{"id":43731,"date":"2025-08-04T15:25:23","date_gmt":"2025-08-04T06:25:23","guid":{"rendered":"https:\/\/techgym.jp\/?p=43731"},"modified":"2025-10-27T09:20:37","modified_gmt":"2025-10-27T00:20:37","slug":"python-requirements-txt","status":"publish","type":"post","link":"https:\/\/techgym.jp\/column\/python-requirements-txt\/","title":{"rendered":"Python requirements.txt\u306e\u4f5c\u6210\u3068\u4f7f\u3044\u65b9\u5b8c\u5168\u30ac\u30a4\u30c9\u3010\u521d\u5fc3\u8005\u5411\u3051\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>Python\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4ed6\u306e\u4eba\u3068\u5171\u6709\u3057\u305f\u308a\u3001\u672c\u756a\u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u305f\u308a\u3059\u308b\u969b\u306b\u5fc5\u9808\u3068\u306a\u308b\u306e\u304crequirements.txt\u30d5\u30a1\u30a4\u30eb\u3067\u3059\u3002\u300crequirements.txt\u3063\u3066\u4f55\uff1f\u300d\u300c\u3069\u3046\u3084\u3063\u3066\u4f5c\u308b\u306e\uff1f\u300d\u3068\u7591\u554f\u306b\u601d\u3046\u65b9\u3082\u591a\u3044\u3067\u3057\u3087\u3046\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001requirements.txt\u306e\u57fa\u672c\u7684\u306a\u4f5c\u6210\u65b9\u6cd5\u304b\u3089\u5fdc\u7528\u7684\u306a\u6d3b\u7528\u6cd5\u307e\u3067\u3001\u5b9f\u4f8b\u3068\u3068\u3082\u306b\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n<h2>requirements.txt\u3068\u306f<\/h2>\n<p>requirements.txt\u306f\u3001Python\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u4f7f\u7528\u3059\u308b\u5916\u90e8\u30d1\u30c3\u30b1\u30fc\u30b8\u3068\u305d\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u60c5\u5831\u3092\u8a18\u9332\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3067\u3059\u3002\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u3042\u308b\u3053\u3068\u3067\u3001\u8ab0\u3067\u3082\u540c\u3058\u74b0\u5883\u3092\u7c21\u5358\u306b\u518d\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>requirements.txt\u306e\u5f79\u5272<\/h3>\n<ul>\n<li><strong>\u74b0\u5883\u306e\u518d\u73fe\u6027<\/strong>: \u540c\u3058\u30d1\u30c3\u30b1\u30fc\u30b8\u69cb\u6210\u3092\u4ed6\u306e\u74b0\u5883\u3067\u518d\u73fe<\/li>\n<li><strong>\u4f9d\u5b58\u95a2\u4fc2\u306e\u7ba1\u7406<\/strong>: \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u660e\u78ba\u5316<\/li>\n<li><strong>\u30c1\u30fc\u30e0\u958b\u767a\u306e\u52b9\u7387\u5316<\/strong>: \u30e1\u30f3\u30d0\u30fc\u9593\u3067\u7d71\u4e00\u3055\u308c\u305f\u958b\u767a\u74b0\u5883<\/li>\n<li><strong>\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306e\u7c21\u7d20\u5316<\/strong>: \u672c\u756a\u74b0\u5883\u3078\u306e\u4e00\u62ec\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/li>\n<\/ul>\n<h3>\u3044\u3064requirements.txt\u3092\u4f7f\u3046\u306e\u304b<\/h3>\n<ul>\n<li>\u65b0\u3057\u3044\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u958b\u59cb\u3059\u308b\u3068\u304d<\/li>\n<li>\u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u3068\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u5171\u6709\u3059\u308b\u3068\u304d<\/li>\n<li>\u672c\u756a\u74b0\u5883\u306b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u3068\u304d<\/li>\n<li>CI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u30c6\u30b9\u30c8\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u3068\u304d<\/li>\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092GitHub\u306a\u3069\u3067\u516c\u958b\u3059\u308b\u3068\u304d<\/li>\n<\/ul>\n<h2>requirements.txt\u306e\u4f5c\u6210\u65b9\u6cd5<\/h2>\n<h3>1. pip freeze\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u305f\u81ea\u52d5\u751f\u6210<\/h3>\n<p>\u6700\u3082\u4e00\u822c\u7684\u3067\u7c21\u5358\u306a\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<pre><code class=\"language-bash\"># \u73fe\u5728\u306e\u74b0\u5883\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u5168\u3066\u51fa\u529b\npip freeze &gt; requirements.txt\n\n# \u751f\u6210\u3055\u308c\u305f\u30d5\u30a1\u30a4\u30eb\u306e\u78ba\u8a8d\ncat requirements.txt\n<\/code><\/pre>\n<p>\u751f\u6210\u4f8b\uff1a<\/p>\n<pre><code class=\"language-txt\">certifi==2023.7.22\ncharset-normalizer==3.3.2\nidna==3.4\nnumpy==1.24.3\npandas==2.0.3\npython-dateutil==2.8.2\npytz==2023.3\nrequests==2.31.0\nsix==1.16.0\ntzdata==2023.3\nurllib3==2.0.7\n<\/code><\/pre>\n<h3>2. \u624b\u52d5\u3067\u306e\u4f5c\u6210<\/h3>\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u672c\u5f53\u306b\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u307f\u3092\u8a18\u8f09\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<pre><code