day13 SQLAlchemy

ORM:也叫关系对象映射

本篇要点：

• 原生模块 pymsql
• ORM框架 SQLAchemy

pymysql

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

需要准备的环境：

• MySQL（服务端）
• pymysql（操作客户端）
  • pymysql安装参考：http://www.cnblogs.com/woider/p/5926744.html

pymysql的使用操作：

• 执行SQL语句:

SQLAchemy

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：

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

• 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:123456@10.70.18.100:3306/ttt",max_overflow=5)    #连接数据库
Base = declarative_base()
#创建单表：
class Users(Base):     #类必须要继承Base
    __tablename__ = 'users'     #表名
    id = Column(Integer,primary_key=True)    #创建列
    name = Column(String(32))
    extra = Column(String(16))
    __table_args__ = (
        UniqueConstraint('id','name',name='centos'),     #联合索引
        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"))     #根上一个favor的nid做外键
#多对多
class ServerToGroup(Base):
    __tablename__ = 'servertogroup'
    id = Column(Integer,primary_key=True,autoincrement=True)
    hostname = Column(String(64),unique=True,nullable=False)

class Group(Base):
    __tablename__ = 'group'
    id = Column(Integer,primary_key=True)
    name = Column(String(64),unique=True,nullable=False)

class Server(Base):
    __tablename__ = 'server'
    id = Column(Integer,primary_key=True,autoincrement=True)
    hostname = Column(String(64),unique=True,nullable=False)
    port = Column(Integer,default=22)

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

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

drop_db()    #删除

• 表操作（增删改查）

1.增加操作

#!/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:123456@10.70.18.100:3306/ttt",max_overflow=5,encoding='utf-8', echo=True)    #连接数据库
Base = declarative_base()
#创建单表：
class Users(Base):     #类必须要继承Base
    __tablename__ = 'users'     #表名
    id = Column(Integer,primary_key=True,autoincrement=True)    #创建列
    name = Column(String(32))
    extra = Column(String(16))
    __table_args__ = (
        UniqueConstraint('id','name',name='centos'),     #联合索引
        Index('ix_id_name','name','extra'),
    )
def init_db():                                 # 首先要创建单表
    Base.metadata.create_all(engine)
init_db()                                        #初始化表

Session = sessionmaker(bind=engine)           #会话绑定
session = Session()

obj = Users(name='wanghui',extra='ssss')    #单条数据操作
session.add(obj)                              #增加单条数据
session.add_all([                             #多条数据的增加
    Users(name='xyz',extra='wsss'),
    Users(name='sssd',extra='dadsad'),
    Users(name='jack',extra='hello'),
    Users(name='jack1',extra='hello'),
    Users(name='jack2',extra='hello'),
    Users(name='jack3',extra='hello')
])
session.commit()                              #提交

2.删除操作

#!/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:123456@10.70.18.100:3306/ttt",max_overflow=5,encoding='utf-8', echo=True)    #连接数据库
Base = declarative_base()
#创建单表：
class Users(Base):     #类必须要继承Base
    __tablename__ = 'users'     #表名
    id = Column(Integer,primary_key=True)    #创建列
    name = Column(String(32))
    extra = Column(String(16))
    __table_args__ = (
        UniqueConstraint('id','name',name='centos'),     #联合索引
        Index('ix_id_name','name','extra'),
    )
# def init_db():                                 # 首先要创建单表
#     Base.metadata.create_all(engine)
# init_db()                                        #初始化表

Session = sessionmaker(bind=engine)           #会话绑定
session = Session()
session.query(Users).filter(Users.id > 2).delete()      #删除的话也是根据条件进行伤处操作的
session.commit()

