{"id":34387,"date":"2023-02-22T14:03:00","date_gmt":"2023-02-12T13:14:14","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82\/"},"modified":"2024-04-29T15:45:53","modified_gmt":"2024-04-29T07:45:53","slug":"python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82\/","title":{"rendered":"Python\u590d\u4e60\u6982\u89c8 \u7b2c2\u90e8\u5206\u3002\u4e3b\u8981\u8ba8\u8bba\u6570\u636e\u5b58\u50a8"},"content":{"rendered":"<p>\u63a5\u4e0b\u6765\u662f\u6709\u5173\u6570\u636e\u4fdd\u5b58\u7684\u56de\u987e\uff0c\u5ef6\u7eed\u4e4b\u524d\u7684\u5185\u5bb9\u3002<br \/>\n\u8bf7\u53c2\u8003\u4ee5\u4e0b\u5176\u4ed6\u56de\u987e\u4e8b\u9879\u3002<\/p>\n<p>\u6982\u62ecPython\u590d\u4e60\u7b2c1\u7bc7\u3002\u5305\u62ec\u57fa\u672c\u8bed\u6cd5\u7b49\u5185\u5bb9\u3002<\/p>\n<p>\u300aPython\u7b80\u4ecb-\u6570\u636e\u5b58\u50a8\u7bc7\u300b<br \/>\n\u8bf7\u8bbf\u95ee\u4ee5\u4e0b\u94fe\u63a5\uff1a[\u3056\u3063\u304f\u308aPython\u306e\u304a\u3055\u3089\u3044 \u305d\u306e2\u3002\u304a\u3082\u306b\u30c7\u30fc\u30bf\u4fdd\u5b58]<br \/>\nhttps:\/\/qiita.com\/48hands\/items\/ab86b7463268e669d216<\/p>\n<p>\u3010Python\u5feb\u901f\u56de\u987e \u4e4b\u4e09\u3002Numpy\u548cPandas\u3011<br \/>\nhttps:\/\/qiita.com\/48hands\/items\/b1a71000533e129b27f2<\/p>\n<h2>\u4f7f\u7528Python\u5904\u7406RDB<\/h2>\n<p>\u4e8b\u524d\u51c6\u5907\u597d\u8fdb\u884cMySQL-Connector-Python\u3001SQLAlchemy\u548cPyMySQL\u7684\u5305\u5b89\u88c5\u3002<\/p>\n<pre class=\"post-pre\"><code>pip install mysql-connector-python sqlalchemy pymysql\r\n<\/code><\/pre>\n<h3>\u4e0d\u4f7f\u7528 ORM \u7684\u5b9e\u73b0\u793a\u4f8b<\/h3>\n<h4>SQLite3 \u2192 SQLite\u4e09<\/h4>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">sqlite3<\/span>\r\n\r\n<span class=\"c1\"># \u30b3\u30cd\u30af\u30b7\u30e7\u30f3\u751f\u6210 \u30d5\u30a1\u30a4\u30eb\u306b\u6c38\u7d9a\u5316\u3057\u305f\u3044\u5834\u5408\r\n<\/span><span class=\"n\">conn<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sqlite3<\/span><span class=\"p\">.<\/span><span class=\"n\">connect<\/span><span class=\"p\">(<\/span><span class=\"s\">'my_sqlite.db'<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># \u30b3\u30cd\u30af\u30b7\u30e7\u30f3\u751f\u6210 \u30e1\u30e2\u30ea\u4e0a\u3067\u5b8c\u7d50\u3055\u305b\u308b\u5834\u5408\u306f\u3053\u3063\u3061\u3092\u4f7f\u3046\u3002\r\n# conn = sqlite3.connect(':memory:')\r\n<\/span>\r\n<span class=\"c1\"># \u30ab\u30fc\u30bd\u30eb\u306e\u751f\u6210\r\n<\/span><span class=\"n\">cursor<\/span> <span class=\"o\">=<\/span> <span class=\"n\">conn<\/span><span class=\"p\">.<\/span><span class=\"n\">cursor<\/span><span class=\"p\">()<\/span>\r\n\r\n<span class=\"c1\"># \u30c6\u30fc\u30d6\u30eb\u306e\u4f5c\u6210\r\n<\/span><span class=\"n\">sql<\/span> <span class=\"o\">=<\/span> <span class=\"s\">\"\"\"\r\nCREATE TABLE IF NOT EXISTS persons(\r\n  id INTEGER PRIMARY KEY AUTOINCREMENT\r\n ,name STRING\r\n)\r\n\"\"\"<\/span>\r\n<span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"n\">sql<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">conn<\/span><span class=\"p\">.<\/span><span class=\"n\">commit<\/span><span class=\"p\">()<\/span>\r\n\r\n<span class=\"c1\"># \u30c7\u30fc\u30bf\u306eINSERT\r\n<\/span><span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"s\">\"INSERT INTO persons(name) VALUES('Hanako')\"<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"s\">\"INSERT INTO persons(name) VALUES('Taro')\"<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"s\">\"INSERT INTO persons(name) VALUES('Yuichi')\"<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"s\">\"INSERT INTO persons(name) VALUES('Makio')\"<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">conn<\/span><span class=\"p\">.<\/span><span class=\"n\">commit<\/span><span class=\"p\">()<\/span>\r\n\r\n<span class=\"c1\"># \u30c7\u30fc\u30bf\u306eSELECT\r\n<\/span><span class=\"n\">sql<\/span> <span class=\"o\">=<\/span> <span class=\"s\">\"SELECT * from persons\"<\/span>\r\n<span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"n\">sql<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># \u30ab\u30fc\u30bd\u30eb\u306b\u7d50\u679c\u304c\u5165\u3063\u3066\u3044\u308b\u306e\u3067\u53d7\u3051\u53d6\u308b\r\n# fetchall()\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3046\u3002\r\n<\/span><span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">fetchall<\/span><span class=\"p\">()<\/span>\r\n<span class=\"k\">for<\/span> <span class=\"n\">user_id<\/span><span class=\"p\">,<\/span> <span class=\"n\">name<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">result<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">user_id<\/span><span class=\"p\">,<\/span> <span class=\"n\">name<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># \u30b3\u30cd\u30af\u30b7\u30e7\u30f3\u306e\u30af\u30ed\u30fc\u30ba\r\n<\/span><span class=\"n\">conn<\/span><span class=\"p\">.