class=\"language-bash\"># \u7a7a\u306erequirements.txt\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\ntouch requirements.txt\n\n# \u30a8\u30c7\u30a3\u30bf\u3067\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u3044\u3066\u7de8\u96c6\nnano requirements.txt\n<\/code><\/pre>\n<p>\u624b\u52d5\u4f5c\u6210\u306e\u4f8b\uff1a<\/p>\n<pre><code class=\"language-txt\"># Web\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\ndjango==4.2.7\ndjangorestframework==3.14.0\n\n# \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\npsycopg2-binary==2.9.9\n\n# \u74b0\u5883\u5909\u6570\u7ba1\u7406\npython-dotenv==1.0.0\n\n# API\u95a2\u9023\nrequests==2.31.0\n<\/code><\/pre>\n<h3>3. pipreqs\u3092\u4f7f\u3063\u305f\u81ea\u52d5\u751f\u6210<\/h3>\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306ePython\u30d5\u30a1\u30a4\u30eb\u3092\u89e3\u6790\u3057\u3066\u3001\u5b9f\u969b\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u307f\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n<pre><code class=\"language-bash\"># pipreqs\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\npip install pipreqs\n\n# \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067requirements.txt\u3092\u751f\u6210\npipreqs \/path\/to\/project\n\n# \u65e2\u5b58\u306erequirements.txt\u3092\u4e0a\u66f8\u304d\u3059\u308b\u5834\u5408\npipreqs \/path\/to\/project --force\n\n# \u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u6307\u5b9a\u3059\u308b\u5834\u5408\npipreqs \/path\/to\/project --encoding=utf-8\n<\/code><\/pre>\n<h2>requirements.txt\u306e\u66f8\u304d\u65b9\u30fb\u8a18\u6cd5<\/h2>\n<h3>\u57fa\u672c\u7684\u306a\u8a18\u6cd5<\/h3>\n<pre><code class=\"language-txt\"># \u6700\u65b0\u7248\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nrequests\n\n# \u7279\u5b9a\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u6307\u5b9a\nrequests==2.31.0\n\n# \u6700\u5c0f\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u6307\u5b9a\nrequests&gt;=2.30.0\n\n# \u6700\u5927\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u6307\u5b9a\nrequests&lt;=2.31.0\n\n# \u30d0\u30fc\u30b8\u30e7\u30f3\u7bc4\u56f2\u3092\u6307\u5b9a\nrequests&gt;=2.30.0,&lt;=2.31.0\nrequests&gt;=2.30.0,&lt;3.0.0\n\n# \u7279\u5b9a\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u9664\u5916\nrequests!=2.30.5\n\n# \u30b3\u30e1\u30f3\u30c8\u306e\u8ffd\u52a0\nrequests==2.31.0  # HTTP library for Python\n<\/code><\/pre>\n<h3>\u3088\u304f\u4f7f\u7528\u3055\u308c\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u6307\u5b9a\u6f14\u7b97\u5b50<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u6f14\u7b97\u5b50<\/th>\n<th>\u610f\u5473<\/th>\n<th>\u4f8b<\/th>\n<th>\u8aac\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>==<\/code><\/td>\n<td>\u5b8c\u5168\u4e00\u81f4<\/td>\n<td><code>requests==2.31.0<\/code><\/td>\n<td>\u6307\u5b9a\u3057\u305f\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u307f<\/td>\n<\/tr>\n<tr>\n<td><code>&gt;=<\/code><\/td>\n<td>\u4ee5\u4e0a<\/td>\n<td><code>requests&gt;=2.30.0<\/code><\/td>\n<td>\u6307\u5b9a\u30d0\u30fc\u30b8\u30e7\u30f3\u4ee5\u4e0a<\/td>\n<\/tr>\n<tr>\n<td><code>&lt;=<\/code><\/td>\n<td>\u4ee5\u4e0b<\/td>\n<td><code>requests&lt;=2.31.0<\/code><\/td>\n<td>\u6307\u5b9a\u30d0\u30fc\u30b8\u30e7\u30f3\u4ee5\u4e0b<\/td>\n<\/tr>\n<tr>\n<td><code>&gt;<\/code><\/td>\n<td>\u3088\u308a\u5927\u304d\u3044<\/td>\n<td><code>requests&gt;2.30.0<\/code><\/td>\n<td>\u6307\u5b9a\u30d0\u30fc\u30b8\u30e7\u30f3\u3088\u308a\u5927\u304d\u3044<\/td>\n<\/tr>\n<tr>\n<td><code>&lt;<\/code><\/td>\n<td>\u3088\u308a\u5c0f\u3055\u3044<\/td>\n<td><code>requests&lt;3.0.0<\/code><\/td>\n<td>\u6307\u5b9a\u30d0\u30fc\u30b8\u30e7\u30f3\u3088\u308a\u5c0f\u3055\u3044<\/td>\n<\/tr>\n<tr>\n<td><code>!=<\/code><\/td>\n<td>\u4e0d\u7b49\u53f7<\/td>\n<td><code>requests!