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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。
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
一、底层处理
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()
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)
#!/usr/bin/env python # -*- coding:utf-8 -*- import sqlalchemy 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:python123@192.168.12.100:3306/test‘) Base =declarative_base() class Son(Base): __tablename__ = ‘son‘ id = Column(Integer,primary_key=True) name = Column(String(32)) age = Column(String(16)) father_id = Column(Integer,ForeignKey(‘father.id‘)) class Father(Base): __tablename__ = ‘father‘ id = Column(Integer,primary_key=True) name = Column(String(32)) age = Column(String(16)) # son = relationship(‘Son‘) Base.metadata.create_all(engine) #创建表 #Base.Metadata.drop_all(engine) Session = sessionmaker(bind=engine) session = Session() f1 = Father(name=‘alvin‘,age=50) session.commit() w1 = Son(name = ‘little alvin1‘, age = 4, father_id=1) w2 = Son(name = ‘little alvin1‘, age = 4, father_id=1) # w1 = Son(name = ‘little alvin1‘, age = 4) # w2 = Son(name = ‘little alvin1‘, age = 4) # f1.son=[w1,w2] session.add_all([f1,w1,w2]) session.commit()
#!/usr/bin/env python # -*- coding:utf-8 -*- import sqlalchemy 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:python123@192.168.12.100:3306/test‘) Base =declarative_base() class Son(Base): __tablename__ = ‘son‘ id = Column(Integer,primary_key=True) name = Column(String(32)) age = Column(String(16)) father_id = Column(Integer,ForeignKey(‘father.id‘)) class Father(Base): __tablename__ = ‘father‘ id = Column(Integer,primary_key=True) name = Column(String(32)) age = Column(String(16)) son = relationship(‘Son‘) Base.metadata.create_all(engine) #创建表 #Base.Metadata.drop_all(engine) Session = sessionmaker(bind=engine) session = Session() f1 = Father(name=‘alvin‘,age=50) session.commit() # w1 = Son(name = ‘little alvin1‘, age = 4, father_id=1) # w2 = Son(name = ‘little alvin1‘, age = 4, father_id=1) w1 = Son(name = ‘little alvin1‘, age = 4) w2 = Son(name = ‘little alvin1‘, age = 4) f1.son=[w1,w2] session.add_all([f1,w1,w2]) session.commit()
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()
obj = Users(name="alex0", extra=‘sb‘) session.add(obj) session.add_all([ Users(name="alex1", extra=‘sb‘), Users(name="alex2", extra=‘sb‘), ]) session.commit()
session.query(Users).filter(Users.id > 2).delete() session.commit()
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()
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()
# 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()
更多功能参见文档,猛击这里下载PDF
#!/usr/bin/env python # -*- coding:utf-8 -*- from sqlalchemy import create_engine,and_,or_,func,Table from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import Column, Integer, String,ForeignKey,UniqueConstraint,DateTime from sqlalchemy.orm import sessionmaker,relationship Base = declarative_base() #生成一个SqlORM 基类 # 服务器账号和组 # HostUser2Group = Table(‘hostuser_2_group‘,Base.metadata, # Column(‘hostuser_id‘,ForeignKey(‘host_user.id‘),primary_key=True), # Column(‘group_id‘,ForeignKey(‘group.id‘),primary_key=True), # ) # 用户和组关系表,用户可以属于多个组,一个组可以有多个人 UserProfile2Group = Table(‘userprofile_2_group‘,Base.metadata, Column(‘userprofile_id‘,ForeignKey(‘user_profile.id‘),primary_key=True), Column(‘group_id‘,ForeignKey(‘group.id‘),primary_key=True), ) # 