{"id":1135791,"date":"2025-01-08T21:29:04","date_gmt":"2025-01-08T13:29:04","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1135791.html"},"modified":"2025-01-08T21:29:07","modified_gmt":"2025-01-08T13:29:07","slug":"%e5%a6%82%e4%bd%95%e8%ae%a9python%e5%ad%97%e5%85%b8%e8%be%93%e5%87%ba%e5%be%aa%e7%8e%af%e5%90%8e%e7%9a%84%e6%95%b0%e6%8d%ae%e5%ba%93","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1135791.html","title":{"rendered":"\u5982\u4f55\u8ba9python\u5b57\u5178\u8f93\u51fa\u5faa\u73af\u540e\u7684\u6570\u636e\u5e93"},"content":{"rendered":"

\"\u5982\u4f55\u8ba9python\u5b57\u5178\u8f93\u51fa\u5faa\u73af\u540e\u7684\u6570\u636e\u5e93\"<\/p>\n

\u8981\u8ba9Python\u5b57\u5178\u8f93\u51fa\u5faa\u73af\u540e\u7684\u6570\u636e\u5e93\uff0c\u53ef\u4ee5\u91c7\u53d6\u4ee5\u4e0b\u6b65\u9aa4\uff1a\u521b\u5efa\u6570\u636e\u5e93\u8fde\u63a5\u3001\u7f16\u5199SQL\u67e5\u8be2\u3001\u5c06\u67e5\u8be2\u7ed3\u679c\u5b58\u50a8\u5230\u5b57\u5178\u4e2d\u3001\u5faa\u73af\u904d\u5386\u5b57\u5178\u3001\u8f93\u51fa\u7ed3\u679c\u3002\u4ee5\u4e0b\u662f\u5177\u4f53\u7684\u5b9e\u73b0\u6b65\u9aa4\u548c\u6ce8\u610f\u4e8b\u9879\u3002<\/strong>\u672c\u6587\u5c06\u8be6\u7ec6\u89e3\u91ca\u8fd9\u4e9b\u6b65\u9aa4\uff0c\u5e76\u63d0\u4f9b\u5b9e\u9645\u4ee3\u7801\u793a\u4f8b\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u521b\u5efa\u6570\u636e\u5e93\u8fde\u63a5<\/h3>\n<\/p>\n

\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u521b\u5efa\u4e0e\u6570\u636e\u5e93\u7684\u8fde\u63a5\u3002\u65e0\u8bba\u4f60\u4f7f\u7528\u7684\u662fMySQL\u3001PostgreSQL\u8fd8\u662fSQLite\uff0c\u90fd\u9700\u8981\u5b89\u88c5\u76f8\u5e94\u7684Python\u5e93\uff0c\u4f8b\u5982mysql-connector-python<\/code>\u3001psycopg2<\/code>\u6216sqlite3<\/code>\u3002<\/p>\n<\/p>\n

\u793a\u4f8b\u4ee3\u7801\uff1a<\/h4>\n<\/p>\n

import mysql.connector<\/p>\n
def create_connection():<\/p>\n
    connection = mysql.connector.connect(<\/p>\n
        host='localhost',<\/p>\n
        user='yourusername',<\/p>\n
        password='yourpassword',<\/p>\n
        database='yourdatabase'<\/p>\n
    )<\/p>\n
    return connection<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4e8c\u3001\u7f16\u5199SQL\u67e5\u8be2<\/h3>\n<\/p>\n
\u7f16\u5199\u4e00\u4e2aSQL\u67e5\u8be2\u6765\u83b7\u53d6\u4f60\u9700\u8981\u7684\u6570\u636e\u3002\u8fd9\u4e2a\u67e5\u8be2\u53ef\u4ee5\u662f\u4e00\u4e2a\u7b80\u5355\u7684SELECT\u8bed\u53e5\uff0c\u4e5f\u53ef\u4ee5\u662f\u4e00\u4e2a\u590d\u6742\u7684JOIN\u67e5\u8be2\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u4f60\u7684\u9700\u6c42\u3002<\/p>\n<\/p>\n
\u793a\u4f8b\u4ee3\u7801\uff1a<\/h4>\n<\/p>\n
def fetch_data(connection):<\/p>\n
    cursor = connection.cursor(dictionary=True)<\/p>\n