=2.30.5<\/code><\/td>\n<td>\u6307\u5b9a\u30d0\u30fc\u30b8\u30e7\u30f3\u4ee5\u5916<\/td>\n<\/tr>\n<tr>\n<td><code>~=<\/code><\/td>\n<td>\u4e92\u63db\u30ea\u30ea\u30fc\u30b9<\/td>\n<td><code>requests~=2.30.0<\/code><\/td>\n<td>2.30.0\u4ee5\u4e0a\u30012.31.0\u672a\u6e80<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u5b9f\u7528\u7684\u306arequirements.txt\u306e\u4f8b<\/h3>\n<h4>Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u7528<\/h4>\n<pre><code class=\"language-txt\"># ====================\n# Django Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\n# ====================\n\n# \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\nDjango==4.2.7\ndjangorestframework==3.14.0\ndjango-cors-headers==4.3.1\n\n# \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\npsycopg2-binary==2.9.9\nredis==5.0.1\n\n# \u8a8d\u8a3c\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\ndjango-allauth==0.57.0\ndjangorestframework-simplejwt==5.3.0\ncryptography==41.0.7\n\n# API\u30fbHTTP\nrequests==2.31.0\nhttpx==0.25.2\n\n# \u753b\u50cf\u51e6\u7406\nPillow==10.1.0\n\n# \u8a2d\u5b9a\u7ba1\u7406\npython-dotenv==1.0.0\ndjango-environ==0.11.2\n\n# \u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\nopenpyxl==3.1.2\npython-dateutil==2.8.2\n\n# \u30ed\u30b0\u30fb\u30c7\u30d0\u30c3\u30b0\ndjango-debug-toolbar==4.2.0\n<\/code><\/pre>\n<h4>\u30c7\u30fc\u30bf\u5206\u6790\u7528<\/h4>\n<pre><code class=\"language-txt\"># ====================\n# \u30c7\u30fc\u30bf\u5206\u6790\u30fb\u6a5f\u68b0\u5b66\u7fd2\n# ====================\n\n# \u6570\u5024\u8a08\u7b97\u30fb\u30c7\u30fc\u30bf\u51e6\u7406\nnumpy==1.24.3\npandas==2.0.3\nscipy==1.11.4\n\n# \u53ef\u8996\u5316\nmatplotlib==3.7.2\nseaborn==0.13.0\nplotly==5.17.0\n\n# \u6a5f\u68b0\u5b66\u7fd2\nscikit-learn==1.3.2\nxgboost==2.0.1\nlightgbm==4.1.0\n\n# \u6df1\u5c64\u5b66\u7fd2\ntensorflow==2.15.0\ntorch==2.1.1\ntorchvision==0.16.1\n\n# Jupyter\u74b0\u5883\njupyter==1.0.0\nipykernel==6.26.0\njupyterlab==4.0.8\n\n# \u7d71\u8a08\u30fb\u5206\u6790\nstatsmodels==0.14.0\n<\/code><\/pre>\n<h4>API\u958b\u767a\u7528<\/h4>\n<pre><code class=\"language-txt\"># ====================\n# FastAPI + REST API\n# ====================\n\n# \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\nfastapi==0.104.1\nuvicorn[standard]==0.24.0\n\n# \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9ORM\nsqlalchemy==2.0.23\nalembic==1.12.1\n\n# \u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\npydantic==2.5.0\nemail-validator==2.1.0\n\n# \u975e\u540c\u671f\u51e6\u7406\nhttpx==0.25.2\naiofiles==23.2.1\n\n# \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\npython-jose[cryptography]==3.3.0\npasslib[bcrypt]==1.7.4\npython-multipart==0.0.6\n\n# \u30c6\u30b9\u30c8\npytest==7.4.3\npytest-asyncio==0.21.1\n<\/code><\/pre>\n<h2>requirements.txt\u304b\u3089\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n<h3>\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5<\/h3>\n<pre><code class=\"language-bash\"># requirements.txt\u304b\u3089\u3059\u3079\u3066\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\npip install -r requirements.txt\n\n# \u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3092\u542b\u3081\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\npip install -r requirements.txt --upgrade\n\n# \u30e6\u30fc\u30b6\u30fc\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\npip install -r requirements.txt --user\n\n# \u8a73\u7d30\u51fa\u529b\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\npip install -r requirements.txt --verbose\n\n# \u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u4f7f\u308f\u305a\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\npip install -r requirements.txt --no-cache-dir\n<\/code><\/pre>\n<h3>\u4eee\u60f3\u74b0\u5883\u3067\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n<pre><code class=\"language-bash\"># \u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\npython -m venv project_env\n\n# \u4eee\u60f3\u74b0\u5883\u3092\u6709\u52b9\u5316\uff08Windows\uff09\nproject_env\\Scripts\\activate\n\n# \u4eee\u60f3\u74b0\u5883\u3092\u6709\u52b9\u5316\uff08macOS\/Linux\uff09\nsource project_env\/bin\/activate\n\n# requirements.txt\u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\npip install -r requirements.txt\n\n# \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u78ba\u8a8d\npip list\n<\/code><\/pre>\n<h3>Docker\u74b0\u5883\u3067\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n<pre><code class=\"language-dockerfile\"># Dockerfile\u4f8b\nFROM python:3.11-slim\n\nWORKDIR \/app\n\n# requirements.txt\u3092\u30b3\u30d4\u30fc\nCOPY requirements.txt .\n\n# \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN pip install --no-cache-dir -r requirements.txt\n\n# \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30d5\u30a1\u30a4\u30eb\u3092\u30b3\u30d4\u30fc\nCOPY . .