pymysql-阿里云开发者社区

本篇对于python操作Mysql主要有两种情况

　　·原生模块 pymsql

　　·ORM框架 SQLAchemy

pymysql

pymsql是python中操作的MYsql的模块,其使用方法和MySQLdb几乎相同

下载安装

　　1丶pip3 install pymsql

使用操作：

　　1·执行SQL

conn= pymsql.connect(host = "127.0.0.1",post = 3306,user = "root",passwd = "123",db = "t1")
#创建连接

cursor = conn.cursor()
#创建游标

effect_row = cursor.execute("updata host set host = "1.1.1.2"")
#执行SQL，并返回受影响行数

effect_row = cursor.execute("update host set = '1.1.1.2' where nid > %s",(1,))
#执行SQL，并返回受影响行数


effect_row = cursor.executemany("insert info host(host,color_id)values(%s,%s)",[("1.1.1.11",1)("1.1.1.11",2)])
#执行SQL，并返回受影响行数

conn.commit()
#提交,不然无法保存新建或者修改的数据


cursor.close()
#关闭游标


conn.close()
#关闭连接

　　2丶获取创建数据自增ID

#!/use/bin/evn python
# -*- coding:utf-8 -*-



import pymsql

conn = pymsql.connect(host= "127.0.0.1",port= 3306,user= "root",passwd="123",db="t1")
cursor = conn.cursor()
cursor.executemanty("insert info hosts(host,color_id)values(%s,%s)",[("1.1.1.11",1),("1.1.1.11",2)])
conn.commit()
cursor.colose()
conn.close()



#获取最新自增ID
new_id = cursor.lastrowid

　　3丶获取查询数据

#!/use/bin/env python
# -*- coding:utf-8 -*-

import pymsql

conn = pymsql.connect(host="127.0.0.1",post=3306,user='root',passwd='123',db='t1')
cursor = conn.cursor()
cursor.execute('select * from hosts')

row_1 = cursor.fetchone()
#获取第一行数据

row_2 = cursor.fetchmany(3)
#获取前N行数据

row_3 = cursor.fetchall()
#获取所有数据

conn.commit()

cursor.close()

conn.close()

注：在fetch数据时按照顺序进行,可以使用cursor.scroll(num,mode)来移动游标位置,如：

　　·cursoe.scroll(1,mode='relative') #相对当前位置移动

　　·cursor.scroll(2,mode="absolute") #相对绝对位置移动　　

4丶fetch数据类型

　　关于默认获取的数据是元祖类型,如果想要或者字典类型的数据,即：

#!/use/bin/env python
# -*- coding:utf-8 -*-


import pymsql


conn = pymsql.connect(host='127.0.0.1',port=3306,user='root',passwb='12
3',db='t1')


#游标设置为字典类型
cursor = conn.cursor(cursor=pymsql.cursor.DictCursor)
r = cursor.execute("call p1()")

result = cursor.fetchone()

conn.commit()

cursor.close()

conn.close()

　SQLAchemy　

SQLAchemy是python编程语言下的一款ORM框架，该框架建立在数据库API之上,使用关系对象映射进行数据库操作,简言之便是：将对象转换成SQL,然后使用数据API执行SQL并获取执行结果·

安装：

　　pip3 install SQLAlchemy

SQLAlchemy本身无法操作数据库,其必须依赖pymysql等第三方插件,Dialect用于和数据API进行交流,根据配置文件的不同，调用不同的数据库API,从而实现对数据库的操作,如;

My SQL - Python 
        mysql+mysldb://<user>:<password>@<host>[:<post>]/<dbname>

pymsql
        mysql+pymsql://<username>:<password>@<host>/<dbname>[?<options>]
MySQL - Connector
        mysql + mysqlconnector://<user>:<password>@<host>[:<port>]/<dbname>
cx_Oracle
        oracle+cx_oracle://user:pass@host:port/dbname[?key=value*key=value...]



