简体   繁体   中英

What can `__init__` do that `__new__` cannot?

In Python, __new__ is used to initialize immutable types and __init__ typically initializes mutable types. If __init__ were removed from the language, what could no longer be done (easily)?

For example,

class A:

    def __init__(self, *, x, **kwargs):
        super().__init__(**kwargs)
        self.x = x


class B(A):

    def __init__(self, y=2, **kwargs):
        super().__init__(**kwargs)
        self.y = y

Could be rewritten using __new__ like this:

class A_N:

    def __new__(cls, *, x, **kwargs):
        obj = super().__new__(cls, **kwargs)
        obj.x = x
        return obj


class B_N(A_N):

    def __new__(cls, y=2, **kwargs):
        obj = super().__new__(cls, **kwargs)
        obj.y = y
        return obj

Clarification for scope of question: This is not a question about how __init__ and __new__ are used or what is the difference between them. This is a question about what would happen if __init__ were removed from the language. Would anything break? Would anything become a lot harder or impossible to do?

Note about difference between __new__ and __init__

Before explaining missing functionality let's get back to definition of __new__ and __init__ :

__new__ is the first step of instance creation. It's called first, and is responsible for returning a new instance of your class.

However, __init__ doesn't return anything ; it's only responsible for initializing the instance after it's been created.

Consequences of replacing __init__ with __new__

Mainly you would lose out on flexibility. You would get a lot of semantics headaches and loose separation of initializatin and construction (by joining __new__ and init we are to joining construction and initialization into one step...). Let's take a look on snippet below:

class A(object):
    some_property = 'some_value'

    def __new__(cls, *args, **kwargs):
        obj = object.__new__(cls, *args, **kwargs)
        obj.some_property = cls.some_property
        return obj


class B(A):
    some_property = 2

    def __new__(cls, *args, **kwargs):
        obj = super(B, cls).__new__(cls)
        return obj

Consequences of moving __init__ actions into __new__ :

  1. Initialize B before A : When you are using __new__ method instead of __init__ your first step of creating new instance of B is calling A.__new__ as side effect you cannot initialize B before A is initialized ( access and assign some properties to new B instance). Using of __init__ gives you such flexability.

  2. Loose control on initializing order: let's imagine that you have B_N inherited from two classes ( A_N1 , A_N2 ), now you would miss controlling of order of initializing new instance of B_N (what is the order you are going to initialize instances ? it could be matter... what is weird.)

  3. Properties and methods mess: you would miss access to A.some_property ( cls would be equal to B while instantiating new instance of B . However directly accessing of A.some_property is possible, but my guess it's at least weird to access properties within class throught class name and not by using classmethods ).

  4. You cannot re-initialize an existed instance without creating new one or implementation special logic for this ( thanks to @platinhom for idea )

What can __init__ do that __new__ cannot?

There are no actions that cannot be done in __new__ and can in __init__ , because actions that __init__ performs is a subset of the actions that can be performed by __new__ .

An interesting moment from Python Docs, Pickling and unpickling normal class instances#object. getinitargs regarding when __init__ could be usefull:

When a pickled class instance is unpickled, its init () method is normally not invoked.

Everything you can do in __init__ can also be done in __new__ .

Then, why use __init__ ?
Because you don't have to store instance in variable ( obj in your example code), and later bother returning it. You can focus on what you realy want to do – initializing mutable object.

Per When to use __new__ vs. __init__

__new__ is the first step of instance creation. It's called first, and is responsible for returning a new instance of your class. In contrast, __init__ doesn't return anything; it's only responsible for initializing the instance after it's been created.

Also the class of class is type , and type.__call__() is implemented something like below refer to the above description:

def __call__(cls, *args, **kwargs):
    obj = cls.__new__(cls, *args, **kwargs)
    if isinstance(obj, cls):
        obj.__init__(*args, **kwargs)
    return obj

We know __init__() just do a part of __new__() can do anything to that object before the object is returned.

In general, you shouldn't need to override __new__ unless you're subclassing an immutable type like str, int, unicode or tuple.

So it is not good to remove __init__ from the language, and it is better to always use __init__() better than using __new__() .

Here is one history of Low-level constructors and __new__() .

The technical post webpages of this site follow the CC BY-SA 4.0 protocol. If you need to reprint, please indicate the site URL or the original address.Any question please contact:yoyou2525@163.com.

 
粤ICP备18138465号  © 2020-2024 STACKOOM.COM