<\/span><span class=\"n\">close<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<h4>MySQL\u662f\u4e00\u79cd\u5f00\u6e90\u7684\u5173\u7cfb\u578b\u6570\u636e\u5e93\u7ba1\u7406\u7cfb\u7edf\u3002<\/h4>\n<p>\u51e0\u4e4e\u548cSQLite\u4e00\u6837\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">mysql.connector<\/span>\r\n\r\n<span class=\"c1\"># \u30b3\u30cd\u30af\u30b7\u30e7\u30f3\u306e\u8a2d\u5b9a\r\n<\/span><span class=\"n\">conn<\/span> <span class=\"o\">=<\/span> <span class=\"n\">mysql<\/span><span class=\"p\">.<\/span><span class=\"n\">connector<\/span><span class=\"p\">.<\/span><span class=\"n\">connect<\/span><span class=\"p\">(<\/span><span class=\"n\">host<\/span><span class=\"o\">=<\/span><span class=\"s\">'127.0.0.1'<\/span><span class=\"p\">,<\/span> <span class=\"n\">port<\/span><span class=\"o\">=<\/span><span class=\"mi\">3306<\/span><span class=\"p\">,<\/span> <span class=\"n\">user<\/span><span class=\"o\">=<\/span><span class=\"s\">'root'<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"c1\"># password='password',\r\n<\/span>    <span class=\"c1\"># database='my_db'\r\n<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># \u30ab\u30fc\u30bd\u30eb\u306e\u751f\u6210\r\n<\/span><span class=\"n\">cursor<\/span> <span class=\"o\">=<\/span> <span class=\"n\">conn<\/span><span class=\"p\">.<\/span><span class=\"n\">cursor<\/span><span class=\"p\">()<\/span>\r\n\r\n<span class=\"c1\"># \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u4f5c\u6210\r\n<\/span><span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"s\">'CREATE DATABASE IF NOT EXISTS my_db'<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># \u30c6\u30fc\u30d6\u30eb\u4f5c\u6210\r\n<\/span><span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"s\">'CREATE TABLE IF NOT EXISTS my_db.persons('<\/span>\r\n               <span class=\"s\">'id int NOT NULL AUTO_INCREMENT,'<\/span>\r\n               <span class=\"s\">'name varchar(20) NOT NULL,'<\/span>\r\n               <span class=\"s\">'PRIMARY KEY(id)'<\/span>\r\n               <span class=\"s\">')'<\/span><span class=\"p\">)<\/span>\r\n\r\n\r\n<span class=\"c1\"># \u30c7\u30fc\u30bf\u306eINSERT\r\n<\/span><span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"mi\">10<\/span><span class=\"p\">):<\/span>\r\n    <span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span>\r\n        <span class=\"s\">'INSERT INTO my_db.persons(name) values(\"Robot-{}\")'<\/span><span class=\"p\">.<\/span><span class=\"nb\">format<\/span><span class=\"p\">(<\/span><span class=\"nb\">str<\/span><span class=\"p\">(<\/span><span class=\"n\">i<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)))<\/span>\r\n\r\n<span class=\"c1\"># \u30b3\u30df\u30c3\u30c8\r\n<\/span><span class=\"n\">conn<\/span><span class=\"p\">.<\/span><span class=\"n\">commit<\/span><span class=\"p\">()<\/span>\r\n\r\n\r\n<span class=\"c1\"># \u30c7\u30fc\u30bf\u306eSELECT\r\n<\/span><span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"s\">'SELECT * FROM my_db.persons'<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"k\">for<\/span> <span class=\"n\">user_id<\/span><span class=\"p\">,<\/span> <span class=\"n\">name<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">fetchall<\/span><span class=\"p\">():<\/span>\r\n    <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">user_id<\/span><span class=\"p\">,<\/span> <span class=\"n\">name<\/span><span class=\"p\">)<\/span>\r\n\r\n\r\n<span class=\"c1\"># \u30ab\u30fc\u30bd\u30eb\u306e\u30af\u30ed\u30fc\u30ba\r\n<\/span><span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">close<\/span><span class=\"p\">()<\/span>\r\n\r\n<span class=\"c1\"># \u30b3\u30cd\u30af\u30b7\u30e7\u30f3\u30af\u30ed\u30fc\u30ba\r\n<\/span><span class=\"n\">conn<\/span><span class=\"p\">.<\/span><span class=\"n\">close<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528SQLAlchemy\u8fdb\u884c\u7f16\u7a0b\u5b9e\u73b0<\/h3>\n<p>\u5982\u679c\u5c06\u6570\u636e\u5e93\u8bbe\u7f6e\u4e3aSQLite\u5185\u5b58\uff0c\u8bf7\u6309\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a<br \/>\n\u521b\u5efa&#8221;persons&#8221;\u8868\uff0c\u5e76\u4f7f\u5176\u80fd\u591f\u4f5c\u4e3a&#8221;Person&#8221;\u5bf9\u8c61\u8fdb\u884c\u5904\u7406\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">sqlalchemy<\/span>\r\n<span class=\"kn\">import<\/span> <span class=\"nn\">sqlalchemy.ext.declarative<\/span>\r\n<span class=\"kn\">import<\/span> <span class=\"nn\">sqlalchemy.orm<\/span>\r\n\r\n<span class=\"c1\"># sqlite\u3092\u4f7f\u3063\u3066\u30e1\u30e2\u30ea\u3067\u5b8c\u7d50\u3055\u305b\u308b\u3002\r\n# echo\u3092True\u306b\u3059\u308b\u3068\u3001\u5b9f\u969b\u306b\u767a\u884c\u3057\u305fSQL\u3092\u78ba\u8a8d\u3067\u304d\u308b\r\n<\/span><span class=\"n\">engine<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sqlalchemy<\/span><span class=\"p\">.