更多详见:http://docs.sqlalchemy.org/en/latest/dialects/index.html

一丶内部处理

使用 Engine/ConnectionPooling/Dialect 进行数据库操作，Engine使用ConnectionPooling连接数据库，然后再通过Dialect执行SQL语句。

#!/usr/bin/env python
# -*- coding:utf-8 -*-
from sqlalchemy import create_engine
  
  
engine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/t1", max_overflow=5)
  
# 执行SQL
# cur = engine.execute(
#     "INSERT INTO hosts (host, color_id) VALUES ('1.1.1.22', 3)"
# )
  
# 新插入行自增ID
# cur.lastrowid
  
# 执行SQL
# cur = engine.execute(
#     "INSERT INTO hosts (host, color_id) VALUES(%s, %s)",[('1.1.1.22', 3),('1.1.1.221', 3),]
# )
  
  
# 执行SQL
# cur = engine.execute(
#     "INSERT INTO hosts (host, color_id) VALUES (%(host)s, %(color_id)s)",
#     host='1.1.1.99', color_id=3
# )
  
# 执行SQL
# cur = engine.execute('select * from hosts')
# 获取第一行数据
# cur.fetchone()
# 获取第n行数据
# cur.fetchmany(3)
# 获取所有数据
# cur.fetchall()

View Code

二、ORM功能使用

使用 ORM/Schema Type/SQL Expression Language/Engine/ConnectionPooling/Dialect 所有组件对数据进行操作。根据类创建对象，对象转换成SQL，执行SQL。

1、创建表

#!/usr/bin/env python
# -*- coding:utf-8 -*-
from sqlalchemy.ext.declarative import declarative_base
from sqlalchemy import Column, Integer, String, ForeignKey, UniqueConstraint, Index
from sqlalchemy.orm import sessionmaker, relationship
from sqlalchemy import create_engine
 
engine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/t1", max_overflow=5)
 
Base = declarative_base()
 
# 创建单表
class Users(Base):
    __tablename__ = 'users'
    id = Column(Integer, primary_key=True)
    name = Column(String(32))
    extra = Column(String(16))
 
    __table_args__ = (
    UniqueConstraint('id', 'name', name='uix_id_name'),
        Index('ix_id_name', 'name', 'extra'),
    )
 
 
# 一对多
class Favor(Base):
    __tablename__ = 'favor'
    nid = Column(Integer, primary_key=True)
    caption = Column(String(50), default='red', unique=True)
 
 
class Person(Base):
    __tablename__ = 'person'
    nid = Column(Integer, primary_key=True)
    name = Column(String(32), index=True, nullable=True)
    favor_id = Column(Integer, ForeignKey("favor.nid"))
 
 
# 多对多
class Group(Base):
    __tablename__ = 'group'
    id = Column(Integer, primary_key=True)
    name = Column(String(64), unique=True, nullable=False)
    port = Column(Integer, default=22)
 
 
class Server(Base):
    __tablename__ = 'server'
 
    id = Column(Integer, primary_key=True, autoincrement=True)
    hostname = Column(String(64), unique=True, nullable=False)
 
 
class ServerToGroup(Base):
    __tablename__ = 'servertogroup'
    nid = Column(Integer, primary_key=True, autoincrement=True)
    server_id = Column(Integer, ForeignKey('server.id'))
    group_id = Column(Integer, ForeignKey('group.id'))
 
 
def init_db():
    Base.metadata.create_all(engine)
 
 
def drop_db():
    Base.metadata.drop_all(engine)

View Code

注：设置外检的另一种方式 ForeignKeyConstraint(['other_id'], ['othertable.other_id'])

2、操作表

#!/usr/bin/env python
# -*- coding:utf-8 -*-
from sqlalchemy.ext.declarative import declarative_base
from sqlalchemy import Column, Integer, String, ForeignKey, UniqueConstraint, Index
from sqlalchemy.orm import sessionmaker, relationship
from sqlalchemy import create_engine

engine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/t1", max_overflow=5)

Base = declarative_base()

# 创建单表
class Users(Base):
    __tablename__ = 'users'
    id = Column(Integer, primary_key=True)
    name = Column(String(32))
    extra = Column(String(16))

    __table_args__ = (
    UniqueConstraint('id', 'name', name='uix_id_name'),
        Index('ix_id_name', 'name', 'extra'),
    )

    def __repr__(self):
        return "%s-%s" %(self.id, self.name)

# 一对多
class Favor(Base):
    __tablename__ = 'favor'
    nid = Column(Integer, primary_key=True)
    caption = Column(String(50), default='red', unique=True)

    def __repr__(self):
        return "%s-%s" %(self.nid, self.caption)

class Person(Base):
    __tablename__ = 'person'
    nid = Column(Integer, primary_key=True)
    name = Column(String(32), index=True, nullable=True)
    favor_id = Column(Integer, ForeignKey("favor.nid"))
    # 与生成表结构无关，仅用于查询方便
    favor = relationship("Favor", backref='pers')

