Abstract Factory in Python with Generic Typing
I found it difficult to find cleanly typed Python code that implemented the abstract factory creational design pattern. Therefore, this is my implementation of a typed abstract factory in Python.
The following code uses Python 3.8 and Mypy 0.91.
Implementation
The abstract factory we are going to implement is a game factory that creates players and items. For this example, we are going to implement a Rogue player which requires an attack greater than 5 to successfully hit and a Sword item that has 10 damage.
The Unified Model Language (UML) diagram at the start of this article might be a bit scary to look at it if you’re not familiar with UML but let's start with the basics. Player
is an interface (Python doesn't exactly have interfaces but you can achieve the same result using an abstract class, you’ll see an example below) that contains a single method definition. Any class that implements the Player
interface must implement the attack
method that matches the signature, i.e.
Therefore, as shown in the UML diagram the Rogue
class implements attack. If attack wasn’t implemented a TypeError
would be thrown. Let’s implement Rogue
and Sword
:
Next, we need to create two factories for Player
and Item
. The factory design pattern has many benefits but my personal favourite benefit is it separates the process of creating an object from the code that depends on the interface of the object. Making the code more extensible and maintainable while improving readability. A lot of articles regarding the factory design pattern use a lot of jargon but in reality it is quite simple, let me show you.
In our UML diagram both the PlayerFactory
and ItemFactory
implement the AbstractEntityFactory
interface, specifically the generic create
method.
This method might look confusing to those who are not familiar with generics (especially Python developers since duck typing essentially allows everything to be “generic”). Generic methods allow for a single function declaration to be called with different arguments or different return types. Let me show you with an example:
AbstractEntityFactory
is generic because it inherits Generic[T]
and method create
returns T
. ItemFactory
and PlayerFactory
inherit AbstractEntityFactory
but look closely, it declares its generic type to be Item
for ItemFactory
nd Player
for PlayerFactory
.
Lastly, we need to create our “factory of factories”, GameFactory
. GameFactory
encapsulates PlayerFactory
and ItemFactory
without specifying their concrete classes (what the abstract factory design pattern is meant to do). It sounds more complicated than it looks:
Using Mypy we validated our Python code is typed correctly 🙏.
The code snippet directly below is an example of the GameFactory
creating a Sword
and a Rogue
, getting the sword damage and attacking with the rogue.
That’s it! You’ve successfully implemented a typed version of the abstract factory in Python while adhering to the SOLID design principles.