Python之MySQL操作
1. 简介
MySQL 是目前使用最广泛的数据库之一,它有着良好的性能,能够跨平台,支持分布式,能够承受高并发。下载地址: MySQL :: Download MySQL Community Server 安装参考:图解MySQL5.7.20免安装版配置方法-百度经验 (baidu.com)
Python 大致有如下 5 种方式操作 MySQL。
(1)MySQL-pythonMySQL-python 也称 MySQLdb,基于 C 库开发,曾经是一个十分流行的 MySQL 驱动,具有出色的性能,但其早已停更,仅支持 Python2,不支持 Python3,现在基本不推荐使用了,取而代之的是它的衍生版。(2)mysqlclientMySQLdb 的 Fork 版本,完全兼容 MySQLdb,支持 Python3,它是 Django ORM 的依赖工具,如果你喜欢用原生 SQL 操作数据库,那么推荐使用它。(3)PyMySQLPyMySQL 采用纯 Python 开发,兼容 MySQLdb,性能不如 MySQLdb,安装方便,支持 Python3。(4)peeweepeewee 是一个流行的 ORM 框架,实现了对象与数据库表的映射,兼容多种数据库,我们无需知道原生 SQL,只要了解面向对象的思想就可以简单、快速的操作相应数据库,支持 Python3。(5)SQLAlchemySQLAlchemy 是一个 ORM 框架,同时也支持原生 SQL,支持 Python3,它类似于 Java 的 Hibernate 框架。 2. 实际操作
先使用如下建表语句创建一张简单的数据库表。 CREATE TABLE student ( id int(10) AUTO_INCREMENT PRIMARY KEY, name varchar(255) NOT NULL, age int(10) NOT NULL );
2.1 mysqlclient
执行 pip install mysqlclient 进行安装,看一下具体操作。
新增 import MySQLdb connect = MySQLdb.connect( # 主机 host="localhost", # 端口号 port=3306, # 用户名 user="root", # 密码 passwd="root", # 数据库名称 db="test", # 指定字符的编、解码格式 use_unicode=True, charset="utf8") # 先获取游标,再进行相应 SQL 操作 cursor = connect .cursor() # 执行新增 SQL sql = "insert into student (name, age) values(%s,%s);" data = [ ("张三", "22"), ("李四", "23") ] cursor.executemany(sql, data) # 提交 connect.commit() # 关闭 cursor.close() connect.close()
查询 import MySQLdb connect = MySQLdb.connect( host="localhost", port=3306, user="root", passwd="root", db="test", use_unicode=True, charset="utf8") cursor = connect.cursor() cursor.execute("SELECT * FROM student") print(cursor.fetchall()) cursor.close() connect.close()
cursor 查看方法
fetchone()获取结果集的下一行fetchmany(size)获取结果集的下几行务fetchall()获取结果集中剩下的所有行
修改 import MySQLdb connect = MySQLdb.connect( host="localhost", port=3306, user="root", passwd="root", db="test", use_unicode=True, charset="utf8") cursor = connect.cursor() cursor.execute("UPDATE student SET name="张四" WHERE id = 1") connect.commit() cursor.close() connect.close()
删除 import MySQLdb connect = MySQLdb.connect( host="localhost", port=3306, user="root", passwd="root", db="test", use_unicode=True, charset="utf8") cursor = connect.cursor() cursor.execute("DELETE FROM student WHERE id = 1") connect.commit() cursor.close() connect.close()
2.2 PyMySQL
执行 pip install pymysql 进行安装,使用方式与 mysqlclient 基本类似。 import pymysql connect = pymysql.connect( host="localhost", port=3306, user="root", password="root", database="test", charset="utf8" ) cursor = connect.cursor() sql = "insert into student (name, age) values(%s,%s);" data = [ ("张三", "22"), ("李四", "23") ] cursor.executemany(sql, data) connect.commit() cursor.execute("SELECT * FROM student") print(cursor.fetchall()) cursor.close() connect.close()
2.3 peewee
执行 pip install peewee 进行安装,看一下具体操作。
定义映射类 from peewee import * # 连接数据库 db = MySQLDatabase("test", host="localhost", port=3306, user="root", passwd="root", charset="utf8") # 映射类 class Teacher(Model): id = AutoField(primary_key=True) name = CharField() age = IntegerField() class Meta: database = db # 创建表 db.create_tables([Teacher])
新增 from peewee import * db = MySQLDatabase("test", host="localhost", port=3306, user="root", passwd="root", charset="utf8") class Teacher(Model): id = AutoField(primary_key=True) name = CharField() age = IntegerField() class Meta: database = db t1 = Teacher(name="张三", age=22) t2 = Teacher(name="李四", age=33) t3 = Teacher(name="王五", age=33) t1.save() t2.save() t3.save()
查询 from peewee import * db = MySQLDatabase("test", host="localhost", port=3306, user="root", passwd="root", charset="utf8") class Teacher(Model): id = AutoField(primary_key=True) name = CharField() age = IntegerField() class Meta: database = db # 查询单条数据 t = Teacher.get(Teacher.id == 1) print("name:", t.name) # 查询多条 ts = Teacher.select().where(Teacher.age == 33) for t in ts: print("name:", t.name)
修改 from peewee import * db = MySQLDatabase("test", host="localhost", port=3306, user="root", passwd="root", charset="utf8") class Teacher(Model): id = AutoField(primary_key=True) name = CharField() age = IntegerField() class Meta: database = db t = Teacher.update({Teacher.name: "张四"}).where(Teacher.id == 1) t.execute()
