Python pymysql 模块使用指南
pymysql 是 Python 中用于连接 MySQL 数据库的模块,提供了与 MySQL 数据库交互的功能。
安装
# 使用 pip 安装
pip install pymysql
1. 基本连接
1.1 建立连接
import pymysql
# 创建数据库连接
conn = pymysql.connect(
host='localhost', # 数据库主机地址
user='root', # 数据库用户名
password='123456', # 数据库密码
database='test_db', # 数据库名
charset='utf8mb4', # 字符编码
port=3306, # 端口号
cursorclass=pymysql.cursors.DictCursor # 使用字典游标
)
try:
with conn.cursor() as cursor:
# 执行SQL语句
cursor.execute("SELECT VERSION()")
result = cursor.fetchone()
print(f"Database version: {result['VERSION()']}")
finally:
conn.close()
1.2 错误处理
try:
conn = pymysql.connect(
host='localhost',
user='root',
password='wrong_password',
database='test_db'
)
except pymysql.Error as e:
print(f"连接错误: {e}")
2. 数据操作
2.1 插入数据
def insert_user(name, age, email):
try:
with conn.cursor() as cursor:
# 使用参数化查询防止SQL注入
sql = "INSERT INTO users (name, age, email) VALUES (%s, %s, %s)"
cursor.execute(sql, (name, age, email))
# 提交更改
conn.commit()
print(f"成功插入用户: {name}")
except pymysql.Error as e:
# 发生错误时回滚
conn.rollback()
print(f"插入错误: {e}")
# 批量插入
def batch_insert_users(users):
try:
with conn.cursor() as cursor:
sql = "INSERT INTO users (name, age, email) VALUES (%s, %s, %s)"
cursor.executemany(sql, users)
conn.commit()
print(f"成功插入 {cursor.rowcount} 条记录")
except pymysql.Error as e:
conn.rollback()
print(f"批量插入错误: {e}")
2.2 查询数据
# 查询单条记录
def get_user(user_id):
with conn.cursor() as cursor:
sql = "SELECT * FROM users WHERE id = %s"
cursor.execute(sql, (user_id,))
result = cursor.fetchone()
return result
# 查询多条记录
def get_users(age_limit):
with conn.cursor() as cursor:
sql = "SELECT * FROM users WHERE age > %s"
cursor.execute(sql, (age_limit,))
results = cursor.fetchall()
return results
# 分页查询
def get_users_page(page, page_size):
offset = (page - 1) * page_size
with conn.cursor() as cursor:
sql = "SELECT * FROM users LIMIT %s OFFSET %s"
cursor.execute(sql, (page_size, offset))
return cursor.fetchall()
2.3 更新数据
def update_user(user_id, new_email):
try:
with conn.cursor() as cursor:
sql = "UPDATE users SET email = %s WHERE id = %s"
cursor.execute(sql, (new_email, user_id))
conn.commit()
print(f"成功更新用户 {user_id} 的邮箱")
except pymysql.Error as e:
conn.rollback()
print(f"更新错误: {e}")
2.4 删除数据
def delete_user(user_id):
try:
with conn.cursor() as cursor:
sql = "DELETE FROM users WHERE id = %s"
cursor.execute(sql, (user_id,))
conn.commit()
print(f"成功删除用户 {user_id}")
except pymysql.Error as e:
conn.rollback()
print(f"删除错误: {e}")
3. 高级特性
3.1 事务处理
def transfer_money(from_id, to_id, amount):
try:
with conn.cursor() as cursor:
# 开始事务
conn.begin()
# 扣除转出账户金额
sql1 = "UPDATE accounts SET balance = balance - %s WHERE id = %s"
cursor.execute(sql1, (amount, from_id))
# 增加转入账户金额
sql2 = "UPDATE accounts SET balance = balance + %s WHERE id = %s"
cursor.execute(sql2, (amount, to_id))
# 提交事务
conn.commit()
print("转账成功")
except pymysql.Error as e:
# 发生错误时回滚
conn.rollback()
print(f"转账失败: {e}")
3.2 连接池
from dbutils.pooled_db import PooledDB
# 创建连接池
pool = PooledDB(
creator=pymysql, # 使用链接数据库的模块
maxconnections=6, # 连接池允许的最大连接数
mincached=2, # 初始化时,链接池中至少创建的空闲的链接
maxcached=5, # 链接池中最多闲置的链接
maxshared=3, # 链接池中最多共享的链接数量
blocking=True, # 超过最大连接数量时候的表现
maxusage=None, # 一个链接最多被重复使用的次数
host='localhost',
user='root',
password='123456',
database='test_db',
charset='utf8mb4'
)
# 使用连接池
def use_connection_pool():
conn = pool.connection()
try:
with conn.cursor() as cursor:
cursor.execute("SELECT * FROM users")
return cursor.fetchall()
finally:
conn.close()
4. 实用示例
4.1 数据库备份
def backup_table(table_name, output_file):
try:
with conn.cursor() as cursor:
# 获取表数据
cursor.execute(f"SELECT * FROM {table_name}")
rows = cursor.fetchall()
# 写入CSV文件
import csv
with open(output_file, 'w', newline='') as f:
writer = csv.DictWriter(f, fieldnames=rows[0].keys())
writer.writeheader()
writer.writerows(rows)
print(f"成功备份表 {table_name} 到文件 {output_file}")
except Exception as e:
print(f"备份失败: {e}")
4.2 表结构操作
def create_table():
try:
with conn.cursor() as cursor:
sql = """
CREATE TABLE IF NOT EXISTS users (
id INT AUTO_INCREMENT PRIMARY KEY,
name VARCHAR(100) NOT NULL,
age INT,
email VARCHAR(100) UNIQUE,
created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
)
"""
cursor.execute(sql)
conn.commit()
print("成功创建表")
except pymysql.Error as e:
print(f"创建表失败: {e}")
注意事项
- 始终使用参数化查询防止SQL注入
- 正确处理数据库连接的关闭
- 在修改操作后要记得提交事务
- 使用 with 语句自动管理游标
- 大量数据操作时考虑使用连接池
- 敏感信息(如密码)不要硬编码在代码中
常见错误处理
# 连接错误处理
try:
conn = pymysql.connect(
host='localhost',
user='root',
password='123456',
database='test_db'
)
except pymysql.err.OperationalError as e:
print(f"无法连接到数据库: {e}")
except pymysql.err.InternalError as e:
print(f"数据库内部错误: {e}")
# 查询错误处理
try:
with conn.cursor() as cursor:
cursor.execute("SELECT * FROM non_existent_table")
except pymysql.err.ProgrammingError as e:
print(f"SQL语法错误: {e}")
except pymysql.err.IntegrityError as e:
print(f"数据完整性错误: {e}")