一、flask之应用上下文
由于时间关系,详细过程略…
草稿图

参考链接:
http://www.cnblogs.com/zhaopanpan/p/9457343.html
总结:
上下文管理(应用上下文)关键点请求上线文:ctx = RequestContext(request/session)应用上下文:app_ctx = AppContext(app/g)问:flask中g的作用?一次请求周期中保存一个公用值。g应用示例:from flask import Flask,request,session,g,current_appapp = Flask(__name__)@app.before_requestdef b1():g.x1 = 123@app.route('/index')def index():print(g.x1)if __name__ == '__main__':app.run()
二、SQLAlchemy
介绍
SQLAlchemy是一个基于Python实现的ORM框架。该框架建立在 DB API之上,使用关系对象映射进行数据库操作,简言之便是:将类和对象转换成SQL,然后使用数据API执行SQL并获取执行结果。
pip3 install sqlalchemy
流程图

组成部分
- Engine,框架的引擎
- Connection Pooling ,数据库连接池
- Dialect,选择连接数据库的DB API种类
- Schema/Types,架构和类型
- SQL Exprression Language,SQL表达式语言
SQLAlchemy本身无法操作数据库,其必须以来pymsql等第三方插件,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-Pythonmysql+mysqldb://<user>:<password>@<host>[:<port>]/<dbname>pymysqlmysql+pymysql://<username>:<password>@<host>/<dbname>[?<options>]MySQL-Connectormysql+mysqlconnector://<user>:<password>@<host>[:<port>]/<dbname>cx_Oracleoracle+cx_oracle://user:pass@host:port/dbname[?key=value&key=value...]更多:http://docs.sqlalchemy.org/en/latest/dialects/index.html
使用
1. 执行原生SQL语句
举例1
import timeimport threadingimport sqlalchemyfrom sqlalchemy import create_enginefrom sqlalchemy.engine.base import Engineengine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/t1?charset=utf8",max_overflow=0, # 超过连接池大小外最多创建的连接pool_size=5, # 连接池大小pool_timeout=30, # 池中没有线程最多等待的时间,否则报错pool_recycle=-1 # 多久之后对线程池中的线程进行一次连接的回收(重置))def task(arg):conn = engine.raw_connection()cursor = conn.cursor()cursor.execute("select * from t1")result = cursor.fetchall()cursor.close()conn.close()for i in range(20):t = threading.Thread(target=task, args=(i,))t.start()
举例2
#!/usr/bin/env python# -*- coding:utf-8 -*-import timeimport threadingimport sqlalchemyfrom sqlalchemy import create_enginefrom sqlalchemy.engine.base import Engineengine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/t1", max_overflow=0, pool_size=5)def task(arg):conn = engine.contextual_connect()with conn:cur = conn.execute("select * from t1")result = cur.fetchall()print(result)for i in range(20):t = threading.Thread(target=task, args=(i,))t.start()
举例3
#!/usr/bin/env python# -*- coding:utf-8 -*-import timeimport threadingimport sqlalchemyfrom sqlalchemy import create_enginefrom sqlalchemy.engine.base import Enginefrom sqlalchemy.engine.result import ResultProxyengine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/t1", max_overflow=0, pool_size=5)def task(arg):cur = engine.execute("select * from t1")result = cur.fetchall()cur.close()print(result)for i in range(20):t = threading.Thread(target=task, args=(i,))t.start()
注意: 查看连接 show status like ‘Threads%’;
2. ORM
a. 创建数据库表
创建单表
#!/usr/bin/env python# -*- coding:utf-8 -*-import datetimefrom sqlalchemy import create_enginefrom sqlalchemy.ext.declarative import declarative_basefrom sqlalchemy import Column, Integer, String, Text, ForeignKey, DateTime, UniqueConstraint, IndexBase = declarative_base()class Users(Base):__tablename__ = 'users'id = Column(Integer, primary_key=True)name = Column(String(32), index=True, nullable=False)# email = Column(String(32), unique=True)# ctime = Column(DateTime, default=datetime.datetime.now)# extra = Column(Text, nullable=True)__table_args__ = (# UniqueConstraint('id', 'name', name='uix_id_name'),# Index('ix_id_name', 'name', 'email'),)def init_db():"""根据类创建数据库表:return:"""engine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/s6?charset=utf8",max_overflow=0, # 超过连接池大小外最多创建的连接pool_size=5, # 连接池大小pool_timeout=30, # 池中没有线程最多等待的时间,否则报错pool_recycle=-1 # 多久之后对线程池中的线程进行一次连接的回收(重置))Base.metadata.create_all(engine)def drop_db():"""根据类删除数据库表:return:"""engine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/s6?charset=utf8",max_overflow=0, # 超过连接池大小外最多创建的连接pool_size=5, # 连接池大小pool_timeout=30, # 池中没有线程最多等待的时间,否则报错pool_recycle=-1 # 多久之后对线程池中的线程进行一次连接的回收(重置))Base.metadata.drop_all(engine)if __name__ == '__main__':drop_db()init_db()创建单表
创建多个表并包含Fk、M2M关系
