{"id":1047550,"date":"2024-12-31T13:43:28","date_gmt":"2024-12-31T05:43:28","guid":{"rendered":""},"modified":"2024-12-31T13:43:36","modified_gmt":"2024-12-31T05:43:36","slug":"python%e5%a6%82%e4%bd%95%e8%8e%b7%e5%8f%96%e6%95%b0%e6%8d%ae%e5%ba%93%e7%9a%84%e5%88%97%e5%90%8d","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1047550.html","title":{"rendered":"python\u5982\u4f55\u83b7\u53d6\u6570\u636e\u5e93\u7684\u5217\u540d"},"content":{"rendered":"

\"python\u5982\u4f55\u83b7\u53d6\u6570\u636e\u5e93\u7684\u5217\u540d\"<\/p>\n

\u5728Python\u4e2d\u83b7\u53d6\u6570\u636e\u5e93\u7684\u5217\u540d<\/strong>\uff0c\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u5b9e\u73b0\uff0c\u53d6\u51b3\u4e8e\u4f60\u4f7f\u7528\u7684\u6570\u636e\u5e93\u548c\u76f8\u5e94\u7684\u5e93\u3002\u5e38\u7528\u7684\u65b9\u6cd5\u5305\u62ec\uff1a\u4f7f\u7528SQLite3\u3001PyMySQL\u3001Psycopg2\u3001SQLAlchemy\u7b49\u5e93\u6765\u8fde\u63a5\u6570\u636e\u5e93\u5e76\u83b7\u53d6\u5217\u540d\u3002\u4f7f\u7528SQLite3\u3001\u4f7f\u7528PyMySQL\u3001\u4f7f\u7528Psycopg2\u3001\u4f7f\u7528SQLAlchemy<\/strong>\u3002\u63a5\u4e0b\u6765\u8be6\u7ec6\u63cf\u8ff0\u4f7f\u7528SQLite3\u83b7\u53d6\u6570\u636e\u5e93\u5217\u540d\u7684\u65b9\u6cd5\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u4f7f\u7528SQLite3<\/h3>\n<\/p>\n

SQLite3\u662fPython\u6807\u51c6\u5e93\u7684\u4e00\u90e8\u5206\uff0c\u9002\u7528\u4e8e\u8f7b\u91cf\u7ea7\u6570\u636e\u5e93\u64cd\u4f5c\u3002\u8981\u83b7\u53d6\u6570\u636e\u5e93\u7684\u5217\u540d\uff0c\u53ef\u4ee5\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u8fdb\u884c\uff1a<\/p>\n<\/p>\n

    \n
  1. \u5bfc\u5165sqlite3\u5e93\u3002<\/li>\n
  2. \u8fde\u63a5\u5230SQLite\u6570\u636e\u5e93\u3002<\/li>\n
  3. \u521b\u5efa\u4e00\u4e2a\u6e38\u6807\u5bf9\u8c61\u3002<\/li>\n
  4. \u6267\u884c\u67e5\u8be2\u5e76\u83b7\u53d6\u5217\u540d\u3002<\/li>\n<\/ol>\n

    import sqlite3<\/p>\n
    \u8fde\u63a5\u5230SQLite\u6570\u636e\u5e93<\/strong><\/h2>\n
    conn = sqlite3.connect('example.db')<\/p>\n
    cursor = conn.cursor()<\/p>\n
    \u6267\u884c\u67e5\u8be2<\/strong><\/h2>\n
    cursor.execute('SELECT * FROM table_name')<\/p>\n
    \u83b7\u53d6\u5217\u540d<\/strong><\/h2>\n
    column_names = [description[0] for description in cursor.description]<\/p>\n
    print(column_names)<\/p>\n
    \u5173\u95ed\u8fde\u63a5<\/strong><\/h2>\n
    conn.close()<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u4e8c\u3001\u4f7f\u7528PyMySQL<\/h3>\n<\/p>\n
    PyMySQL\u662f\u4e00\u4e2a\u7528\u4e8e\u8fde\u63a5MySQL\u6570\u636e\u5e93\u7684\u7eafPython\u5e93\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528PyMySQL\u83b7\u53d6\u6570\u636e\u5e93\u5217\u540d\u7684\u65b9\u6cd5\uff1a<\/p>\n<\/p>\n
      \n
    1. \u5b89\u88c5PyMySQL\u5e93\u3002<\/li>\n
    2. \u5bfc\u5165PyMySQL\u5e93\u3002<\/li>\n
    3. \u8fde\u63a5\u5230MySQL\u6570\u636e\u5e93\u3002<\/li>\n
    4. \u521b\u5efa\u4e00\u4e2a\u6e38\u6807\u5bf9\u8c61\u3002<\/li>\n