\n\nCMD [\"python\", \"app.py\"]\n<\/code><\/pre>\n<h2>\u30d0\u30fc\u30b8\u30e7\u30f3\u6307\u5b9a\u306e\u65b9\u6cd5<\/h2>\n<h3>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30d0\u30fc\u30b8\u30e7\u30cb\u30f3\u30b0\u306e\u7406\u89e3<\/h3>\n<p>\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u901a\u5e38\u300cMAJOR.MINOR.PATCH\u300d\u306e\u5f62\u5f0f\u3067\u8868\u73fe\u3055\u308c\u307e\u3059\u3002<\/p>\n<pre><code class=\"language-txt\"># \u4f8b\uff1arequests==2.31.0\n# 2 = \u30e1\u30b8\u30e3\u30fc\u30d0\u30fc\u30b8\u30e7\u30f3\uff08\u7834\u58ca\u7684\u5909\u66f4\uff09\n# 31 = \u30de\u30a4\u30ca\u30fc\u30d0\u30fc\u30b8\u30e7\u30f3\uff08\u6a5f\u80fd\u8ffd\u52a0\uff09\n# 0 = \u30d1\u30c3\u30c1\u30d0\u30fc\u30b8\u30e7\u30f3\uff08\u30d0\u30b0\u4fee\u6b63\uff09\n<\/code><\/pre>\n<h3>\u63a8\u5968\u3055\u308c\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u6307\u5b9a\u65b9\u6cd5<\/h3>\n<pre><code class=\"language-txt\"># 1. \u672c\u756a\u74b0\u5883\uff1a\u5b8c\u5168\u56fa\u5b9a\uff08\u63a8\u5968\uff09\nDjango==4.2.7\nrequests==2.31.0\n\n# 2. \u958b\u767a\u74b0\u5883\uff1a\u30d1\u30c3\u30c1\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u81ea\u52d5\u66f4\u65b0\nDjango~=4.2.0  # 4.2.0\u4ee5\u4e0a\u30014.3.0\u672a\u6e80\nrequests~=2.31.0  # 2.31.0\u4ee5\u4e0a\u30012.32.0\u672a\u6e80\n\n# 3. \u5b9f\u9a13\u7684\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff1a\u6700\u65b0\u7248\u3092\u8ffd\u8de1\nDjango&gt;=4.2.0,&lt;5.0.0\nrequests&gt;=2.30.0\n<\/code><\/pre>\n<h3>\u30d0\u30fc\u30b8\u30e7\u30f3\u56fa\u5b9a\u306e\u7406\u7531<\/h3>\n<pre><code class=\"language-txt\"># \u60aa\u3044\u4f8b\uff1a\u30d0\u30fc\u30b8\u30e7\u30f3\u672a\u6307\u5b9a\nrequests\npandas\nnumpy\n\n# \u554f\u984c\u70b9\uff1a\n# - \u6642\u671f\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u308b\n# - \u65b0\u3057\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u7834\u58ca\u7684\u5909\u66f4\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\n# - \u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u9593\u3067\u74b0\u5883\u306e\u5dee\u7570\u304c\u751f\u3058\u308b\n\n# \u826f\u3044\u4f8b\uff1a\u30d0\u30fc\u30b8\u30e7\u30f3\u56fa\u5b9a\nrequests==2.31.0\npandas==2.0.3\nnumpy==1.24.3\n<\/code><\/pre>\n<h2>\u8907\u6570\u306e\u8981\u4ef6\u30d5\u30a1\u30a4\u30eb\u306e\u7ba1\u7406<\/h2>\n<h3>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u69cb\u6210\u4f8b<\/h3>\n<pre><code>project\/\n\u251c\u2500\u2500 requirements\/\n\u2502   \u251c\u2500\u2500 base.txt          # \u5171\u901a\u30d1\u30c3\u30b1\u30fc\u30b8\n\u2502   \u251c\u2500\u2500 development.txt   # \u958b\u767a\u74b0\u5883\u7528\n\u2502   \u251c\u2500\u2500 production.txt    # \u672c\u756a\u74b0\u5883\u7528\n\u2502   \u2514\u2500\u2500 testing.txt       # \u30c6\u30b9\u30c8\u74b0\u5883\u7528\n\u251c\u2500\u2500 requirements.txt      # base.txt\u3078\u306e\u30b7\u30f3\u30dc\u30ea\u30c3\u30af\u30ea\u30f3\u30af\n\u2514\u2500\u2500 README.md\n<\/code><\/pre>\n<h3>base.txt\uff08\u5171\u901a\u30d1\u30c3\u30b1\u30fc\u30b8\uff09<\/h3>\n<pre><code class=\"language-txt\"># ====================\n# \u5171\u901a\u30d1\u30c3\u30b1\u30fc\u30b8\n# ====================\n\n# \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\nDjango==4.2.7\ndjangorestframework==3.14.0\n\n# \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\npsycopg2-binary==2.9.9\n\n# \u8a2d\u5b9a\u7ba1\u7406\npython-dotenv==1.0.0\n\n# \u65e5\u6642\u51e6\u7406\npython-dateutil==2.8.2\n\n# HTTP \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\nrequests==2.31.0\n<\/code><\/pre>\n<h3>development.txt\uff08\u958b\u767a\u74b0\u5883\u7528\uff09<\/h3>\n<pre><code class=\"language-txt\"># \u5171\u901a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8aad\u307f\u8fbc\u307f\n-r base.txt\n\n# ====================\n# \u958b\u767a\u74b0\u5883\u5c02\u7528\u30d1\u30c3\u30b1\u30fc\u30b8\n# ====================\n\n# \u30c7\u30d0\u30c3\u30b0\u30c4\u30fc\u30eb\ndjango-debug-toolbar==4.2.0\ndjango-extensions==3.2.3\n\n# \u30b3\u30fc\u30c9\u54c1\u8cea\nblack==23.11.0\nflake8==6.1.0\nisort==5.12.0\nmypy==1.7.1\n\n# \u30c6\u30b9\u30c8\u30c4\u30fc\u30eb\npytest==7.4.3\npytest-django==4.7.0\npytest-cov==4.0.0\nfactory-boy==3.3.0\n\n# \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\nsphinx==7.2.6\n<\/code><\/pre>\n<h3>production.txt\uff08\u672c\u756a\u74b0\u5883\u7528\uff09<\/h3>\n<pre><code class=\"language-txt\"># \u5171\u901a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8aad\u307f\u8fbc\u307f\n-r