orm英文全称object relational mapping,对象映射关系
常用操作
""" 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...] SQLite driver://user:pass@host/database """ import sqlalchemy # 第三方库,需要安装 from sqlalchemy import create_engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import Column, Integer, String from sqlalchemy.orm import sessionmaker from sqlalchemy import func # 创建表结构 engine = create_engine("mysql+pymysql://root:123456@127.0.0.1/test", encoding="utf8", echo=False) Base = declarative_base() #声明基类 class User(Base): __tablename__ = "user" id = Column(Integer, primary_key=True) name = Column(String(32)) # varchar(32) password = Column(String(64)) def __repr__(self): return "<%s name: %s >" %(self.id, self.name) # Base.metadata.create_all(engine) # 创建表结构 # 创建一条数据 Session_class = sessionmaker(bind=engine) # 创建会话类 session = Session_class() # 实例化 # user_obj = User(name="Tom", password="123456") # 生成数据对象 # print(user_obj.name, user_obj.id) # id=None # 添加数据 # session.add(user_obj) # print(user_obj.name, user_obj.id) # # session.commit() # 提交事务 # 查询 data = session.query(User).filter(User.id==2).first() # 或者all() print(data) # 修改 data.name = "Alex" data.password = "abc" session.commit() # 多条件查询 data = session.query(User).filter(User.id>2).filter(User.name =="alex").all() # 或者all() print(data) # 回滚 user1= User(name="xiaobai", password="xxx") session.add(user1) data1 = session.query(User).filter(User.name == "xiaobai").all() print(data1) session.rollback() data2 = session.query(User).filter(User.name == "xiaobai").all() print(data2) # 统计 count = session.query(User).filter(User.name.like("a%")).count() print(count) # 分组 data = session.query(User.name, func.count(User.name)).group_by(User.name).all() print(data)
外键关联
import sqlalchemy # 第三方库,需要安装 from sqlalchemy import create_engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import Column, Integer, String, DATE, ForeignKey from sqlalchemy.orm import sessionmaker, relationship from sqlalchemy import func # 创建表结构 engine = create_engine("mysql+pymysql://root:123456@127.0.0.1/test", encoding="utf-8", echo=False) Base = declarative_base() #声明基类 class Student(Base): __tablename__ = "student" id = Column(Integer, primary_key=True) name = Column(String(32), nullable=False) register_date = Column(DATE, nullable=False) def __repr__(self): return "<%s name: %s >" %(self.id, self.name) class study_record(Base): __tablename__ = "study_record" id = Column(Integer, primary_key=True) day = Column(Integer, nullable=False) status = Column(String(32), nullable=False) stu_id = Column(Integer, ForeignKey("student.id")) # 允许在study_record表中,通过backref字段反向查出student的关联项 student = relationship("student", backref="study_record") Base.metadata.create_all(engine)
一对多关系
# 如果一个User拥有多个Book,就可以定义一对多关系 class User(Base): __tablename__ = 'user' id = Column(String(20), primary_key=True) name = Column(String(20)) # 一对多: books = relationship('Book') class Book(Base): __tablename__ = 'book' id = Column(String(20), primary_key=True) name = Column(String(20)) # “多”的一方的book表是通过外键关联到user表的: user_id = Column(String(20), ForeignKey('user.id'))
创建多外键表结构
# orm_mfk_api.py # 为使用者提供统一的数据结构接口 from sqlalchemy import create_engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import Column, Integer, String, DATE, ForeignKey from sqlalchemy.orm import sessionmaker, relationship Base = declarative_base() class User(Base): __tablename__ = "user" id = Column(Integer, primary_key=True) name = Column(String(32), nullable=False) bill_address_id = Column(Integer, ForeignKey("address.id")) ship_address_id = Column(Integer, ForeignKey("address.id")) # 一对多: bill_address = relationship("Address", foreign_keys=[bill_address_id]) ship_address = relationship("Address", foreign_keys=[ship_address_id]) def __repr__(self): return "id: %s, name: %s, bill: %s, ship: %s" %( self.id, self.name, self.bill_address_id, self.ship_address_id) class Address(Base): __tablename__ = "address" id = Column(Integer, primary_key=True) city = Column(String(32), nullable=False) # 设置引擎,创建表 engine = create_engine("mysql+pymysql://root:123456@127.0.0.1/test", encoding="utf-8", echo=False) Base.metadata.create_all(engine)
创建多外键表结构