程序登陆用户和服务器账户,一个人可以有多个服务器账号,一个服务器账号可以给多个人用 UserProfile2HostUser= Table(‘userprofile_2_hostuser‘,Base.metadata, Column(‘userprofile_id‘,ForeignKey(‘user_profile.id‘),primary_key=True), Column(‘hostuser_id‘,ForeignKey(‘host_user.id‘),primary_key=True), ) class Host(Base): __tablename__=‘host‘ id = Column(Integer,primary_key=True,autoincrement=True) hostname = Column(String(64),unique=True,nullable=False) ip_addr = Column(String(128),unique=True,nullable=False) port = Column(Integer,default=22) def __repr__(self): return "<id=%s,hostname=%s, ip_addr=%s>" %(self.id, self.hostname, self.ip_addr) class HostUser(Base): __tablename__ = ‘host_user‘ id = Column(Integer,primary_key=True) AuthTypes = [ (u‘ssh-passwd‘,u‘SSH/Password‘), (u‘ssh-key‘,u‘SSH/KEY‘), ] # auth_type = Column(ChoiceType(AuthTypes)) auth_type = Column(String(64)) username = Column(String(64),unique=True,nullable=False) password = Column(String(255)) host_id = Column(Integer,ForeignKey(‘host.id‘)) # groups = relationship(‘Group‘, # secondary=HostUser2Group, # backref=‘host_list‘) __table_args__ = (UniqueConstraint(‘host_id‘,‘username‘, name=‘_host_username_uc‘),) def __repr__(self): return "<id=%s,name=%s>" %(self.id,self.username) class Group(Base): __tablename__ = ‘group‘ id = Column(Integer,primary_key=True) name = Column(String(64),unique=True,nullable=False) def __repr__(self): return "<id=%s,name=%s>" %(self.id,self.name) class UserProfile(Base): __tablename__ = ‘user_profile‘ id = Column(Integer,primary_key=True) username = Column(String(64),unique=True,nullable=False) password = Column(String(255),nullable=False) # host_list = relationship(‘HostUser‘, # secondary=UserProfile2HostUser, # backref=‘userprofiles‘) # groups = relationship(‘Group‘, # secondary=UserProfile2Group, # backref=‘userprofiles‘) def __repr__(self): return "<id=%s,name=%s>" %(self.id,self.username) class AuditLog(Base): __tablename__ = ‘audit_log‘ id = Column(Integer,primary_key=True) userprofile_id = Column(Integer,ForeignKey(‘user_profile.id‘)) hostuser_id = Column(Integer,ForeignKey(‘host_user.id‘)) action_choices2 = [ (u‘cmd‘,u‘CMD‘), (u‘login‘,u‘Login‘), (u‘logout‘,u‘Logout‘), ] action_type = Column(ChoiceType(action_choices2)) #action_type = Column(String(64)) cmd = Column(String(255)) date = Column(DateTime) # user_profile = relationship("UserProfile") #bind_host = relationship("BindHost") engine = create_engine("mysql+pymsql://root:123@localhost:3306/stupid_jumpserver",echo=False) Base.metadata.create_all(engine) #创建所有表结构
---苑昊单表操作
(不涉及一对多,多对多)
#coding:utf8 import sqlalchemy from sqlalchemy import create_engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import Column, Integer, String from sqlalchemy.orm import sessionmaker print(sqlalchemy.__version__) engine = create_engine(‘sqlite:///dbyuan1.db‘, echo=True) Base = declarative_base()#生成一个SQLORM基类 class User(Base): __tablename__ = ‘users‘ id = Column(Integer, primary_key=True) name = Column(String) fullname = Column(String) password = Column(String) def __repr__(self): return "<User(name=‘%s‘, fullname=‘%s‘, password=‘%s‘)>" % ( self.name, self.fullname, self.password) Base.metadata.create_all(engine) #创建所有表结构 ed_user = User(name=‘xiaoyu‘, fullname=‘Xiaoyu Liu‘, password=‘123‘) print(ed_user) #这两行触发sessionmaker类下的__call__方法,return得到 Session实例,赋给变量session,所以session可以调用Session类下的add,add_all等方法 