# 多对多
class ServerToGroup(Base):
    __tablename__ = 'servertogroup'
    nid = Column(Integer, primary_key=True, autoincrement=True)
    server_id = Column(Integer, ForeignKey('server.id'))
    group_id = Column(Integer, ForeignKey('group.id'))
    group = relationship("Group", backref='s2g')
    server = relationship("Server", backref='s2g')

class Group(Base):
    __tablename__ = 'group'
    id = Column(Integer, primary_key=True)
    name = Column(String(64), unique=True, nullable=False)
    port = Column(Integer, default=22)
    # group = relationship('Group',secondary=ServerToGroup,backref='host_list')


class Server(Base):
    __tablename__ = 'server'

    id = Column(Integer, primary_key=True, autoincrement=True)
    hostname = Column(String(64), unique=True, nullable=False)




def init_db():
    Base.metadata.create_all(engine)


def drop_db():
    Base.metadata.drop_all(engine)


Session = sessionmaker(bind=engine)
session = Session()

表结构+数据库连接

3丶基本操作

obj = Users(name="alex0", extra='sb')
session.add(obj)
session.add_all([
    Users(name="alex1", extra='sb'),
    Users(name="alex2", extra='sb'),
])
session.commit()

增

session.query(Users).filter(Users.id > 2).delete()
session.commit()

删

session.query(Users).filter(Users.id > 2).update({"name" : "099"})
session.query(Users).filter(Users.id > 2).update({Users.name: Users.name + "099"}, synchronize_session=False)
session.query(Users).filter(Users.id > 2).update({"num": Users.num + 1}, synchronize_session="evaluate")
session.commit()

改

ret = session.query(Users).all()
ret = session.query(Users.name, Users.extra).all()
ret = session.query(Users).filter_by(name='alex').all()
ret = session.query(Users).filter_by(name='alex').first()

查

#　条件
ret = session.query(Users).filter_by(name='alex').all()
ret = session.query(Users).filter(Users.id > 1, Users.name == 'eric').all()
ret = session.query(Users).filter(Users.id.between(1, 3), Users.name == 'eric').all()
ret = session.query(Users).filter(Users.id.in_([1,3,4])).all()
ret = session.query(Users).filter(~Users.id.in_([1,3,4])).all()
ret = session.query(Users).filter(Users.id.in_(session.query(Users.id).filter_by(name='eric'))).all()
from sqlalchemy import and_, or_
ret = session.query(Users).filter(and_(Users.id > 3, Users.name == 'eric')).all()
ret = session.query(Users).filter(or_(Users.id < 2, Users.name == 'eric')).all()
ret = session.query(Users).filter(
    or_(
        Users.id < 2,
        and_(Users.name == 'eric', Users.id > 3),
        Users.extra != ""
    )).all()


# 通配符
ret = session.query(Users).filter(Users.name.like('e%')).all()
ret = session.query(Users).filter(~Users.name.like('e%')).all()

# 限制
ret = session.query(Users)[1:2]

# 排序
ret = session.query(Users).order_by(Users.name.desc()).all()
ret = session.query(Users).order_by(Users.name.desc(), Users.id.asc()).all()

# 分组
from sqlalchemy.sql import func

ret = session.query(Users).group_by(Users.extra).all()
ret = session.query(
    func.max(Users.id),
    func.sum(Users.id),
    func.min(Users.id)).group_by(Users.name).all()

ret = session.query(
    func.max(Users.id),
    func.sum(Users.id),
    func.min(Users.id)).group_by(Users.name).having(func.min(Users.id) >2).all()

# 连表

ret = session.query(Users, Favor).filter(Users.id == Favor.nid).all()

ret = session.query(Person).join(Favor).all()

ret = session.query(Person).join(Favor, isouter=True).all()


# 组合
q1 = session.query(Users.name).filter(Users.id > 2)
q2 = session.query(Favor.caption).filter(Favor.nid < 2)
ret = q1.union(q2).all()

q1 = session.query(Users.name).filter(Users.id > 2)
q2 = session.query(Favor.caption).filter(Favor.nid < 2)
ret = q1.union_all(q2).all()

其他

更多功能参见文档，猛击这里下载PDF

pymysql

pymysql

SQLAchemy

一丶内部处理

热门文章

最新文章

相关电子书