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。
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:
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MySQL - Python
mysql + mysqldb: / /
/
pymysql
mysql + pymysql: / /
/
MySQL - Connector
mysql + mysqlconnector: / /
/
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
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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。
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#!/usr/bin/env python
# -*- coding:utf-8 -*-
from sqlalchemy import create_engine
engine = create_engine( "mysql+mysqldb://root:[email protected]: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()
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#!/usr/bin/env python
# -*- coding:utf-8 -*-
from sqlalchemy import create_engine
engine = create_engine("mysql+mysqldb://root:[email protected]: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。
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#!/usr/bin/env python
# -*- coding:utf-8 -*-
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:[email protected]:3306/s11" , max_overflow = 5 )
metadata.create_all(engine)
# metadata.clear()
# metadata.remove()
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#!/usr/bin/env python
# -*- coding:utf-8 -*-
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:[email protected]: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。
alembic学习笔记
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。
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#!/usr/bin/env python
# -*- coding:utf-8 -*-
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:[email protected]: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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# _*_ coding:utf-8 _*_ import pymysql from sqlalchemy import create_engine,Table,Column,MetaData,INTEGER,String,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+pymysql://root:[email protected]:3306/s15_day13",max_overflow=5) # metadata.create_all(engine) engine.execute("INSERT INTO user (name) VALUES ('zhangsan')") engine.execute("INSERT INTO user(name)VALUES (%s)",(("laoliu",),('laoqi',))) # metadata.clear() # metadata/remove(color) conn =engine.connect() conn.close()
例子2:
import alembic import pymysql from sqlalchemy import create_engine,Table,Column,MetaData,INTEGER,String,ForeignKey from sqlalchemy.orm import sessionmaker from sqlalchemy.ext.declarative import declarative_base engine =create_engine("mysql+pymysql://root:[email protected]:3306/s15_day13",max_overflow=5) base =declarative_base() class User(base): __tablename__ = "user" id = Column(INTEGER,primary_key=True) name = Column(String(20)) base.metadata.create_all(engine) Session = sessionmaker(bind=engine) session = Session() u = User(id=5, name='sb') session.add(u) session.add_all([ User(id=6, name='sb'), User(id=9, name='sb') ]) session.commit()例子3:
# _*_ coding:utf-8 _*_ import alembic import pymysql from sqlalchemy import create_engine,Table,Column,INTEGER,String,ForeignKey,UniqueConstraint,Index from sqlalchemy.ext.declarative import declarative_base from sqlalchemy.orm import sessionmaker,relationship engine =create_engine("mysql+pymysql://root:[email protected]:3306/s15_day13",max_overflow=5) base =declarative_base() #创建表 class User(base): __tablename__ = "user" id = Column(INTEGER,primary_key=True) name = Column(String(20)) extra = Column(String(20)) __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(20)) class Person(base): __tablename__ = "person" nid = Column(INTEGER,primary_key=True) name = Column(String(20),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')) group = relationship("Group",backref="s2g") server = relationship("Server",backref="s2g") def init_db(): base.metadata.create_all(engine) def drop_db(): base.metadata.drop_all(engine) if __name__ == '__main__': # init_db() # drop_db() Session = sessionmaker(bind=engine) session = Session() ##增加表数据 # obj = User(name="alex",extra="sb") # session.add(obj) # session.add_all([ # User(name="alex2",extra="sb2"), # User(name="alex3",extra="sb3") # ] # ) ##删除表数据 ret = session.query(User.id,User.name,User.extra).filter(User.id >1).all() # ret1 = session.query(User.name, User.extra).all() # for i in ret: # print(i) print(ret) session.commit()