{"id":43023,"date":"2025-07-29T18:25:28","date_gmt":"2025-07-29T09:25:28","guid":{"rendered":"https:\/\/techgym.jp\/?p=43023"},"modified":"2025-10-28T14:32:30","modified_gmt":"2025-10-28T05:32:30","slug":"python-async","status":"publish","type":"post","link":"https:\/\/techgym.jp\/column\/python-async\/","title":{"rendered":"Python\u975e\u540c\u671f\u51e6\u7406\u5b8c\u5168\u653b\u7565\u3010async\/await\u30fbasyncio\u5fb9\u5e95\u30de\u30b9\u30bf\u30fc\u3011"},"content":{"rendered":"\n<p><style>\n.ranking-table {\n    width: 100%;\n    border-collapse: collapse;\n    margin: 20px 0;\n}\n.ranking-table td {\n    padding: 20px;\n    border: 1px solid #e0e0e0;\n    vertical-align: top;\n}\n.ranking-table td:first-child {\n    width: 200px;\n    text-align: center;\n    background-color: #f9f9f9;\n}\n.ranking-table img {\n    display: block;\n    margin: 10px auto;\n    max-width: 100%;\n    height: auto;\n}\n.ranking-table a {\n    color: #0066cc;\n    text-decoration: none;\n    font-weight: bold;\n}\n.ranking-table a:hover {\n    text-decoration: underline;\n}\n<\/style><\/p>\n<table class=\"ranking-table\">\n<tbody>\n<tr>\n<td><a href=\"\/\/af.moshimo.com\/af\/c\/click?a_id=5161740&amp;p_id=6820&amp;pc_id=19517&amp;pl_id=90728\" rel=\"nofollow\" referrerpolicy=\"no-referrer-when-downgrade\" attributionsrc=\"\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/image.moshimo.com\/af-img\/6634\/000000090728.png?resize=120%2C60\" width=\"120\" height=\"60\" style=\"border: none;\" \/><\/a><img decoding=\"async\" src=\"\/\/i.moshimo.com\/af\/i\/impression?a_id=5161740&amp;p_id=6820&amp;pc_id=19517&amp;pl_id=90728\" width=\"1\" height=\"1\" style=\"border: none;\" loading=\"lazy\" \/><strong><a href=\"http:\/\/msm.to\/2ULVG5u\" target=\"_blank\" rel=\"noopener\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30dc\u30fc\u30c9<\/a><\/strong><\/td>\n<td>\n<p><strong>20\u4e07\u4ef6\u4ee5\u4e0a\u306e\u6848\u4ef6\u304b\u3089\u3001\u526f\u696d\u306b\u6700\u9069\u306a\u30ea\u30e2\u30fc\u30c8\u30fb\u90313\u301c\u306e\u6848\u4ef6\u3092\u4e00\u62ec\u691c\u7d22\u3067\u304d\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002<\/strong><strong>\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u767b\u9332\u3067AI\u30b9\u30ab\u30a6\u30c8\u304c\u81ea\u52d5\u7684\u306b\u30de\u30c3\u30c1\u30f3\u30b0\u6848\u4ef6\u3092\u63d0\u6848\u3002<\/strong><strong>\u5e02\u5834\u7d71\u8a08\u3084\u5358\u4fa1\u76f8\u5834\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u53e3\u30b3\u30df\u3082\u7121\u6599\u3067\u95b2\u89a7\u53ef\u80fd\u306a\u305f\u3081\u3001\u672c\u696d\u3092\u7d9a\u3051\u306a\u304c\u3089\u52b9\u7387\u7684\u306b\u9ad8\u5358\u4fa1\u306e\u526f\u696d\u6848\u4ef6\u3092\u63a2\u305b\u307e\u3059\u3002<a href=\"http:\/\/msm.to\/2ULVG5u\" target=\"_blank\" rel=\"noopener\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30dc\u30fc\u30c9<\/a><\/strong><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45E9XQ+679KMQ+40EC+61C2P\" rel=\"nofollow\"> <img loading=\"lazy\" decoding=\"async\" border=\"0\" width=\"120\" height=\"60\" alt=\"\" src=\"https:\/\/www29.a8.net\/svt\/bgt?aid=250928846375&amp;wid=001&amp;eno=01&amp;mid=s00000018714001014000&amp;mc=1\" \/><\/a> <img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" border=\"0\" width=\"1\" height=\"1\" src=\"https:\/\/i0.wp.com\/www14.a8.net\/0.gif?resize=1%2C1&#038;ssl=1\" alt=\"\" \/> <strong><a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45E9XQ+679KMQ+40EC+5YJRM\" target=\"_blank\" rel=\"noopener\">IT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba<\/a><\/strong><\/td>\n<td>\n<p><strong>\u90312\u301c3\u65e5\u304b\u3089\u50cd\u3051\u308b\u67d4\u8edf\u306a\u6848\u4ef6\u304c\u696d\u754c\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u8c4a\u5bcc\u3055\u3092\u8a87\u308b\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3002<\/strong><strong>\u30a8\u30f3\u30c9\u76f4\u5951\u7d04\u306e\u305f\u3081\u9ad8\u5358\u4fa1\u3067\u3001\u90313\u65e5\u7a3c\u50cd\u3067\u3082\u5341\u5206\u306a\u5831\u916c\u3092\u5f97\u3089\u308c\u307e\u3059\u3002\u30ea\u30e2\u30fc\u30c8\u3084\u6642\u9593\u30d5\u30ec\u30ad\u30b7\u30d6\u30eb\u306a\u6848\u4ef6\u3082\u591a\u6570\u3002\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u30fb\u30d9\u30f3\u30c1\u30e3\u30fc\u4e2d\u5fc3\u3067\u3001\u30c8\u30ec\u30f3\u30c9\u6280\u8853\u3092\u4f7f\u3063\u305f\u9b45\u529b\u7684\u306a\u6848\u4ef6\u304c\u63c3\u3063\u3066\u3044\u307e\u3059\u3002\u5c02\u5c5e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u6848\u4ef6\u7d39\u4ecb\u304b\u3089\u5951\u7d04\u4ea4\u6e09\u307e\u3067\u30b5\u30dd\u30fc\u30c8\u3002\u5229\u7528\u4f01\u696d2,000\u793e\u4ee5\u4e0a\u306e\u5b9f\u7e3e\u3002<a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45E9XQ+679KMQ+40EC+5YJRM\" target=\"_blank\" rel=\"noopener\">IT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba<\/a><\/strong><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45G89H+AOM1KI+3TVC+BYLJL\" rel=\"nofollow\"> <img loading=\"lazy\" decoding=\"async\" border=\"0\" width=\"100\" height=\"60\" alt=\"\" src=\"https:\/\/www21.a8.net\/svt\/bgt?aid=251019989646&amp;wid=001&amp;eno=01&amp;mid=s00000017868002009000&amp;mc=1\" \/><\/a> <img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" border=\"0\" width=\"1\" height=\"1\" src=\"https:\/\/i0.wp.com\/www16.a8.net\/0.gif?resize=1%2C1&#038;ssl=1\" alt=\"\" \/> <strong> <a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45G89H+AOM1KI+3TVC+BWVTE\" target=\"_blank\" rel=\"noopener\">Midworks<\/a> <\/strong><\/td>\n<td><strong>10,000\u4ef6\u4ee5\u4e0a\u306e\u6848\u4ef6\u3092\u4fdd\u6709\u3057\u3001\u90313\u65e5\u301c\u30fb\u30d5\u30eb\u30ea\u30e2\u30fc\u30c8\u306a\u3069\u67d4\u8edf\u306a\u50cd\u304d\u65b9\u306b\u5bfe\u5fdc\u3002\u9ad8\u5358\u4fa1\u6848\u4ef6\u304c\u8c4a\u5bcc\u3067\u3001\u5831\u916c\u4fdd\u969c\u5236\u5ea6\uff0860%\uff09\u3084\u4fdd\u967a\u6599\u8ca0\u62c5\uff0850%\uff09\u306a\u3069\u6b63\u793e\u54e1\u4e26\u307f\u306e\u624b\u539a\u3044\u798f\u5229\u539a\u751f\u304c\u7279\u5fb4\u3002\u901a\u52e4\u4ea4\u901a\u8cbb\uff08\u67083\u4e07\u5186\uff09\u3001\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u8cbb\u7528\uff08\u67081\u4e07\u5186\uff09\u306e\u652f\u7d66\u306b\u52a0\u3048\u3001\u30ea\u30ed\u30af\u30e9\u30d6\u30fbfreee\u304c\u7121\u6599\u5229\u7528\u53ef\u80fd\u3002\u975e\u516c\u958b\u6848\u4ef680%\u4ee5\u4e0a\u3001\u652f\u6255\u3044\u30b5\u30a4\u30c820\u65e5\u3067\u5b89\u5fc3\u3057\u3066\u7a3c\u50cd\u3067\u304d\u307e\u3059\u3002<a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45G89H+AOM1KI+3TVC+BWVTE\" target=\"_blank\" rel=\"noopener\">Midworks<\/a><\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<p><iframe