Create a generic serializer with a dynamic model in Meta

To build on Rahul's answer, this is what worked for me:

urls.py

url(r'^api/(?P<app_label>\w+)/(?P<model_name>\w+)', GeneralViewSet.as_view({'get': 'list'}))

serializers.py

from rest_framework import serializers
class GeneralSerializer(serializers.ModelSerializer):

    class Meta:
        model = None

views.py

from django.apps import apps        
class GeneralViewSet(viewsets.ModelViewSet):

    @property
    def model(self):
        return apps.get_model(app_label=str(self.kwargs['app_label']), model_name=str(self.kwargs['model_name']))

    def get_queryset(self):
        model = self.model
        return model.objects.all()           

    def get_serializer_class(self):
        GeneralSerializer.Meta.model = self.model
        return GeneralSerializer

You can do that by following:

serializers.py

class GeneralSerializer(serializers.ModelSerializer):

    class Meta:
        model = None

views.py

class GeneralViewSet(viewsets.ModelViewSet):

     def get_queryset(self):
         model = self.kwargs.get('model')
         return model.objects.all()           

     def get_serializer_class(self):
         GeneralSerializer.Meta.model = self.kwargs.get('model')
         return GeneralSerializer  

In serializers.py, we define a GeneralSerializer having model in Meta as None. We'll override the model value at the time of calling get_serializer_class().

Then in our views.py file, we define a GeneralViewSet with get_queryset() and get_serializer_class() overridden.

In get_queryset(), we obtain the value of the model from kwargs and return that queryset.

In get_serializer_class(), we set the value of model for GeneralSerializer to the value obtained from kwargs and then return the GeneralSerializer.

So far I know you cannot create a generic serializer if you use model serializer, but you can get the same solution using a base class and deriving all your models from that base class. Implement a method to return the serializer and then use that method to generate a dynamic serializer. I am using this technique for the last 2 years and working pretty fine for me -

class BaseModel(models.Model):
    class Meta:
         abstract = True # define abstract so that it does not cause any problem with model hierarchy in database

    @classmethod
    def get_serializer(cls):
         class BaseSerializer(serializers.ModelSerializer):
               class Meta:
                    model = cls # this is the main trick here, this is how I tell the serializer about the model class

         return BaseSerializer #return the class object so we can use this serializer

Now derive your models from it -

class Derived1(BaseModel):
    pass

class Derived2(BaseModel):
    pass

if you want to override the serializer then just do it in the one that you need. for example -

class DerivedOverride(BaseModel):
    @classmethod
    def get_serializer(cls):
         super_serializer = BaseModel.get_serializer() # this important to not to break the serializing hierarchy
         class BaseSerializer(super_serializer):
               class Meta:
                    model = cls # this is the main trick here, this is how I tell the serializer about the model class

         return BaseSerializer

Thats it, now each class has its own dynamic serializer but we just defined it in one place.

Now use the serializer in view set -

class Derive1ViewSet(ModelViewSet):
    serializer_class = Derived1.get_serializer()

class Derive2ViewSet(ModelViewSet):
    serializer_class = Derived2.get_serializer()

and go on from there.

In addition to @Rahul and @btal, we can use decorator pattern on ModelSerializer in case if we want to use APIView.

def getGenericSerializer(model_arg):
    class GenericSerializer(serializers.ModelSerializer):
        class Meta:
            model = model_arg
            fields = '__all__'

    return GenericSerializer

And use it like this in the APIView:

class MyView(APIView):
    def get(self, request, format=None):
        #...
        GenericSzl = getGenericSerializer(model)
        serializer = GenericSzl(objs, many=True)
        return Response(serializer.data)

Hope this helps to those people who don't want to use ModelViewSet.