3.修改操作

#!/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:123456@10.70.18.100:3306/ttt",max_overflow=5,encoding='utf-8', echo=True)    #连接数据库
Base = declarative_base()
#创建单表：
class Users(Base):     #类必须要继承Base
    __tablename__ = 'users'     #表名
    id = Column(Integer,primary_key=True)    #创建列
    name = Column(String(32))
    extra = Column(String(16))
    __table_args__ = (
        UniqueConstraint('id','name',name='centos'),     #联合索引
        Index('ix_id_name','name','extra'),
    )
# def init_db():                                 # 首先要创建单表
#     Base.metadata.create_all(engine)
# init_db()                                        #初始化表

Session = sessionmaker(bind=engine)           #会话绑定
session = Session()
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.commit()

4.查找操作

#!/usr/bin/env python
# -*- coding:utf-8 -*-
#!/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:123456@10.70.18.100:3306/ttt",max_overflow=5,encoding='utf-8', echo=True)    #连接数据库
Base = declarative_base()
#创建单表：
class Users(Base):     #类必须要继承Base
    __tablename__ = 'users'     #表名
    id = Column(Integer,primary_key=True)    #创建列
    name = Column(String(32))
    extra = Column(String(16))
    __table_args__ = (
        UniqueConstraint('id','name',name='centos'),     #联合索引
        Index('ix_id_name','name','extra'),
    )
# def init_db():                                 # 首先要创建单表
#     Base.metadata.create_all(engine)
# init_db()                                        #初始化表

Session = sessionmaker(bind=engine)           #会话绑定
session = Session()
ret1=session.query(Users).all()    #查询全部
ret2=session.query(Users.name,Users.extra).all()
ret3=session.query(Users).filter_by(name='099099').all() #条件匹配查
ret4=session.query(Users).filter_by(name='099099').first()
print(ret1[0].name,ret1[0].id,ret1[0].extra)      #获取第一行数据
print(ret1[1].name,ret1[1].id,ret1[1].extra)      #获取第二行的数据

5.其他操作

#!/usr/bin/env python
# -*- coding:utf-8 -*-
#!/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
from sqlalchemy import all_,and_,or_,not_   #导入条件判断语句

engine = create_engine("mysql+pymysql://root:123456@10.70.18.100:3306/ttt",max_overflow=5,encoding='utf-8', echo=True)    #连接数据库
Base = declarative_base()
#创建单表：
class Users(Base):     #类必须要继承Base
    __tablename__ = 'users'     #表名
    id = Column(Integer,primary_key=True)    #创建列
    name = Column(String(32))
    extra = Column(String(16))
    __table_args__ = (
        UniqueConstraint('id','name',name='centos'),     #联合索引
        Index('ix_id_name','name','extra'),
    )
# def init_db():                                 # 首先要创建单表
#     Base.metadata.create_all(engine)
# init_db()                                        #初始化表

Session = sessionmaker(bind=engine)           #会话绑定
session = Session()

#条件
ret = session.query(Users).filter_by(name='wanghui').all()    #条件过滤   （单个条件可以用filter_by）
#print(ret[0].name,ret[0].id,ret[0].extra)      #打印查查找的数据信息
res = session.query(Users).filter_by(name='wanghui')
print(res)     #打印操作的SQL语句
ret1 = session.query(Users).filter(Users.id > 1 , Users.name == 'wanghui').all()    #匹配查询（多个条件就不用filter_by了）
#print(ret[0].name,ret[0].id,ret[0].extra)
ret2=session.query(Users).filter(Users.id.between(1,35),Users.name=='wanghui').all()   #条件查询
ret3=session.query(Users).filter(Users.id.in_([1,34,40])).all()
ret4=session.query(Users).filter(~Users.id.in_([1,34,40])).all()     #非操作
ret5=session.query(Users).filter(and_(Users.id > 3,Users.name=='wanghui')).all()   #与操作
ret6=session.query(Users).filter(or_(Users.id > 3,Users.name=='wanghui')).all()    #或操作
ret7=session.query(Users).filter(
    or_(
        Users.id > 2,
        and_(Users.name == 'wanghui',Users.id > 10),
        Users.extra != ''
    )).all()
#通配符
ret8 = session.query(Users).filter(Users.name.like('e%')).all()     #模糊匹配
ret9 = session.query(Users).filter(~Users.name.like('e%')).all()     #模糊匹配
#限制
ret10 = session.query(Users).filter(Users.id)[1:2]
#排序
ret11 = session.query(Users).order_by(Users.extra.desc()).all()     #desc表示逆序，asc表示顺序
ret12=session.query(Users).order_by(Users.name.desc(),Users.id.asc()).all()
#分组
from sqlalchemy.sql import func
ret13 = session.query(Users).group_by(Users.extra).all()
ret14 = 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()
#连表操作
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()

