Python Metaclass

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Python Metaclass

 

Summary: in this tutorial, you’ll learn about the Python metaclass and understand how Python uses the metaclasses to create other classes.

Introduction to the Python Metaclass

A metaclass is a class that creates other classes. By default, Python uses the type metaclass to create other classes.

For example, the following defines a Person class:

class Person:
def __init__(self, name, age):
self.name = name
self.age = age

Code language: Python (python)

When Python executes the code, it uses the type metaclass to create the Person class. The reason is that the Person class uses the type metaclass by default.

The explicit Person class definition looks like this:

class Person(object, metaclass=type):
def __init__(self, name, age):
self.name = name
self.age = age

Code language: Python (python)

The metaclass argument allows you to specify which metaclass class to use to define the class. Therefore, you can create a custom metaclass that has its own logic to create other classes. By using a custom metaclass, you can inject functionality into the class creation process.

Python metaclass example

First, define a custom metaclass called Human that has the freedom attribute sets to True by default:

class Human(type):
def __new__(mcs, name, bases, class_dict):
class_ = super().__new__(mcs, name, bases, class_dict)
class_.freedom = True
return class_

Code language: Python (python)

Note that the __new__ method returns a new class or a class object.

Second, define the Person class that uses the Human metaclass:

class Person(object, metaclass=Human):
def __init__(self, name, age):
self.name = name
self.age = age

Code language: Python (python)

The Personclass will have the freedom attribute as shown in the class variables:

pprint(Person.__dict__)

Code language: Python (python)

Output:

mappingproxy({'__dict__': <attribute '__dict__' of 'Person' objects>,
'__doc__': None,
'__init__': <function Person.__init__ at 0x000001E716C71670>,
'__module__': '__main__',
'__weakref__': <attribute '__weakref__' of 'Person' objects>,
'freedom': True})

Code language: Python (python)

Put it all together.

from pprint import pprint

class Human(type):
def __new__(mcs, name, bases, class_dict):
class_ = super().__new__(mcs, name, bases, class_dict)
class_.freedom = True
return class_

class Person(object, metaclass=Human):
def __init__(self, name, age):
self.name = name
self.age = age

pprint(Person.__dict__)

Code language: Python (python)

Metaclass Parameters

To pass parameters to a metaclass, you use the keyword arguments. For example, the following redefine the Human metaclass that accepts keyword arguments, where each argument becomes a class variable:

class Human(type):
def __new__(mcs, name, bases, class_dict, **kwargs):
class_ = super().__new__(mcs, name, bases, class_dict)
if kwargs:
for name, value in kwargs.items():
setattr(class_, name, value)
return class_

Code language: Python (python)

The following uses the Human metaclass to create a Person class with the country and freedom class variables set to USA and True respectively:

class Person(object, metaclass=Human, country='USA', freedom=True):
def __init__(self, name, age):
self.name = name
self.age = age

Code language: Python (python)

Here’s Person class variables:

pprint(Person.__dict__)

Code language: Python (python)

Output:

mappingproxy({'__dict__': <attribute '__dict__' of 'Person' objects>,
'__doc__': None,
'__init__': <function Person.__init__ at 0x0000018A334235E0>,
'__module__': '__main__',
'__weakref__': <attribute '__weakref__' of 'Person' objects>,
'country': 'USA',
'freedom': True})

Code language: Python (python)

Put it all together.

from pprint import pprint

class Human(type):
def __new__(mcs, name, bases, class_dict, **kwargs):
class_ = super().__new__(mcs, name, bases, class_dict)
if kwargs:
for name, value in kwargs.items():
setattr(class_, name, value)
return class_

class Person(object, metaclass=Human, freedom=True, country='USA'):
def __init__(self, name, age):
self.name = name
self.age = age

pprint(Person.__dict__)

Code language: Python (python)

When to use metaclasses

Here’s the quote of Tim Peter who wrote the Zen of Python:

Metaclasses are deeper magic that 99% of users should never worry about it. If you wonder whether you need them, you don’t (the people who actually need them to know with certainty that they need them and don’t need an explanation about why).

Tim Peter

In practice, you often don’t need to use metaclasses unless you maintain or develop the core of the large frameworks such as Django.

Summary

  • A metaclass is a class that creates other classes.

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