loading=\"lazy\" width=\"560\" height=\"314\" src=\"\/\/www.youtube.com\/embed\/7iX9nAJE0cE\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>\u975e\u540c\u671f\u51e6\u7406\u306f\u3001I\/O\u5f85\u6a5f\u6642\u9593\u3092\u6709\u52b9\u6d3b\u7528\u3057\u3066\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5b9f\u884c\u52b9\u7387\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u6280\u8853\u3067\u3059\u3002Python 3.5\u3067\u5c0e\u5165\u3055\u308c\u305fasync\/await\u69cb\u6587\u306b\u3088\u308a\u3001\u975e\u540c\u671f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u304c\u683c\u6bb5\u306b\u66f8\u304d\u3084\u3059\u304f\u306a\u308a\u307e\u3057\u305f\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u975e\u540c\u671f\u51e6\u7406\u306e\u57fa\u672c\u304b\u3089\u5b9f\u8df5\u7684\u306a\u5fdc\u7528\u307e\u3067\u3001\u5b9f\u7528\u7684\u306a\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3068\u3068\u3082\u306b\u5fb9\u5e95\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n<h2>\u975e\u540c\u671f\u51e6\u7406\u3068\u306f<\/h2>\n<p>\u975e\u540c\u671f\u51e6\u7406\u3068\u306f\u3001\u4e00\u3064\u306e\u51e6\u7406\u306e\u5b8c\u4e86\u3092\u5f85\u305f\u305a\u306b\u6b21\u306e\u51e6\u7406\u3092\u958b\u59cb\u3059\u308b\u5b9f\u884c\u65b9\u5f0f\u3067\u3059\u3002\u7279\u306bI\/O\u64cd\u4f5c\uff08\u30d5\u30a1\u30a4\u30eb\u8aad\u307f\u66f8\u304d\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u901a\u4fe1\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30a2\u30af\u30bb\u30b9\uff09\u3067\u5a01\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n<h3>\u540c\u671f\u51e6\u7406 vs \u975e\u540c\u671f\u51e6\u7406<\/h3>\n<p><strong>\u540c\u671f\u51e6\u7406\u306e\u554f\u984c\u70b9\uff1a<\/strong><\/p>\n<ul>\n<li>I\/O\u5f85\u6a5f\u4e2d\u306bCPU\u304c\u7121\u99c4\u306b\u306a\u308b<\/li>\n<li>\u8907\u6570\u306e\u30bf\u30b9\u30af\u3092\u9806\u6b21\u5b9f\u884c\u3059\u308b\u305f\u3081\u6642\u9593\u304c\u304b\u304b\u308b<\/li>\n<li>\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u304c\u30d6\u30ed\u30c3\u30af\u3055\u308c\u308b<\/li>\n<\/ul>\n<p><strong>\u975e\u540c\u671f\u51e6\u7406\u306e\u5229\u70b9\uff1a<\/strong><\/p>\n<ul>\n<li>I\/O\u5f85\u6a5f\u4e2d\u306b\u4ed6\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c<\/li>\n<li>\u8907\u6570\u306e\u30bf\u30b9\u30af\u3092\u4e26\u884c\u51e6\u7406<\/li>\n<li>\u30ec\u30b9\u30dd\u30f3\u30b7\u30d6\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/li>\n<\/ul>\n<h2>\u57fa\u672c\u6982\u5ff5\u3068\u7528\u8a9e<\/h2>\n<h3>\u91cd\u8981\u306a\u7528\u8a9e<\/h3>\n<ul>\n<li><strong>\u30b3\u30eb\u30fc\u30c1\u30f3\uff08Coroutine\uff09<\/strong>: async def\u3067\u5b9a\u7fa9\u3055\u308c\u305f\u95a2\u6570<\/li>\n<li><strong>awaitable<\/strong>: await\u3067\u5f85\u6a5f\u53ef\u80fd\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8<\/li>\n<li><strong>\u30a4\u30d9\u30f3\u30c8\u30eb\u30fc\u30d7<\/strong>: \u975e\u540c\u671f\u30bf\u30b9\u30af\u3092\u7ba1\u7406\u30fb\u5b9f\u884c\u3059\u308b\u30e1\u30ab\u30cb\u30ba\u30e0<\/li>\n<li><strong>Task<\/strong>: \u30b3\u30eb\u30fc\u30c1\u30f3\u3092\u30a4\u30d9\u30f3\u30c8\u30eb\u30fc\u30d7\u3067\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u30e9\u30c3\u30d1\u30fc<\/li>\n<\/ul>\n<h2>async\/await\u306e\u57fa\u672c<\/h2>\n<h3>\u6700\u521d\u306e\u30b3\u30eb\u30fc\u30c1\u30f3<\/h3>\n<pre><code class=\"language-python\">import asyncio\n\nasync def hello():\n    print(\"Hello\")\n    await asyncio.sleep(1)\n    print(\"World\")\n\n# \u5b9f\u884c\nasyncio.run(hello())\n<\/code><\/pre>\n<h3>\u8907\u6570\u306e\u30b3\u30eb\u30fc\u30c1\u30f3\u3092\u4e26\u884c\u5b9f\u884c<\/h3>\n<pre><code class=\"language-python\">import asyncio\n\nasync def task(name, duration):\n    print(f\"{name} \u958b\u59cb\")\n    await asyncio.sleep(duration)\n    print(f\"{name} \u5b8c\u4e86\")\n\nasync def main():\n    await asyncio.gather(\n        task(\"\u30bf\u30b9\u30af1\", 2),\n        task(\"\u30bf\u30b9\u30af2\", 1),\n        task(\"\u30bf\u30b9\u30af3\", 3)\n    )\n\nasyncio.run(main())\n<\/code><\/pre>\n<h3>\u623b\u308a\u5024\u306e\u3042\u308b\u30b3\u30eb\u30fc\u30c1\u30f3<\/h3>\n<pre><code class=\"language-python\">import asyncio\n\nasync def fetch_data(url):\n    await asyncio.sleep(1)  # API\u547c\u3073\u51fa\u3057\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\n    return f\"\u30c7\u30fc\u30bf from {url}\"\n\nasync def main():\n    results = await asyncio.gather(\n        fetch_data(\"url1\"),\n        fetch_data(\"url2\"),\n        fetch_data(\"url3\")\n    )\n    print(results)\n\nasyncio.run(main())\n<\/code><\/pre>\n<h2>asyncio\u306e\u57fa\u672c\u6a5f\u80fd<\/h2>\n<h3>asyncio.create_task()<\/h3>\n<pre><code class=\"language-python\">import asyncio\n\nasync def background_task():\n    await asyncio.sleep(2)\n    print(\"\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u30bf\u30b9\u30af\u5b8c\u4e86\")\n\nasync def main():\n    # \u30bf\u30b9\u30af\u3092\u4f5c\u6210\u3057\u3066\u5373\u5ea7\u306b\u958b\u59cb\n    task = asyncio.create_task(background_task())\n    print(\"\u30e1\u30a4\u30f3\u51e6\u7406\u4e2d...