Adding attributes to instance methods in Python

2019-02-12 19:13发布

I would like to add an attribute to an instance method in one of my classes. I tried the answer given in this question, but this answer only works for functions -- as far as I can tell.

As an example, I would like to be able to do something like:

class foo(object):
    ...
    def bar(self):
        self.bar.counter += 1
        return self.bar.counter
    bar.counter = 1
    ...

but, when I call foo().bar() I get:

AttributeError: 'instancemethod' object has no attribute 'counter'

My goal in doing this is to try to impress that the 'counter' variable is local to the bar() method, and also to avoid cluttering my class namespace with yet another attribute. Is there a way to do this? Is there a more pythonic way of doing this?

4条回答
Bombasti
2楼-- · 2019-02-12 19:21

You need an __init__ method to initialise the data member:

class foo(object):
    def __init__(self):
        self.counter = 0
    def bar(self):
        self.counter += 1
        return self.counter

Attaching data values directly to functions is decidedly non-Pythonic.

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走好不送
3楼-- · 2019-02-12 19:33

Sorry to dig up an older post but I came across it in my searches and actually found someone with a solution.

Here's a blog post that describes the issue you're having and how to create a decorator that does what you want. Not only will you get the functionality you need but the author does a great job of explaining why Python works this way.

http://metapython.blogspot.com/2010/11/python-instance-methods-how-are-they.html

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狗以群分
4楼-- · 2019-02-12 19:38

If you want the counter to be persistent across all instances you can do the following, this is still not Pythonic at all.

class foo(object):
    def bar(self):
        self.bar.im_func.counter += 1
        return self.bar.im_func.counter
    bar.counter = 0
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Ridiculous、
5楼-- · 2019-02-12 19:40

In Python 3 your code would work, but in Python 2 there is some wrapping that takes place when methods are looked up.

Class vs Instance

  • class level: storing counter with the function (either directly, or by using a mutable default) effectively makes it a class level attribute as there is only ever one of the function, no matter how many instances you have (they all share the same function object).

  • instance level: to make counter an instance level attribute you have to create the function in __init__, then wrap it with functools.partial (so it behaves like a normal method), and then store it on the instance -- now you have one function object for every instance.

Class Level

The accepted practice for a static-like variable is to use a mutable default argument:

class foo(object):
    ...
    def bar(self, _counter=[0]):
        _counter[0] += 1
        return _counter[0]

If you want it to be prettier you can define your own mutable container:

class MutableDefault(object):
    def __init__(self, start=0):
        self.value = start
    def __iadd__(self, other):
        self.value += other
        return self
    def value(self):
        return self.value

and change your code like so:

class foo(object):
    def bar(self, _counter=MutableDefault()):
        _counter += 1
        return _counter.value

Instance level

from functools import partial

class foo(object):
    def __init__(self):
        def bar(self, _counter=MutableDefault(1)):   # create new 'bar' each time
            value = _counter.value
            _counter += 1
            return value
        self.bar = partial(bar, self)

Summary

As you can see, readability took a serious hit when moving to instance level for counter. I strongly suggest you reevaluate the importance of emphasizing that counter is part of bar, and if it is truly important maybe making bar its own class whose instances become part of the instances of foo. If it's not really important, do it the normal way:

class foo(object):
    def __init__(self):
        self.bar_counter = 0
    def bar(self):
        self.bar_counter += 1
        return self.bar_counter
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