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  • python操作SQLAlchemy

    SQLAlchemy

    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,使用对象关系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。

    pip3 install sqlalchemy
    

    img

    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
    

    步骤一:

    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。

    from` `sqlalchemy ``import` `create_engine
    
    engine ``=` `create_engine(``"mysql+mysqldb://root:123@127.0.0.1:3306/s11"``, max_overflow``=``5``)
    
    engine.execute(
      ``"INSERT INTO ts_test (a, b) VALUES ('2', 'v1')"
    )
    
    engine.execute(
       ``"INSERT INTO ts_test (a, b) VALUES (%s, %s)"``,
      ``((``555``, ``"v1"``),(``666``, ``"v1"``),)
    )
    
    engine.execute(
      ``"INSERT INTO ts_test (a, b) VALUES (%(id)s, %(name)s)"``,
      ``id``=``999``, name``=``"v1"
    )
    
    result ``=` `engine.execute(``'select * from ts_test'``)
    result.fetchall()
    

    事务操作

    from sqlalchemy import create_engine
    
    
    engine = create_engine("mysql+mysqldb://root:123@127.0.0.1:3306/s11", max_overflow=5)
    
    
    # 事务操作
    with engine.begin() as conn:
        conn.execute("insert into table (x, y, z) values (1, 2, 3)")
        conn.execute("my_special_procedure(5)")
        
        
    conn = engine.connect()
    # 事务操作 
    with conn.begin():
           conn.execute("some statement", {'x':5, 'y':10})
    
    

    注:查看数据库连接:show status like 'Threads%';

    步骤二:

    使用 Schema Type/SQL Expression Language/Engine/ConnectionPooling/Dialect 进行数据库操作。Engine使用Schema Type创建一个特定的结构对象,之后通过SQL Expression Language将该对象转换成SQL语句,然后通过 ConnectionPooling 连接数据库,再然后通过 Dialect 执行 SQL,并获取结果。

    from sqlalchemy import create_engine, Table, Column, Integer, String, MetaData, ForeignKey
     
    metadata = MetaData()
     
    user = Table('user', metadata,
        Column('id', Integer, primary_key=True),
        Column('name', String(20)),
    )
     
    color = Table('color', metadata,
        Column('id', Integer, primary_key=True),
        Column('name', String(20)),
    )
    engine = create_engine("mysql+mysqldb://root:123@127.0.0.1:3306/s11", max_overflow=5)
     
    metadata.create_all(engine)
    # metadata.clear()
    # metadata.remove()
    

    增删改查

    from sqlalchemy import create_engine, Table, Column, Integer, String, MetaData, ForeignKey
    
    metadata = MetaData()
    
    user = Table('user', metadata,
        Column('id', Integer, primary_key=True),
        Column('name', String(20)),
    )
    
    color = Table('color', metadata,
        Column('id', Integer, primary_key=True),
        Column('name', String(20)),
    )
    engine = create_engine("mysql+mysqldb://root:123@127.0.0.1:3306/s11", max_overflow=5)
    
    conn = engine.connect()
    
    # 创建SQL语句,INSERT INTO "user" (id, name) VALUES (:id, :name)
    conn.execute(user.insert(),{'id':7,'name':'seven'})
    conn.close()
    
    # sql = user.insert().values(id=123, name='wu')
    # conn.execute(sql)
    # conn.close()
    
    # sql = user.delete().where(user.c.id > 1)
    
    # sql = user.update().values(fullname=user.c.name)
    # sql = user.update().where(user.c.name == 'jack').values(name='ed')
    
    # sql = select([user, ])
    # sql = select([user.c.id, ])
    # sql = select([user.c.name, color.c.name]).where(user.c.id==color.c.id)
    # sql = select([user.c.name]).order_by(user.c.name)
    # sql = select([user]).group_by(user.c.name)
    
    # result = conn.execute(sql)
    # print result.fetchall()
    # conn.close()
    

    更多内容详见:

    http://www.jianshu.com/p/e6bba189fcbd

    http://docs.sqlalchemy.org/en/latest/core/expression_api.html

    注:SQLAlchemy无法修改表结构,如果需要可以使用SQLAlchemy开发者开源的另外一个软件Alembic来完成。

    步骤三:

    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语句。

    from sqlalchemy.ext.declarative import declarative_base
    from sqlalchemy import Column, Integer, String
    from sqlalchemy.orm import sessionmaker
    from sqlalchemy import create_engine
     
    engine = create_engine("mysql+mysqldb://root:123@127.0.0.1:3306/s11", max_overflow=5)
     
    Base = declarative_base()
     
     
    class User(Base):
        __tablename__ = 'users'
        id = Column(Integer, primary_key=True)
        name = Column(String(50))
     
    # 寻找Base的所有子类,按照子类的结构在数据库中生成对应的数据表信息
    # Base.metadata.create_all(engine)
     
    Session = sessionmaker(bind=engine)
    session = Session()
     
     
    # ########## 增 ##########
    # u = User(id=2, name='sb')
    # session.add(u)
    # session.add_all([
    #     User(id=3, name='sb'),
    #     User(id=4, name='sb')
    # ])
    # session.commit()
     
    # ########## 删除 ##########
    # session.query(User).filter(User.id > 2).delete()
    # session.commit()
     
    # ########## 修改 ##########
    # session.query(User).filter(User.id > 2).update({'cluster_id' : 0})
    # session.commit()
    # ########## 查 ##########
    # ret = session.query(User).filter_by(name='sb').first()
     
    # ret = session.query(User).filter_by(name='sb').all()
    # print ret
     
    # ret = session.query(User).filter(User.name.in_(['sb','bb'])).all()
    # print ret
     
    # ret = session.query(User.name.label('name_label')).all()
    # print ret,type(ret)
     
    # ret = session.query(User).order_by(User.id).all()
    # print ret
     
    # ret = session.query(User).order_by(User.id)[1:3]
    # print ret
    # session.commit()
    
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  • 原文地址:https://www.cnblogs.com/fengting0913/p/13508846.html
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