删除 from peewee import * db = MySQLDatabase("test", host="localhost", port=3306, user="root", passwd="root", charset="utf8") class Teacher(Model): id = AutoField(primary_key=True) name = CharField() age = IntegerField() class Meta: database = db Teacher.delete().where(Teacher.id == 2).execute()
2.4 SQLAlchemy
执行 pip install sqlalchemy 进行安装,看一下具体操作。
定义映射类 from sqlalchemy import create_engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import Column, Integer, String engine = create_engine("mysql+mysqldb://root:root@localhost:3306/test?charset=utf8", # 打印执行语句 echo=True, # 连接池大小 pool_size=10, # 指定时间内回收连接 pool_recycle=3600) # 映射基类 Base = declarative_base() # 具体映射类 class Teacher(Base): # 指定映射表名 __tablename__ = "teacher" # 映射字段 id = Column(Integer, primary_key=True) name = Column(String(30)) age = Column(Integer) # 创建表 Base.metadata.create_all(engine)
新增 from sqlalchemy import create_engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import Column, Integer, String from sqlalchemy.orm import sessionmaker engine = create_engine("mysql+mysqldb://root:root@localhost:3306/test?charset=utf8", # 打印执行语句 echo=True, # 连接池大小 pool_size=10, # 指定时间内回收连接 pool_recycle=3600) # 映射基类 Base = declarative_base() # 具体映射类 class Teacher(Base): # 指定映射表名 __tablename__ = "teacher" # 映射字段 id = Column(Integer, primary_key=True) name = Column(String(30)) age = Column(Integer) Session = sessionmaker(bind=engine) # 创建 Session 类实例 session = Session() ls = [] t1 = Teacher(name="张三", age=22) t2 = Teacher(name="李四", age=33) t3 = Teacher(name="王五", age=33) ls.append(t1) ls.append(t2) ls.append(t3) session.add_all(ls) session.commit() session.close()
查询 from sqlalchemy import create_engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import Column, Integer, String from sqlalchemy.orm import sessionmaker engine = create_engine("mysql+mysqldb://root:root@localhost:3306/test?charset=utf8", # 打印执行语句 echo=True, # 连接池大小 pool_size=10, # 指定时间内回收连接 pool_recycle=3600) # 映射基类 Base = declarative_base() # 具体映射类 class Teacher(Base): # 指定映射表名 __tablename__ = "teacher" # 映射字段 id = Column(Integer, primary_key=True) name = Column(String(30)) age = Column(Integer) Session = sessionmaker(bind=engine) # 创建 Session 类实例 session = Session() # 查询一条数据,filter 相当于 where 条件 t = session.query(Teacher).filter(Teacher.id==1).one() print("---", t.name) # 查询所有数据 ts = session.query(Teacher).filter(Teacher.age==33).all() for t in ts: print("===", t.name)
修改 from sqlalchemy import create_engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import Column, Integer, String from sqlalchemy.orm import sessionmaker engine = create_engine("mysql+mysqldb://root:root@localhost:3306/test?charset=utf8", # 打印执行语句 echo=True, # 连接池大小 pool_size=10, # 指定时间内回收连接 pool_recycle=3600) # 映射基类 Base = declarative_base() # 具体映射类 class Teacher(Base): # 指定映射表名 __tablename__ = "teacher" # 映射字段 id = Column(Integer, primary_key=True) name = Column(String(30)) age = Column(Integer) Session = sessionmaker(bind=engine) # 创建 Session 类实例 session = Session() t = session.query(Teacher).filter(Teacher.id==1).one() print("修改前名字-->", t.name) t.name = "张四" session.commit() print("修改后名字-->", t.name)
删除 from sqlalchemy import create_engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import Column, Integer, String from sqlalchemy.orm import sessionmaker engine = create_engine("mysql+mysqldb://root:root@localhost:3306/test?charset=utf8", # 打印执行语句 echo=True, # 连接池大小 pool_size=10, # 指定时间内回收连接 pool_recycle=3600) # 映射基类 Base = declarative_base() # 具体映射类 class Teacher(Base): # 指定映射表名 __tablename__ = "teacher" # 映射字段 id = Column(Integer, primary_key=True) name = Column(String(30)) age = Column(Integer) Session = sessionmaker(bind=engine) # 创建 Session 类实例 session = Session() t = session.query(Teacher).filter(Teacher.id==1).one() session.delete(t) session.commit()
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