连表操作：

为什么要分表：

解决数据冗余的问题

约束问题：外键

单表查询：

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

engine = create_engine("mysql+pymysql://root:123456@10.70.18.100:3306/zzz",max_overflow=5,encoding='utf-8')    #连接数据库
# engine = create_engine("mysql+pymysql://root:123456@10.70.18.100:3306/zzz",max_overflow=5,encoding='utf-8', echo=True)    #连接数据库
Base = declarative_base()
#建表
class Test(Base):
    __tablename__='test'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    name=Column(String(32))

#一对多表
class Group(Base):
    __tablename__='group'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    caption=Column(String(32))

class User(Base):
    __tablename__='user'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    username=Column(String(32))
    group_id=Column(Integer,ForeignKey(Group.nid))     #和group的id建立关系
    def __repr__(self):                               #当加入repr定义的字符格式的时候会把非映射关系的数据按照tmp定义的格式输出
        tmp = '%s - %s - %s'%(self.nid,self.username,self.group_id)
        return tmp

#生成表
def init_db():
    Base.metadata.create_all(engine)
init_db()

Session = sessionmaker(bind=engine)           #会话绑定
session = Session()

session.add_all([                    #插入组数据
    Group(caption='DBA'),
    Group(caption='OPS')
])
session.add_all([                    #插入用户数据
    User(username='alex',group_id=1),
    User(username='wanghui',group_id=2)
])
session.commit()
ret=session.query(User).filter(User.username=='wanghui').all()    #将收集的数据存储成为一个list对象
print(ret)
obj=ret[0]
print(obj)
print(obj.username)
print(obj.group_id)
print(obj.nid)
ret1=session.query(User.username).all()     #这样的话可以直接获取数据（加上映射之后就可以取到数据了）
print(ret1)

正向查找：

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

engine = create_engine("mysql+pymysql://root:123456@10.70.18.100:3306/zzz",max_overflow=5,encoding='utf-8')    #连接数据库
# engine = create_engine("mysql+pymysql://root:123456@10.70.18.100:3306/zzz",max_overflow=5,encoding='utf-8', echo=True)    #连接数据库
Base = declarative_base()
#建表
class Test(Base):
    __tablename__='test'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    name=Column(String(32))

#一对多表
class Group(Base):
    __tablename__='group'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    caption=Column(String(32))

class User(Base):
    __tablename__='user'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    username=Column(String(32))
    group_id=Column(Integer,ForeignKey(Group.nid))     #和group的id建立关系
    group=relationship('Group',backref='uuu')        #解决查询时候的连表关系,
    def __repr__(self):                               #当加入repr定义的字符格式的时候会把非映射关系的数据按照tmp定义的格式输出
        tmp = '%s - %s - %s'%(self.nid,self.username,self.group_id)
        return tmp

#生成表
def init_db():
    Base.metadata.create_all(engine)
init_db()

Session = sessionmaker(bind=engine)           #会话绑定
session = Session()

# session.add_all([                    #插入组数据
#     Group(caption='DBA'),
#     Group(caption='OPS')
# ])
# session.add_all([                    #插入用户数据
#     User(username='alex',group_id=1),
#     User(username='wanghui',group_id=2)
# ])
# session.commit()
#连表操作
#正向查询方式
ret=session.query(User).all()
for obj in ret:    #obj代指user表的nid，obj
    print(obj.nid,obj.username,obj.group_id,obj.group.nid,obj.group.caption)