# orm_mfk_api.py # 为使用者提供统一的数据结构接口 from sqlalchemy import create_engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import Column, Integer, String, DATE, ForeignKey from sqlalchemy.orm import sessionmaker, relationship Base = declarative_base() class User(Base): __tablename__ = "user" id = Column(Integer, primary_key=True) name = Column(String(32), nullable=False) bill_address_id = Column(Integer, ForeignKey("address.id")) ship_address_id = Column(Integer, ForeignKey("address.id")) # 一对多: bill_address = relationship("Address", foreign_keys=[bill_address_id]) ship_address = relationship("Address", foreign_keys=[ship_address_id]) def __repr__(self): return "id: %s, name: %s, bill: %s, ship: %s" %( self.id, self.name, self.bill_address_id, self.ship_address_id) class Address(Base): __tablename__ = "address" id = Column(Integer, primary_key=True) city = Column(String(32), nullable=False) # 设置引擎,创建表 engine = create_engine("mysql+pymysql://root:123456@127.0.0.1/test", encoding="utf-8", echo=False) Base.metadata.create_all(engine)
# 调用多外键关联的api,对数据进行增删改查 from orm_mfk_api import engine, User, Address from sqlalchemy.orm import sessionmaker Session = sessionmaker(engine) session = Session() # 插入地址 addr1 = Address(city="beijing") addr2 = Address(city="wuhang") addr3 = Address(city="lanzhou") addr4 = Address(city="dali") # session.add_all([addr1, addr2, addr3, addr4]) # 插入用户 user1 = User(name="Tom", bill_address=addr1, ship_address=addr2) user2 = User(name="Jack", bill_address=addr1, ship_address=addr1) user3 = User(name="Jimi", bill_address=addr3, ship_address=addr2) # session.add_all([user1, user2, user3]) session.commit() # 查询 result =session.query(User).filter(User.name=="Jimi").first() print(result)
多对多关系
# orm_m2m_api.py # 图书与作者 #多对多关系的统一接口 from sqlalchemy import Integer, String, Column, Table, DATE, ForeignKey from sqlalchemy import create_engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy.orm import relationship # 处理中文字符 engine = create_engine("mysql+pymysql://root:123456@127.0.0.1/test?charset=utf8") Base = declarative_base() # 创建关系表,第三张表连接book和author book2author = Table("book2author", Base.metadata, Column("book_id", Integer, ForeignKey("books.id")), Column("author_id", Integer, ForeignKey("authors.id")) ) class Author(Base): __tablename__ = "authors" id = Column(Integer,primary_key=True, autoincrement=True) name = Column(String(32)) def __repr__(self): return self.name class Book(Base): __tablename__ = "books" id = Column(Integer, primary_key=True, autoincrement=True) name = Column(String(64)) pub_date = Column(DATE) authors = relationship("Author", secondary=book2author, backref="books") def __repr__(self): return self.name Base.metadata.create_all(engine)
# 调用多对多接口,管理作者与图书的数据 import orm_m2m_api from sqlalchemy.orm import sessionmaker Session = sessionmaker(orm_m2m_api.engine) session = Session() # 作者 a1 = orm_m2m_api.Author(name="Tom") a2 = orm_m2m_api.Author(name="Jack") a3 = orm_m2m_api.Author(name="Jimi") a4 = orm_m2m_api.Author(name="Ben") # 图书 b1 = orm_m2m_api.Book(name="lear python", pub_date="2018-12-13") b2 = orm_m2m_api.Book(name="lear java", pub_date="2018-12-14") b3 = orm_m2m_api.Book(name="lear cpp", pub_date="2018-12-15") b4 = orm_m2m_api.Book(name="中文书籍", pub_date="2018-12-15") # 设置图书与作者的关系 b1.authors=[a1, a2] b2.authors=[a1, a3] b3.authors=[a4] # 提交数据 # session.add_all([a1, a2, a3, a4, b1, b2, b3]) # session.commit() # 书查询作者 result = session.query(orm_m2m_api.Book).filter(orm_m2m_api.Book.id==2).first() print(result, result.authors) # lear java [Tom, Jimi] # 作者查询书 result = session.query(orm_m2m_api.Author).filter(orm_m2m_api.Author.id==1).first() print(result, result.books) # Tom [lear python, lear java] # 删除书的作者 a5 = session.query(orm_m2m_api.Author).filter(orm_m2m_api.Author.id==1).first() b5 = session.query(orm_m2m_api.Book).filter(orm_m2m_api.Book.id==1).first() # b5.authors.remove(a5) # session.commit() # 删除作者 a6 = session.query(orm_m2m_api.Author).filter(orm_m2m_api.Author.id==4).first() session.delete(a6) session.commit()
完整示例代码:
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