Part 5: Dependency Inversion Principle
The Dependency Inversion Principle (DIP) is a software design principle that states that:
- High-level modules should not depend on low-level modules. Both should depend on abstractions.
- Abstractions should not depend upon details. Details should depend upon abstractions.
In this scenario, you’re building an AI system for our quintessential cyberpunk city. There are two modules: a “SurveillanceModule” and a “TrafficControlModule”. The SurveillanceModule is responsible for collecting data from surveillance cameras and transmitting it to the TrafficControlModule, which uses this data to optimize traffic flow in the city.
According to the DIP, the SurveillanceModule should not depend on the TrafficControlModule, and vice versa. Instead, both modules should depend on an abstraction, such as an “AI Interface”, which defines the methods and functions that both modules need to communicate with each other.
This way, if you need to make changes to either the SurveillanceModule or the TrafficControlModule, you can do so without affecting the other module, as long as you don’t break the abstraction (AI Interface) that they both depend on.
Let’s define our interface and class modules:
<?php namespace App\Modules; interface AIInterface { public function processSurveillanceData($data); } class SurveillanceModule { protected $ai; public function __construct(AIInterface $ai) { $this->ai = $ai; } public function sendData() { // Collect surveillance data from cameras and send it to the AI interface $data = collectSurveillanceData(); $this->ai->processSurveillanceData($data); } } class TrafficControlModule implements AIInterface { public function processSurveillanceData($data) { // Use the surveillance data to optimize traffic flow optimizeTrafficFlow($data); } }
Here, the SurveillanceModule depends on the AIInterface abstraction, and the TrafficControlModule implements the AIInterface. This way, the SurveillanceModule can send data to the TrafficControlModule without knowing how the TrafficControlModule processes the data, and the TrafficControlModule can receive data from the SurveillanceModule without knowing how the SurveillanceModule collects the data.
Now to update the bindings in our App\Providers\AppServiceProvider class:
<?php namespace App\Providers; use App\Modules\AIInterface; use App\Modules\SurveillanceModule; use App\Modules\TrafficControlModule; use Illuminate\Support\ServiceProvider; class AppServiceProvider extends ServiceProvider { public function register() { $this->app->bind(AIInterface::class, TrafficControlModule::class); $this->app->singleton(SurveillanceModule::class); } }
Then, you can inject the SurveillanceModule and AIInterface into a controller or other class using dependency injection:
<?php namespace App\Http\Controllers; use App\Modules\AIInterface; use App\Modules\SurveillanceModule; use Illuminate\Http\Request; class SurveillanceController extends Controller { protected $surveillance; protected $ai; public function __construct(SurveillanceModule $surveillance, AIInterface $ai) { $this->surveillance = $surveillance; $this->ai = $ai; } public function sendData(Request $request) { $this->surveillance->sendData(); return response()->json([ 'status' => 'success', 'message' => 'Surveillance data sent to AI system.' ]); } }
In these articles, we’ve explored the SOLID principles, a set of guidelines for designing software systems that are modular, maintainable, and testable.
We’ve beared witness to how the Dependency Inversion Principle (DIP) encourages developers to depend on abstractions rather than on concrete implementations, and how this can help decouple high-level modules, such as the SurveillanceModule, from low-level modules, such as the TrafficControlModule. We also looked at how the DIP can be implemented using dependency injection and service binding.
We’ve also covered the other SOLID principles, including the Single Responsibility Principle (SRP), the Open-Closed Principle (OCP), the Liskov Substitution Principle (LSP), and the Interface Segregation Principle (ISP). These principles inspire developers design software systems that are flexible, scalable, and resilient, and that can adapt to changing requirements and environments.
Overall, the SOLID principles are a crucial toolkit for building high-quality software systems, including AI systems in our cyberpunk city. By following these principles, developers can design systems that are easy to modify, extend, and test, and that can deliver value to users over the long term.
Thank you for reading! We hope you found this article helpful, and that you will consider applying the SOLID principles in your own software development projects. If you have any questions or comments, please don’t hesitate to reach out.