    query = "SELECT * FROM your_table"<\/p>\n
    cursor.execute(query)<\/p>\n
    result = cursor.fetchall()<\/p>\n
    return result<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4e09\u3001\u5c06\u67e5\u8be2\u7ed3\u679c\u5b58\u50a8\u5230\u5b57\u5178\u4e2d<\/h3>\n<\/p>\n
\u5c06SQL\u67e5\u8be2\u7684\u7ed3\u679c\u5b58\u50a8\u5230\u4e00\u4e2aPython\u5b57\u5178\u4e2d\u3002\u4f7f\u7528cursor<\/code>\u5bf9\u8c61\u7684fetchall<\/code>\u65b9\u6cd5\u53ef\u4ee5\u5c06\u6240\u6709\u8bb0\u5f55\u83b7\u53d6\u4e3a\u5b57\u5178\u683c\u5f0f\u3002<\/p>\n<\/p>\n
\u793a\u4f8b\u4ee3\u7801\uff1a<\/h4>\n<\/p>\n
def convert_to_dict(result):<\/p>\n
    data_dict = {}<\/p>\n
    for index, row in enumerate(result):<\/p>\n
        data_dict[index] = row<\/p>\n
    return data_dict<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u56db\u3001\u5faa\u73af\u904d\u5386\u5b57\u5178<\/h3>\n<\/p>\n
\u4f7f\u7528Python\u7684\u5faa\u73af\u7ed3\u6784\u904d\u5386\u5b57\u5178\u4e2d\u7684\u6570\u636e\uff0c\u5e76\u6839\u636e\u9700\u8981\u8fdb\u884c\u5904\u7406\u6216\u8f93\u51fa\u3002<\/p>\n<\/p>\n
\u793a\u4f8b\u4ee3\u7801\uff1a<\/h4>\n<\/p>\n
def output_data(data_dict):<\/p>\n
    for key, value in data_dict.items():<\/p>\n
        print(f"Record {key}: {value}")<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4e94\u3001\u5b8c\u6574\u4ee3\u7801\u793a\u4f8b<\/h3>\n<\/p>\n
\u5c06\u6240\u6709\u6b65\u9aa4\u6574\u5408\u5230\u4e00\u8d77\uff0c\u5f62\u6210\u4e00\u4e2a\u5b8c\u6574\u7684Python\u811a\u672c\u3002<\/p>\n<\/p>\n
\u793a\u4f8b\u4ee3\u7801\uff1a<\/h4>\n<\/p>\n
import mysql.connector<\/p>\n
def create_connection():<\/p>\n
    connection = mysql.connector.connect(<\/p>\n
        host='localhost',<\/p>\n
        user='yourusername',<\/p>\n
        password='yourpassword',<\/p>\n
        database='yourdatabase'<\/p>\n
    )<\/p>\n
    return connection<\/p>\n
def fetch_data(connection):<\/p>\n
    cursor = connection.cursor(dictionary=True)<\/p>\n
    query = "SELECT * FROM your_table"<\/p>\n
    cursor.execute(query)<\/p>\n
    result = cursor.fetchall()<\/p>\n
    return result<\/p>\n
def convert_to_dict(result):<\/p>\n
    data_dict = {}<\/p>\n
    for index, row in enumerate(result):<\/p>\n
        data_dict[index] = row<\/p>\n
    return data_dict<\/p>\n
def output_data(data_dict):<\/p>\n
    for key, value in data_dict.items():<\/p>\n
        print(f"Record {key}: {value}")<\/p>\n
if __name__ == "__mAI<\/a>n__":<\/p>\n
    connection = create_connection()<\/p>\n
    result = fetch_data(connection)<\/p>\n
    data_dict = convert_to_dict(result)<\/p>\n
    output_data(data_dict)<\/p>\n