    5. \u6267\u884c\u67e5\u8be2\u5e76\u83b7\u53d6\u5217\u540d\u3002<\/li>\n<\/ol>\n
      import pymysql<\/p>\n
      \u8fde\u63a5\u5230MySQL\u6570\u636e\u5e93<\/strong><\/h2>\n
      conn = pymysql.connect(host='localhost', user='user', password='password', db='database')<\/p>\n
      cursor = conn.cursor()<\/p>\n
      \u6267\u884c\u67e5\u8be2<\/strong><\/h2>\n
      cursor.execute('SELECT * FROM table_name')<\/p>\n
      \u83b7\u53d6\u5217\u540d<\/strong><\/h2>\n
      column_names = [description[0] for description in cursor.description]<\/p>\n
      print(column_names)<\/p>\n
      \u5173\u95ed\u8fde\u63a5<\/strong><\/h2>\n
      conn.close()<\/p>\n
      <\/code><\/pre>\n<\/p>\n
      \u4e09\u3001\u4f7f\u7528Psycopg2<\/h3>\n<\/p>\n
      Psycopg2\u662f\u4e00\u4e2a\u7528\u4e8e\u8fde\u63a5PostgreSQL\u6570\u636e\u5e93\u7684\u5e93\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528Psycopg2\u83b7\u53d6\u6570\u636e\u5e93\u5217\u540d\u7684\u65b9\u6cd5\uff1a<\/p>\n<\/p>\n
        \n
      1. \u5b89\u88c5Psycopg2\u5e93\u3002<\/li>\n
      2. \u5bfc\u5165Psycopg2\u5e93\u3002<\/li>\n
      3. \u8fde\u63a5\u5230PostgreSQL\u6570\u636e\u5e93\u3002<\/li>\n
      4. \u521b\u5efa\u4e00\u4e2a\u6e38\u6807\u5bf9\u8c61\u3002<\/li>\n
      5. \u6267\u884c\u67e5\u8be2\u5e76\u83b7\u53d6\u5217\u540d\u3002<\/li>\n<\/ol>\n
        import psycopg2<\/p>\n
        \u8fde\u63a5\u5230PostgreSQL\u6570\u636e\u5e93<\/strong><\/h2>\n
        conn = psycopg2.connect(host='localhost', database='database', user='user', password='password')<\/p>\n
        cursor = conn.cursor()<\/p>\n
        \u6267\u884c\u67e5\u8be2<\/strong><\/h2>\n
        cursor.execute('SELECT * FROM table_name')<\/p>\n
        \u83b7\u53d6\u5217\u540d<\/strong><\/h2>\n
        column_names = [description[0] for description in cursor.description]<\/p>\n
        print(column_names)<\/p>\n
        \u5173\u95ed\u8fde\u63a5<\/strong><\/h2>\n
        conn.close()<\/p>\n
        <\/code><\/pre>\n<\/p>\n
        \u56db\u3001\u4f7f\u7528SQLAlchemy<\/h3>\n<\/p>\n
        SQLAlchemy\u662f\u4e00\u4e2a\u529f\u80fd\u5f3a\u5927\u7684SQL\u5de5\u5177\u5305\u548c\u5bf9\u8c61\u5173\u7cfb\u6620\u5c04\u5668\uff08ORM\uff09\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528SQLAlchemy\u83b7\u53d6\u6570\u636e\u5e93\u5217\u540d\u7684\u65b9\u6cd5\uff1a<\/p>\n<\/p>\n
          \n
        1. \u5b89\u88c5SQLAlchemy\u5e93\u3002<\/li>\n
        2. \u5bfc\u5165SQLAlchemy\u5e93\u3002<\/li>\n
        3. \u521b\u5efa\u6570\u636e\u5e93\u8fde\u63a5\u3002<\/li>\n
        4. \u53cd\u5c04\u8868\u7ed3\u6784\u5e76\u83b7\u53d6\u5217\u540d\u3002<\/li>\n<\/ol>\n
          from sqlalchemy import create_engine, MetaData, Table<\/p>\n
          \u521b\u5efa\u6570\u636e\u5e93\u8fde\u63a5<\/strong><\/h2>\n
          engine = create_engine('sqlite:\/\/\/example.db')<\/p>\n
          metadata = MetaData(bind=engine)<\/p>\n
          \u53cd\u5c04\u8868\u7ed3\u6784<\/strong><\/h2>\n