反向查找：

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

engine = create_engine("mysql+pymysql://root:123456@10.70.18.100:3306/zzz",max_overflow=5,encoding='utf-8')    #连接数据库
# engine = create_engine("mysql+pymysql://root:123456@10.70.18.100:3306/zzz",max_overflow=5,encoding='utf-8', echo=True)    #连接数据库
Base = declarative_base()
#建表
class Test(Base):
    __tablename__='test'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    name=Column(String(32))

#一对多表
class Group(Base):
    __tablename__='group'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    caption=Column(String(32))

class User(Base):
    __tablename__='user'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    username=Column(String(32))
    group_id=Column(Integer,ForeignKey(Group.nid))     #和group的id建立关系
    group=relationship('Group',backref='uuu')        #解决查询时候的连表关系,
    def __repr__(self):                               #当加入repr定义的字符格式的时候会把非映射关系的数据按照tmp定义的格式输出
        tmp = '%s - %s - %s'%(self.nid,self.username,self.group_id)
        return tmp

#生成表
# def init_db():
#     Base.metadata.create_all(engine)
# init_db()
#
Session = sessionmaker(bind=engine)           #会话绑定
session = Session()
#
# session.add_all([   j                 #插入组数据
#     Group(caption='DBA'),
#     Group(caption='OPS')
# ])
# session.add_all([                    #插入用户数据
#     User(username='alex',group_id=1),
#     User(username='wanghui',group_id=2)
# ])
# session.commit()
#连表操作
# sql=session.query(User.username,Group.caption).join(Group,isouter=True).filter(Group.caption=='DBA')
# print(sql)
# ret=session.query(User.username,Group.caption).join(Group,isouter=True).filter(Group.caption=='DBA').all()   #isouter:表示left JOIN
# print(ret)
#反向查询
res=session.query(Group).filter(Group.caption=='DBA').first()
print(res.nid)
print(res.caption)
print(res.uuu)

多对多数据创建与操作：

多对多使用背景：

多机器，多用户，多权限

类似于下图的格式：

对于主机c1来说都存在与之对应的服务器用户，所以要建立用户和服务器指之间的关联关系，就要出现一张新的表来对应他们之间的关系表：

外键约束；

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

engine = create_engine("mysql+pymysql://root:123456@10.70.18.100:3306/zzz",max_overflow=5,encoding='utf-8')    #连接数据库
# engine = create_engine("mysql+pymysql://root:123456@10.70.18.100:3306/zzz",max_overflow=5,encoding='utf-8', echo=True)    #连接数据库
Base = declarative_base()
#建表
class Group(Base):
    __tablename__='group'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    caption=Column(String(32))

class User(Base):
    __tablename__='user'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    username=Column(String(32))
    group_id=Column(Integer,ForeignKey(Group.nid))     #和group的id建立关系
    group=relationship('Group',backref='uuu')        #解决查询时候的连表关系,
    def __repr__(self):                               #当加入repr定义的字符格式的时候会把非映射关系的数据按照tmp定义的格式输出
        tmp = '%s - %s - %s'%(self.nid,self.username,self.group_id)
        return tmp

class Host(Base):
    __tablename__='host'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    hostname=Column(String(32))
    port=Column(String(32))
    ip=Column(String(32))

class HostUser(Base):
    __tablename__='host_user'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    username=Column(String(32))

class HostToHostUser(Base):
    __tablename__ = 'host_to_host_user'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    host_id=Column(Integer,ForeignKey('host.nid'))
    host_user_id=Column(Integer,ForeignKey('host_user.nid'))