#!/usr/bin/env python# -*- coding:utf-8 -*-import datetimefrom sqlalchemy import create_enginefrom sqlalchemy.ext.declarative import declarative_basefrom sqlalchemy import Column, Integer, String, Text, ForeignKey, DateTime, UniqueConstraint, Indexfrom sqlalchemy.orm import relationshipBase = declarative_base()# ##################### 单表示例 #########################class Users(Base):__tablename__ = 'users'id = Column(Integer, primary_key=True)name = Column(String(32), index=True)age = Column(Integer, default=18)email = Column(String(32), unique=True)ctime = Column(DateTime, default=datetime.datetime.now)extra = Column(Text, nullable=True)__table_args__ = (# UniqueConstraint('id', 'name', name='uix_id_name'),# Index('ix_id_name', 'name', 'extra'),)class Hosts(Base):__tablename__ = 'hosts'id = Column(Integer, primary_key=True)name = Column(String(32), index=True)ctime = Column(DateTime, default=datetime.datetime.now)# ##################### 一对多示例 #########################class Hobby(Base):__tablename__ = 'hobby'id = Column(Integer, primary_key=True)caption = Column(String(50), default='篮球')class Person(Base):__tablename__ = 'person'nid = Column(Integer, primary_key=True)name = Column(String(32), index=True, nullable=True)hobby_id = Column(Integer, ForeignKey("hobby.id"))# 与生成表结构无关,仅用于查询方便hobby = relationship("Hobby", backref='pers')# ##################### 多对多示例 #########################class Server2Group(Base):__tablename__ = 'server2group'id = Column(Integer, primary_key=True, autoincrement=True)server_id = Column(Integer, ForeignKey('server.id'))group_id = Column(Integer, ForeignKey('group.id'))class Group(Base):__tablename__ = 'group'id = Column(Integer, primary_key=True)name = Column(String(64), unique=True, nullable=False)# 与生成表结构无关,仅用于查询方便servers = relationship('Server', secondary='server2group', backref='groups')class Server(Base):__tablename__ = 'server'id = Column(Integer, primary_key=True, autoincrement=True)hostname = Column(String(64), unique=True, nullable=False)def init_db():"""根据类创建数据库表:return:"""engine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/s6?charset=utf8",max_overflow=0, # 超过连接池大小外最多创建的连接pool_size=5, # 连接池大小pool_timeout=30, # 池中没有线程最多等待的时间,否则报错pool_recycle=-1 # 多久之后对线程池中的线程进行一次连接的回收(重置))Base.metadata.create_all(engine)def drop_db():"""根据类删除数据库表:return:"""engine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/s6?charset=utf8",max_overflow=0, # 超过连接池大小外最多创建的连接pool_size=5, # 连接池大小pool_timeout=30, # 池中没有线程最多等待的时间,否则报错pool_recycle=-1 # 多久之后对线程池中的线程进行一次连接的回收(重置))Base.metadata.drop_all(engine)if __name__ == '__main__':drop_db()init_db()创建多个表并包含Fk、M2M关系
指定关联列:hobby = relationship(“Hobby”, backref=’pers’,foreign_keys=”Person.hobby_id”)
b. 操作数据库表
#!/usr/bin/env python# -*- coding:utf-8 -*-from sqlalchemy.orm import sessionmakerfrom sqlalchemy import create_enginefrom models import Usersengine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/s6", max_overflow=0, pool_size=5)Session = sessionmaker(bind=engine)# 每次执行数据库操作时,都需要创建一个sessionsession = Session()# ############# 执行ORM操作 #############obj1 = Users(name="alex1")session.add(obj1)# 提交事务session.commit()# 关闭sessionsession.close()
基于scoped_session实现线程安全
#!/usr/bin/env python# -*- coding:utf-8 -*-from sqlalchemy.orm import sessionmakerfrom sqlalchemy import create_enginefrom sqlalchemy.orm import scoped_sessionfrom models import Usersengine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/s6", max_overflow=0, pool_size=5)Session = sessionmaker(bind=engine)"""# 线程安全,基于本地线程实现每个线程用同一个session# 特殊的:scoped_session中有原来方法的Session中的一下方法:public_methods = ('__contains__', '__iter__', 'add', 'add_all', 'begin', 'begin_nested','close', 'commit', 'connection', 'delete', 'execute', 'expire','expire_all', 'expunge', 'expunge_all', 'flush', 'get_bind','is_modified', 'bulk_save_objects', 'bulk_insert_mappings','bulk_update_mappings','merge', 'query', 'refresh', 'rollback','scalar')"""session = scoped_session(Session)# ############# 执行ORM操作 #############obj1 = Users(name="alex1")session.add(obj1)# 提交事务session.commit()# 关闭sessionsession.close()基于scoped_session实现线程安全