          table = Table('table_name', metadata, autoload=True)<\/p>\n
          \u83b7\u53d6\u5217\u540d<\/strong><\/h2>\n
          column_names = [column.name for column in table.columns]<\/p>\n
          print(column_names)<\/p>\n
          <\/code><\/pre>\n<\/p>\n
          \u8be6\u7ec6\u63cf\u8ff0\uff1a\u4f7f\u7528SQLite3\u83b7\u53d6\u6570\u636e\u5e93\u5217\u540d<\/h3>\n<\/p>\n
          SQLite3\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u5173\u7cfb\u6570\u636e\u5e93\u7ba1\u7406\u7cfb\u7edf\uff0c\u5b83\u7684\u6570\u636e\u5e93\u662f\u4e00\u4e2a\u5355\u4e00\u7684\u666e\u901a\u78c1\u76d8\u6587\u4ef6\u3002SQLite3\u662fPython\u6807\u51c6\u5e93\u7684\u4e00\u90e8\u5206\uff0c\u56e0\u6b64\u4e0d\u9700\u8981\u989d\u5916\u5b89\u88c5\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528SQLite3\u83b7\u53d6\u6570\u636e\u5e93\u5217\u540d\u7684\u8be6\u7ec6\u6b65\u9aa4\u548c\u4ee3\u7801\u793a\u4f8b\uff1a<\/p>\n<\/p>\n
            \n
          1. \u5bfc\u5165sqlite3\u5e93<\/strong>\uff1a\u9996\u5148\uff0c\u4f60\u9700\u8981\u5bfc\u5165sqlite3\u5e93\uff0c\u8fd9\u662fPython\u6807\u51c6\u5e93\u7684\u4e00\u90e8\u5206\uff0c\u7528\u4e8e\u4e0eSQLite\u6570\u636e\u5e93\u4ea4\u4e92\u3002<\/li>\n<\/ol>\n
            import sqlite3<\/p>\n
            <\/code><\/pre>\n<\/p>\n
              \n
            1. \u8fde\u63a5\u5230SQLite\u6570\u636e\u5e93<\/strong>\uff1a\u4f7f\u7528sqlite3.connect()<\/code>\u65b9\u6cd5\u8fde\u63a5\u5230SQLite\u6570\u636e\u5e93\u3002\u5982\u679c\u6570\u636e\u5e93\u4e0d\u5b58\u5728\uff0c\u5b83\u5c06\u81ea\u52a8\u521b\u5efa\u4e00\u4e2a\u3002<\/li>\n<\/ol>\n
              conn = sqlite3.connect('example.db')<\/p>\n
              <\/code><\/pre>\n<\/p>\n
                \n
              1. \u521b\u5efa\u4e00\u4e2a\u6e38\u6807\u5bf9\u8c61<\/strong>\uff1a\u4f7f\u7528conn.cursor()<\/code>\u65b9\u6cd5\u521b\u5efa\u4e00\u4e2a\u6e38\u6807\u5bf9\u8c61\u3002\u6e38\u6807\u7528\u4e8e\u6267\u884cSQL\u67e5\u8be2\u548c\u83b7\u53d6\u7ed3\u679c\u3002<\/li>\n<\/ol>\n
                cursor = conn.cursor()<\/p>\n
                <\/code><\/pre>\n<\/p>\n
                  \n
                1. \u6267\u884c\u67e5\u8be2<\/strong>\uff1a\u4f7f\u7528cursor.execute()<\/code>\u65b9\u6cd5\u6267\u884c\u4e00\u4e2aSQL\u67e5\u8be2\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u6267\u884c\u4e00\u4e2a\u7b80\u5355\u7684SELECT<\/code>\u67e5\u8be2\u6765\u83b7\u53d6\u6240\u6709\u5217\u3002<\/li>\n<\/ol>\n
                  cursor.execute('SELECT * FROM table_name')<\/p>\n
                  <\/code><\/pre>\n<\/p>\n
                    \n
                  1. \u83b7\u53d6\u5217\u540d<\/strong>\uff1a\u4f7f\u7528\u6e38\u6807\u5bf9\u8c61\u7684description<\/code>\u5c5e\u6027\u83b7\u53d6\u5217\u540d\u3002description<\/code>\u5c5e\u6027\u662f\u4e00\u4e2a\u5305\u542b\u6bcf\u5217\u63cf\u8ff0\u4fe1\u606f\u7684\u5143\u7ec4\u5217\u8868\u3002\u6bcf\u4e2a\u63cf\u8ff0\u4fe1\u606f\u5143\u7ec4\u7684\u7b2c\u4e00\u4e2a\u5143\u7d20\u662f\u5217\u540d\u3002<\/li>\n<\/ol>\n
