Python元类应用之实现ORM

本文深入探讨了ORM(Object-Relational Mapping)在后端Web框架Django中的核心作用及其实现原理。通过实例展示了如何使用类和属性来映射数据库表和字段,实现了对象操作与SQL语句之间的无缝转换,极大提升了数据库操作的效率和代码的可读性。

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ORM:后端web框架 Django的核心思想,“Object Relational Mapping”,即对象-关系映射,简称ORM。即创建一个实例对象,用创建它的类名当做数据表名,用创建它的类属性对应数据表的字段,当对这个实例对象操作时,能够对应MySQL语句。

class User(父类省略):
    uid = ('uid', "int unsigned")
    name = ('username', "varchar(30)")
    email = ('email', "varchar(30)")
    password = ('password', "varchar(30)")
    ...省略...


u = User(uid=12345, name='Michael', email='test@orm.org', password='my-pwd')
u.save()
# 对应如下sql语句
# insert into User (username,email,password,uid)
# values ('Michael','test@orm.org','my-pwd',12345)

ORM让开发者在操作数据库的时候,能够像操作对象时通过xxxx.属性=yyyy一样简单,这是开发ORM的初衷 

通过元类简单实现ORM中的insert功能 :

class ModelMetaclass(type):
    def __new__(cls, name, bases, attrs):
        mappings = dict()
        # 判断是否需要保存
        for k, v in attrs.items():
            # 判断是否是指定的StringField或者IntegerField的实例对象
            if isinstance(v, tuple):
                print('Found mapping: %s ==> %s' % (k, v))
                mappings[k] = v

        # 删除这些已经在字典中存储的属性
        for k in mappings.keys():
            attrs.pop(k)

        # 将之前的uid/name/email/password以及对应的对象引用、类名字
        attrs['__mappings__'] = mappings  # 保存属性和列的映射关系
        attrs['__table__'] = name  # 假设表名和类名一致
        return type.__new__(cls, name, bases, attrs)


class User(metaclass=ModelMetaclass):
    uid = ('uid', "int unsigned")
    name = ('username', "varchar(30)")
    email = ('email', "varchar(30)")
    password = ('password', "varchar(30)")
    # 当指定元类之后,以上的类属性将不在类中,而是在__mappings__属性指定的字典中存储
    # 以上User类中有 
    # __mappings__ = {
    #     "uid": ('uid', "int unsigned")
    #     "name": ('username', "varchar(30)")
    #     "email": ('email', "varchar(30)")
    #     "password": ('password', "varchar(30)")
    # }
    # __table__ = "User"
    def __init__(self, **kwargs):
        for name, value in kwargs.items():
            setattr(self, name, value) 
            # 在self对象内部添加属性,uid=12345, name='Michael'等

    def save(self):
        fields = []
        args = []
        for k, v in self.__mappings__.items():
            fields.append(v[0]) # ['uid','username','email','password']
            args.append(getattr(self, k, None))#[12345,'Michael','test@orm.org','my-pwd']

        args_temp = list()
        for temp in args:
            # 判断入如果是数字类型
            if isinstance(temp, int):
                args_temp.append(str(temp))
            elif isinstance(temp, str):
                args_temp.append("""'%s'""" % temp)
        sql = 'insert into %s (%s) values (%s)' % (self.__table__, ','.join(fields), ','.join(args_temp))
       # insert into User (email,uid,password,username) values ('test@orm.org',12345,'my-pwd','Michael')
        print('SQL: %s' % sql)


u = User(uid=12345, name='Michael', email='test@orm.org', password='my-pwd')
# print(u.__dict__)
u.save()

运行结果:

Found mapping: uid ==> ('uid', 'int unsigned')
Found mapping: password ==> ('password', 'varchar(30)')
Found mapping: name ==> ('username', 'varchar(30)')
Found mapping: email ==> ('email', 'varchar(30)')
SQL: insert into User (email,uid,password,username) values ('test@orm.org',12345,'my-pwd','Michael')

 

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