多线程执行示例
#!/usr/bin/env python# -*- coding:utf-8 -*-import timeimport threadingfrom sqlalchemy.ext.declarative import declarative_basefrom sqlalchemy import Column, Integer, String, ForeignKey, UniqueConstraint, Indexfrom sqlalchemy.orm import sessionmaker, relationshipfrom sqlalchemy import create_enginefrom db import Usersengine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/s6", max_overflow=0, pool_size=5)Session = sessionmaker(bind=engine)def task(arg):session = Session()obj1 = Users(name="alex1")session.add(obj1)session.commit()for i in range(10):t = threading.Thread(target=task, args=(i,))t.start()多线程执行示例
基本增删改查示例
#!/usr/bin/env python# -*- coding:utf-8 -*-import timeimport threadingfrom sqlalchemy.ext.declarative import declarative_basefrom sqlalchemy import Column, Integer, String, ForeignKey, UniqueConstraint, Indexfrom sqlalchemy.orm import sessionmaker, relationshipfrom sqlalchemy import create_enginefrom sqlalchemy.sql import textfrom db import Users, Hostsengine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/s6", max_overflow=0, pool_size=5)Session = sessionmaker(bind=engine)session = Session()# ################ 添加 ################"""obj1 = Users(name="wupeiqi")session.add(obj1)session.add_all([Users(name="wupeiqi"),Users(name="alex"),Hosts(name="c1.com"),])session.commit()"""# ################ 删除 ################"""session.query(Users).filter(Users.id > 2).delete()session.commit()"""# ################ 修改 ################"""session.query(Users).filter(Users.id > 0).update({"name" : "099"})session.query(Users).filter(Users.id > 0).update({Users.name: Users.name + "099"}, synchronize_session=False)session.query(Users).filter(Users.id > 0).update({"age": Users.age + 1}, synchronize_session="evaluate")session.commit()"""# ################ 查询 ################"""r1 = session.query(Users).all()r2 = session.query(Users.name.label('xx'), Users.age).all()r3 = session.query(Users).filter(Users.name == "alex").all()r4 = session.query(Users).filter_by(name='alex').all()r5 = session.query(Users).filter_by(name='alex').first()r6 = session.query(Users).filter(text("id<:value and name=:name")).params(value=224, name='fred').order_by(Users.id).all()r7 = session.query(Users).from_statement(text("SELECT * FROM users where name=:name")).params(name='ed').all()"""session.close()基本增删改查示例
常用操作
# 条件ret = session.query(Users).filter_by(name='alex').all()ret = session.query(Users).filter(Users.id > 1, Users.name == 'eric').all()ret = session.query(Users).filter(Users.id.between(1, 3), Users.name == 'eric').all()ret = session.query(Users).filter(Users.id.in_([1,3,4])).all()ret = session.query(Users).filter(~Users.id.in_([1,3,4])).all()ret = session.query(Users).filter(Users.id.in_(session.query(Users.id).filter_by(name='eric'))).all()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 funcret = session.query(Users).group_by(Users.extra).all()ret = session.query(func.max(Users.id),func.sum(Users.id),func.min(Users.id)).group_by(Users.name).all()ret = session.query(func.max(Users.id),func.sum(Users.id),func.min(Users.id)).group_by(Users.name).having(func.min(Users.id) >2).all()# 连表ret = session.query(Users, Favor).filter(Users.id == Favor.nid).all()ret = session.query(Person).join(Favor).all()ret = session.query(Person).join(Favor, isouter=True).all()# 组合q1 = session.query(Users.name).filter(Users.id > 2)q2 = session.query(Favor.caption).filter(Favor.nid < 2)ret = q1.union(q2).all()q1 = session.query(Users.name).filter(Users.id > 2)q2 = session.query(Favor.caption).filter(Favor.nid < 2)ret = q1.union_all(q2).all()常用操作
原生SQL语句