<\/span><span class=\"n\">create_engine<\/span><span class=\"p\">(<\/span><span class=\"s\">'sqlite:\/\/\/:memory:'<\/span><span class=\"p\">,<\/span> <span class=\"n\">echo<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># \u304a\u307e\u3058\u306a\u3044\r\n<\/span><span class=\"n\">Base<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sqlalchemy<\/span><span class=\"p\">.<\/span><span class=\"n\">ext<\/span><span class=\"p\">.<\/span><span class=\"n\">declarative<\/span><span class=\"p\">.<\/span><span class=\"n\">declarative_base<\/span><span class=\"p\">()<\/span>\r\n\r\n\r\n<span class=\"c1\"># Person\u30e2\u30c7\u30eb\u306e\u5b9a\u7fa9\r\n<\/span><span class=\"k\">class<\/span> <span class=\"nc\">Person<\/span><span class=\"p\">(<\/span><span class=\"n\">Base<\/span><span class=\"p\">):<\/span>\r\n    <span class=\"n\">__tablename__<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'persons'<\/span>\r\n\r\n    <span class=\"nb\">id<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sqlalchemy<\/span><span class=\"p\">.<\/span><span class=\"n\">Column<\/span><span class=\"p\">(<\/span><span class=\"n\">sqlalchemy<\/span><span class=\"p\">.<\/span><span class=\"n\">Integer<\/span><span class=\"p\">,<\/span> <span class=\"n\">primary_key<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"n\">autoincrement<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\r\n\r\n    <span class=\"n\">name<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sqlalchemy<\/span><span class=\"p\">.<\/span><span class=\"n\">Column<\/span><span class=\"p\">(<\/span><span class=\"n\">sqlalchemy<\/span><span class=\"p\">.<\/span><span class=\"n\">String<\/span><span class=\"p\">(<\/span><span class=\"mi\">20<\/span><span class=\"p\">))<\/span>\r\n\r\n\r\n<span class=\"c1\"># \u3053\u308c\u3092\u5b9f\u884c\u3059\u308b\u3068\u30e1\u30e2\u30ea\u4e0a\u306bpersons\u30c6\u30fc\u30d6\u30eb\u304c\u4f5c\u6210\u3055\u308c\u308b\u3002\r\n<\/span><span class=\"n\">Base<\/span><span class=\"p\">.<\/span><span class=\"n\">metadata<\/span><span class=\"p\">.<\/span><span class=\"n\">create_all<\/span><span class=\"p\">(<\/span><span class=\"n\">engine<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># \u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u4f5c\u6210\r\n<\/span><span class=\"n\">Session<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sqlalchemy<\/span><span class=\"p\">.<\/span><span class=\"n\">orm<\/span><span class=\"p\">.<\/span><span class=\"n\">sessionmaker<\/span><span class=\"p\">(<\/span><span class=\"n\">bind<\/span><span class=\"o\">=<\/span><span class=\"n\">engine<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">session<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Session<\/span><span class=\"p\">()<\/span>\r\n\r\n<span class=\"c1\"># \u30c7\u30fc\u30bf\u306e\u767b\u9332\r\n<\/span><span class=\"n\">person_list<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"n\">Person<\/span><span class=\"p\">(<\/span><span class=\"n\">name<\/span><span class=\"o\">=<\/span><span class=\"s\">'Hanako'<\/span><span class=\"p\">),<\/span> <span class=\"n\">Person<\/span><span class=\"p\">(<\/span><span class=\"n\">name<\/span><span class=\"o\">=<\/span><span class=\"s\">'Taro'<\/span><span class=\"p\">),<\/span> <span class=\"n\">Person<\/span><span class=\"p\">(<\/span><span class=\"n\">name<\/span><span class=\"o\">=<\/span><span class=\"s\">'Makio'<\/span><span class=\"p\">)]<\/span>\r\n<span class=\"k\">for<\/span> <span class=\"n\">p<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">person_list<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"c1\"># add\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3063\u3066\u767b\u9332\u3059\u308b\r\n<\/span>    <span class=\"n\">session<\/span><span class=\"p\">.<\/span><span class=\"n\">add<\/span><span class=\"p\">(<\/span><span class=\"n\">p<\/span><span class=\"p\">)<\/span>\r\n    <span class=\"n\">session<\/span><span class=\"p\">.<\/span><span class=\"n\">commit<\/span><span class=\"p\">()<\/span>\r\n\r\n<span class=\"c1\"># \u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3066name\u3092\u5909\u66f4\u3057\u3066update\u3059\u308b\u3002\r\n<\/span><span class=\"n\">p1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">session<\/span><span class=\"p\">.<\/span><span class=\"n\">query<\/span><span class=\"p\">(<\/span><span class=\"n\">Person<\/span><span class=\"p\">).<\/span><span class=\"n\">filter_by<\/span><span class=\"p\">(<\/span><span class=\"n\">name<\/span><span class=\"o\">=<\/span><span class=\"s\">'Taro'<\/span><span class=\"p\">).<\/span><span class=\"n\">first<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">p1<\/span><span class=\"p\">.<\/span><span class=\"n\">name<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'Mike'<\/span>\r\n<span class=\"n\">session<\/span><span class=\"p\">.<\/span><span class=\"n\">add<\/span><span class=\"p\">(<\/span><span class=\"n\">p1<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">session<\/span><span class=\"p\">.