How to make a class JSON serializable

Cover Image for How to make a class JSON serializable
Matheus Mello
Matheus Mello
published a few days ago. updated a few hours ago

Making a Class JSON Serializable 🌟

So, you've encountered the dreaded TypeError: Object of type 'FileItem' is not JSON serializable when trying to serialize a Python class to JSON. Don't worry, we've all been there! 🤷‍♀️

Serializing a class to JSON means converting its object into a JSON string, which is useful for transferring data between different systems or storing it in a file. However, not all Python classes are JSON serializable by default, as they may contain non-serializable attributes or complex data types.

But fear not, my fellow Pythonistas! In this guide, I will show you some easy solutions to make your class JSON serializable.

The Problem 🧐

Let's start with an example class called FileItem:

class FileItem:
    def __init__(self, fname):
        self.fname = fname

Now, imagine you have an instance of this class and you want to serialize it to JSON using the json.dumps() function:

import json

x = FileItem('/foo/bar')
json.dumps(x)

At this point, you will be met with the frustrating TypeError: Object of type 'FileItem' is not JSON serializable. 😞

The reason for this error is that the json library doesn't know how to handle custom classes by default. Luckily, there are a few ways to overcome this obstacle and make our class JSON serializable.

Solution 1: Implementing the __dict__ Method 📝

One simple way to make a class JSON serializable is to define the __dict__ method. This method returns a dictionary representation of the class instance, which can be easily serialized to JSON.

Here's how to implement this method in our FileItem class:

class FileItem:
    def __init__(self, fname):
        self.fname = fname
    
    def __dict__(self):
        return self.__dict__

Now, if we try to serialize an instance of FileItem to JSON, it should work like a charm:

x = FileItem('/foo/bar')
json.dumps(x)

No more TypeError! 🎉

Solution 2: Implementing the json.JSONEncoder Class 🎚

Another approach is to create a custom JSON encoder by inheriting from the json.JSONEncoder class. This allows us to define how our class should be serialized to JSON.

Here's an example:

import json

class FileItemEncoder(json.JSONEncoder):
    def default(self, obj):
        if isinstance(obj, FileItem):
            return obj.__dict__
        return super().default(obj)

x = FileItem('/foo/bar')
json.dumps(x, cls=FileItemEncoder)

By overriding the default() method of json.JSONEncoder, we check if the object is an instance of FileItem. If it is, we return its __dict__, which is then serializable to JSON.

Solution 3: Using the dataclasses Module 💡

Starting from Python 3.7, we have the dataclasses module, which provides a decorator to automatically generate special methods for classes. One of these methods is the asdict() method, which returns a dictionary representation of the class.

To make our FileItem class serializable, we can leverage the dataclasses module:

from dataclasses import dataclass, asdict

@dataclass
class FileItem:
    fname: str

x = FileItem('/foo/bar')
json.dumps(asdict(x))

The dataclass decorator adds the necessary methods behind the scenes, including the asdict() method, which we can use to convert our instance to a dictionary and then serialize it to JSON.

Conclusion and Call-to-Action 🎉

Congratulations! You have learned how to make a Python class JSON serializable. We covered three different solutions:

  1. Implementing the __dict__ method: Ideal when you want a simple and quick solution.

  2. Implementing the json.JSONEncoder class: Useful when you want more control over the serialization process.

  3. Using the dataclasses module: Great for automatically generating serialization methods.

Now it's time for you to put this knowledge into practice! Try serializing your own custom classes and see the magic happen. ✨

If you found this guide helpful, share it with your fellow Python enthusiasts and let them also become JSON serialization masters! 🚀

Have any questions or additional tips to share? Let me know in the comments below. Together, we can conquer any serialization challenge! 💪

Happy coding! 😄🐍


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