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Understanding Method Resolution Order in Python
Coding FoundationsComputer Science

Understanding Method Resolution Order in Python

Demystifying Class Inheritance and Method Resolution

Kyryl Sidak

by Kyryl Sidak

Data Scientist, ML Engineer

Jan, 2024
7 min read

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Understanding Method Resolution Order in Python

In the world of object-oriented programming (OOP), Python stands out for its simplicity and readability. One of the key concepts in Python's OOP is the Method Resolution Order (MRO). This article will guide beginners through the intricacies of MRO, explaining its importance and how it operates in Python.

What is Method Resolution Order?

Method Resolution Order is the sequence in which Python looks for a method in a hierarchy of classes. Especially in the context of multiple inheritances, where a class is derived from more than one base class, MRO becomes crucial to understand which method is actually being called.

Understanding MRO is critical in Python programming because it helps in debugging and reading code effectively. Knowing the order in which methods are resolved helps in predicting the behavior of your code, especially in complex class hierarchies.

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Understanding Classes and Inheritance in Python

Before diving into MRO, it's essential to understand classes and inheritance in Python.

A class in Python is like a blueprint for creating objects. It defines a set of attributes and methods that will characterize any object of that class.

Inheritance: Extending Classes

Inheritance allows a new class, known as a child class, to extend the properties and behaviors of an existing class, referred to as the parent class. This mechanism promotes code reuse.

Exploring Single Inheritance

Single inheritance occurs when a child class inherits from only one parent class. Let's explore this with an example:

In this case, the Dog class inherits from the Animal class. When you call the speak method on a Dog object, Python will use the method defined in the Dog class, as it overrides the one in the Animal class.

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Delving into Multiple Inheritance

Multiple inheritances occur when a class inherits from more than one parent class. Python handles this through a specific MRO.

In this scenario, the Child class inherits from both Father and Mother. The MRO determines which hobby method gets called.

Python's MRO Algorithm: C3 Linearization

C3 Linearization is a deterministic algorithm used in Python to create a linear ordering of classes. This order respects two rules:

  1. Children precede their parents.
  2. If a class inherits from multiple classes, they are kept in the order specified in the tuple of the base class.

Let's delve into some practical examples to understand MRO better.

Example 1: Simple Multiple Inheritance Here, we define a scenario with straightforward multiple inheritances and examine the MRO.

Example 2: Complex Class Hierarchy In this example, we create a more complex class hierarchy and use the __mro__ attribute to inspect the resolution order.

FAQs

Q: Can MRO result in errors or conflicts in Python?
A: Yes, especially in multiple inheritances, conflicting method names or improper use of super() can lead to issues. Understanding MRO helps to avoid these conflicts.

Q: How do I view the MRO of a class?
A: You can view the MRO by using the __mro__ attribute of the class, like ClassName.__mro__.

Q: Is MRO unique to Python?
A: The concept of method resolution order exists in many object-oriented languages, but Python's C3 Linearization is a specific implementation.

Q: Does single inheritance have an MRO?
A: Yes, even in single inheritance, Python uses MRO, though it's straightforward as there's only one parent class.

Q: Can I override the MRO in Python?
A: You cannot override the MRO itself, but you can design your class hierarchy and use of methods to achieve the desired method resolution.

Q: How does super() work with MRO?
A: super() in Python works in conjunction with MRO to determine the next class in the hierarchy from which to call methods.

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