068\u3067\u30ed\u30b0\u30a4\u30f3\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"i-6\">Airflow\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/h1>\n\n\n\n<p><\/p>\n\n\n\n<p>Airflow\u3092\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306ePython\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u4ee5\u4e0b\u306b\u63d0\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306f\u3001<code>task1<\/code>\u3068<code>task2<\/code>\u3068\u3044\u3046<meta charset=\"utf-8\">2\u3064\u306e\u30bf\u30b9\u30af\u3092\u5b9a\u7fa9\u3057\u3001<code>task1<\/code>\u304c\u5b8c\u4e86\u3057\u305f\u5f8c\u306b<code>task2<\/code>\u304c\u5b9f\u884c\u3055\u308c\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u308b\u30b3\u30fc\u30c9\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u3053\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u5834\u5408\u306f\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u3059\u3002\n# \u2460Airflow\u306edags\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\n# \u2461Airflow Web UI\u3067\u3053\u306eDAG\u3092\u78ba\u8a8d\u30fb\u5b9f\u884c\n\n# \u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u8aad\u307f\u8fbc\u3080\nfrom datetime import datetime, timedelta\nfrom airflow import DAG\nfrom airflow.operators.dummy_operator import DummyOperator\nfrom airflow.operators.python_operator import PythonOperator\n\n# \u30bf\u30b9\u30af\u3067\u5b9f\u884c\u3055\u308c\u308bPython\u95a2\u6570\u3092\u5b9a\u7fa9\ndef execute_task1():\n    print(\"\u30bf\u30b9\u30af1\u304c\u5b9f\u884c\")\n\ndef execute_task2():\n    print(\"\u30bf\u30b9\u30af2\u304c\u5b9f\u884c\")\n\n# DAG\u306e\u8a2d\u5b9a\ndefault_args = {\n    'owner': 'airflow',\n    'depends_on_past': False,\n    'email_on_failure': False,\n    'email_on_retry': False,\n    'retries': 1,\n    'retry_delay': timedelta(minutes=1)\n}\n\ndag = DAG(\n    'simple_pipeline',\n    default_args=default_args,\n    description='Airflow\u3092\u4f7f\u3063\u305f\u30b7\u30f3\u30d7\u30eb\u306a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30b5\u30f3\u30d7\u30eb',\n    schedule_interval=timedelta(days=1),\n    start_date=datetime(2023, 1, 16),\n    catchup=False\n)\n\n# \u30bf\u30b9\u30af\u306e\u5b9a\u7fa9\ntask1 = PythonOperator(\n    task_id='task1',\n    python_callable=execute_task1,\n    dag=dag\n)\n\ntask2 = PythonOperator(\n    task_id='task2',\n    python_callable=execute_task2,\n    dag=dag\n)\n\n# \u30bf\u30b9\u30af\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u8a2d\u5b9a\ntask1 &gt;&gt; task2\n<\/code><\/pre>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"i-7\">\u304a\u308f\u308a\u306b<\/h1>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Airflow\u3068\u306f\u4f55\u304b\u3001DAG\u3068\u306f\u4f55\u304b\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u7b49\u306b\u95a2\u3057\u3066\u7c21\u5358\u306b\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>Airflow\u3092\u5b66\u3076\u306b\u306f\u5b9f\u969b\u306b\u624b\u3092\u52d5\u304b\u3059\u3053\u3068\u304c\u8fd1\u9053\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u756a\u6700\u521d\u306bAirflow\u306e<a href=\"https:\/\/airflow.apache.org\/docs\/apache-airflow\/stable\/tutorial\/index.html\" rel=\"nofollow noopener\" target=\"_blank\">\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/a>\u3092\u5143\u306b\u8aad\u307f\u9032\u3081\u306a\u304c\u3089\u624b\u3092\u52d5\u304b\u3057\u306a\u304c\u3089\u5b66\u3076\u306e\u304c\u826f\u3044\u3067\u3057\u3087\u3046\u3002\u305d\u306e\u307b\u304b\u306b\u3082\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3057\u305f\u308a\u3001\u66f8\u7c4d\u306a\u3069\u3092\u53c2\u8003\u306bAirflow\u3092\u5b66\u3093\u3067\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u72ec\u5b66\u3067\u5b66\u3093\u3067\u3044\u308b\u3068\u3001\u5b9f\u52d9\u3067\u3069\u3053\u307e\u3067\u306e\u77e5\u8b58\u304c\u5fc5\u8981\u306a\u306e\u304b\u3001\u308f\u304b\u3089\u306a\u3044\u3053\u3068\u304c\u3042\u3063\u305f\u6642\u306b\u3059\u3050\u306b\u805e\u3051\u306a\u3044\u3068\u56f0\u308b\u3068\u3044\u3046\u65b9\u3082\u3044\u3089\u3063\u3057\u3083\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u305d\u3046\u3044\u3063\u305f\u65b9\u306f<a href=\"https:\/\/aiacademy.jp\/bootcamp\/\">AI Academy Bootcamp<\/a>\u306e\u30aa\u30f3\u30e9\u30a4\u30f3\u30c1\u30e3\u30c3\u30c8\u30b5\u30dd\u30fc\u30c8\u30d7\u30e9\u30f3\u3092\u3054\u53d7\u8b1b\u304f\u3060\u3055\u3044\u3002\uff16\u30f6\u6708\u9593\u30c1\u30e3\u30c3\u30c8\u3067\u3044\u3064\u3067\u3082\u7121\u5236\u9650\u3067\u8cea\u554f\u3057\u653e\u984c\u306e\u74b0\u5883\u3067\u5b66\u3079\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5b9f\u969b\u306b\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068\u3057\u3066\u6d3b\u8e8d\u3057\u3066\u3044\u308b\u8b1b\u5e2b\u306b\u56de\u7b54\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/aiacademy.jp\/bootcamp\/\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"341\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-1024x341.png\" alt=\"\" class=\"wp-image-691\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-1024x341.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-300x100.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-768x256.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-940x313.png 940w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/a><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u6b21 \u306f\u3058\u3081\u306b Airflow\u3068\u306f Airflow\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb Airflow Web UI\u3092\u7acb\u3061\u4e0a\u3052\u308b \u2728\u751f\u6210AI\u30b3\u30fc\u30b9 \u53d7\u8b1b\u304a\u7533\u8fbc\u307f\u53d7\u4ed8\u4e2d\uff01 Airflow Web UI \u306b\u30ed\u30b0\u30a4\u30f3\u3059\u308b Airflow\u306e\u30b5\u30f3\u30d7\u30eb\u30b3 &#8230; <\/p>\n","protected":false},"author":1,"featured_media":1378,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":{"0":"post-1375","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-python"},"_links":{"self":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/1375","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1375"}],"version-history":[{"count":16,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/1375\/revisions"}],"predecessor-version":[{"id":6535,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/1375\/revisions\/6535"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/media\/1378"}],"wp:attachment":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1375"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1375"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1375"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}