• sqlalchemy(一)基本操作


    安装

    1. 需要安装MySQLdb
    2. pip install sqlalchemy

    安装完成后,执行

    >>>import sqlalchemy
    >>>sqlalchemy.__version__
    

    连接数据库

    在sqlalchemy中,session用于创建程序与数据库之间的会话。所有对象的载入和保存都需要通过session对象。

    from sqlalchemy import create_engine
    from sqlalchemy.orm import sessionmaker
    
    engine = create_engine('mysql://user:passwd@ip:port/db', echo=True)
    Session = sessionmaker(bind=engine)
    
    session = Session()
    session.execute('show databases')
    

    其中,echoTrue代表打开logging。

    创建一个映射

    一个映射对应着一个Python类,用来表示一个表的结构。下面创建一个person表,包括id和name两个字段。

    from sqlalchemy.ext.declarative import declarative_base
    
    Base = declarative_base()
    
    class Person(Base):
        __tablename__ = 'person'
    
        id   = Column(Integer, primary_key=True)
        name = Column(String(32))
    
        def __repr__(self):
            return "<Person(name='%s')>" % self.name
    

    添加数据

    #创建一个person对象
    person = Person(name='jack')
    #添加person对象,但是仍然没有commit到数据库
    session.add(person)
    #commit操作
    session.commit()
    

    如何获取id的?

    >>> person = Person(name='ilis')
    >>> person.id #此时还没有commit到mysql,因此无id
    >>> session.add(person)
    >>> person.id #同上
    >>> session.commit()
    2015-08-18 23:08:23,530 INFO sqlalchemy.engine.base.Engine INSERT INTO person (name) VALUES (%s)
    2015-08-18 23:08:23,531 INFO sqlalchemy.engine.base.Engine ('ilis',)
    2015-08-18 23:08:23,532 INFO sqlalchemy.engine.base.Engine COMMIT
    >>> person.id #commit后,可以获取该对象的id
    2015-08-18 23:08:27,556 INFO sqlalchemy.engine.base.Engine BEGIN (implicit)
    2015-08-18 23:08:27,557 INFO sqlalchemy.engine.base.Engine SELECT person.id AS person_id, person.name AS person_name
    FROM person
    WHERE person.id = %s
    2015-08-18 23:08:27,557 INFO sqlalchemy.engine.base.Engine (5L,)
    5L
    >>>
    

    添加多个数据

    session.add_all([
        Person(name='jack'),
        Person(name='mike')
    ])
    session.commit()
    

    回滚

    >>> person = Person(name='test')
    >>> session.add(person)
    >>> session.query(person).filter(name=='test')
    >>> session.query(Person).filter(Person.name=='test').all()
    2015-08-18 23:13:23,265 INFO sqlalchemy.engine.base.Engine INSERT INTO person (name) VALUES (%s)
    2015-08-18 23:13:23,265 INFO sqlalchemy.engine.base.Engine ('test',)
    2015-08-18 23:13:23,267 INFO sqlalchemy.engine.base.Engine SELECT person.id AS person_id, person.name AS person_name
    FROM person
    WHERE person.name = %s
    2015-08-18 23:13:23,267 INFO sqlalchemy.engine.base.Engine ('test',)
    [<demo.Person object at 0x7f4e37730510>]
    >>> session.rollback()
    2015-08-18 23:13:37,496 INFO sqlalchemy.engine.base.Engine ROLLBACK
    >>> session.query(Person).filter(Person.name=='test').all()
    2015-08-18 23:13:38,690 INFO sqlalchemy.engine.base.Engine BEGIN (implicit)
    2015-08-18 23:13:38,691 INFO sqlalchemy.engine.base.Engine SELECT person.id AS person_id, person.name AS person_name
    FROM person
    WHERE person.name = %s
    2015-08-18 23:13:38,692 INFO sqlalchemy.engine.base.Engine ('test',)
    []
    >>>
    

    数据查询

    使用Session的query()方法。

    #获取所有数据
    session.query(Person).all()
    
    #获取某一列数据,类似于django的get,如果返回数据为多个则报错
    session.query(Person).filter(Person.name=='jack').one()
    
    #获取返回数据的第一行
    session.query(Person).first()
    
    #过滤数据
    session.query(Person.name).filter(Person.id>1).all()
    
    #limit
    session.query(Person).all()[1:3]
    
    #order by
    session.query(Person).ordre_by(-Person.id)
    
    #equal/like/in
    query = session.query(Person)
    query.filter(Person.id==1).all()
    query.filter(Person.id!=1).all()
    query.filter(Person.name.like('%ac%')).all()
    query.filter(Person.id.in_([1,2,3])).all()
    query.filter(~Person.id.in_([1,2,3])).all()
    query.filter(Person.name==None).all()
    
    #and or
    from sqlalchemy import and_
    query.filter(and_(Person.id==1, Person.name=='jack')).all()
    query.filter(Person.id==1, Person.name=='jack').all()
    query.filter(Person.id==1).filter(Person.name=='jack').all()
    from sqlalchemy import or_
    query.filter(or_(Person.id==1, Person.id==2)).all()
    

    使用text

    from sqlalchemy import text
    query.filter(text("id>1")).all()
    query.filter(Person.id>1).all() #同上
    query.filter(text("id>:id")).params(id=1).all() #使用:,params来传参
    
    query.from_statement(
        text("select * from person where name=:name")).
        params(name='jack').all()
    

    计数

    Query使用count()函数来实现查询计数。

    query.filter(Person.id>1).count()
    

    group by的用法

    from sqlalchemy import func
    session.query(func.count(Person.name), Person.name),group_by(Person.name).all()
    

    实现count(*)来查询表内行数

    session.query(func.count('*')).select_from(Person).scalar()
    session.query(func.count(Person.id)).scalar()
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  • 原文地址:https://www.cnblogs.com/miaoweiye/p/12565518.html
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