\")\n    await asyncio.sleep(1)\n    await task  # \u30bf\u30b9\u30af\u306e\u5b8c\u4e86\u3092\u5f85\u6a5f\n\nasyncio.run(main())\n<\/code><\/pre>\n<h3>asyncio.wait_for()\uff08\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\uff09<\/h3>\n<pre><code class=\"language-python\">import asyncio\n\nasync def slow_operation():\n    await asyncio.sleep(5)\n    return \"\u5b8c\u4e86\"\n\nasync def main():\n    try:\n        result = await asyncio.wait_for(slow_operation(), timeout=3)\n        print(result)\n    except asyncio.TimeoutError:\n        print(\"\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u3057\u307e\u3057\u305f\")\n\nasyncio.run(main())\n<\/code><\/pre>\n<h3>asyncio.as_completed()<\/h3>\n<pre><code class=\"language-python\">import asyncio\n\nasync def fetch(url, delay):\n    await asyncio.sleep(delay)\n    return f\"\u7d50\u679c: {url}\"\n\nasync def main():\n    tasks = [fetch(f\"url{i}\", i) for i in range(1, 4)]\n    \n    for coro in asyncio.as_completed(tasks):\n        result = await coro\n        print(f\"\u5b8c\u4e86: {result}\")\n\nasyncio.run(main())\n<\/code><\/pre>\n<h2>HTTP\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u975e\u540c\u671f\u51e6\u7406<\/h2>\n<h3>aiohttp\u3092\u4f7f\u3063\u305f\u4e26\u884cHTTP\u8acb\u6c42<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport aiohttp\n\nasync def fetch_url(session, url):\n    async with session.get(url) as response:\n        return await response.text()\n\nasync def main():\n    urls = [\n        \"https:\/\/httpbin.org\/delay\/1\",\n        \"https:\/\/httpbin.org\/delay\/2\",\n        \"https:\/\/httpbin.org\/delay\/1\"\n    ]\n    \n    async with aiohttp.ClientSession() as session:\n        results = await asyncio.gather(\n            *[fetch_url(session, url) for url in urls]\n        )\n        print(f\"\u53d6\u5f97\u5b8c\u4e86: {len(results)}\u4ef6\")\n\n# asyncio.run(main())  # \u5b9f\u969b\u306e\u5b9f\u884c\u6642\u306e\u30b3\u30e1\u30f3\u30c8\u30a2\u30a6\u30c8\u3092\u5916\u3059\n<\/code><\/pre>\n<h3>\u30ea\u30c8\u30e9\u30a4\u6a5f\u80fd\u4ed8\u304dHTTP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport aiohttp\n\nasync def fetch_with_retry(session, url, max_retries=3):\n    for attempt in range(max_retries):\n        try:\n            async with session.get(url, timeout=5) as response:\n                if response.status == 200:\n                    return await response.json()\n        except Exception as e:\n            if attempt == max_retries - 1:\n                raise e\n            await asyncio.sleep(2 ** attempt)  # \u6307\u6570\u30d0\u30c3\u30af\u30aa\u30d5\n\nasync def main():\n    async with aiohttp.ClientSession() as session:\n        result = await fetch_with_retry(session, \"https:\/\/api.example.com\/data\")\n        print(result)\n<\/code><\/pre>\n<h2>\u30d5\u30a1\u30a4\u30ebI\/O\u306e\u975e\u540c\u671f\u51e6\u7406<\/h2>\n<h3>aiofiles\u3092\u4f7f\u3063\u305f\u975e\u540c\u671f\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport aiofiles\n\nasync def read_file(filename):\n    async with aiofiles.open(filename, 'r') as file:\n        content = await file.read()\n        return len(content)\n\nasync def main():\n    files = ['file1.txt', 'file2.txt', 'file3.txt']\n    sizes = await asyncio.gather(\n        *[read_file(f) for f in files]\n    )\n    print(f\"\u30d5\u30a1\u30a4\u30eb\u30b5\u30a4\u30ba: {sizes}\")\n\n# asyncio.run(main())\n<\/code><\/pre>\n<h3>\u5927\u91cf\u30d5\u30a1\u30a4\u30eb\u306e\u4e26\u884c\u51e6\u7406<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport aiofiles\nimport os\n\nasync def process_file(filepath):\n    async with aiofiles.open(filepath, 'r') as file:\n        lines = await file.readlines()\n        return len(lines)\n\nasync def process_directory(directory, max_concurrent=10):\n    files = [os.path.join(directory, f) for f in os.listdir(directory)]\n    semaphore = asyncio.Semaphore(max_concurrent)\n    \n    async def limited_process(filepath):\n        async with semaphore:\n            return await process_file(filepath)\n    \n    results = await asyncio.gather(\n        *[limited_process(f) for f in files[:5]]  # \u4f8b\u3068\u3057\u30665\u30d5\u30a1\u30a4\u30eb\n    )\n    return sum(results)\n<\/code><\/pre>\n<h2>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u975e\u540c\u671f\u51e6\u7406<\/h2>\n<h3>asyncpg\u3092\u4f7f\u3063\u305fPostgreSQL\u63a5\u7d9a<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport asyncpg\n\nasync def fetch_users():\n    conn = await asyncpg.connect('postgresql:\/\/user:pass@localhost\/db')\n    try:\n        rows = await conn.fetch('SELECT id, name FROM users LIMIT 10')\n        return [dict(row) for row in rows]\n    finally:\n        await conn.close()\n\nasync def main():\n    users = await fetch_users()\n    print(f\"\u53d6\u5f97\u30e6\u30fc\u30b6\u30fc\u6570: {len(users)}\")\n\n# asyncio.run(main())\n<\/code><\/pre>\n<h3>\u30b3\u30cd\u30af\u30b7\u30e7\u30f3\u30d7\u30fc\u30eb\u306e\u6d3b\u7528<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport asyncpg\n\nasync def create_pool():\n    return await asyncpg.create_pool(\n        'postgresql:\/\/user:pass@localhost\/db',\n        min_size=5,\n        max_size=20\n    )\n\nasync def fetch_data(pool, query):\n    async with pool.acquire() as conn:\n        return await conn.fetchval(query)\n\nasync def main():\n    pool = await create_pool()\n    try:\n        results = await asyncio.gather(\n            fetch_data(pool, 'SELECT COUNT(*) FROM users'),\n            fetch_data(pool, 'SELECT COUNT(*) FROM orders'),\n            fetch_data(pool, 'SELECT COUNT(*) FROM products')\n        )\n        print(f\"\u7d50\u679c: {results}\")\n    finally:\n        await pool.close()\n<\/code><\/pre>\n<h2>\u30d7\u30ed\u30c7\u30e5\u30fc\u30b5\u30fc\u30fb\u30b3\u30f3\u30b7\u30e5\u30fc\u30de\u30fc\u30d1\u30bf\u30fc\u30f3<\/h2>\n<h3>asyncio.Queue\u3092\u4f7f\u3063\u305f\u975e\u540c\u671f\u30ad\u30e5\u30fc<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport random\n\nasync def producer(queue, name):\n    for i in range(5):\n        item = f\"{name}-item-{i}\"\n        await queue.put(item)\n        print(f\"\u751f\u7523: {item}\")\n        await asyncio.sleep(random.uniform(0.5, 1.5))\n\nasync def consumer(queue, name):\n    while True:\n        item = await queue.get()\n        print(f\"{name} \u304c\u6d88\u8cbb: {item}\")\n        await asyncio.sleep(random.uniform(1, 2))\n        queue.task_done()\n\nasync def main():\n    queue = asyncio.Queue(maxsize=10)\n    \n    await asyncio.gather(\n        producer(queue, \"Producer1\"),\n        consumer(queue, \"Consumer1\"),\n        consumer(queue, \"Consumer2\")\n    )\n\n# asyncio.run(main())\n<\/code><\/pre>\n<h2>\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0<\/h2>\n<h3>\u4f8b\u5916\u51e6\u7406\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h3>\n<pre><code class=\"language-python\">import asyncio\n\nasync def risky_operation(should_fail=False):\n    await asyncio.sleep(1)\n    if should_fail:\n        raise ValueError(\"\u64cd\u4f5c\u304c\u5931\u6557\u3057\u307e\u3057\u305f\")\n    return \"\u6210\u529f\"\n\nasync def safe_execution():\n    tasks = [\n        risky_operation(False),\n        risky_operation(True),\n        risky_operation(False)\n    ]\n    \n    results = await asyncio.gather(*tasks, return_exceptions=True)\n    \n    for i, result in enumerate(results):\n        if isinstance(result, Exception):\n            print(f\"\u30bf\u30b9\u30af{i}: \u30a8\u30e9\u30fc - {result}\")\n        else:\n            print(f\"\u30bf\u30b9\u30af{i}: \u6210\u529f - {result}\")\n\nasyncio.run(safe_execution())\n<\/code><\/pre>\n<h3>\u30ab\u30b9\u30bf\u30e0\u4f8b\u5916\u30cf\u30f3\u30c9\u30e9\u30fc<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport logging\n\ndef exception_handler(loop, context):\n    exception = context.get('exception')\n    if isinstance(exception, ValueError):\n        logging.error(f\"\u30ab\u30b9\u30bf\u30e0\u30a8\u30e9\u30fc\u51e6\u7406: {exception}\")\n    else:\n        logging.error(f\"\u672a\u51e6\u7406\u306e\u4f8b\u5916: {context}\")\n\nasync def problematic_task():\n    await asyncio.sleep(1)\n    raise ValueError(\"\u30c6\u30b9\u30c8\u30a8\u30e9\u30fc\")\n\nasync def main():\n    loop = asyncio.get_event_loop()\n    loop.set_exception_handler(exception_handler)\n    \n    asyncio.create_task(problematic_task())\n    await asyncio.sleep(2)\n<\/code><\/pre>\n<h2>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6700\u9069\u5316<\/h2>\n<h3>\u30bb\u30de\u30d5\u30a9\u306b\u3088\u308b\u540c\u6642\u5b9f\u884c\u5236\u5fa1<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport aiohttp\n\nasync def fetch_with_semaphore(session, url, semaphore):\n    async with semaphore:\n        async with session.get(url) as response:\n            return await response.text()\n\nasync def main():\n    urls = [f\"https:\/\/httpbin.org\/delay\/{i%3+1}\" for i in range(20)]\n    semaphore = asyncio.Semaphore(5)  # \u6700\u59275\u4e26\u884c\n    \n    async with aiohttp.ClientSession() as session:\n        tasks = [\n            fetch_with_semaphore(session, url, semaphore) \n            for url in urls\n        ]\n        results = await asyncio.gather(*tasks)\n        print(f\"\u5b8c\u4e86: {len(results)}\u4ef6\")\n<\/code><\/pre>\n<h3>\u30d0\u30c3\u30c1\u51e6\u7406\u306b\u3088\u308b\u52b9\u7387\u5316<\/h3>\n<pre><code class=\"language-python\">import asyncio\n\nasync def process_batch(items):\n    print(f\"\u30d0\u30c3\u30c1\u51e6\u7406: {len(items)}\u4ef6\")\n    await asyncio.sleep(0.1)  # \u51e6\u7406\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\n    return len(items)\n\nasync def batch_processor(items, batch_size=10):\n    batches = [items[i:i+batch_size] for i in range(0, len(items), batch_size)]\n    results = await asyncio.gather(*[process_batch(batch) for batch in batches])\n    return sum(results)\n\nasync def main():\n    items = list(range(100))\n    total = await batch_processor(items, batch_size=15)\n    print(f\"\u51e6\u7406\u7dcf\u6570: {total}\")\n\nasyncio.run(main())\n<\/code><\/pre>\n<h2>\u5b9f\u7528\u7684\u306aWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u4f8b<\/h2>\n<h3>FastAPI\u3067\u306e\u975e\u540c\u671f\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/h3>\n<pre><code class=\"language-python\">from fastapi import FastAPI\nimport asyncio\nimport httpx\n\napp = FastAPI()\n\n@app.get(\"\/fetch-multiple\")\nasync def fetch_multiple_apis():\n    async with httpx.AsyncClient() as client:\n        tasks = [\n            client.get(\"https:\/\/api.github.com\/user\"),\n            client.get(\"https:\/\/api.github.com\/repos\"),\n            client.get(\"https:\/\/api.github.com\/notifications\")\n        ]\n        responses = await asyncio.gather(*tasks, return_exceptions=True)\n        return {\"results\": len([r for r in responses if not isinstance(r, Exception)])}\n<\/code><\/pre>\n<h3>WebSocket\u306e\u975e\u540c\u671f\u51e6\u7406<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport websockets\n\nasync def echo_handler(websocket, path):\n    async for message in websocket:\n        response = f\"Echo: {message}\"\n        await websocket.send(response)\n\nasync def start_server():\n    server = await websockets.serve(echo_handler, \"localhost\", 8765)\n    print(\"WebSocket\u30b5\u30fc\u30d0\u30fc\u958b\u59cb\")\n    await server.wait_closed()\n\n# asyncio.run(start_server())\n<\/code><\/pre>\n<h2>\u975e\u540c\u671f\u51e6\u7406\u306e\u30c7\u30d0\u30c3\u30b0\u3068\u30c6\u30b9\u30c8<\/h2>\n<h3>\u30ed\u30b0\u51fa\u529b\u306b\u3088\u308b\u8ffd\u8de1<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport logging\n\nlogging.basicConfig(level=logging.INFO)\nlogger = logging.getLogger(__name__)\n\nasync def traced_operation(name, duration):\n    logger.info(f\"{name} \u958b\u59cb\")\n    try:\n        await asyncio.sleep(duration)\n        logger.info(f\"{name} \u5b8c\u4e86\")\n        return f\"{name} \u306e\u7d50\u679c\"\n    except Exception as e:\n        logger.error(f\"{name} \u30a8\u30e9\u30fc: {e}\")\n        raise\n\nasync def main():\n    tasks = [\n        traced_operation(\"\u30bf\u30b9\u30afA\", 1),\n        traced_operation(\"\u30bf\u30b9\u30afB\", 2),\n        traced_operation(\"\u30bf\u30b9\u30afC\", 0.5)\n    ]\n    results = await asyncio.gather(*tasks)\n    logger.info(f\"\u5168\u30bf\u30b9\u30af\u5b8c\u4e86: {len(results)}\u4ef6\")\n\nasyncio.run(main())\n<\/code><\/pre>\n<h3>\u30c6\u30b9\u30c8\u7528\u306e\u975e\u540c\u671f\u95a2\u6570<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport pytest\n\nasync def async_add(a, b):\n    await asyncio.sleep(0.1)  # \u975e\u540c\u671f\u51e6\u7406\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\n    return a + b\n\n@pytest.mark.asyncio\nasync def test_async_add():\n    result = await async_add(2, 3)\n    assert result == 5\n\n# \u30c6\u30b9\u30c8\u7528\u306e\u30e1\u30a4\u30f3\u95a2\u6570\nasync def run_tests():\n    result = await async_add(5, 7)\n    assert result == 12\n    print(\"\u30c6\u30b9\u30c8\u6210\u529f\")\n\nasyncio.run(run_tests())\n<\/code><\/pre>\n<h2>\u540c\u671f\u30fb\u975e\u540c\u671f\u306e\u4f7f\u3044\u5206\u3051<\/h2>\n<h3>\u3044\u3064\u975e\u540c\u671f\u51e6\u7406\u3092\u4f7f\u3046\u3079\u304d\u304b<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u51e6\u7406\u306e\u7a2e\u985e<\/th>\n<th>\u975e\u540c\u671f\u51e6\u7406\u306e\u52b9\u679c<\/th>\n<th>\u63a8\u5968\u5ea6<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>HTTP API\u547c\u3073\u51fa\u3057<\/td>\n<td>\u9ad8\u3044<\/td>\n<td>\u25ce<\/td>\n<\/tr>\n<tr>\n<td>\u30d5\u30a1\u30a4\u30eb\u8aad\u307f\u66f8\u304d<\/td>\n<td>\u4e2d\u7a0b\u5ea6<\/td>\n<td>\u25cb<\/td>\n<\/tr>\n<tr>\n<td>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30a2\u30af\u30bb\u30b9<\/td>\n<td>\u9ad8\u3044<\/td>\n<td>\u25ce<\/td>\n<\/tr>\n<tr>\n<td>CPU\u96c6\u7d04\u7684\u51e6\u7406<\/td>\n<td>\u4f4e\u3044<\/td>\n<td>\u25b3<\/td>\n<\/tr>\n<tr>\n<td>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u901a\u4fe1<\/td>\n<td>\u975e\u5e38\u306b\u9ad8\u3044<\/td>\n<td>\u25ce<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u540c\u671f\u30b3\u30fc\u30c9\u3068\u975e\u540c\u671f\u30b3\u30fc\u30c9\u306e\u5171\u5b58<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport concurrent.futures\n\ndef sync_heavy_task(n):\n    # CPU\u96c6\u7d04\u7684\u306a\u51e6\u7406\uff08\u540c\u671f\uff09\n    return sum(i*i for i in range(n))\n\nasync def async_wrapper():\n    loop = asyncio.get_event_loop()\n    \n    # \u540c\u671f\u95a2\u6570\u3092\u975e\u540c\u671f\u7684\u306b\u5b9f\u884c\n    with concurrent.futures.ThreadPoolExecutor() as executor:\n        tasks = [\n            loop.run_in_executor(executor, sync_heavy_task, 10000),\n            loop.run_in_executor(executor, sync_heavy_task, 20000),\n            loop.run_in_executor(executor, sync_heavy_task, 15000)\n        ]\n        results = await asyncio.gather(*tasks)\n        return results\n\nasync def main():\n    results = await async_wrapper()\n    print(f\"\u8a08\u7b97\u7d50\u679c: {results}\")\n\nasyncio.run(main())\n<\/code><\/pre>\n<h2>\u3088\u304f\u3042\u308b\u9593\u9055\u3044\u3068\u89e3\u6c7a\u7b56<\/h2>\n<h3>\u9593\u9055\u30441: await\u3092\u5fd8\u308c\u308b<\/h3>\n<pre><code class=\"language-python\">import asyncio\n\nasync def wrong_way():\n    # \u9593\u9055\u3044: await\u3092\u5fd8\u308c\u3066\u3044\u308b\n    result = asyncio.sleep(1)  # \u3053\u308c\u306f\u30b3\u30eb\u30fc\u30c1\u30f3\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\n    print(result)  # &lt;coroutine object sleep at 0x...&gt;\n\nasync def correct_way():\n    # \u6b63\u89e3: await\u3092\u4f7f\u3046\n    await asyncio.sleep(1)\n    print(\"1\u79d2\u7d4c\u904e\")\n\nasyncio.run(correct_way())\n<\/code><\/pre>\n<h3>\u9593\u9055\u30442: \u30d6\u30ed\u30c3\u30ad\u30f3\u30b0\u51e6\u7406\u3092\u975e\u540c\u671f\u3067\u4f7f\u3046<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport time\n\nasync def wrong_blocking():\n    # \u9593\u9055\u3044: time.sleep\u306f\u540c\u671f\u7684\u306b\u30d6\u30ed\u30c3\u30af\u3059\u308b\n    time.sleep(1)\n\nasync def correct_async():\n    # \u6b63\u89e3: asyncio.sleep\u3092\u4f7f\u3046\n    await asyncio.sleep(1)\n\nasync def main():\n    start = asyncio.get_event_loop().time()\n    await asyncio.gather(correct_async(), correct_async())\n    elapsed = asyncio.get_event_loop().time() - start\n    print(f\"\u5b9f\u884c\u6642\u9593: {elapsed:.1f}\u79d2\")  # \u7d041\u79d2\n\nasyncio.run(main())\n<\/code><\/pre>\n<h2>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6bd4\u8f03<\/h2>\n<h3>\u540c\u671f vs \u975e\u540c\u671f\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af<\/h3>\n<pre><code class=\"language-python\">import asyncio\nimport time\nimport aiohttp\nimport requests\n\n# \u540c\u671f\u7248\ndef sync_fetch(url):\n    response = requests.get(url)\n    return len(response.text)\n\ndef sync_main():\n    urls = [\"https:\/\/httpbin.org\/delay\/1\"] * 5\n    start = time.time()\n    results = [sync_fetch(url) for url in urls]\n    end = time.time()\n    return end - start, len(results)\n\n# \u975e\u540c\u671f\u7248\nasync def async_fetch(session, url):\n    async with session.get(url) as response:\n        text = await response.text()\n        return len(text)\n\nasync def async_main():\n    urls = [\"https:\/\/httpbin.org\/delay\/1\"] * 5\n    start = time.time()\n    async with aiohttp.ClientSession() as session:\n        results = await asyncio.gather(\n            *[async_fetch(session, url) for url in urls]\n        )\n    end = time.time()\n    return end - start, len(results)\n\n# \u30d9\u30f3\u30c1\u30de\u30fc\u30af\u5b9f\u884c\u4f8b\uff08\u5b9f\u969b\u306e\u5b9f\u884c\u6642\u306f\u30b3\u30e1\u30f3\u30c8\u30a2\u30a6\u30c8\u3092\u5916\u3059\uff09\n# sync_time, sync_count = sync_main()\n# async_time, async_count = asyncio.run(async_main())\n# print(f\"\u540c\u671f\u51e6\u7406: {sync_time:.1f}\u79d2\")\n# print(f\"\u975e\u540c\u671f\u51e6\u7406: {async_time:.1f}\u79d2\")\n# print(f\"\u901f\u5ea6\u5411\u4e0a: {sync_time\/async_time:.1f}\u500d\")\n<\/code><\/pre>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>Python\u306e\u975e\u540c\u671f\u51e6\u7406\u306f\u3001I\/O\u96c6\u7d04\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5287\u7684\u306b\u5411\u4e0a\u3055\u305b\u308b\u5f37\u529b\u306a\u6280\u8853\u3067\u3059\u3002<\/p>\n<p><strong>\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\uff1a<\/strong><\/p>\n<ul>\n<li><strong>async\/await<\/strong>\u3067\u8aad\u307f\u3084\u3059\u3044\u975e\u540c\u671f\u30b3\u30fc\u30c9\u3092\u66f8\u304f<\/li>\n<li>**asyncio.gather()**\u3067\u8907\u6570\u30bf\u30b9\u30af\u3092\u4e26\u884c\u5b9f\u884c<\/li>\n<li><strong>\u9069\u5207\u306a\u30e9\u30a4\u30d6\u30e9\u30ea<\/strong>\uff08aiohttp\u3001aiofiles\u3001asyncpg\u306a\u3069\uff09\u3092\u9078\u629e<\/li>\n<li><strong>\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0<\/strong>\u3092\u5fd8\u308c\u305a\u306b\u5b9f\u88c5<\/li>\n<li><strong>CPU\u96c6\u7d04\u7684\u51e6\u7406<\/strong>\u3067\u306f\u52b9\u679c\u304c\u8584\u3044\u3053\u3068\u3092\u7406\u89e3<\/li>\n<\/ul>\n<p>\u975e\u540c\u671f\u51e6\u7406\u3092\u9069\u5207\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30ec\u30b9\u30dd\u30f3\u30b7\u30d6\u3067\u9ad8\u6027\u80fd\u306aPython\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3067\u304d\u307e\u3059\u3002\u672c\u8a18\u4e8b\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u53c2\u8003\u306b\u3001\u3042\u306a\u305f\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u6700\u9069\u306a\u975e\u540c\u671f\u51e6\u7406\u3092\u5b9f\u88c5\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>\u53c2\u8003\u6587\u732e<\/h2>\n<ul>\n<li>Python\u516c\u5f0fasyncio\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/li>\n<li>aiohttp\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/li>\n<li>FastAPI\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/li>\n<li>Real Python &#8211; Async IO in Python<\/li>\n<\/ul>\n\n\n\n<p><iframe loading=\"lazy\" width=\"560\" height=\"314\" src=\"\/\/www.youtube.com\/embed\/7iX9nAJE0cE\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u25a0<a href=\"https:\/\/amzn.to\/3VxGkpx\">\u300c\u3089\u304f\u3089\u304fPython\u587e\u300d\u304c\u5207\u308a\u958b\u304f\u300c\u546a\u6587\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u300d\u3068\u306f\uff1f<\/a><\/h2>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"vlJSNFZ7BJ\"><a href=\"https:\/\/techgym.jp\/about\/rakurakupython\/\">\u3010\u9769\u547d\u7684\u5b66\u7fd2\u6cd5\u3011\u300c\u3089\u304f\u3089\u304fPython\u587e\u300d\u304c\u5207\u308a\u958b\u304f\u3001\u546a\u6587\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3068\u3044\u3046\u65b0\u6642\u4ee3\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u7fd2\u5f97\u8853<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u3010\u9769\u547d\u7684\u5b66\u7fd2\u6cd5\u3011\u300c\u3089\u304f\u3089\u304fPython\u587e\u300d\u304c\u5207\u308a\u958b\u304f\u3001\u546a\u6587\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3068\u3044\u3046\u65b0\u6642\u4ee3\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u7fd2\u5f97\u8853&#8221; &#8212; \u3010\u30c6\u30c3\u30af\u30b8\u30e0\u3011\u683c\u5b89\u30fb\u5bfe\u9762\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\" src=\"https:\/\/techgym.jp\/about\/rakurakupython\/embed\/#?secret=bJqhdTRPmS#?secret=vlJSNFZ7BJ\" data-secret=\"vlJSNFZ7BJ\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\u25a0\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u30aa\u30ea\u30b8\u30ca\u30eb\u30a2\u30d7\u30ea\u3092\u958b\u767a\u30fb\u516c\u958b\u3057\u3066\u307f\u305f\uff01\uff01<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"GtwD7HIQsP\"><a href=\"https:\/\/techgym.jp\/column\/ori-app\/\">\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u30aa\u30ea\u30b8\u30ca\u30eb\u30a2\u30d7\u30ea\u3092\u958b\u767a\u30fb\u516c\u958b\u3057\u3066\u307f\u305f\uff01\uff01<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u30aa\u30ea\u30b8\u30ca\u30eb\u30a2\u30d7\u30ea\u3092\u958b\u767a\u30fb\u516c\u958b\u3057\u3066\u307f\u305f\uff01\uff01&#8221; &#8212; \u3010\u30c6\u30c3\u30af\u30b8\u30e0\u3011\u683c\u5b89\u30fb\u5bfe\u9762\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\" src=\"https:\/\/techgym.jp\/column\/ori-app\/embed\/#?secret=NqSe2huKNs#?secret=GtwD7HIQsP\" data-secret=\"GtwD7HIQsP\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\u25a0AI\u6642\u4ee3\u306e\u7b2c\u4e00\u6b69\uff01\u300cAI\u99c6\u52d5\u958b\u767a\u30b3\u30fc\u30b9\u300d\u306f\u3058\u3081\u307e\u3057\u305f\uff01<\/p>\n\n\n\n<p>\u30c6\u30c3\u30af\u30b8\u30e0\u6771\u4eac\u672c\u6821\u3067\u5148\u884c\u958b\u59cb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"tPU8jQvIvn\"><a href=\"https:\/\/techgym.jp\/about\/ai-driven-development\/\">AI\u99c6\u52d5\u958b\u767a\/\u751f\u6210AI\u30a8\u30f3\u30b8\u30cb\u30a2\u30b3\u30fc\u30b9\uff08\u521d\u5fc3\u8005\u5411\u3051\uff09<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;AI\u99c6\u52d5\u958b\u767a\/\u751f\u6210AI\u30a8\u30f3\u30b8\u30cb\u30a2\u30b3\u30fc\u30b9\uff08\u521d\u5fc3\u8005\u5411\u3051\uff09&#8221; &#8212; \u3010\u30c6\u30c3\u30af\u30b8\u30e0\u3011\u683c\u5b89\u30fb\u5bfe\u9762\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\" src=\"https:\/\/techgym.jp\/about\/ai-driven-development\/embed\/#?secret=uweYpTu95R#?secret=tPU8jQvIvn\" data-secret=\"tPU8jQvIvn\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\u25a0\u30c6\u30c3\u30af\u30b8\u30e0\u6771\u4eac\u672c\u6821<\/p>\n\n\n\n<p>\u300c\u6b66\u7530\u587e\u300d\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u7248\u3068\u3044\u3048\u3070\u300c\u30c6\u30c3\u30af\u30b8\u30e0\u300d\u3002<br>\u8b1b\u7fa9\u52d5\u753b\u306a\u3057\u3001\u6559\u79d1\u66f8\u306a\u3057\u3002\u300c\u9032\u6357\u7ba1\u7406\u3068\u30b3\u30fc\u30c1\u30f3\u30b0\u300d\u3067\u52b9\u7387\u5b66\u7fd2\u3002<br>\u3088\u308a\u65e9\u304f\u3001\u3088\u308a\u5b89\u304f\u3001\u3057\u304b\u3082\u5bfe\u9762\u578b\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"mG4vIaCGfl\"><a