<\/span><span class=\"n\">commit<\/span><span class=\"p\">()<\/span>\r\n\r\n<span class=\"c1\"># \u30c7\u30fc\u30bf\u3092\u524a\u9664\u3059\u308b\r\n<\/span><span class=\"n\">p1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">session<\/span><span class=\"p\">.<\/span><span class=\"n\">query<\/span><span class=\"p\">(<\/span><span class=\"n\">Person<\/span><span class=\"p\">).<\/span><span class=\"n\">filter_by<\/span><span class=\"p\">(<\/span><span class=\"n\">name<\/span><span class=\"o\">=<\/span><span class=\"s\">'Hanako'<\/span><span class=\"p\">).<\/span><span class=\"n\">first<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">session<\/span><span class=\"p\">.<\/span><span class=\"n\">delete<\/span><span class=\"p\">(<\/span><span class=\"n\">p1<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">session<\/span><span class=\"p\">.<\/span><span class=\"n\">commit<\/span><span class=\"p\">()<\/span>\r\n\r\n<span class=\"c1\"># \u4e00\u89a7\u3092\u53d6\u5f97\u3059\u308b\r\n<\/span><span class=\"n\">persons<\/span> <span class=\"o\">=<\/span> <span class=\"n\">session<\/span><span class=\"p\">.<\/span><span class=\"n\">query<\/span><span class=\"p\">(<\/span><span class=\"n\">Person<\/span><span class=\"p\">).<\/span><span class=\"nb\">all<\/span><span class=\"p\">()<\/span>\r\n<span class=\"k\">for<\/span> <span class=\"n\">person<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">persons<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">person<\/span><span class=\"p\">.<\/span><span class=\"nb\">id<\/span><span class=\"p\">,<\/span> <span class=\"n\">person<\/span><span class=\"p\">.<\/span><span class=\"n\">name<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>\u5982\u679c\u8981\u5c06\u6570\u636e\u5e93\u6301\u4e45\u5316\u5230SQLite\u6587\u4ef6\u4e2d\uff0c\u53ea\u9700\u5c06\u5f15\u64ce\u8bbe\u7f6e\u4e3a\u4ee5\u4e0b\u65b9\u5f0f\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">engine<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sqlalchemy<\/span><span class=\"p\">.<\/span><span class=\"n\">create_engine<\/span><span class=\"p\">(<\/span><span class=\"s\">'sqlite:\/\/\/dev_db_sqlalchemy'<\/span><span class=\"p\">,<\/span> <span class=\"n\">echo<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>\u5982\u679c\u5e0c\u671b\u5c06\u6570\u636e\u5e93\u8bbe\u7f6e\u4e3aMySQL\uff0c\u53ef\u4ee5\u6309\u7167\u4ee5\u4e0b\u65b9\u5f0f\u8fdb\u884c\u914d\u7f6e\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c1\"># mysql+pymysql\u3092\u6307\u5b9a\u3059\u308b\r\n<\/span><span class=\"n\">url<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'mysql+pymysql:\/\/username:password@127.0.0.1\/my_db'<\/span>\r\n<span class=\"n\">engine<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sqlalchemy<\/span><span class=\"p\">.<\/span><span class=\"n\">create_engine<\/span><span class=\"p\">(<\/span><span class=\"n\">url<\/span><span class=\"p\">,<\/span> <span class=\"n\">echo<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<h2>\u4f7f\u7528Python\u5904\u7406DBM<\/h2>\n<p>DBM\u662fPython\u7684\u6807\u51c6\u5e93\uff0c\u53ef\u4ee5\u5728\u9700\u8981\u7b80\u4fbf\u5730\u4f7f\u7528\u7f13\u5b58\u4fdd\u5b58\u7b49\u60c5\u51b5\u4e0b\u4f7f\u7528\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">dbm<\/span>\r\n\r\n\r\n<span class=\"k\">with<\/span> <span class=\"n\">dbm<\/span><span class=\"p\">.<\/span><span class=\"nb\">open<\/span><span class=\"p\">(<\/span><span class=\"s\">'cache'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'c'<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"n\">db<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"c1\"># \u6587\u5b57\u5217\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\r\n<\/span>    <span class=\"n\">db<\/span><span class=\"p\">[<\/span><span class=\"s\">'key1'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'value1'<\/span>\r\n    <span class=\"n\">db<\/span><span class=\"p\">[<\/span><span class=\"s\">'key2'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'value2'<\/span>\r\n\r\n    <span class=\"c1\"># NOTE: \u6570\u5024\u306f\u305d\u306e\u307e\u307e\u4fdd\u5b58\u3059\u308b\u3068\u30a8\u30e9\u30fc\u306b\u306a\u308b\u3002\u6587\u5b57\u5217\u306e\u307f\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u3002\r\n<\/span>    <span class=\"c1\"># db['key3'] = 123\r\n<\/span>\r\n\r\n<span class=\"k\">with<\/span> <span class=\"n\">dbm<\/span><span class=\"p\">.<\/span><span class=\"nb\">open<\/span><span class=\"p\">(<\/span><span class=\"s\">'cache'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'r'<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"n\">db<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">db<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'key1'<\/span><span class=\"p\">))<\/span> <span class=\"c1\"># b'value1'\u3068\u306a\u308a\u3001\u30d0\u30a4\u30ca\u30ea\u578b\u306b\u306a\u3063\u3066\u8868\u793a\u3055\u308c\u308b\r\n<\/span>    <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">db<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'key2'<\/span><span class=\"p\">).