sqlchemy(重点)
今日内容:sqlchemy
SQLAlchemy: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。
一.创建表
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://用户名:密码@IP地址:端口号/数据库名?charset=utf8", max_overflow=5(最大连接))
Base = declarative_base()
创建单表:
class UserType(Base): __tablename__ = 'usertype' # 表名 id = Column(Integer, autoincrement=True, primary_key=True) title = Column(String(32), nullable=False, server_default='')
class users(Base): __tablename__ = 'users' # 表名 id = Column(Integer, autoincrement=True, primary_key=True) name = Column(String(32), nullable=False, server_default='') extra = Column(String(32), nullable=False, server_default='') type_id = Column(Integer, ForeignKey(UserType.id)) #type_id与usertype表的id设置外键关联
usertype = relationship('UserType', backref='xxoo') # 正向,反向查询 详情看注释
注释:usertype = relationship('UserType')正向查询,给自己的表创建一个隐藏列,可以点出对方表的列名
usertype = relationship(backref='xxoo') 反向查询,给对方表创建一个隐藏列,可以点出自己表的列名
# 一对多 class Favor(Base): __tablename__ = 'favor' nid = Column(Integer, primary_key=True) caption = Column(VARCHAR(50), default='red', unique=True) class Person(Base): __tablename__ = 'person' nid = Column(Integer, primary_key=True) name = Column(VARCHAR(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(VARCHAR(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(VARCHAR(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 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(VARCHAR(32)) extra = Column(VARCHAR(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(VARCHAR(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)
Session = sessionmaker(bind=engine) # 绑定引擎 session = Session() # 实例化
增加一条数据: obj = Users(name="alex0", extra='sb') session.add(obj)
增加多条数据 session.add_all([ Users(name="alex1", extra='sb'), Users(name="alex2", extra='sb'), ]) session.commit()
删除 session.query(Users).filter(Users.id > 2).delete() session.commit()
修改 session.query(Users).filter(Users.id > 2).update({"name" : "099"}) session.commit()
查询 ret = session.query(Users).all() 返回一个列表,里面存放对象 res = session.query(UserType).filter(UserType.title=='VIP用户',UserType.id==2).all() 查询单条 where条件查询指定的一条,返回值列表,里面存放对象 print(res[0].title) res = session.query(UserType).first() # 查询单条 first 返回第一条
print(res.title)
between ......and .. 返回值 列表 res = session.query(UserType).filter(UserType.id.between(1,5)).all() for row in res: print(row.id,row.title)
in 操作 (res返回的是sql语句) res = session.query(UserType).filter(UserType.id.in_([1,2,3])).all() for row in res: print(row.id,row.title) ~in_ 表示 notin_,表示取反 (res返回的是sql语句) res = session.query(UserType).filter(~UserType.id.in_([1,2,3])).all() for row in res: print(row.id,row.title)
and 和 or的操作 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 limit 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.min(Users.id)).group_by(Users.name).all() ret = session.query( func.max(Users.id), func.min(Users.id)).group_by(Users.name).having(func.min(Users.id) >2).all()
# 连表 # join默认内连接 ret = session.query(Users, Favor).filter(Users.id == Favor.nid).all() # isouter=True 改为外连接,默认左连接 ret = session.query(Person).join(Favor, isouter=True).all()

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