    connection.close()<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u516d\u3001\u6df1\u5165\u63a2\u8ba8\u4e0e\u4f18\u5316<\/h3>\n<\/p>\n
1\u3001\u9519\u8bef\u5904\u7406<\/h4>\n<\/p>\n
\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u9519\u8bef\u5904\u7406\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u53ef\u4ee5\u4f7f\u7528try-except<\/code>\u5757\u6765\u6355\u83b7\u548c\u5904\u7406\u6f5c\u5728\u7684\u9519\u8bef\u3002<\/p>\n<\/p>\n
try:<\/p>\n
    connection = create_connection()<\/p>\n
    result = fetch_data(connection)<\/p>\n
    data_dict = convert_to_dict(result)<\/p>\n
    output_data(data_dict)<\/p>\n
except mysql.connector.Error as err:<\/p>\n
    print(f"Error: {err}")<\/p>\n
finally:<\/p>\n
    if connection.is_connected():<\/p>\n
        connection.close()<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u6027\u80fd\u4f18\u5316<\/h4>\n<\/p>\n
\u5982\u679c\u6570\u636e\u91cf\u5f88\u5927\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u5206\u9875\u6280\u672f\u6765\u5206\u6279\u83b7\u53d6\u6570\u636e\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u8fde\u63a5\u6c60\u6765\u7ba1\u7406\u6570\u636e\u5e93\u8fde\u63a5\u4e5f\u662f\u4e00\u79cd\u6709\u6548\u7684\u4f18\u5316\u65b9\u5f0f\u3002<\/p>\n<\/p>\n
from mysql.connector import pooling<\/p>\n
def create_pool():<\/p>\n
    pool = pooling.MySQLConnectionPool(<\/p>\n
        pool_name="mypool",<\/p>\n
        pool_size=5,<\/p>\n
        host='localhost',<\/p>\n
        user='yourusername',<\/p>\n
        password='yourpassword',<\/p>\n
        database='yourdatabase'<\/p>\n
    )<\/p>\n
    return pool<\/p>\n
pool = create_pool()<\/p>\n
connection = pool.get_connection()<\/p>\n
<\/code><\/pre>\n<\/p>\n
3\u3001\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790<\/h4>\n<\/p>\n
\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u83b7\u53d6\u6570\u636e\u540e\u53ef\u80fd\u9700\u8981\u8fdb\u884c\u5404\u79cd\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u64cd\u4f5c\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u4f7f\u7528Pandas\u5e93\u6765\u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u5904\u7406\u3002<\/p>\n<\/p>\n
import pandas as pd<\/p>\n
def fetch_data(connection):<\/p>\n
    query = "SELECT * FROM your_table"<\/p>\n
    df = pd.read_sql(query, connection)<\/p>\n
    return df<\/p>\n
df = fetch_data(connection)<\/p>\n
print(df.describe())<\/p>\n
<\/code><\/pre>\n<\/p>\n
4\u3001\u4f7f\u7528ORM<\/h4>\n<\/p>\n
\u5982\u679c\u9891\u7e41\u64cd\u4f5c\u6570\u636e\u5e93\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528ORM\uff08\u5bf9\u8c61\u5173\u7cfb\u6620\u5c04\uff09\u6846\u67b6\uff0c\u5982SQLAlchemy\u6216Django ORM\uff0c\u8fd9\u5c06\u5927\u5927\u7b80\u5316\u6570\u636e\u5e93\u64cd\u4f5c\u3002<\/p>\n<\/p>\n
