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Why does Python seem to treat instance variables as shared between objects?

Tags:

python

object

oop

I was working on a simple script today when I noticed a strange quirk in the way Python treats instance variables.

Say we have a simple object:

class Spam(object):
    eggs = {}

    def __init__(self, bacon_type):
        self.eggs["bacon"] = bacon_type

    def __str__(self):
       return "My favorite type of bacon is " + self.eggs["bacon"]

And we create two instances of this object with separate arguments:

spam1 = Spam("Canadian bacon")
spam2 = Spam("American bacon")

print spam1
print spam2

The results are puzzling:

My favorite type of bacon is American bacon
My favorite type of bacon is American bacon

It seems like the "eggs" dictionary is shared between all the different "Spam" instances -- either that or it is overwritten every time a new instance is created. This isn't really a problem in every day life, since we can solve it by declaring the instance variable in the initialization function:

class Spam(object):

    def __init__(self, bacon_type):
        self.eggs = {}
        self.eggs["bacon"] = bacon_type

    def __str__(self):
        return "My favorite type of bacon is " + self.eggs["bacon"]

spam1 = Spam("Canadian bacon")
spam2 = Spam("American bacon")

print spam1
print spam2

With the code written this way, the result is what we expect:

My favorite type of bacon is Canadian bacon
My favorite type of bacon is American bacon

So while I'm not held up by this behavior, I don't understand why Python works this way. Can anyone shed some light on this?

like image 909
lionel b Avatar asked Jan 14 '12 05:01

lionel b


1 Answers

As Ignacio has posted, variables which are assigned to at class scope in Python are class variables. Basically, in Python, a class is just a list of statements under a class statement. Once that list of statements finishes executing, Python scoops up any variables that were created during the course of that execution and makes a class out of them. If you want an instance variable, you actually do have to assign it to the instance.

On another note: it sounds like you may be coming to this from a Java (or Java-like) perspective. So perhaps you know that because Java requires variables to be explicitly declared, it needs to have instance variable declarations at class scope.

class Foo {
    String bar;
    public Foo() {
        this.bar = "xyz";
    }
}

Note that only the declaration is at class scope. In other words, the memory allocated for that variable is part of the class "template," but the actual value of the variable is not.

Python doesn't have any need for variable declarations. So in the Python translation, you just drop the declaration.

class Foo:
    # String bar;  <-- useless declaration is useless
    def __init__(self):
        self.bar = "xyz"

The memory will be allocated when it's needed; only the assignment is actually written out. And that goes in the constructor, just like in Java.

like image 69
David Z Avatar answered Oct 19 '22 23:10

David Z