base.txt\n\n# ====================\n# \u672c\u756a\u74b0\u5883\u5c02\u7528\u30d1\u30c3\u30b1\u30fc\u30b8\n# ====================\n\n# Web\u30b5\u30fc\u30d0\u30fc\ngunicorn==21.2.0\nwhitenoise==6.6.0\n\n# \u76e3\u8996\u30fb\u30ed\u30b0\nsentry-sdk==1.38.0\n\n# \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\nredis==5.0.1\ncelery==5.3.4\n\n# \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\ncryptography==41.0.7\n<\/code><\/pre>\n<h3>testing.txt\uff08\u30c6\u30b9\u30c8\u74b0\u5883\u7528\uff09<\/h3>\n<pre><code class=\"language-txt\"># \u958b\u767a\u74b0\u5883\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8aad\u307f\u8fbc\u307f\n-r development.txt\n\n# ====================\n# \u30c6\u30b9\u30c8\u74b0\u5883\u5c02\u7528\u30d1\u30c3\u30b1\u30fc\u30b8\n# ====================\n\n# CI\/CD\u7528\u30c4\u30fc\u30eb\ncoverage==7.3.2\npytest-xdist==3.4.0\ntox==4.11.4\n\n# \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30c1\u30a7\u30c3\u30af\nsafety==2.3.4\nbandit==1.7.5\n<\/code><\/pre>\n<h3>\u74b0\u5883\u5225\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5<\/h3>\n<pre><code class=\"language-bash\"># \u958b\u767a\u74b0\u5883\npip install -r requirements\/development.txt\n\n# \u672c\u756a\u74b0\u5883\npip install -r requirements\/production.txt\n\n# \u30c6\u30b9\u30c8\u74b0\u5883\npip install -r requirements\/testing.txt\n\n# \u7279\u5b9a\u306e\u74b0\u5883\u3067\u306e\u78ba\u8a8d\npip list --format=freeze &gt; current_env.txt\ndiff requirements\/development.txt current_env.txt\n<\/code><\/pre>\n<h2>\u4eee\u60f3\u74b0\u5883\u3068\u306e\u9023\u643a<\/h2>\n<h3>venv\u3092\u4f7f\u3063\u305f\u74b0\u5883\u7ba1\u7406<\/h3>\n<pre><code class=\"language-bash\"># \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u79fb\u52d5\ncd my_project\n\n# \u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\npython -m venv venv\n\n# \u4eee\u60f3\u74b0\u5883\u3092\u6709\u52b9\u5316\nsource venv\/bin\/activate  # macOS\/Linux\n# \u307e\u305f\u306f\nvenv\\Scripts\\activate  # Windows\n\n# requirements.txt\u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\npip install -r requirements.txt\n\n# \u65b0\u3057\u3044\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8ffd\u52a0\u3057\u305f\u5834\u5408\npip install new_package\npip freeze &gt; requirements.txt\n\n# \u4eee\u60f3\u74b0\u5883\u3092\u7121\u52b9\u5316\ndeactivate\n<\/code><\/pre>\n<h3>conda\u74b0\u5883\u3067\u306e\u7ba1\u7406<\/h3>\n<pre><code class=\"language-bash\"># conda\u74b0\u5883\u3092\u4f5c\u6210\nconda create -n myproject python=3.11\n\n# \u74b0\u5883\u3092\u6709\u52b9\u5316\nconda activate myproject\n\n# requirements.txt\u304b\u3089pip\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\npip install -r requirements.txt\n\n# conda\u3068pip\u306e\u60c5\u5831\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\nconda env export &gt; environment.yml\npip freeze &gt; requirements.txt\n\n# \u74b0\u5883\u306e\u518d\u73fe\nconda env create -f environment.yml\npip install -r requirements.txt\n<\/code><\/pre>\n<h3>pipenv\u3092\u4f7f\u3063\u305f\u7ba1\u7406<\/h3>\n<pre><code class=\"language-bash\"># Pipfile\u3068requirements.txt\u306e\u4f75\u7528\npipenv install -r requirements.txt\n\n# Pipfile\u304b\u3089requirements.txt\u3092\u751f\u6210\npipenv requirements &gt; requirements.txt\n\n# \u958b\u767a\u7528\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u542b\u3081\u308b\u5834\u5408\npipenv requirements --dev &gt; requirements-dev.txt\n<\/code><\/pre>\n<h2>\u3088\u304f\u3042\u308b\u30a8\u30e9\u30fc\u3068\u5bfe\u51e6\u6cd5<\/h2>\n<h3>1. \u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u30a8\u30e9\u30fc<\/h3>\n<pre><code class=\"language-bash\"># \u30a8\u30e9\u30fc\u4f8b\nERROR: Could not find a version that satisfies the requirement package_name\n\n# \u5bfe\u51e6\u6cd51: \u30d1\u30c3\u30b1\u30fc\u30b8\u540d\u306e\u78ba\u8a8d\npip search package_name\n\n# \u5bfe\u51e6\u6cd52: PyPI\u3067\u691c\u7d22\n# https:\/\/pypi.org\/\u3067\u6b63\u78ba\u306a\u540d\u524d\u3092\u78ba\u8a8d\n\n# \u5bfe\u51e6\u6cd53: \u5229\u7528\u53ef\u80fd\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u78ba\u8a8d\npip install package_name==\n<\/code><\/pre>\n<h3>2. \u30d0\u30fc\u30b8\u30e7\u30f3\u7af6\u5408\u30a8\u30e9\u30fc<\/h3>\n<pre><code class=\"language-bash\"># \u30a8\u30e9\u30fc\u4f8b\nERROR: pip's dependency resolver does not currently take into account all packages\n\n# \u5bfe\u51e6\u6cd51: \u4f9d\u5b58\u95a2\u4fc2\u3092\u30c1\u30a7\u30c3\u30af\npip check\n\n# \u5bfe\u51e6\u6cd52: requirements.txt\u3092\u6bb5\u968e\u7684\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\npip install package1==1.0.0\npip