I'm fighting with circular dependencies within serializers in my web API written using Django Rest Framework 3. Whereas I know that circular dependencies in a project is almost always a sign of bad design, I can't find a decent way of avoiding it without making the app a big monolithic nightmare.
A simple stripped down example pictures well enough what happens in all places I'm having the similar problem.
Let's have two simple models in two apps:
# profiles/models.py
from images.models import Image
class Profile(models.Model):
name = models.CharField(max_length=140)
def recent_images(self):
return Image.objects.recent_images_for_user(self)
# images/models.py
class Image(models.Model):
profile = models.ForeignKey('profiles.Profile')
title = models.CharField(max_length=140)
Following the principle of fat models I often use multiple imports in my models to allow easy retrieval of related objects using methods on Profile, but that rarely causes circular dependencies, since I rarely do the same from the other end.
The problem begins when I try to add serializers to the bunch. To make the API footprint small and limit the amount of necessary calls to the minimum, I want to serialize on both ends some of the related objects in their simplified forms.
I want to be able to retrieve profiles on /profile
endpoint that will have simplified info about few recent images created by the user nested. Also, when retrieving images from /images
endpoint I'd like to have profile info embedded in the image JSON.
To achieve this and avoid recursive nesting, I have two serializers - one that nests related objects, and one that does not, for both apps.
# profiles/serializers.py
from images.serializers import SimplifiedImageSerializer
class SimplifiedProfileSerializer(serializers.Serializer):
name = serializers.CharField()
class ProfileSerializer(SimplifiedProfileSerializer):
recent_images = SimplifiedImageSerializer(many=True)
# images/serializers.py
from profiles.serializers import SimplifiedProfileSerializer
class SimplifiedImageSerializer(serializers.Serializer):
title = serializers.CharField()
class ImageSerializer(SimplifiedImageSerializer):
profile = SimplifiedProfileSerializer()
The expected behaviour is to get the following JSON results:
[{
'name': 'Test profile',
'recent_images': [{
'title': 'Test image 1'
}, {
'title': 'Test image 2'
}]
]]
[{
'title': 'Test image 1',
'profile': {
'name': 'Test profile'
}
},
{
'title': 'Test image 2',
'profile': {
'name': 'Test profile'
}
}]
but then I hit the wall with circular imports of the serializers.
I feel that joining those two apps into one is definitely not the road to take - after all, images are something completely different from user profiles.
The serializers also in my view should belong to their respective apps.
The only way to go around this problem I found as of now is import in the method as follows:
class ImageSerializer(SimplifiedProfileSerializer):
profile = SerializerMethodField()
def get_profile(self, instance):
from profiles.serializers import SimplifiedProfileSerializer
return SimplifiedProfileSerializer(instance.profile).data
but that feels like an ugly, ugly, uuuugly hack.
Could you please share your experience with similar problems?
Thanks!
In my opinion your code is fine, because you do not have a logic circular dependency.
Your ImportError
is only raised because of the way import()
evaluates top level statements of the entire file when called.
However, nothing is impossible in python...
There is a way around it if you positively want your imports on top:
From David Beazleys excellent talk Modules and Packages: Live and Let Die! - PyCon 2015, 1:54:00
, here is a way to deal with circular imports in python:
try:
from images.serializers import SimplifiedImageSerializer
except ImportError:
import sys
SimplifiedImageSerializer = sys.modules[__package__ + '.SimplifiedImageSerializer']
This tries to import SimplifiedImageSerializer
and if ImportError
is raised, because it already is imported, it will pull it from the importcache.
PS: You have to read this entire post in David Beazley's voice.