The right way to declare class variables in Python
Declare class variables in Python at class level so that they're accessible by all instances of that class. You do this by defining them immediately after the class definition but outside of any method:
These so-called class variables are ideal for storing shared data across instances. Make sure not to mistake them for instance variables which are unique to each instance and defined within methods.
Distinguishing class variables from instance variables
Class variables store data common to all instances, like default settings, constants, or communal counters. Instance variables, on the other hand, are used for data that can change between instances.
Guidelines when working with class variables
- Limit class variable usage unless an attribute is truly universal.
- Always initialize instance variables inside
__init__
. - Don't use mutable types as class variables unless a shared state is specifically intended.
- Modify a class variable in a method using classmethods.
The perils of improper attribute use
- Unexpected sharing of mutable types may lead to puzzling bugs that'll surely keep you up at night.
- Excessive class variables can muddle your code and give you migraines.
- Mixing up class and instance variables could lead to surprising behavior and makes instances terrible at keeping secrets from each other.
When an instance variable is a better choice over a class variable
- When the attribute is unique to each individual object, like a name or an ID.
- Security matters. If you care about encapsulation, stick to instance variables.
- When the attribute is often changed, or is unique to the context of each instance.
Visualization
Think of houses built from a specific blueprint (π ). This is like a class:
Each house gets assigned its own color palette as an instance variable:
Visual Comparison:
You end up with a lot of houses all standing firm on the same foundation but each sporting a unique color. Diversity is the spice of the neighborhood after all! π
Common pitfalls and misconceptions
The defining and usage of class and instance variables in Python can often lead to head scratches. Here are some misunderstandings and their explanations:
Misunderstanding: All variables defined in a class are class variables
Fact: Variables assigned within instance methods, especially __init__
, are not nobles - they are commoners, or instance variables.
Misunderstanding: Class variables can only be accessed through the class
Fact: Class variables aren't snobby. You can access them through an instance too.
Misunderstanding: Changing a class variable on an instance won't affect the original class
Fact: Changing a class variable via an instance doesn't alter the original class variable. It just creates a new instance variable. The equivalent of stealing someone's identity. π²
The art of appropriately modifying a class variable
- Modify class variables through the class name to avoid identity theft, er, creating instance variables unintentionally.
- Employ a classmethod for modifying class variables within methods.
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