#!/usr/bin/env python# -*- coding:utf-8 -*-import timeimport threadingfrom sqlalchemy.ext.declarative import declarative_basefrom sqlalchemy import Column, Integer, String, ForeignKey, UniqueConstraint, Indexfrom sqlalchemy.orm import sessionmaker, relationshipfrom sqlalchemy import create_enginefrom sqlalchemy.sql import textfrom sqlalchemy.engine.result import ResultProxyfrom db import Users, Hostsengine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/s6", max_overflow=0, pool_size=5)Session = sessionmaker(bind=engine)session = Session()# 查询# cursor = session.execute('select * from users')# result = cursor.fetchall()# 添加cursor = session.execute('insert into users(name) values(:value)',params={"value":'wupeiqi'})session.commit()print(cursor.lastrowid)session.close()原生SQL语句
基于relationship操作ForeignKey
#!/usr/bin/env python# -*- coding:utf-8 -*-import timeimport threadingfrom sqlalchemy.ext.declarative import declarative_basefrom sqlalchemy import Column, Integer, String, ForeignKey, UniqueConstraint, Indexfrom sqlalchemy.orm import sessionmaker, relationshipfrom sqlalchemy import create_enginefrom sqlalchemy.sql import textfrom sqlalchemy.engine.result import ResultProxyfrom db import Users, Hosts, Hobby, Personengine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/s6?charset=utf8", max_overflow=0, pool_size=5)Session = sessionmaker(bind=engine)session = Session()# 添加"""session.add_all([Hobby(caption='乒乓球'),Hobby(caption='羽毛球'),Person(name='张三', hobby_id=3),Person(name='李四', hobby_id=4),])person = Person(name='张九', hobby=Hobby(caption='姑娘'))session.add(person)hb = Hobby(caption='人妖')hb.pers = [Person(name='文飞'), Person(name='博雅')]session.add(hb)session.commit()"""# 使用relationship正向查询"""v = session.query(Person).first()print(v.name)print(v.hobby.caption)"""# 使用relationship反向查询"""v = session.query(Hobby).first()print(v.caption)print(v.pers)"""session.close()基于relationship操作ForeignKey
基于relationship操作m2m
#!/usr/bin/env python# -*- coding:utf-8 -*-import timeimport threadingfrom sqlalchemy.ext.declarative import declarative_basefrom sqlalchemy import Column, Integer, String, ForeignKey, UniqueConstraint, Indexfrom sqlalchemy.orm import sessionmaker, relationshipfrom sqlalchemy import create_enginefrom sqlalchemy.sql import textfrom sqlalchemy.engine.result import ResultProxyfrom db import Users, Hosts, Hobby, Person, Group, Server, Server2Groupengine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/s6?charset=utf8", max_overflow=0, pool_size=5)Session = sessionmaker(bind=engine)session = Session()# 添加"""session.add_all([Server(hostname='c1.com'),Server(hostname='c2.com'),Group(name='A组'),Group(name='B组'),])session.commit()s2g = Server2Group(server_id=1, group_id=1)session.add(s2g)session.commit()gp = Group(name='C组')gp.servers = [Server(hostname='c3.com'),Server(hostname='c4.com')]session.add(gp)session.commit()ser = Server(hostname='c6.com')ser.groups = [Group(name='F组'),Group(name='G组')]session.add(ser)session.commit()"""# 使用relationship正向查询"""v = session.query(Group).first()print(v.name)print(v.servers)"""# 使用relationship反向查询"""v = session.query(Server).first()print(v.hostname)print(v.groups)"""session.close()基于relationship操作m2m
其他
#!/usr/bin/env python# -*- coding:utf-8 -*-import timeimport threadingfrom sqlalchemy.ext.declarative import declarative_basefrom sqlalchemy import Column, Integer, String, ForeignKey, UniqueConstraint, Indexfrom sqlalchemy.orm import sessionmaker, relationshipfrom sqlalchemy import create_enginefrom sqlalchemy.sql import text, funcfrom sqlalchemy.engine.result import ResultProxyfrom db import Users, Hosts, Hobby, Person, Group, Server, Server2Groupengine = create_engine("mysql+pymysql://root:123@127.0.0.1:3306/s6?charset=utf8", max_overflow=0, pool_size=5)Session = sessionmaker(bind=engine)session = Session()# 关联子查询subqry = session.query(func.count(Server.id).label("sid")).filter(Server.id == Group.id).correlate(Group).as_scalar()result = session.query(Group.name, subqry)"""SELECT `group`.name AS group_name, (SELECT count(server.id) AS sidFROM serverWHERE server.id = `group`.id) AS anon_1FROM `group`"""# 原生SQL"""# 查询cursor = session.execute('select * from users')result = cursor.fetchall()# 添加cursor = session.execute('insert into users(name) values(:value)',params={"value":'wupeiqi'})session.commit()print(cursor.lastrowid)"""session.close()其他
由于时间关系,详细过程略…
本文参考链接:
未完待续…