MySession = sessionmaker(bind=engine) session = MySession() session.add(ed_user) # our_user = session.query(User).filter_by(name=‘ed‘).first() # SELECT * FROM users WHERE name="ed" LIMIT 1; # session.add_all([ # User(name=‘alex‘, fullname=‘Alex Li‘, password=‘456‘), # User(name=‘alex‘, fullname=‘Alex old‘, password=‘789‘), # User(name=‘peiqi‘, fullname=‘Peiqi Wu‘, password=‘sxsxsx‘)]) session.commit() #print(">>>",session.query(User).filter_by(name=‘ed‘).first()) #print(session.query(User).all()) # for row in session.query(User).order_by(User.id): # print(row) # for row in session.query(User).filter(User.name.in_([‘alex‘, ‘wendy‘, ‘jack‘])):#这里的名字是完全匹配 # print(row) # for row in session.query(User).filter(~User.name.in_([‘ed‘, ‘wendy‘, ‘jack‘])): # print(row) #print(session.query(User).filter(User.name == ‘ed‘).count()) #from sqlalchemy import and_, or_ # for row in session.query(User).filter(and_(User.name == ‘ed‘, User.fullname == ‘Ed Jones‘)): # print(row) # for row in session.query(User).filter(or_(User.name == ‘ed‘, User.name == ‘wendy‘)): # print(row)
二 一对多的关联表操作
案例一
复制代码 #coding:utf8 import sqlalchemy from sqlalchemy import create_engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import Column, Integer, String,ForeignKey from sqlalchemy.orm import sessionmaker,relationship engine = create_engine(‘sqlite:///dbyuan2.db‘, echo=True) Base = declarative_base() class Father(Base): __tablename__ = ‘father‘ #id = Column(Integer, primary_key=True)里的数据类型一定写整型(Integer) id = Column(Integer, primary_key=True) name = Column(String(20)) def __repr__(self): return "<Father(name=‘%s‘)>" % self.name class Son(Base): __tablename__ = ‘son‘ id = Column(Integer, primary_key=True) name = Column(String(20)) #ForeignKey建在多的一方 father_id = Column(String(20), ForeignKey(‘father.id‘)) father=relationship("Father",backref="son", order_by=id) def __repr__(self): return "<Son(name=‘%s‘)>" % self.name Base.metadata.create_all(engine) Session = sessionmaker(bind=engine) session = Session() f1= Father(name=‘zhangsan‘) f2= Father(name=‘lisi‘) f3= Father(name=‘wangwu‘) f1.son = [Son(name=‘zhangdasan‘),Son(name=‘zhangersan‘)] session.add(f1) session.commit() for u, a in session.query(Father, Son). filter(Father.id==Son.id). all(): print u, a #<Father(name=‘zhangsan‘)> <Son(name=‘zhangdasan‘)>
案例二
#__ *__ coding:utf8__*__ from sqlalchemy import create_engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import Column, Integer, String,and_,or_,ForeignKey from sqlalchemy.orm import sessionmaker,relationship Base = declarative_base() #生成一个SqlORM 基类 engine = create_engine(‘sqlite:///dbyuan3.db‘, echo=True) class Host(Base): __tablename__ =‘host‘ id = Column(Integer,primary_key=True,autoincrement=True) hostname = Column(String(64),unique=True,nullable=False) ip_addr = Column(String(128),unique=True,nullable=False) port = Column(Integer,default=22) #前提 一个主机只能属于一个组 group_id=Column(Integer,ForeignKey(‘group.id‘)) group=relationship(‘Group‘,backref=‘host‘) def __repr__(self): return "id:%s hostname:%s port:%s"%(self.id,self.hostname,self.port) class Group(Base): __tablename__=‘group‘ id=Column(Integer,primary_key=True) name=Column(String(64),unique=True,nullable=False) def __repr__(self): return "id:%s hostname:%s"%(self.id,self.name) Base.metadata.create_all(engine) #创建所有表结构 if __name__ == ‘__main__‘: SessionCls = sessionmaker(bind=engine,autoflush=False) session = SessionCls() g1=Group(name=‘g1‘) g2=Group(name=‘g2‘) g3=Group(name=‘g3‘) session.add_all([g1,g2,g3]) session.commit() h1 = Host(hostname=‘localhost‘,ip_addr=‘127.0.0.1‘,group_id=g1.id)#g1如果在这之前没有提交,group_id拿到的永远是一个空值 h2 = Host(hostname=‘ubuntu‘,ip_addr=‘192.168.2.243‘,port=20000) session.add_all([h1,h2]) session.commit() g1=session.query(Group).filter(Group.name==‘g1‘).first() h=session.query(Host).filter(Host.hostname==‘localhost‘).first()#注意要加上first(),否则报错,注意与all()结果的不同 print "<<<",g2 print ">>>",h print(h.group.name) print g1.host print g1.host[0].hostname #g2.host什么结果?(未绑定,无结果)
三 多对多的关联表操作
#!/usr/bin/env python # -*- coding:utf-8 -*- from sqlalchemy import create_engine,and_,or_,func,Table from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import Column, Integer, String,ForeignKey from sqlalchemy.orm import sessionmaker,relationship Base = declarative_base() #生成一个SqlORM 基类 Host2Group = Table(‘host_2_group‘,Base.metadata, Column(‘host_id‘,ForeignKey(‘host.id‘),primary_key=True), Column(‘group_id‘,ForeignKey(‘group.id‘),primary_key=True),) engine = create_engine(‘sqlite:///dbyuan4.db‘, echo=True) class Host(Base): __tablename__ = ‘host‘ id = Column(Integer,primary_key=True,autoincrement=True) hostname = Column(String(64),unique=True,nullable=False) ip_addr = Column(String(128),unique=True,nullable=False) port = Column(Integer,default=22) group = relationship(‘Group‘, secondary=Host2Group, backref=‘host_list‘) #group =relationship("Group",back_populates=‘host_list‘) def __repr__(self): return "<id=%s,hostname=%s, ip_addr=%s>" %(self.id, self.hostname, self.ip_addr) class Group(Base): __tablename__ = ‘group‘ id = Column(Integer,primary_key=True) name = Column(String(64),unique=True,nullable=False) def __repr__(self): return "<id=%s,name=%s>" %(self.id,self.name) Base.metadata.create_all(engine) #创建所有表结构 if __name__ == ‘__main__‘: SessionCls = sessionmaker(bind=engine,autoflush=False) session = SessionCls() g1 = Group(name=‘g1‘) g2 = Group(name=‘g2‘) g3 = Group(name=‘g3‘) g4 = Group(name=‘g4‘) session.add_all([g1,g2,g3,g4]) session.commit() #g4 = session.query(Group).filter(Group.name==‘g4‘).first() #h = session.query(Host).filter(Host.hostname==‘localhost‘).update({‘group_id‘:g4.id}) #h = session.query(Host).filter(Host.hostname==‘localhost‘).first() #print("h1:",h.group.name ) #print("g:",g4.host_list ) h1 = Host(hostname=‘h1‘,ip_addr=‘192.168.1.56‘) h2 = Host(hostname=‘h2‘,ip_addr=‘192.168.1.57‘,port=10000) h3 = Host(hostname=‘ubuntu‘,ip_addr=‘192.168.1.58‘,port=10000) session.add_all([h1,h2,h3]) session.commit() groups = session.query(Group).all() g1 = session.query(Group).first() h2 = session.query(Host).filter(Host.hostname==‘h2‘).first() h2.group = groups[1:-1] print("===========>",h2.group) #objs = #session.query(Host).join(Host.group).group_by(Group.name).all() #objs = session.query(Host,func.count(Group.name)). #join(Host.group).group_by(Group.name).all() #print("-->objs:",objs) #print("++>",obj) #obj.hostname = "test server" #session.delete(obj) #objs = session.query(Host).filter(and_(Host.hostname.like("ub%"), Host.port > 20)).all() session.commit()
注意:
1 Session = sessionmaker(bind=engine,autoflush=False)
2 session.add添加数据到数据后,一定要session.commit()后才能增删改查,否则结果只能为none
3 session.query(Group).filter(Group.name==‘g1‘).first() 注意有无first()的区别
再注意:
1 关于 session.add session.query session.commit的顺序问题?
