python mysql

Posted on 2017-10-14 03:19  豪顿  阅读(137)  评论(0)    收藏  举报

本篇对于Python操作MySQL主要使用两种方式：

  • 原生模块 pymsql
  • ORM框架 SQLAchemy

    pymsql

    pymsql是Python中操作MySQL的模块，其使用方法和MySQLdb几乎相同。

下载安装

1
pip3 install pymysql

使用操作

1、执行SQL

 1 #!/usr/bin/env python
 2 # -*- coding:utf-8 -*-
 3 import pymysql
 4   
 5 # 创建连接
 6 conn = pymysql.connect(host='127.0.0.1', port=3306, user='root', passwd='123', db='t1')
 7 # 创建游标
 8 cursor = conn.cursor()
 9   
10 # 执行SQL，并返回收影响行数
11 effect_row = cursor.execute("update hosts set host = '1.1.1.2'")
12   
13 # 执行SQL，并返回受影响行数
14 #effect_row = cursor.execute("update hosts set host = '1.1.1.2' where nid > %s", (1,))
15   
16 # 执行SQL，并返回受影响行数
17 #effect_row = cursor.executemany("insert into hosts(host,color_id)values(%s,%s)", [("1.1.1.11",1),("1.1.1.11",2)])
18   
19   
20 # 提交，不然无法保存新建或者修改的数据
21 conn.commit()
22   
23 # 关闭游标
24 cursor.close()
25 # 关闭连接
26 conn.close()
View Code

 

 


2、获取新创建数据自增

 

 
 1  #!/usr/bin/env python
 2  # -*- coding:utf-8 -*-
 3  import pymysql
 4    
 5 conn = pymysql.connect(host='127.0.0.1', port=3306, user='root', passwd='123', db='t1')
 6 cursor = conn.cursor()
 7 cursor.executemany("insert into hosts(host,color_id)values(%s,%s)", [("1.1.1.11",1),("1.1.1.11",2)])
 8 conn.commit()
 9 cursor.close()
10 conn.close()
11   
12 # 获取最新自增ID
13 new_id = cursor.lastrowid

 

 

 

 

3、获取查询数据

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#!/usr/bin/env python
# -*- coding:utf-8 -*-
import pymysql
  
conn = pymysql.connect(host='127.0.0.1', port=3306, user='root', passwd='123', db='t1')
cursor = conn.cursor()
cursor.execute("select * from hosts")
  
# 获取第一行数据
row_1 = cursor.fetchone()
  
# 获取前n行数据
# row_2 = cursor.fetchmany(3)
# 获取所有数据
# row_3 = cursor.fetchall()
  
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：

  • cursor.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、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：

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#!/usr/bin/env python
# -*- coding:utf-8 -*-
import pymysql
  
conn = pymysql.connect(host='127.0.0.1', port=3306, user='root', passwd='123', db='t1')
  
# 游标设置为字典类型
cursor = conn.cursor(cursor=pymysql.cursors.DictCursor)
r = cursor.execute("call p1()")
  
result = cursor.fetchone()
  
conn.commit()
cursor.close()
conn.close()

作业：
参考表结构：
用户类型

用户信息

权限

用户类型&权限
功能：

# 登陆、注册、找回密码
# 用户管理
# 用户类型
# 权限管理
# 分配权限

特别的：程序仅一个可执行文件

练习题

QLAchemy

SQLAlchemy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：

1
pip3 install SQLAlchemy

 

SQLAlchemy本身无法操作数据库，其必须以来pymsql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：

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MySQL-Python
    mysql+mysqldb://<user>:<password>@<host>[:<port>]/<dbname>
   
pymysql
    mysql+pymysql://<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、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。

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#!/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()

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

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#!/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)

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()

 





2# 创建单表







　