<\/span><span class=\"n\">decode<\/span><span class=\"p\">(<\/span><span class=\"s\">'utf-8'<\/span><span class=\"p\">))<\/span> <span class=\"c1\"># utf-8\u3067\u30c7\u30b3\u30fc\u30c9\u3059\u308b\u3068value2\u3068\u3057\u3066\u8868\u793a\u3055\u308c\u308b\r\n<\/span><\/code><\/pre>\n<pre class=\"post-pre\"><code><span class=\"sa\">b<\/span><span class=\"s\">'value1'<\/span>\r\n<span class=\"n\">value2<\/span>\r\n<\/code><\/pre>\n<h2>\u4f7f\u7528Python\u5904\u7406Memcached<\/h2>\n<p>Memcached\u662f\u4e00\u79cd\u8f6f\u4ef6\uff0c\u5b83\u53ef\u4ee5\u5c06\u6570\u636e\u5b58\u50a8\u5728\u5185\u5b58\u4e2d\uff0c\u7136\u540e\u5728\u8bbf\u95ee\u6570\u636e\u5e93\u4e4b\u524d\u68c0\u7d22\u6570\u636e\uff0c\u4ee5\u51cf\u5c11\u5bf9\u6570\u636e\u5e93\u7684\u8bbf\u95ee\u6b21\u6570\u3002<\/p>\n<p>\u3010Memcached\u3011<br \/>\nhttp:\/\/memcached.org\/<br \/>\n\u3010\u5185\u5b58\u7f13\u5b58\u3011<br \/>\nhttp:\/\/memcached.org\/<\/p>\n<h3>\u5b89\u88c5Memcached<\/h3>\n<pre class=\"post-pre\"><code># Linux\u306e\u5834\u5408\r\nwget https:\/\/www.memcached.org\/files\/memcached-1.5.10.tar.gz\r\ntar -zxvf memcached-1.5.10.tar.gz\r\ncd memcached-1.5.10\r\n.\/configure &amp;&amp; make &amp;&amp; make test &amp;&amp; sudo make install\r\n\r\n# Mac\u306e\u5834\u5408\u306fbrew install\u3067\u3067\u304d\u308b\u3002\r\nbrew install memcached\r\nbrew services start memcached\r\n\r\n\r\n# python-memchache\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304f\r\npip install python-memcached\r\n<\/code><\/pre>\n<p>\u4ee5\u4e0b\u662f\u7528\u4e8e\u5904\u7406Python\u7684\u4ee3\u7801\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">memcache<\/span>\r\n\r\n<span class=\"c1\"># memcache\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u8a2d\u5b9a\r\n<\/span><span class=\"n\">db<\/span> <span class=\"o\">=<\/span> <span class=\"n\">memcache<\/span><span class=\"p\">.<\/span><span class=\"n\">Client<\/span><span class=\"p\">([<\/span><span class=\"s\">'127.0.0.1:11211'<\/span><span class=\"p\">])<\/span>\r\n\r\n<span class=\"c1\"># \u30ad\u30fc\u30d0\u30ea\u30e5\u30fc\u306e\u5f62\u5f0f\u3067\u30bb\u30c3\u30c8\u3059\u308b\u3002\r\n<\/span><span class=\"n\">db<\/span><span class=\"p\">.<\/span><span class=\"nb\">set<\/span><span class=\"p\">(<\/span><span class=\"s\">'key1'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'value1'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">db<\/span><span class=\"p\">.<\/span><span class=\"nb\">set<\/span><span class=\"p\">(<\/span><span class=\"s\">'key2'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'value2'<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\r\n<\/span><span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">db<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'key1'<\/span><span class=\"p\">))<\/span>\r\n<\/code><\/pre>\n<p>\u53ef\u4ee5\u8bbe\u7f6e\u4fdd\u6301\u65f6\u95f4\u3002<br \/>\n\u5c06\u503c\u8bbe\u7f6e\u5728time\u4e2d\uff0c\u5982\u4e0b\u6240\u793a\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">time<\/span>\r\n\r\n<span class=\"kn\">import<\/span> <span class=\"nn\">memcache<\/span>\r\n\r\n<span class=\"c1\"># memcache\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u8a2d\u5b9a\r\n<\/span><span class=\"n\">db<\/span> <span class=\"o\">=<\/span> <span class=\"n\">memcache<\/span><span class=\"p\">.<\/span><span class=\"n\">Client<\/span><span class=\"p\">([<\/span><span class=\"s\">'127.0.0.1:11211'<\/span><span class=\"p\">])<\/span>\r\n\r\n<span class=\"c1\"># \u30ad\u30fc\u30d0\u30ea\u30e5\u30fc\u306e\u5f62\u5f0f\u3067\u30bb\u30c3\u30c8\u3059\u308b\u3002\r\n<\/span><span class=\"n\">db<\/span><span class=\"p\">.<\/span><span class=\"nb\">set<\/span><span class=\"p\">(<\/span><span class=\"s\">'key1'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'value1'<\/span><span class=\"p\">,<\/span> <span class=\"n\">time<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\r\n<\/span><span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">db<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'key1'<\/span><span class=\"p\">))<\/span>\r\n\r\n<span class=\"c1\"># sleep\u3059\u308b\r\n<\/span><span class=\"n\">time<\/span><span class=\"p\">.