I have a Forum Topic model that I want to order on a computed SerializerMethodField, such as vote_count. Here are a very simplified Model, Serializer and ViewSet to show the
I will put it here because the described case is not the only one. The idea is to rewrite the list method of your Viewset to order by any of your SerializerMethodField(s) also without moving your logic from the Serializer to the ModelManager (especially when you work with several complex methods and/or related models)
def list(self, request, *args, **kwargs):
response = super(YourModelList, self).list(request, args, kwargs)
ordering = request.query_params.get('ordering')
response.data['results'] = sorted(response.data['results'], key=operator.itemgetter(ordering.replace('-',''),))
if "-" in ordering:
response.data['results'] = sorted(response.data['results'], key=lambda k: (k[ordering.replace('-','')], ), reverse=True)
else:
response.data['results'] = sorted(response.data['results'], key=lambda k: (k[ordering], ))
return response
This is not possible using the default OrderingFilter, because the ordering is implemented on the database side. This is for efficiency reasons, as manually sorting the results can be incredibly slow and means breaking from a standard QuerySet
. By keeping everything as a QuerySet
, you benefit from the built-in filtering provided by Django REST framework (which generally expects a QuerySet
) and the built-in pagination (which can be slow without one).
Now, you have two options in these cases: figure out how to retrieve your value on the database side, or try to minimize the performance hit you are going to have to take. Since the latter option is very implementation-specific, I'm going to skip it for now.
In this case, you can use the Count function provided by Django to do the count on the database side. This is provided as part of the aggregation API and works like the SQL COUNT function. You can do the equivalent Count
call by modifying your queryset
on the view to be
queryset = Topic.objects.annotate(vote_count=Count('topicvote_set'))
Replacing topicvote_set
with your related_name for the field (you have one set, right?). This will allow you to order the results based on the number of votes, and even do filtering (if you want to) because it is available within the query itself.
This would require making a slight change to your serializer, so it pulls from the new vote_count
property available on objects.
class TopicSerializer(serializers.ModelSerializer):
vote_count = serializers.IntegerField(read_only=True)
class Meta:
model = Topic
This will override your existing vote_count
method, so you may want to rename the variable used when annotating (if you can't replace the old method).
Also, you can pass a method name as the source
of a Django REST framework field and it will automatically call it. So technically your current serializer could just be
class TopicSerializer(serializers.ModelSerializer):
vote_count = serializers.IntegerField(read_only=True)
class Meta:
model = Topic
And it would work exactly like it currently does. Note that read_only
is required in this case because a method is not the same as a property, so the value cannot be set.