from sqlalchemy import create_engine<\/p>\n
from sqlalchemy.orm import sessionmaker<\/p>\n
engine = create_engine('mysql+mysqlconnector:\/\/yourusername:yourpassword@localhost\/yourdatabase')<\/p>\n
Session = sessionmaker(bind=engine)<\/p>\n
session = Session()<\/p>\n
Define your models<\/strong><\/h2>\n
class YourModel(Base):<\/strong><\/h2>\n
    ...<\/strong><\/h2>\n
Query<\/strong><\/h2>\n
results = session.query(YourModel).all()<\/p>\n
for result in results:<\/p>\n
    print(result)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4e03\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/h3>\n<\/p>\n
1\u3001\u6570\u636e\u5e93\u8fde\u63a5\u5931\u8d25<\/h4>\n<\/p>\n
\u68c0\u67e5\u6570\u636e\u5e93\u8fde\u63a5\u53c2\u6570\uff0c\u5982\u4e3b\u673a\u540d\u3001\u7528\u6237\u540d\u3001\u5bc6\u7801\u548c\u6570\u636e\u5e93\u540d\u662f\u5426\u6b63\u786e\u3002\u786e\u4fdd\u6570\u636e\u5e93\u670d\u52a1\u6b63\u5728\u8fd0\u884c\uff0c\u5e76\u4e14\u6ca1\u6709\u9632\u706b\u5899\u963b\u6b62\u8fde\u63a5\u3002<\/p>\n<\/p>\n
2\u3001\u67e5\u8be2\u7ed3\u679c\u4e3a\u7a7a<\/h4>\n<\/p>\n
\u786e\u4fddSQL\u67e5\u8be2\u8bed\u53e5\u6b63\u786e\uff0c\u5e76\u4e14\u6570\u636e\u5e93\u8868\u4e2d\u6709\u6570\u636e\u3002\u53ef\u4ee5\u4f7f\u7528\u6570\u636e\u5e93\u7ba1\u7406\u5de5\u5177\uff08\u5982phpMyAdmin\u6216pgAdmin\uff09\u624b\u52a8\u6267\u884c\u67e5\u8be2\u8bed\u53e5\uff0c\u9a8c\u8bc1\u67e5\u8be2\u7ed3\u679c\u3002<\/p>\n<\/p>\n
3\u3001\u6570\u636e\u91cf\u8fc7\u5927\u5bfc\u81f4\u5185\u5b58\u4e0d\u8db3<\/h4>\n<\/p>\n
\u5bf9\u4e8e\u5927\u6570\u636e\u91cf\uff0c\u53ef\u4ee5\u4f7f\u7528\u5206\u9875\u6280\u672f\u5206\u6279\u83b7\u53d6\u6570\u636e\uff0c\u6216\u8005\u4f7f\u7528\u6d41\u5f0f\u5904\u7406\uff08\u4f8b\u5982\uff0c\u4f7f\u7528\u6e38\u6807\uff09\u3002<\/p>\n<\/p>\n
4\u3001\u6570\u636e\u7c7b\u578b\u4e0d\u5339\u914d<\/h4>\n<\/p>\n
\u786e\u4fdd\u6570\u636e\u5e93\u8868\u4e2d\u5b57\u6bb5\u7684\u6570\u636e\u7c7b\u578b\u4e0ePython\u53d8\u91cf\u7684\u6570\u636e\u7c7b\u578b\u4e00\u81f4\u3002\u4f8b\u5982\uff0c\u65e5\u671f\u548c\u65f6\u95f4\u5b57\u6bb5\u9700\u8981\u8f6c\u6362\u4e3aPython\u7684datetime<\/code>\u5bf9\u8c61\u3002<\/p>\n<\/p>\n
\u516b\u3001\u603b\u7ed3<\/h3>\n<\/p>\n
\u901a\u8fc7\u672c\u6587\u7684\u4ecb\u7ecd\uff0c\u6211\u4eec\u8be6\u7ec6\u8bb2\u89e3\u4e86\u5982\u4f55\u8ba9Python\u5b57\u5178\u8f93\u51fa\u5faa\u73af\u540e\u7684\u6570\u636e\u5e93\u6570\u636e\u3002\u4e3b\u8981\u6b65\u9aa4\u5305\u62ec\u521b\u5efa\u6570\u636e\u5e93\u8fde\u63a5\u3001\u7f16\u5199SQL\u67e5\u8be2\u3001\u5c06\u67e5\u8be2\u7ed3\u679c\u5b58\u50a8\u5230\u5b57\u5178\u4e2d\u3001\u5faa\u73af\u904d\u5386\u5b57\u5178\u5e76\u8f93\u51fa\u7ed3\u679c\u3002<\/strong>\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u63a2\u8ba8\u4e86\u9519\u8bef\u5904\u7406\u3001\u6027\u80fd\u4f18\u5316\u3001\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790\u4ee5\u53ca\u4f7f\u7528ORM\u7b49\u9ad8\u7ea7\u8bdd\u9898\u3002<\/p>\n<\/p>\n