<\/span><span class=\"n\">sleep<\/span><span class=\"p\">(<\/span><span class=\"mi\">2<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># \u30c7\u30fc\u30bf\u53d6\u5f97\u3067\u304d\u306a\u3044\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002\r\n# \u5024\u304c\u53d6\u308c\u306a\u3044\u5834\u5408\u306fNone\u304c\u8fd4\u5374\u3055\u308c\u308b\r\n<\/span><span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">db<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'key1'<\/span><span class=\"p\">))<\/span>\r\n<\/code><\/pre>\n<p>\u8fd0\u884c\u540e\uff0c\u4f1a\u53d8\u6210\u4ee5\u4e0b\u7684\u6837\u5b50\u3002<\/p>\n<pre class=\"post-pre\"><code>value1\r\nNone\r\n<\/code><\/pre>\n<h3>\u540c\u65f6\u4f7f\u7528 RDB \u548c Memcache<\/h3>\n<p>\u4f5c\u4e3a\u51c6\u5907\u5de5\u4f5c\uff0c\u5c06\u6570\u636e\u5b58\u5165SQLite\u4e2d\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">sqlite3<\/span>\r\n\r\n\r\n<span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"s\">'CREATE TABLE IF NOT EXISTS persons'<\/span>\r\n               <span class=\"s\">'(id INTEGER PRIMARY KEY AUTOINCREMENT, name STRING)'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"s\">'INSERT INTO persons(name) VALUES(\"Makio\")'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">conn<\/span><span class=\"p\">.<\/span><span class=\"n\">commit<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">conn<\/span><span class=\"p\">.<\/span><span class=\"n\">close<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<p>\u5982\u679c\u5728\u8fd9\u4e2a\u72b6\u6001\u4e0b\u65e0\u6cd5\u4eceMemcache\u4e2d\u83b7\u53d6\u503c\uff0c\u5219\u8fdb\u884c\u6570\u636e\u5e93\u8bbf\u95ee\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">sqlite3<\/span>\r\n<span class=\"kn\">import<\/span> <span class=\"nn\">memcache<\/span>\r\n\r\n<span class=\"c1\"># memcache\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u8a2d\u5b9a\r\n<\/span><span class=\"n\">mem<\/span> <span class=\"o\">=<\/span> <span class=\"n\">memcache<\/span><span class=\"p\">.<\/span><span class=\"n\">Client<\/span><span class=\"p\">([<\/span><span class=\"s\">'127.0.0.1:11211'<\/span><span class=\"p\">])<\/span>\r\n\r\n<span class=\"c1\"># SQLite\u306e\u30b3\u30cd\u30af\u30b7\u30e7\u30f3\u3001\u30ab\u30fc\u30bd\u30eb\u8a2d\u5b9a\r\n<\/span><span class=\"n\">conn<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sqlite3<\/span><span class=\"p\">.<\/span><span class=\"n\">connect<\/span><span class=\"p\">(<\/span><span class=\"s\">'test_sqlite_memcached.db'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">cursor<\/span> <span class=\"o\">=<\/span> <span class=\"n\">conn<\/span><span class=\"p\">.<\/span><span class=\"n\">cursor<\/span><span class=\"p\">()<\/span>\r\n\r\n\r\n<span class=\"k\">def<\/span> <span class=\"nf\">get_person_id<\/span><span class=\"p\">(<\/span><span class=\"n\">name<\/span><span class=\"p\">):<\/span>\r\n    <span class=\"s\">\"\"\"\r\n    name\u304b\u3089id\u3092\u8fd4\u5374\u3059\u308b\u30e1\u30bd\u30c3\u30c9\r\n    \"\"\"<\/span>\r\n    <span class=\"c1\"># Memcached\u304b\u3089id\u304c\u3068\u308c\u308c\u3070\u305d\u306e\u307e\u307e\u8fd4\u5374\r\n<\/span>    <span class=\"c1\"># DB\u306b\u30a2\u30af\u30bb\u30b9\u3057\u306a\u3044\u3002\r\n<\/span>    <span class=\"n\">person_id<\/span> <span class=\"o\">=<\/span> <span class=\"n\">mem<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"n\">name<\/span><span class=\"p\">)<\/span>\r\n    <span class=\"k\">if<\/span> <span class=\"n\">person_id<\/span><span class=\"p\">:<\/span>\r\n        <span class=\"k\">return<\/span> <span class=\"n\">person_id<\/span>\r\n\r\n    <span class=\"c1\"># \u4ee5\u4e0b\u306fMemchached\u306b\u30c7\u30fc\u30bf\u304c\u306a\u3044\u5834\u5408\r\n<\/span>    <span class=\"c1\"># DB\u306b\u5bfe\u3057\u3066\u691c\u7d22\u51e6\u7406\r\n<\/span>    <span class=\"n\">sql<\/span><span class=\"o\">=<\/span> <span class=\"s\">'SELECT * FROM persons WHERE name = \"{}\"'<\/span><span class=\"p\">.<\/span><span class=\"nb\">format<\/span><span class=\"p\">(<\/span><span class=\"n\">name<\/span><span class=\"p\">)<\/span>\r\n    <span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"n\">sql<\/span><span class=\"p\">)<\/span>\r\n\r\n    <span class=\"n\">person<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cursor<\/span><span class=\"p\">.<\/span><span class=\"n\">fetchone<\/span><span class=\"p\">()<\/span>\r\n    <span class=\"k\">if<\/span> <span class=\"ow\">not<\/span> <span class=\"n\">person<\/span><span class=\"p\">:<\/span>\r\n        <span class=\"k\">raise<\/span> <span class=\"nb\">Exception<\/span><span class=\"p\">(<\/span><span class=\"s\">'No person data'<\/span><span class=\"p\">)<\/span>\r\n\r\n    <span class=\"n\">person_id<\/span><span class=\"p\">,<\/span> <span class=\"n\">name<\/span> <span class=\"o\">=<\/span> <span class=\"n\">person<\/span> <span class=\"c1\"># \u30a2\u30f3\u30d1\u30c3\u30ad\u30f3\u30b0\r\n<\/span>\r\n    <span class=\"c1\"># 60\u79d2\u4ee5\u5185\u3060\u3063\u305f\u3089Memchache\u304b\u3089\u5024\u3092\u53c2\u7167\u3067\u304d\u308b\u3088\u3046\u306b\r\n<\/span>    <span class=\"c1\"># Memchached\u306b\u5024\u3092\u8a2d\u5b9a\u3057\u3066\u304a\u304f\u3002\r\n<\/span>    <span class=\"n\">mem<\/span><span class=\"p\">.