                    column_names = [description[0] for description in cursor.description]<\/p>\n
                    print(column_names)<\/p>\n
                    <\/code><\/pre>\n<\/p>\n
                      \n
                    1. \u5173\u95ed\u8fde\u63a5<\/strong>\uff1a\u64cd\u4f5c\u5b8c\u6210\u540e\uff0c\u5173\u95ed\u6570\u636e\u5e93\u8fde\u63a5\u4ee5\u91ca\u653e\u8d44\u6e90\u3002<\/li>\n<\/ol>\n
                      conn.close()<\/p>\n
                      <\/code><\/pre>\n<\/p>\n
                      \u5176\u4ed6\u65b9\u6cd5<\/h3>\n<\/p>\n
                      \u9664\u4e86\u4e0a\u8ff0\u65b9\u6cd5\u5916\uff0c\u8fd8\u6709\u5176\u4ed6\u4e00\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u7528\u6765\u83b7\u53d6\u6570\u636e\u5e93\u7684\u5217\u540d\u3002\u4f8b\u5982\uff1a<\/p>\n<\/p>\n
                        \n
                      1. \u4f7f\u7528Pandas\u5e93<\/strong>\uff1aPandas\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u6570\u636e\u5206\u6790\u548c\u6570\u636e\u64cd\u4f5c\u5e93\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528Pandas\u7684read_sql_query<\/code>\u65b9\u6cd5\u6765\u8bfb\u53d6SQL\u67e5\u8be2\u7ed3\u679c\uff0c\u5e76\u4f7f\u7528columns<\/code>\u5c5e\u6027\u83b7\u53d6\u5217\u540d\u3002<\/li>\n<\/ol>\n
                        import pandas as pd<\/p>\n
                        import sqlite3<\/p>\n
                        conn = sqlite3.connect('example.db')<\/p>\n
                        query = 'SELECT * FROM table_name'<\/p>\n
                        df = pd.read_sql_query(query, conn)<\/p>\n
                        column_names = df.columns.tolist()<\/p>\n
                        print(column_names)<\/p>\n
                        conn.close()<\/p>\n
                        <\/code><\/pre>\n<\/p>\n
                          \n
                        1. \u4f7f\u7528Django ORM<\/strong>\uff1a\u5982\u679c\u4f60\u5728\u4f7f\u7528Django\u6846\u67b6\uff0cDjango\u7684ORM\u63d0\u4f9b\u4e86\u65b9\u4fbf\u7684\u67e5\u8be2\u65b9\u6cd5\u6765\u83b7\u53d6\u5217\u540d\u3002<\/li>\n<\/ol>\n
                          from django.db import connection<\/p>\n
                          with connection.cursor() as cursor:<\/p>\n
                              cursor.execute('SELECT * FROM table_name')<\/p>\n
                              column_names = [col[0] for col in cursor.description]<\/p>\n
                              print(column_names)<\/p>\n
                          <\/code><\/pre>\n<\/p>\n
                            \n
                          1. \u4f7f\u7528PyODBC\u5e93<\/strong>\uff1aPyODBC\u662f\u4e00\u4e2a\u7528\u4e8e\u8fde\u63a5\u548c\u64cd\u4f5cODBC\u6570\u636e\u5e93\u7684Python\u5e93\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528PyODBC\u8fde\u63a5\u5230\u6570\u636e\u5e93\u5e76\u83b7\u53d6\u5217\u540d\u3002<\/li>\n<\/ol>\n
                            import pyodbc<\/p>\n