install package2==2.0.0\n\n# \u5bfe\u51e6\u6cd53: \u30d0\u30fc\u30b8\u30e7\u30f3\u7bc4\u56f2\u3092\u8abf\u6574\n# requirements.txt\npackage1&gt;=1.0.0,&lt;2.0.0\npackage2&gt;=2.0.0,&lt;3.0.0\n<\/code><\/pre>\n<h3>3. SSL\u8a3c\u660e\u66f8\u30a8\u30e9\u30fc<\/h3>\n<pre><code class=\"language-bash\"># \u30a8\u30e9\u30fc\u4f8b\nSSL: CERTIFICATE_VERIFY_FAILED\n\n# \u5bfe\u51e6\u6cd51: \u4fe1\u983c\u3067\u304d\u308b\u30db\u30b9\u30c8\u3092\u6307\u5b9a\npip install -r requirements.txt --trusted-host pypi.org --trusted-host pypi.python.org\n\n# \u5bfe\u51e6\u6cd52: requirements.txt\u306b\u8a18\u8ff0\n--trusted-host pypi.org\n--trusted-host pypi.python.org\nrequests==2.31.0\npandas==2.0.3\n<\/code><\/pre>\n<h3>4. \u6a29\u9650\u30a8\u30e9\u30fc<\/h3>\n<pre><code class=\"language-bash\"># \u30a8\u30e9\u30fc\u4f8b\nERROR: Could not install packages due to an EnvironmentError: [Errno 13] Permission denied\n\n# \u5bfe\u51e6\u6cd51: \u30e6\u30fc\u30b6\u30fc\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\npip install -r requirements.txt --user\n\n# \u5bfe\u51e6\u6cd52: \u4eee\u60f3\u74b0\u5883\u3092\u4f7f\u7528\npython -m venv venv\nsource venv\/bin\/activate\npip install -r requirements.txt\n<\/code><\/pre>\n<h3>5. \u30e1\u30e2\u30ea\u4e0d\u8db3\u30a8\u30e9\u30fc<\/h3>\n<pre><code class=\"language-bash\"># \u30a8\u30e9\u30fc\u4f8b\nMemoryError: Unable to allocate array\n\n# \u5bfe\u51e6\u6cd51: \u4e00\u3064\u305a\u3064\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\npip install package1==1.0.0\npip install package2==2.0.0\n\n# \u5bfe\u51e6\u6cd52: \u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u7121\u52b9\u306b\u3059\u308b\npip install -r requirements.txt --no-cache-dir\n\n# \u5bfe\u51e6\u6cd53: \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u5206\u5272\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\n# requirements-1.txt, requirements-2.txt \u306b\u5206\u5272\n<\/code><\/pre>\n<h2>\u5fdc\u7528\u7684\u306a\u4f7f\u3044\u65b9<\/h2>\n<h3>Git URL\u304b\u3089\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n<pre><code class=\"language-txt\"># GitHub\u30ea\u30dd\u30b8\u30c8\u30ea\u304b\u3089\u76f4\u63a5\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\ngit+https:\/\/github.com\/user\/repo.git#egg=package_name\n\n# \u7279\u5b9a\u306e\u30d6\u30e9\u30f3\u30c1\u3092\u6307\u5b9a\ngit+https:\/\/github.com\/user\/repo.git@develop#egg=package_name\n\n# \u7279\u5b9a\u306e\u30bf\u30b0\u3092\u6307\u5b9a\ngit+https:\/\/github.com\/user\/repo.git@v1.0.0#egg=package_name\n\n# \u30b5\u30d6\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\ngit+https:\/\/github.com\/user\/repo.git#subdirectory=packages\/mypackage\n\n# SSH\u7d4c\u7531\u3067\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\ngit+ssh:\/\/git@github.com\/user\/repo.git#egg=package_name\n<\/code><\/pre>\n<h3>\u30ed\u30fc\u30ab\u30eb\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n<pre><code class=\"language-txt\"># \u76f8\u5bfe\u30d1\u30b9\u3067\u306e\u30ed\u30fc\u30ab\u30eb\u30d1\u30c3\u30b1\u30fc\u30b8\n-e .\/local_package\n\n# \u7d76\u5bfe\u30d1\u30b9\u3067\u306e\u30ed\u30fc\u30ab\u30eb\u30d1\u30c3\u30b1\u30fc\u30b8\n-e \/home\/user\/projects\/my_package\n\n# \u958b\u767a\u30e2\u30fc\u30c9\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff08\u7de8\u96c6\u53ef\u80fd\uff09\n-e git+https:\/\/github.com\/user\/repo.git#egg=package_name\n<\/code><\/pre>\n<h3>\u30a2\u30fc\u30ab\u30a4\u30d6\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n<pre><code class=\"language-txt\"># ZIP \u30a2\u30fc\u30ab\u30a4\u30d6\u304b\u3089\nhttps:\/\/github.com\/user\/repo\/archive\/main.zip\n\n# tar.gz \u30a2\u30fc\u30ab\u30a4\u30d6\u304b\u3089\nhttps:\/\/github.com\/user\/repo\/archive\/v1.0.0.tar.gz\n\n# \u30ed\u30fc\u30ab\u30eb\u30a2\u30fc\u30ab\u30a4\u30d6\u304b\u3089\nfile:\/\/\/path\/to\/package.tar.gz\n<\/code><\/pre>\n<h3>\u6761\u4ef6\u4ed8\u304d\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n<pre><code class=\"language-txt\"># Python \u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u57fa\u3065\u304f\u6761\u4ef6\nrequests==2.31.0; python_version &gt;= \"3.8\"\ntyping_extensions==4.8.0; python_version &lt; \"3.8\"\n\n# \u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306b\u57fa\u3065\u304f\u6761\u4ef6\npywin32==306; sys_platform == \"win32\"\npygame==2.5.2; sys_platform != \"win32\"\n\n# \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u57fa\u3065\u304f\u6761\u4ef6\ntorch==2.1.1+cpu; platform_machine == \"x86_64\"\n<\/code><\/pre>\n<h3>\u30aa\u30d7\u30b7\u30e7\u30ca\u30eb\u4f9d\u5b58\u95a2\u4fc2<\/h3>\n<pre><code class=\"language-txt\"># \u57fa\u672c\u30d1\u30c3\u30b1\u30fc\u30b8\nrequests==2.31.0\n\n# \u30aa\u30d7\u30b7\u30e7\u30ca\u30eb\u6a5f\u80fd\uff08\u30b3\u30e1\u30f3\u30c8\u3067\u8aac\u660e\uff09\n# \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u4ee5\u4e0b\u3092\u6709\u52b9\u5316\n# requests[security]==2.31.0\n\n# \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u63a5\u7d9a\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\n# sqlalchemy==2.0.23\n# psycopg2-binary==2.9.9\n<\/code><\/pre>\n<h2>\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h2>\n<h3>1. \u30b3\u30e1\u30f3\u30c8\u306e\u6d3b\u7528<\/h3>\n<pre><code class=\"language-txt\"># ====================\n# Web\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\n# ====================\nDjango==4.2.7                # Web\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\ndjangorestframework==3.14.0   # REST API \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\n\n# ====================\n# \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u95a2\u9023\n# ====================\npsycopg2-binary==2.9.9        # PostgreSQL \u30a2\u30c0\u30d7\u30bf\u30fc\nredis==5.0.1                  # \u30a4\u30f3\u30e1\u30e2\u30ea\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\n\n# ====================\n# \u958b\u767a\u30c4\u30fc\u30eb\uff08\u672c\u756a\u3067\u306f\u4e0d\u8981\uff09\n# ====================\n# django-debug-toolbar==4.2.0   # \u30c7\u30d0\u30c3\u30b0\u30c4\u30fc\u30eb\n# pytest==7.4.3                 # \u30c6\u30b9\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\n<\/code><\/pre>\n<h3>2. \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u8003\u616e\u3057\u305f\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406<\/h3>\n<pre><code class=\"language-txt\"># \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4fee\u6b63\u3092\u53d7\u3051\u53d6\u308b\u305f\u3081\u3001\u30d1\u30c3\u30c1\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u81ea\u52d5\u66f4\u65b0\nDjango~=4.2.0    # 4.2.x \u306e\u6700\u65b0\u3092\u81ea\u52d5\u53d6\u5f97\nrequests~=2.31.0  # 2.31.x \u306e\u6700\u65b0\u3092\u81ea\u52d5\u53d6\u5f97\n\n# \u91cd\u8981\uff1a\u30e1\u30b8\u30e3\u30fc\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u56fa\u5b9a\nDjango&gt;=4.2.0,&lt;5.0.0\nrequests&gt;=2.31.0,&lt;3.0.0\n<\/code><\/pre>\n<h3>3. \u4f9d\u5b58\u95a2\u4fc2\u306e\u6700\u5c0f\u5316<\/h3>\n<pre><code class=\"language-bash\"># \u5b9f\u969b\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u307f\u3092\u542b\u3081\u308b\npip install pipreqs\npipreqs \/path\/to\/project --force\n\n# \u672a\u4f7f\u7528\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u691c\u51fa\npip install pip-check\npip-check\n\n# \u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u78ba\u8a8d\npip install pipdeptree\npipdeptree\n<\/code><\/pre>\n<h3>4. \u5b9a\u671f\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9<\/h3>\n<pre><code class=\"language-bash\"># \u53e4\u3044\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u78ba\u8a8d\npip list --outdated\n\n# \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8106\u5f31\u6027\u306e\u30c1\u30a7\u30c3\u30af\npip install safety\nsafety check -r requirements.txt\n\n# requirements.txt\u306e\u66f4\u65b0\npip freeze &gt; requirements_new.txt\ndiff requirements.txt requirements_new.txt\n<\/code><\/pre>\n<h3>5. CI\/CD\u3067\u306e\u6d3b\u7528<\/h3>\n<pre><code class=\"language-yaml\"># GitHub Actions\u4f8b\nname: Test\non: [push, pull_request]\n\njobs:\n  test:\n    runs-on: ubuntu-latest\n    strategy:\n      matrix:\n        python-version: [3.8, 3.9, 3.10, 3.11]\n    \n    steps:\n    - uses: actions\/checkout@v2\n    \n    - name: Set up Python\n      uses: actions\/setup-python@v2\n      with:\n        python-version: ${{ matrix.python-version }}\n    \n    - name: Install dependencies\n      run: |\n        python -m pip install --upgrade pip\n        pip install -r requirements\/testing.txt\n    \n    - name: Run tests\n      run: |\n        pytest\n<\/code><\/pre>\n<h3>6. requirements.txt\u306e\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3<\/h3>\n<pre><code class=\"language-bash\"># requirements.txt\u306e\u69cb\u6587\u30c1\u30a7\u30c3\u30af\npip-compile --dry-run requirements.in\n\n# \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u53ef\u80fd\u304b\u30c6\u30b9\u30c8\npip