<\/span><span class=\"nb\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">name<\/span><span class=\"p\">,<\/span> <span class=\"n\">person_id<\/span><span class=\"p\">,<\/span> <span class=\"n\">time<\/span><span class=\"o\">=<\/span><span class=\"mi\">60<\/span><span class=\"p\">)<\/span>\r\n\r\n    <span class=\"k\">return<\/span> <span class=\"n\">person_id<\/span>\r\n\r\n<span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">get_person_id<\/span><span class=\"p\">(<\/span><span class=\"s\">\"Makio\"<\/span><span class=\"p\">))<\/span>\r\n<\/code><\/pre>\n<h2>\u4f7f\u7528\u6ce1\u83dc\u8fdb\u884c\u5bf9\u8c61\u7684\u5b58\u50a8<\/h2>\n<p>\u5c06Python\u6570\u636e\u76f4\u63a5\u4fdd\u5b58\u7684\u5e93<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">pickle<\/span>\r\n\r\n<span class=\"k\">class<\/span> <span class=\"nc\">Person<\/span><span class=\"p\">(<\/span><span class=\"nb\">object<\/span><span class=\"p\">):<\/span>\r\n    <span class=\"k\">def<\/span> <span class=\"nf\">__init__<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">name<\/span><span class=\"p\">):<\/span>\r\n        <span class=\"bp\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">name<\/span> <span class=\"o\">=<\/span> <span class=\"n\">name<\/span>\r\n\r\n<span class=\"n\">obj<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\r\n    <span class=\"s\">'key1'<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span><span class=\"mi\">4<\/span><span class=\"p\">,<\/span><span class=\"mi\">5<\/span><span class=\"p\">],<\/span>\r\n    <span class=\"s\">'key2'<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"s\">'dev'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'prod'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'test'<\/span><span class=\"p\">],<\/span>\r\n    <span class=\"s\">'key3'<\/span><span class=\"p\">:<\/span> <span class=\"n\">Person<\/span><span class=\"p\">(<\/span><span class=\"s\">'Makio'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"p\">}<\/span>\r\n\r\n<span class=\"c1\"># \u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u51e6\u7406\u3002\r\n# \u30d0\u30a4\u30ca\u30ea\u5f62\u5f0f\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4fdd\u5b58\u3059\u308b\u3002\r\n<\/span><span class=\"k\">with<\/span> <span class=\"nb\">open<\/span><span class=\"p\">(<\/span><span class=\"s\">'obj.pickle'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'wb'<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"n\">f<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"n\">pickle<\/span><span class=\"p\">.<\/span><span class=\"n\">dump<\/span><span class=\"p\">(<\/span><span class=\"n\">obj<\/span><span class=\"p\">,<\/span> <span class=\"n\">f<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># pickle\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\u3002\r\n<\/span><span class=\"k\">with<\/span> <span class=\"nb\">open<\/span><span class=\"p\">(<\/span><span class=\"s\">'obj.pickle'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'rb'<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"n\">f<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"n\">read_obj<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pickle<\/span><span class=\"p\">.<\/span><span class=\"n\">load<\/span><span class=\"p\">(<\/span><span class=\"n\">f<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># \u8aad\u8fbc\u3067\u304d\u305f\u304b\u78ba\u8a8d\u3059\u308b\u3002\r\n<\/span><span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">read_obj<\/span><span class=\"p\">)<\/span>\r\n<span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">read_obj<\/span><span class=\"p\">[<\/span><span class=\"s\">'key1'<\/span><span class=\"p\">])<\/span>\r\n<span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">read_obj<\/span><span class=\"p\">[<\/span><span class=\"s\">'key2'<\/span><span class=\"p\">])<\/span>\r\n<span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">read_obj<\/span><span class=\"p\">[<\/span><span class=\"s\">'key3'<\/span><span class=\"p\">].<\/span><span class=\"n\">name<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>\u6267\u884c\u7ed3\u679c\u3002<\/p>\n<pre class=\"post-pre\"><code>{'key1': [1, 2, 3, 4, 5], 'key2': ['dev', 'prod', 'test'], 'key3': &lt;__main__.Person object at 0x10e328588&gt;}\r\n[1, 2, 3, 4, 5]\r\n['dev', 'prod', 'test']\r\nMakio\r\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u63a5\u4e0b\u6765\u662f\u6709\u5173\u6570\u636e\u4fdd\u5b58\u7684\u56de\u987e\uff0c\u5ef6\u7eed\u4e4b\u524d\u7684\u5185\u5bb9\u3002 \u8bf7\u53c2\u8003\u4ee5\u4e0b\u5176\u4ed6\u56de\u987e\u4e8b\u9879\u3002 \u6982\u62ecPython\u590d\u4e60\u7b2c1\u7bc7\u3002\u5305\u62ec\u57fa\u672c\u8bed [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-34387","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python\u590d\u4e60\u6982\u89c8 \u7b2c2\u90e8\u5206\u3002\u4e3b\u8981\u8ba8\u8bba\u6570\u636e\u5b58\u50a8 - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/python\u590d\u4e60\u6982\u89c8-\u7b2c2\u90e8\u5206\u3002\u4e3b\u8981\u8ba8\u8bba\u6570\u636e\u5b58\u50a8\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\u590d\u4e60\u6982\u89c8 \u7b2c2\u90e8\u5206\u3002\u4e3b\u8981\u8ba8\u8bba\u6570\u636e\u5b58\u50a8\" \/>\n<meta property=\"og:description\" content=\"\u63a5\u4e0b\u6765\u662f\u6709\u5173\u6570\u636e\u4fdd\u5b58\u7684\u56de\u987e\uff0c\u5ef6\u7eed\u4e4b\u524d\u7684\u5185\u5bb9\u3002 \u8bf7\u53c2\u8003\u4ee5\u4e0b\u5176\u4ed6\u56de\u987e\u4e8b\u9879\u3002 \u6982\u62ecPython\u590d\u4e60\u7b2c1\u7bc7\u3002\u5305\u62ec\u57fa\u672c\u8bed [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/python\u590d\u4e60\u6982\u89c8-\u7b2c2\u90e8\u5206\u3002\u4e3b\u8981\u8ba8\u8bba\u6570\u636e\u5b58\u50a8\u3002\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-02-12T13:14:14+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-29T07:45:53+00:00\" \/>\n<meta name=\"author\" content=\"\u5b87, \u534e\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u5b87, \u534e\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82\/\",\"name\":\"Python\u590d\u4e60\u6982\u89c8 \u7b2c2\u90e8\u5206\u3002\u4e3b\u8981\u8ba8\u8bba\u6570\u636e\u5b58\u50a8 - Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2023-02-12T13:14:14+00:00\",\"dateModified\":\"2024-04-29T07:45:53+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.silicloud.com\/zh\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python\u590d\u4e60\u6982\u89c8 \u7b2c2\u90e8\u5206\u3002\u4e3b\u8981\u8ba8\u8bba\u6570\u636e\u5b58\u50a8\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/\",\"name\":\"Blog - Silicon Cloud\",\"description\":\"\",\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458\",\"name\":\"\u5b87, \u534e\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g\",\"caption\":\"\u5b87, \u534e\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/yuhua\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Python\u590d\u4e60\u6982\u89c8 \u7b2c2\u90e8\u5206\u3002\u4e3b\u8981\u8ba8\u8bba\u6570\u636e\u5b58\u50a8 - Blog - Silicon Cloud","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.silicloud.com\/zh\/blog\/python\u590d\u4e60\u6982\u89c8-\u7b2c2\u90e8\u5206\u3002\u4e3b\u8981\u8ba8\u8bba\u6570\u636e\u5b58\u50a8\u3002\/","og_locale":"zh_CN","og_type":"article","og_title":"Python\u590d\u4e60\u6982\u89c8 \u7b2c2\u90e8\u5206\u3002\u4e3b\u8981\u8ba8\u8bba\u6570\u636e\u5b58\u50a8","og_description":"\u63a5\u4e0b\u6765\u662f\u6709\u5173\u6570\u636e\u4fdd\u5b58\u7684\u56de\u987e\uff0c\u5ef6\u7eed\u4e4b\u524d\u7684\u5185\u5bb9\u3002 \u8bf7\u53c2\u8003\u4ee5\u4e0b\u5176\u4ed6\u56de\u987e\u4e8b\u9879\u3002 \u6982\u62ecPython\u590d\u4e60\u7b2c1\u7bc7\u3002\u5305\u62ec\u57fa\u672c\u8bed [&hellip;]","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/python\u590d\u4e60\u6982\u89c8-\u7b2c2\u90e8\u5206\u3002\u4e3b\u8981\u8ba8\u8bba\u6570\u636e\u5b58\u50a8\u3002\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-02-12T13:14:14+00:00","article_modified_time":"2024-04-29T07:45:53+00:00","author":"\u5b87, \u534e","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u5b87, \u534e","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"4 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82\/","name":"Python\u590d\u4e60\u6982\u89c8 \u7b2c2\u90e8\u5206\u3002\u4e3b\u8981\u8ba8\u8bba\u6570\u636e\u5b58\u50a8 - Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2023-02-12T13:14:14+00:00","dateModified":"2024-04-29T07:45:53+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458"},"breadcrumb":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.silicloud.com\/zh\/blog\/python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.silicloud.com\/zh\/blog\/"},{"@type":"ListItem","position":2,"name":"Python\u590d\u4e60\u6982\u89c8 \u7b2c2\u90e8\u5206\u3002\u4e3b\u8981\u8ba8\u8bba\u6570\u636e\u5b58\u50a8"}]},{"@type":"WebSite","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website","url":"https:\/\/www.silicloud.com\/zh\/blog\/","name":"Blog - Silicon Cloud","description":"","inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458","name":"\u5b87, \u534e","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g","caption":"\u5b87, \u534e"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/yuhua\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/python%e5%a4%8d%e4%b9%a0%e6%a6%82%e8%a7%88-%e7%ac%ac2%e9%83%a8%e5%88%86%e3%80%82%e4%b8%bb%e8%a6%81%e8%ae%a8%e8%ae%ba%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%82\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/34387","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=34387"}],"version-history":[{"count":2,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/34387\/revisions"}],"predecessor-version":[{"id":86179,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/34387\/revisions\/86179"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=34387"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=34387"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=34387"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}