#创建表
# def init_db():
#     Base.metadata.create_all(engine)
# init_db()
Session=sessionmaker(bind=engine)
session=Session()
#创建数据
# session.add_all([
#     Host(hostname='c1',port=22,ip='192.168.1.1'),
#     Host(hostname='c2',port=22,ip='192.168.1.2'),
#     Host(hostname='c3',port=22,ip='192.168.1.3'),
#     Host(hostname='c4',port=22,ip='192.168.1.4'),
#     Host(hostname='c5',port=22,ip='192.168.1.5'),
# ])
# session.add_all([
#     HostUser(username='root'),
#     HostUser(username='wanghui'),
#     HostUser(username='zzd'),
#     HostUser(username='ys'),
# ])
#创建对应关系数据
# session.add_all([
#     HostToHostUser(host_id=1,host_user_id=1),
#     HostToHostUser(host_id=1,host_user_id=2),
#     HostToHostUser(host_id=1,host_user_id=3),
#     HostToHostUser(host_id=2,host_user_id=1),
#     HostToHostUser(host_id=2,host_user_id=2),
#     HostToHostUser(host_id=2,host_user_id=3),
# ])
# session.commit()
#获取主机1中的用户数据

推荐方式：

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

engine = create_engine("mysql+pymysql://root:123456@10.70.18.100:3306/zzz",max_overflow=5,encoding='utf-8')    #连接数据库
# engine = create_engine("mysql+pymysql://root:123456@10.70.18.100:3306/zzz",max_overflow=5,encoding='utf-8', echo=True)    #连接数据库
Base = declarative_base()
#建表
class Group(Base):
    __tablename__='group'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    caption=Column(String(32))

class User(Base):
    __tablename__='user'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    username=Column(String(32))
    group_id=Column(Integer,ForeignKey(Group.nid))     #和group的id建立关系
    group=relationship('Group',backref='uuu')        #解决查询时候的连表关系,
    def __repr__(self):                               #当加入repr定义的字符格式的时候会把非映射关系的数据按照tmp定义的格式输出
        tmp = '%s - %s - %s'%(self.nid,self.username,self.group_id)
        return tmp

class HostToHostUser(Base):                                    #关系表
    __tablename__ = 'host_to_host_user'
    nid=Column(Integer,primary_key=True,autoincrement=True)   #自己的主键
    host_id=Column(Integer,ForeignKey('host.nid'))    #创建host外键
    host_user_id=Column(Integer,ForeignKey('host_user.nid'))  #创建user外键

class Host(Base):
    __tablename__='host'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    hostname=Column(String(32))
    port=Column(String(32))
    ip=Column(String(32))
    host_user=relationship('HostUser',secondary=HostToHostUser.__table__,backref='host_list')    #正向查找和反向查找

class HostUser(Base):
    __tablename__='host_user'
    nid=Column(Integer,primary_key=True,autoincrement=True)
    username=Column(String(32))

#创建表
# def init_db():
#     Base.metadata.create_all(engine)
# init_db()
Session=sessionmaker(bind=engine)
session=Session()
#创建host数据
# session.add_all([
#     Host(hostname='c1',port=22,ip='192.168.1.1'),
#     Host(hostname='c2',port=22,ip='192.168.1.2'),
#     Host(hostname='c3',port=22,ip='192.168.1.3'),
#     Host(hostname='c4',port=22,ip='192.168.1.4'),
#     Host(hostname='c5',port=22,ip='192.168.1.5'),
# ])
#插入用户
# session.add_all([
#     HostUser(username='root'),
#     HostUser(username='wanghui'),
#     HostUser(username='zzd'),
#     HostUser(username='ys'),
# ])
#创建对应关系数据
# session.add_all([
#     HostToHostUser(host_id=1,host_user_id=1),
#     HostToHostUser(host_id=1,host_user_id=2),
#     HostToHostUser(host_id=1,host_user_id=3),
#     HostToHostUser(host_id=2,host_user_id=1),
#     HostToHostUser(host_id=2,host_user_id=),
#     HostToHostUser(host_id=2,host_user_id=3),
# ])
# session.commit()
host_obj=session.query(Host).filter(Host.hostname=='c1').first()
print(host_obj.host_user)

整体思想

1.创建表和操作表

2.操作表：

单表操作：转换操作

连表操作：.join

创建关系：

一对多：正向查找，反向查找

多对多：多一张关系表