href=\"https:\/\/techgym.jp\/tokyo\/tokyo_honko\/\">\u30c6\u30c3\u30af\u30b8\u30e0\u6771\u4eac\u672c\u6821<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u30c6\u30c3\u30af\u30b8\u30e0\u6771\u4eac\u672c\u6821&#8221; &#8212; \u3010\u30c6\u30c3\u30af\u30b8\u30e0\u3011\u683c\u5b89\u30fb\u5bfe\u9762\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\" src=\"https:\/\/techgym.jp\/tokyo\/tokyo_honko\/embed\/#?secret=vcneQ3zRsV#?secret=mG4vIaCGfl\" data-secret=\"mG4vIaCGfl\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\uff1c\u77ed\u671f\u8b1b\u7fd2\uff1e5\u65e5\u30675\u4e07\u5186\u306e\u300cPython\u30df\u30cb\u30ad\u30e3\u30f3\u30d7\u300d\u958b\u50ac\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"VXALjMPlbY\"><a href=\"https:\/\/techgym.jp\/event\/nagatacho_camp\/\">\u3010\u6700\u901f\u30fb\u78ba\u5b9f\u3011\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u653b\u7565\u300c\u6c38\u7530\u753aPython\u30df\u30cb\u30ad\u30e3\u30f3\u30d7\u300d\u30105\u65e5\u9593\u30675\u4e07\u5186\u3011<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u3010\u6700\u901f\u30fb\u78ba\u5b9f\u3011\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u653b\u7565\u300c\u6c38\u7530\u753aPython\u30df\u30cb\u30ad\u30e3\u30f3\u30d7\u300d\u30105\u65e5\u9593\u30675\u4e07\u5186\u3011&#8221; &#8212; \u3010\u30c6\u30c3\u30af\u30b8\u30e0\u3011\u683c\u5b89\u30fb\u5bfe\u9762\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\" src=\"https:\/\/techgym.jp\/event\/nagatacho_camp\/embed\/#?secret=lLJ3LpwnF5#?secret=VXALjMPlbY\" data-secret=\"VXALjMPlbY\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\uff1c\u67081\u958b\u50ac\uff1e\u653e\u9001\u4f5c\u5bb6\u306b\u3088\u308b\u6620\u50cf\u30c7\u30a3\u30ec\u30af\u30bf\u30fc\u990a\u6210\u8b1b\u5ea7<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"HFRIjBYCbo\"><a href=\"https:\/\/techgym.jp\/event\/video_director\/\">\u73fe\u5f79\u653e\u9001\u4f5c\u5bb6\u304c\u6559\u3048\u308b\u52d5\u753b\u8b1b\u5ea7\uff01\u300e\uff24\uff2f\uff27\uff21\u300f<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u73fe\u5f79\u653e\u9001\u4f5c\u5bb6\u304c\u6559\u3048\u308b\u52d5\u753b\u8b1b\u5ea7\uff01\u300e\uff24\uff2f\uff27\uff21\u300f&#8221; &#8212; \u3010\u30c6\u30c3\u30af\u30b8\u30e0\u3011\u683c\u5b89\u30fb\u5bfe\u9762\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\" src=\"https:\/\/techgym.jp\/event\/video_director\/embed\/#?secret=Ks503ytU4W#?secret=HFRIjBYCbo\" data-secret=\"HFRIjBYCbo\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\uff1c\u30aa\u30f3\u30e9\u30a4\u30f3\u7121\u6599\uff1e\u30bc\u30ed\u304b\u3089\u59cb\u3081\u308bPython\u7206\u901f\u8b1b\u5ea7<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"KR7ZEturHZ\"><a href=\"https:\/\/techgym.jp\/tokyo_python\/\">\u3010\u7121\u6599\u30fb\u30aa\u30f3\u30e9\u30a4\u30f3\u3011\u30bc\u30ed\u304b\u3089\u306f\u3058\u3081\u308bPython\u7206\u901f\u8b1b\u5ea7<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u3010\u7121\u6599\u30fb\u30aa\u30f3\u30e9\u30a4\u30f3\u3011\u30bc\u30ed\u304b\u3089\u306f\u3058\u3081\u308bPython\u7206\u901f\u8b1b\u5ea7&#8221; &#8212; \u3010\u30c6\u30c3\u30af\u30b8\u30e0\u3011\u683c\u5b89\u30fb\u5bfe\u9762\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\" src=\"https:\/\/techgym.jp\/tokyo_python\/embed\/#?secret=2VK1fIPPFl#?secret=KR7ZEturHZ\" data-secret=\"KR7ZEturHZ\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p><style>\n.ranking-table {\n    width: 100%;\n    border-collapse: collapse;\n    margin: 20px 0;\n}\n.ranking-table td {\n    padding: 20px;\n    border: 1px solid #e0e0e0;\n    vertical-align: top;\n}\n.ranking-table td:first-child {\n    width: 200px;\n    text-align: center;\n    background-color: #f9f9f9;\n}\n.ranking-table img {\n    display: block;\n    margin: 10px auto;\n    max-width: 100%;\n    height: auto;\n}\n.ranking-table a {\n    color: #0066cc;\n    text-decoration: none;\n    font-weight: bold;\n}\n.ranking-table a:hover {\n    text-decoration: underline;\n}\n<\/style><\/p>\n<table class=\"ranking-table\">\n<tbody>\n<tr>\n<td><a href=\"\/\/af.moshimo.com\/af\/c\/click?a_id=5161740&amp;p_id=6820&amp;pc_id=19517&amp;pl_id=90728\" rel=\"nofollow\" referrerpolicy=\"no-referrer-when-downgrade\" attributionsrc=\"\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/image.moshimo.com\/af-img\/6634\/000000090728.png?resize=120%2C60\" width=\"120\" height=\"60\" style=\"border: none;\" \/><\/a><img decoding=\"async\" src=\"\/\/i.moshimo.com\/af\/i\/impression?a_id=5161740&amp;p_id=6820&amp;pc_id=19517&amp;pl_id=90728\" width=\"1\" height=\"1\" style=\"border: none;\" loading=\"lazy\" \/><strong><a href=\"http:\/\/msm.to\/2ULVG5u\" target=\"_blank\" rel=\"noopener\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30dc\u30fc\u30c9<\/a><\/strong><\/td>\n<td>\n<p><strong>20\u4e07\u4ef6\u4ee5\u4e0a\u306e\u6848\u4ef6\u304b\u3089\u3001\u526f\u696d\u306b\u6700\u9069\u306a\u30ea\u30e2\u30fc\u30c8\u30fb\u90313\u301c\u306e\u6848\u4ef6\u3092\u4e00\u62ec\u691c\u7d22\u3067\u304d\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002<\/strong><strong>\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u767b\u9332\u3067AI\u30b9\u30ab\u30a6\u30c8\u304c\u81ea\u52d5\u7684\u306b\u30de\u30c3\u30c1\u30f3\u30b0\u6848\u4ef6\u3092\u63d0\u6848\u3002<\/strong><strong>\u5e02\u5834\u7d71\u8a08\u3084\u5358\u4fa1\u76f8\u5834\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u53e3\u30b3\u30df\u3082\u7121\u6599\u3067\u95b2\u89a7\u53ef\u80fd\u306a\u305f\u3081\u3001\u672c\u696d\u3092\u7d9a\u3051\u306a\u304c\u3089\u52b9\u7387\u7684\u306b\u9ad8\u5358\u4fa1\u306e\u526f\u696d\u6848\u4ef6\u3092\u63a2\u305b\u307e\u3059\u3002<a