\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u80fd\u5e2e\u52a9\u4f60\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\u66f4\u597d\u5730\u64cd\u4f5c\u548c\u5904\u7406\u6570\u636e\u5e93\u6570\u636e\u3002\u5982\u679c\u6709\u4efb\u4f55\u95ee\u9898\u6216\u5efa\u8bae\uff0c\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u7559\u8a00\u3002<\/p>\n<\/p>\n
\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
 \u5982\u4f55\u5728Python\u4e2d\u5c06\u5b57\u5178\u6570\u636e\u5b58\u50a8\u5230\u6570\u636e\u5e93\u4e2d\uff1f<\/strong>
\u8981\u5c06Python\u5b57\u5178\u5b58\u50a8\u5230\u6570\u636e\u5e93\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528SQLite\u3001MySQL\u6216PostgreSQL\u7b49\u6570\u636e\u5e93\u3002\u9996\u5148\uff0c\u60a8\u9700\u8981\u5b89\u88c5\u76f8\u5e94\u7684\u6570\u636e\u5e93\u9a71\u52a8\u7a0b\u5e8f\u3002\u7136\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u8fde\u63a5\u6570\u636e\u5e93\u3001\u521b\u5efa\u8868\u683c\u4ee5\u53ca\u6267\u884c\u63d2\u5165\u64cd\u4f5c\uff0c\u5c06\u5b57\u5178\u7684\u6570\u636e\u5199\u5165\u6570\u636e\u5e93\u3002\u4f8b\u5982\uff0c\u4f7f\u7528SQLite\u65f6\uff0c\u53ef\u4ee5\u901a\u8fc7sqlite3<\/code>\u6a21\u5757\u8fde\u63a5\u6570\u636e\u5e93\uff0c\u521b\u5efa\u8868\u683c\uff0c\u5e76\u4f7f\u7528INSERT INTO<\/code>\u8bed\u53e5\u5c06\u5b57\u5178\u6570\u636e\u63d2\u5165\u3002<\/p>\n
\u5728\u5faa\u73af\u4e2d\u5904\u7406\u5b57\u5178\u65f6\uff0c\u5982\u4f55\u786e\u4fdd\u6570\u636e\u7684\u6b63\u786e\u6027\uff1f<\/strong>
\u5904\u7406\u5b57\u5178\u65f6\uff0c\u786e\u4fdd\u6570\u636e\u51c6\u786e\u6027\u7684\u65b9\u6cd5\u5305\u62ec\u4f7f\u7528\u5f02\u5e38\u5904\u7406\u673a\u5236\u6765\u6355\u6349\u53ef\u80fd\u7684\u9519\u8bef\u3002\u5728\u5faa\u73af\u904d\u5386\u5b57\u5178\u7684\u540c\u65f6\uff0c\u53ef\u4ee5\u4f7f\u7528\u6761\u4ef6\u8bed\u53e5\u68c0\u67e5\u6bcf\u4e2a\u6761\u76ee\u7684\u6709\u6548\u6027\uff0c\u907f\u514d\u5c06\u65e0\u6548\u6570\u636e\u63d2\u5165\u6570\u636e\u5e93\u3002\u6b64\u5916\uff0c\u5efa\u8bae\u5728\u63d2\u5165\u6570\u636e\u524d\u8fdb\u884c\u6570\u636e\u6e05\u6d17\uff0c\u4ee5\u786e\u4fdd\u6240\u6709\u5b57\u6bb5\u90fd\u7b26\u5408\u6570\u636e\u5e93\u7684\u7ea6\u675f\u6761\u4ef6\u3002<\/p>\n
\u5982\u4f55\u5728Python\u4e2d\u8bfb\u53d6\u6570\u636e\u5e93\u5e76\u8f6c\u6362\u4e3a\u5b57\u5178\u683c\u5f0f\uff1f<\/strong>
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