install -r requirements.txt --dry-run\n\n# \u30cf\u30c3\u30b7\u30e5\u5024\u306b\u3088\u308b\u6574\u5408\u6027\u30c1\u30a7\u30c3\u30af\npip install --require-hashes -r requirements.txt\n<\/code><\/pre>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>requirements.txt\u306f\u3001Python\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u7ba1\u7406\u3059\u308b\u4e0a\u3067\u6b20\u304b\u305b\u306a\u3044\u30d5\u30a1\u30a4\u30eb\u3067\u3059\u3002\u9069\u5207\u306b\u4f5c\u6210\u30fb\u7ba1\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u30c1\u30fc\u30e0\u958b\u767a\u306e\u52b9\u7387\u5316\u3084\u672c\u756a\u74b0\u5883\u3078\u306e\u5b89\u5168\u306a\u30c7\u30d7\u30ed\u30a4\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8:<\/strong><\/p>\n<ul>\n<li><strong>\u74b0\u5883\u306e\u518d\u73fe\u6027<\/strong>: \u540c\u3058\u30d1\u30c3\u30b1\u30fc\u30b8\u69cb\u6210\u3092\u3069\u3053\u3067\u3082\u518d\u73fe\u53ef\u80fd<\/li>\n<li><strong>\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406<\/strong>: \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30d0\u30fc\u30b8\u30e7\u30cb\u30f3\u30b0\u3092\u7406\u89e3\u3057\u305f\u9069\u5207\u306a\u6307\u5b9a<\/li>\n<li><strong>\u74b0\u5883\u306e\u5206\u96e2<\/strong>: \u958b\u767a\u30fb\u30c6\u30b9\u30c8\u30fb\u672c\u756a\u74b0\u5883\u306e\u9069\u5207\u306a\u7ba1\u7406<\/li>\n<li><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/strong>: \u5b9a\u671f\u7684\u306a\u66f4\u65b0\u3068\u8106\u5f31\u6027\u30c1\u30a7\u30c3\u30af<\/li>\n<li><strong>\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9<\/strong>: \u672a\u4f7f\u7528\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u524a\u9664\u3068\u4f9d\u5b58\u95a2\u4fc2\u306e\u6700\u9069\u5316<\/li>\n<\/ul>\n<p>requirements.txt\u3092\u9069\u5207\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u5b89\u5168\u3067\u52b9\u7387\u7684\u306aPython\u958b\u767a\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305a\u306f\u57fa\u672c\u7684\u306a\u4f5c\u6210\u65b9\u6cd5\u304b\u3089\u59cb\u3081\u3066\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u898f\u6a21\u306b\u5fdc\u3058\u3066\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3092\u53d6\u308a\u5165\u308c\u3066\u3044\u304f\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/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<p><iframe loading=\"lazy\" width=\"560\" height=\"314\" src=\"\/\/www.youtube.com\/embed\/7iX9nAJE0cE\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/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=\"vpkjM2YWNr\"><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=S97OxG7WR5#?secret=vpkjM2YWNr\" data-secret=\"vpkjM2YWNr\" 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=\"3XOAUEOrBB\"><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=VfvqC4UKAy#?secret=3XOAUEOrBB\" data-secret=\"3XOAUEOrBB\" width=\"600\" height=\"338\" 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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=SBmiXcZQm2#?secret=83qP4JV6DF\" data-secret=\"83qP4JV6DF\" 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=\"sIY4RzwyAJ\"><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=MYYVJoANp3#?secret=sIY4RzwyAJ\" data-secret=\"sIY4RzwyAJ\" 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=\"bxEqjlRV1t\"><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=slCkGFCfgI#?secret=bxEqjlRV1t\" data-secret=\"bxEqjlRV1t\" 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=\"untrNTdx3D\"><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; 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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=PuKEJnoF5F#?secret=e51ESuwcrb\" data-secret=\"e51ESuwcrb\" 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: 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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-43731","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-column"],"views":176,"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\/43731","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=43731"}],"version-history":[{"count":0,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/posts\/43731\/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=43731"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/categories?post=43731"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/tags?post=43731"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}