href=\"http:\/\/msm.to\/2ULVG5u\" target=\"_blank\" rel=\"noopener\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30dc\u30fc\u30c9<\/a><\/strong><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45E9XQ+679KMQ+40EC+61C2P\" rel=\"nofollow\"> <img loading=\"lazy\" decoding=\"async\" border=\"0\" width=\"120\" height=\"60\" alt=\"\" src=\"https:\/\/www29.a8.net\/svt\/bgt?aid=250928846375&amp;wid=001&amp;eno=01&amp;mid=s00000018714001014000&amp;mc=1\" \/><\/a> <img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" border=\"0\" width=\"1\" height=\"1\" src=\"https:\/\/i0.wp.com\/www14.a8.net\/0.gif?resize=1%2C1&#038;ssl=1\" alt=\"\" \/> <strong><a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45E9XQ+679KMQ+40EC+5YJRM\" target=\"_blank\" rel=\"noopener\">IT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba<\/a><\/strong><\/td>\n<td>\n<p><strong>\u90312\u301c3\u65e5\u304b\u3089\u50cd\u3051\u308b\u67d4\u8edf\u306a\u6848\u4ef6\u304c\u696d\u754c\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u8c4a\u5bcc\u3055\u3092\u8a87\u308b\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3002<\/strong><strong>\u30a8\u30f3\u30c9\u76f4\u5951\u7d04\u306e\u305f\u3081\u9ad8\u5358\u4fa1\u3067\u3001\u90313\u65e5\u7a3c\u50cd\u3067\u3082\u5341\u5206\u306a\u5831\u916c\u3092\u5f97\u3089\u308c\u307e\u3059\u3002\u30ea\u30e2\u30fc\u30c8\u3084\u6642\u9593\u30d5\u30ec\u30ad\u30b7\u30d6\u30eb\u306a\u6848\u4ef6\u3082\u591a\u6570\u3002\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u30fb\u30d9\u30f3\u30c1\u30e3\u30fc\u4e2d\u5fc3\u3067\u3001\u30c8\u30ec\u30f3\u30c9\u6280\u8853\u3092\u4f7f\u3063\u305f\u9b45\u529b\u7684\u306a\u6848\u4ef6\u304c\u63c3\u3063\u3066\u3044\u307e\u3059\u3002\u5c02\u5c5e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u6848\u4ef6\u7d39\u4ecb\u304b\u3089\u5951\u7d04\u4ea4\u6e09\u307e\u3067\u30b5\u30dd\u30fc\u30c8\u3002\u5229\u7528\u4f01\u696d2,000\u793e\u4ee5\u4e0a\u306e\u5b9f\u7e3e\u3002<a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45E9XQ+679KMQ+40EC+5YJRM\" target=\"_blank\" rel=\"noopener\">IT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba<\/a><\/strong><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45G89H+AOM1KI+3TVC+BYLJL\" rel=\"nofollow\"> <img loading=\"lazy\" decoding=\"async\" border=\"0\" width=\"100\" height=\"60\" alt=\"\" src=\"https:\/\/www21.a8.net\/svt\/bgt?aid=251019989646&amp;wid=001&amp;eno=01&amp;mid=s00000017868002009000&amp;mc=1\" \/><\/a> <img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" border=\"0\" width=\"1\" height=\"1\" src=\"https:\/\/i0.wp.com\/www16.a8.net\/0.gif?resize=1%2C1&#038;ssl=1\" alt=\"\" \/> <strong> <a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45G89H+AOM1KI+3TVC+BWVTE\" target=\"_blank\" rel=\"noopener\">Midworks<\/a> <\/strong><\/td>\n<td><strong>10,000\u4ef6\u4ee5\u4e0a\u306e\u6848\u4ef6\u3092\u4fdd\u6709\u3057\u3001\u90313\u65e5\u301c\u30fb\u30d5\u30eb\u30ea\u30e2\u30fc\u30c8\u306a\u3069\u67d4\u8edf\u306a\u50cd\u304d\u65b9\u306b\u5bfe\u5fdc\u3002\u9ad8\u5358\u4fa1\u6848\u4ef6\u304c\u8c4a\u5bcc\u3067\u3001\u5831\u916c\u4fdd\u969c\u5236\u5ea6\uff0860%\uff09\u3084\u4fdd\u967a\u6599\u8ca0\u62c5\uff0850%\uff09\u306a\u3069\u6b63\u793e\u54e1\u4e26\u307f\u306e\u624b\u539a\u3044\u798f\u5229\u539a\u751f\u304c\u7279\u5fb4\u3002\u901a\u52e4\u4ea4\u901a\u8cbb\uff08\u67083\u4e07\u5186\uff09\u3001\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u8cbb\u7528\uff08\u67081\u4e07\u5186\uff09\u306e\u652f\u7d66\u306b\u52a0\u3048\u3001\u30ea\u30ed\u30af\u30e9\u30d6\u30fbfreee\u304c\u7121\u6599\u5229\u7528\u53ef\u80fd\u3002\u975e\u516c\u958b\u6848\u4ef680%\u4ee5\u4e0a\u3001\u652f\u6255\u3044\u30b5\u30a4\u30c820\u65e5\u3067\u5b89\u5fc3\u3057\u3066\u7a3c\u50cd\u3067\u304d\u307e\u3059\u3002<a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45G89H+AOM1KI+3TVC+BWVTE\" target=\"_blank\" rel=\"noopener\">Midworks<\/a><\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30dc\u30fc\u30c9 20\u4e07\u4ef6\u4ee5\u4e0a\u306e\u6848\u4ef6\u304b\u3089\u3001\u526f\u696d\u306b\u6700\u9069\u306a\u30ea\u30e2\u30fc\u30c8\u30fb\u90313\u301c\u306e\u6848\u4ef6\u3092\u4e00\u62ec\u691c\u7d22\u3067\u304d\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u767b\u9332\u3067AI\u30b9\u30ab\u30a6\u30c8\u304c\u81ea\u52d5\u7684\u306b\u30de\u30c3\u30c1\u30f3\u30b0\u6848\u4ef6\u3092\u63d0\u6848\u3002\u5e02\u5834\u7d71\u8a08\u3084\u5358\u4fa1\u76f8\u5834\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u53e3\u30b3\u30df\u3082\u7121\u6599 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":42501,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[5],"tags":[],"class_list":["post-43023","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-column"],"views":104,"jetpack_featured_media_url":"\/wp-content\/uploads\/2025\/07\/f3403acf5c65aedec0dba821c4c26404.png","jetpack_sharing_enabled":true,"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/posts\/43023","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/comments?post=43023"}],"version-history":[{"count":0,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/posts\/43023\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/media\/42501"}],"wp:attachment":[{"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/media?parent=43023"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/categories?post=43023"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/tags?post=43023"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}