                            conn = pyodbc.connect('DRIVER={SQLite3 ODBC Driver};DATABASE=example.db')<\/p>\n
                            cursor = conn.cursor()<\/p>\n
                            cursor.execute('SELECT * FROM table_name')<\/p>\n
                            column_names = [description[0] for description in cursor.description]<\/p>\n
                            print(column_names)<\/p>\n
                            conn.close()<\/p>\n
                            <\/code><\/pre>\n<\/p>\n
                            \u603b\u7ed3<\/h3>\n<\/p>\n
                            \u5728Python\u4e2d\u83b7\u53d6\u6570\u636e\u5e93\u7684\u5217\u540d\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u5b9e\u73b0\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u4f60\u4f7f\u7528\u7684\u6570\u636e\u5e93\u548c\u5e93\u3002\u672c\u6587\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4f7f\u7528SQLite3\u3001PyMySQL\u3001Psycopg2\u3001SQLAlchemy\u7b49\u5e93\u83b7\u53d6\u5217\u540d\u7684\u65b9\u6cd5\uff0c\u5e76\u63d0\u4f9b\u4e86\u4ee3\u7801\u793a\u4f8b\u3002\u6b64\u5916\uff0c\u8fd8\u4ecb\u7ecd\u4e86\u4f7f\u7528Pandas\u5e93\u3001Django ORM\u548cPyODBC\u5e93\u83b7\u53d6\u5217\u540d\u7684\u5176\u4ed6\u65b9\u6cd5\u3002\u5e0c\u671b\u8fd9\u4e9b\u65b9\u6cd5\u80fd\u5e2e\u52a9\u4f60\u5728Python\u4e2d\u83b7\u53d6\u6570\u636e\u5e93\u7684\u5217\u540d\u3002<\/p>\n<\/p>\n
                            \u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
                             \u5982\u4f55\u4f7f\u7528Python\u8fde\u63a5\u6570\u636e\u5e93\u4ee5\u83b7\u53d6\u5217\u540d\uff1f<\/strong>
                            \u8981\u83b7\u53d6\u6570\u636e\u5e93\u7684\u5217\u540d\uff0c\u9996\u5148\u9700\u8981\u4f7f\u7528\u5408\u9002\u7684\u6570\u636e\u5e93\u8fde\u63a5\u5e93\uff0c\u6bd4\u5982sqlite3<\/code>\u3001pymysql<\/code>\u6216sqlalchemy<\/code>\u7b49\u3002\u8fde\u63a5\u5230\u6570\u636e\u5e93\u540e\uff0c\u53ef\u4ee5\u6267\u884cSQL\u67e5\u8be2\u8bed\u53e5\uff0c\u5982SELECT * FROM table_name LIMIT 0<\/code>\uff0c\u7136\u540e\u901a\u8fc7cursor.description<\/code>\u5c5e\u6027\u83b7\u53d6\u5217\u540d\u4fe1\u606f\u3002<\/p>\n
                            \u5728\u83b7\u53d6\u5217\u540d\u65f6\uff0c\u5982\u4f55\u5904\u7406\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u5e93\uff1f<\/strong>
                            \u4e0d\u540c\u7684\u6570\u636e\u5e93\u53ef\u80fd\u4f1a\u6709\u4e0d\u540c\u7684\u8fde\u63a5\u65b9\u6cd5\u548cSQL\u8bed\u6cd5\u3002\u5bf9\u4e8eMySQL\uff0c\u53ef\u4ee5\u4f7f\u7528pymysql<\/code>\u5e93\uff1b\u5bf9\u4e8ePostgreSQL\uff0c\u63a8\u8350\u4f7f\u7528psycopg2<\/code>\u5e93\u3002\u800c\u5bf9\u4e8eSQLite\uff0c\u76f4\u63a5\u4f7f\u7528\u5185\u7f6e\u7684sqlite3<\/code>\u5e93\u5373\u53ef\u3002\u786e\u4fdd\u9009\u62e9\u4e0e\u6240\u7528\u6570\u636e\u5e93\u5339\u914d\u7684\u5e93\uff0c\u5e76\u6839\u636e\u5176\u6587\u6863\u8fdb\u884c\u914d\u7f6e\u3002<\/p>\n
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