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Python : Operator Overloading

Tutorial by:Rizwan Abdullah      Date: 2016-06-13 05:14:27

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Python operators work for built-in classes. But same operator behaves differently with different types. For example, the + operator will, perform arithmetic addition on two numbers, merge two lists and concatenate two strings. This feature in Python, that allows same operator to have different meaning according to the context is called operator overloading.

So what happens when we use them with objects of a user-defined class? Let us consider the following class, which tries to simulate a point in 2-D coordinate system.


class Point:
    def __init__(self,x = 0,y = 0):
        self.x = x
        self.y = y

Now when we try to add two points that we create as follows.


>>> p1 = Point(2,3)
>>> p2 = Point(-1,2)
>>> p1 + p2
Traceback (most recent call last):
...
TypeError: unsupported operand type(s) for +: 'Point' and 'Point'

Whoa! That's a lot of complains. TypeError was raised since Python didn't know how to add two Point objects together. However, the good news is that we can teach this to Python through operator overloading. But first, let's get a notion about special functions.

Special Functions in Python

Class functions that begins with double underscore (__) are called special functions in Python. This is because, well, they are not ordinary. The __init__() function we defined above, is one of them. It gets called every time we create a new object of that class. There are a ton of special functions in Python.

Using special functions, we can make our class compatible with built-in functions.


>>> p1 = Point(2,3)
>>> print(p1)
<__main__.Point object at 0x00000000031F8CC0>

That did not print well. But if we define __str__() method in our class, we can control how it gets printed. So, let's add this to our class.


class Point:
    # previous definitions...
    
    def __str__(self):
        return "({0},{1})".format(self.x,self.y)

Now let's try the print() function again.


>>> print(p1)
(2,3)

That's better. Turns out, that this same method is invoked when we use the built-in function str() or format().


>>> str(p1)
'(2,3)'

>>> format(p1)
'(2,3)'

 

 
 

So, when you do str(p1) or format(p1), Python is internally doing p1.__str__(). Hence the name, special functions.

Ok, now back to operator overloading.

Overloading the + Operator

To overload the + sign, we will need to implement __add__() function in the class. With great power comes great responsibility. We can do whatever we like, inside this function. But it is sensible to return a Point object of the coordinate sum.


class Point:
    # previous definitions...
    
    def __add__(self,other):
        x = self.x + other.x
        y = self.y + other.y
        return Point(x,y)

Now let's try that addition again.


>>> p1 = Point(2,3)
>>> p2 = Point(-1,2)
>>> print(p1 + p2)
(1,5)

What actually happens is that, when you do p1 + p2, Python will call p1.__add__(p2) which in turn is Point.__add__(p1,p2). Similarly, we can overload other operators as well. The special function that we need to implement is tabulated below.

Operator Overloading Special Functions in Python
Operator Expression Internally
Addition p1 + p2 p1.__add__(p2)
Subtraction p1 - p2 p1.__sub__(p2)
Multiplication p1 * p2 p1.__mul__(p2)
Power p1 ** p2 p1.__pow__(p2)
Division p1 / p2 p1.__truediv__(p2)
Floor Division p1 // p2 p1.__floordiv__(p2)
Remainder (modulo) p1 % p2 p1.__mod__(p2)
Bitwise Left Shift p1 << p2 p1.__lshift__(p2)
Bitwise Right Shift p1 >> p2 p1.__rshift__(p2)
Bitwise AND p1 & p2 p1.__and__(p2)
Bitwise OR p1 | p2 p1.__or__(p2)
Bitwise XOR p1 ^ p2 p1.__xor__(p2)
Bitwise NOT ~p1 p1.__invert__()

Overloading Comparison Operators in Python

Python does not limit operator overloading to arithmetic operators only. We can overload comparison operators as well. Suppose, we wanted to implement the less than symbol < symbol in our Point class. Let us compare the magnitude of these points from the origin and return the result for this purpose. It can be implemented as follows.


class Point:
    # previous definitions...
    
    def __lt__(self,other):
        self_mag = (self.x ** 2) + (self.y ** 2)
        other_mag = (other.x ** 2) + (other.y ** 2)
        return self_mag < other_mag

Some sample runs.


>>> Point(1,1) < Point(-2,-3)
True

>>> Point(1,1) < Point(0.5,-0.2)
False

>>> Point(1,1) < Point(1,1)
False

Similarly, the special functions that we need to implement, to overload other comparison operators are tabulated below.

Comparision Operator Overloading in Python
Operator Expression Internally
Less than p1 < p2 p1.__lt__(p2)
Less than or equal to p1 <= p2 p1.__le__(p2)

Equal to

p1 == p2 p1.__eq__(p2)
Not equal to p1 != p2 p1.__ne__(p2)
Greater than p1 > p2 p1.__gt__(p2)
Greater than or equal to p1 >= p2 p1.__ge__(p2)

 

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