就是说在同一个会话中, insert into table (xxxx)后,可以select * from xxx;可以查询到插入的数据,只是不能在其他会话,比如我另开一个客户端去连接数据库不能查询到刚刚插入的数据。
这个数据已经到数据库。值是数据库吧这个数据给锁了。只有插入数据的那个session可以查看到,其他的session不能查看到,可以理解提交并解锁吧。
2 第三张表必须利用table创建吗?NO
3 联合唯一
4 一对多的第二个例子,如何理解去掉第一个commit后就报错的现象
----课上的两个小案例
#!/usr/bin/env python # -*- coding:utf-8 -*- import sqlalchemy 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:python123@192.168.12.100:3306/test‘) Base =declarative_base() class Son(Base): __tablename__ = ‘son‘ id = Column(Integer,primary_key=True) name = Column(String(32)) age = Column(String(16)) father_id = Column(Integer,ForeignKey(‘father.id‘)) class Father(Base): __tablename__ = ‘father‘ id = Column(Integer,primary_key=True) name = Column(String(32)) age = Column(String(16)) son = relationship(‘Son‘,backref = ‘father‘) #创建多对多的关系话,得加入那句话:。。。。。 Session = sessionmaker(bind=engine) session = Session() ret = session.query(Father.name.label(‘别名‘),Son.name.label("儿子名")).join(Son) # print(ret) f1 = session.query(Father).filter_by(id=1).first() print(f1) print(f1.son)#这是一个集合【】 print(f1.son[0].name) #想拿到每一个值的话就要for循环 s1 = session.query(Son).filter_by(father_id=1).first() # print(s1.father.name)
#!/usr/bin/env python # -*- coding:utf-8 -*- import sqlalchemy 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:python123@192.168.12.100:3306/test?charset=utf8‘) Base =declarative_base() class Men_to_Wemon(Base): __tablename__ = ‘men_to_wemon‘ nid = Column(Integer, primary_key=True) men_id = Column(Integer, ForeignKey(‘men.id‘)) women_id = Column(Integer, ForeignKey(‘women.id‘)) class Men(Base): __tablename__ = ‘men‘ id = Column(Integer, primary_key=True) name = Column(String(32)) age = Column(String(16)) gf=relationship("Women",secondary=Men_to_Wemon.__table__) class Women(Base): __tablename__ = ‘women‘ id = Column(Integer, primary_key=True) name = Column(String(32)) age = Column(String(16)) bf = relationship(‘Men‘, secondary=Men_to_Wemon.__table__) # bf = relationship(‘Men‘, secondary=Men_to_Wemon.__table__,backref=‘gf‘) ##创建多对多的关系话,得加入那句话:。。。。。sescondary....上面的men Base.metadata.create_all(engine) # Base.metadata.drop_all(engine) """ 1.创建完表 2.插入数据 3.用m1.gf = w1插入数据 """ Session = sessionmaker(bind=engine) session = Session() # w1 = Women(name="alex",age="18") # w2 = Women(name="wusir",age="18") # m1 = Men(name="如花",age="40") # m2 = Men(name = "凤姐",age="40") # # # # # session.add_all([m1,m2,w1,w2,]) # session.commit() # # # mw = Men_to_Wemon(men_id=1,women_id=2) # # # session.add(mw) # session.commit() #------------------- m1 = session.query(Men).filter_by(id=2).first()#对想 w1 = session.query(Women).all()#对象集合 print(m1.gf) # m1.gf # m1.gf是一个列表 # session.add_all([m1,]) # session.commit()
#!/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(‘sqlite:///dbyuan674uu.db‘, echo=True) engine = create_engine(‘mysql+pymysql://root@127.0.0.1:3306/com?charset=utf8‘) #1 连接已存在的数据库 Base = declarative_base() #2 创建ORM的基类 class Men_to_Wemon(Base): __tablename__ = ‘men_to_wemon‘ nid = Column(Integer, primary_key=True) men_id = Column(Integer, ForeignKey(‘men.id‘)) women_id = Column(Integer, ForeignKey(‘women.id‘)) class Men(Base): __tablename__ = ‘men‘ id = Column(Integer, primary_key=True) name = Column(String(32)) age= Column(String(16)) gf= relationship("Women", secondary=Men_to_Wemon.__table__) class Women(Base): __tablename__ =‘women‘ id = Column(Integer, primary_key=True) name = Column(String(32)) age= Column(String(16)) bf=relationship("Men",secondary=Men_to_Wemon.__table__) Base.metadata.create_all(engine) # 3 在数据库生成表 # 4 通过激活sessionmaker的__call__方法来return一个Session实例(Session类下提供了增删改查的具体方法) Session = sessionmaker(bind=engine) session = Session() # m1=Men(name=‘alex‘,age=18) # m2=Men(name=‘wusir‘,age=18) # w1=Women(name=‘如花‘,age=40) # w2=Women(name=‘铁锤‘,age=45) # session.add_all([m1,m2,w1,w2,]) # session.commit() # t1=Men_to_Wemon(men_id=1,women_id=2) m1=session.query(Men).filter_by(id=2).first() print(m1) w1=session.query(Women).all() m1.gf=w1 session.add_all([m1,]) session.commit() # 需要注意的地方: # 1 查询时如果不加all,first等,得到的是sql语句,加上后,才是具体的结果;而all的结果是一个列表。 # 2 m1.gf是一个列表,里面存放着符合条件的对象。 # 3 filter与filter_by的区别:filter是拿键值对的参数,filter_by是拿条件判断的参数。
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原文地址:http://www.cnblogs.com/renfanzi/p/5744925.html