 1 class Users(Base):
 2 __tablename__ = 'users'
 3 id = Column(Integer, primary_key=True)
 4 name = Column(String(32))
 5 extra = Column(String(16))
 6 
 7 __table_args__ = (
 8 UniqueConstraint('id', 'name', name='uix_id_name'),
 9 Index('ix_id_name', 'name', 'extra'),
10 )
11 
12 def __repr__(self):
13 return "%s-%s" %(self.id, self.name)
14 
15 # 一对多
16 class Favor(Base):
17 __tablename__ = 'favor'
18 nid = Column(Integer, primary_key=True)
19 caption = Column(String(50), default='red', unique=True)
20 
21 def __repr__(self):
22 return "%s-%s" %(self.nid, self.caption)
23 
24 class Person(Base):
25 __tablename__ = 'person'
26 nid = Column(Integer, primary_key=True)
27 name = Column(String(32), index=True, nullable=True)
28 favor_id = Column(Integer, ForeignKey("favor.nid"))
29 # 与生成表结构无关，仅用于查询方便
30 favor = relationship("Favor", backref='pers')
31 
32 # 多对多
33 class ServerToGroup(Base):
34 __tablename__ = 'servertogroup'
35 nid = Column(Integer, primary_key=True, autoincrement=True)
36 server_id = Column(Integer, ForeignKey('server.id'))
37 group_id = Column(Integer, ForeignKey('group.id'))
38 group = relationship("Group", backref='s2g')
39 server = relationship("Server", backref='s2g')
40 
41 class Group(Base):
42 __tablename__ = 'group'
43 id = Column(Integer, primary_key=True)
44 name = Column(String(64), unique=True, nullable=False)
45 port = Column(Integer, default=22)
46 # group = relationship('Group',secondary=ServerToGroup,backref='host_list')
47 
48 
49 class Server(Base):
50 __tablename__ = 'server'
51 
52 id = Column(Integer, primary_key=True, autoincrement=True)
53 hostname = Column(String(64), unique=True, nullable=False)
54 
55  
56 
57 
58 def init_db():
59 Base.metadata.create_all(engine)
60 
61 
62 def drop_db():
63 Base.metadata.drop_all(engine)
64 
65 
66 Session = sessionmaker(bind=engine)
67 session = Session()



View Code


 


表结构 + 数据库连接




  






 
 




 
 






 


增：（insert into）




1 obj = Users(name="alex0", extra='sb')
2 session.add(obj)
3 session.add_all([
4 Users(name="alex1", extra='sb'),
5 Users(name="alex2", extra='sb'),
6 ])
7 session.commit()




 


删：(delete)




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





查：(select)




1 ret = session.query(Users).all()
2 ret = session.query(Users.name, Users.extra).all()
3 ret = session.query(Users).filter_by(name='alex').all()
4 ret = session.query(Users).filter_by(name='alex').first()
5 
6 ret = session.query(Users).filter(text("id<:value and name=:name")).params(value=224, name='fred').order_by(User.id).all()
7 
8 ret = session.query(Users).from_statement(text("SELECT * FROM users where name=:name")).params(name='ed').all()




 


改：(update )




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




 




其他：




 1 #　条件
 2 ret = session.query(Users).filter_by(name='alex').all()
 3 ret = session.query(Users).filter(Users.id > 1, Users.name == 'eric').all()
 4 ret = session.query(Users).filter(Users.id.between(1, 3), Users.name == 'eric').all()
 5 ret = session.query(Users).filter(Users.id.in_([1,3,4])).all()
 6 ret = session.query(Users).filter(~Users.id.in_([1,3,4])).all()
 7 ret = session.query(Users).filter(Users.id.in_(session.query(Users.id).filter_by(name='eric'))).all()
 8 from sqlalchemy import and_, or_
 9 ret = session.query(Users).filter(and_(Users.id > 3, Users.name == 'eric')).all()
10 ret = session.query(Users).filter(or_(Users.id < 2, Users.name == 'eric')).all()
11 ret = session.query(Users).filter(
12 or_(
13 Users.id < 2,
14 and_(Users.name == 'eric', Users.id > 3),
15 Users.extra != ""
16 )).all()
17 
18 
19 # 通配符
20 ret = session.query(Users).filter(Users.name.like('e%')).all()
21 ret = session.query(Users).filter(~Users.name.like('e%')).all()
22 
23 # 限制
24 ret = session.query(Users)[1:2]
25 
26 # 排序
27 ret = session.query(Users).order_by(Users.name.desc()).all()
28 ret = session.query(Users).order_by(Users.name.desc(), Users.id.asc()).all()
29 
30 # 分组
31 from sqlalchemy.sql import func
32 
33 ret = session.query(Users).group_by(Users.extra).all()
34 ret = session.query(
35 func.max(Users.id),
36 func.sum(Users.id),
37 func.min(Users.id)).group_by(Users.name).all()
38 
39 ret = session.query(
40 func.max(Users.id),
41 func.sum(Users.id),
42 func.min(Users.id)).group_by(Users.name).having(func.min(Users.id) >2).all()
43 
44 # 连表
45 
46 ret = session.query(Users, Favor).filter(Users.id == Favor.nid).all()
47 
48 ret = session.query(Person).join(Favor).all()
49 
50 ret = session.query(Person).join(Favor, isouter=True).all()
51 
52 
53 # 组合
54 q1 = session.query(Users.name).filter(Users.id > 2)
55 q2 = session.query(Favor.caption).filter(Favor.nid < 2)
56 ret = q1.union(q2).all()
57 
58 q1 = session.query(Users.name).filter(Users.id > 2)
59 q2 = session.query(Favor.caption).filter(Favor.nid < 2)
60 ret = q1.union_all(q2).all()




2017-10-14




复制代码


#!/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()


复制代码





















	







    
    

    
    

    

        

    

        

            
                
                
            
        

    

    
    

    

    








    

	
	

    

    
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