Django Filter Backend

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面向向阳花
面向向阳花 2021-01-11 18:03

I\'m working with Django rest framework API, I am trying to make a filter by first_name or by last_name or by both of them. This is my ContactViewSet.py :

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  • 2021-01-11 18:49

    I solved my problem by modifying my class ContactFilter like this:

    import django_filters
    from .models import Contact
    
    class ContactFilter(django_filters.FilterSet):
       class Meta:
            model = Contact
            fields = {
                'first_name': ['startswith'],
                'last_name': ['startswith'],
            }
            together = ['first_name', 'last_name']
    

    And in my view I just had to do this :

    class ContactViewSet(viewsets.ModelViewSet):
        queryset = Contact.objects.all()
        serializer_class = ContactSerializer
        filter_class = ContactFilter
    

    My request url looks like :

    http://localhost:8000/api/v1/contact/?first_name__contains=Cl&last_name__contains=Tes
    

    But I still wonder if I can have something like this in Django

    http://localhost:8000/api/v1/contacts/?first_name=Cl**&last_name=Tes**
    
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  • 2021-01-11 18:49

    I think the DjangoFilterBackend is mainly equality-based filtering. But you can customize the filtering method.

    Also in DRF, for non exact filtering, there is the SearchFilter which makes case-insensitive partial matches searches by default.

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  • 2021-01-11 18:49

    For fuzzy search lookups I recommend using this approach:

    filters.py

    from django_filters import rest_framework as filters
    from django.db.models import Q
    from . import models
    
    def filter_name(queryset, name, value):
        """
        Split the filter value into separate search terms and construct a set of queries from this. The set of queries
        includes an icontains lookup for the lookup fields for each of the search terms. The set of queries is then joined
        with the OR operator.
        """
        lookups = [name + '__icontains', ]
    
        or_queries = []
    
        search_terms = value.split()
    
        for search_term in search_terms:
            or_queries += [Q(**{lookup: search_term}) for lookup in lookups]
    
        return queryset.filter(reduce(operator.or_, or_queries))
    
    
    class ContactFilter(filters.FilterSet):
        first_name = filters.CharFilter(method=filter_name, name='first_name')
        last_name = filters.CharFilter(method=filter_name, name='last_name')
    
        class Meta:
            model = models.Contact
            fields = [
                'first_name',
                'last_name',
            ]
    

    api.py

    class ContactViewSet(viewsets.ModelViewSet):
        queryset = Contact.objects.all()
        serializer_class = ContactSerializer
        filter_class = ContactFilter
        ...
    
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  • 2021-01-11 18:53

    What I do, is write custom FilterBackend. Something like this:

    # views.py
    from rest_framework import filters
    
    class ObjektFilterBackend(filters.BaseFilterBackend):
        allowed_fields = ['objekt', 'naziv', 'kategorija', 'zadnja_sprememba']
    
        def filter_queryset(self, request, queryset, view):
            flt = {}
            for param in request.query_params:
                for fld in self.allowed_fields:
                    if param.startswith(fld):
                        flt[param] = request.query_params[param]
    
            return queryset.filter(**flt)
    
    
    class ObjektiViewSet(mixins.ListModelMixin,
                     mixins.RetrieveModelMixin,
                     viewsets.GenericViewSet):
        authentication_classes = (
            authentication.TokenAuthentication,
            authentication.SessionAuthentication)
        permission_classes = (IsAuthenticated,)
        queryset = models.Objekt.objects.all()
        serializer_class = serializers.ObjektSerializer
        filter_backends = (ObjektFilterBackend, ObjektOrderBackend,)
        ....
    

    Besides basic filtering (fieldname=value pairs) I can use any Django queryset Field Lookups (__gt, __gte, __startswith,...) in my URLs like this:

    http://localhost:8000/api/v2/objekti/?naziv__startswith=Apartma&zadnja_sprememba__gte=2018-01-01
    

    And ObjektFilterBackend class could be easily adapted to support searching by pattern.

    Just a little warning - this approach is potentially dangerous, because it allows end user to filter also by foreign key field. Something like this also works:

    http://localhost:8000/api/v2/objekti/?kategorija__naziv__icontains=sobe
    

    So restrict allowed_fields carefully and not include foreign keys that could lead to related User model.

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  • 2021-01-11 18:58

    If your requests aren't too complicated you can also use:

    class YourModelViewSet(viewsets.ModelViewSet):
        queryset = YourModel.objects.all()
        serializer_class = YourModelSerializer
        filter_fields = {'some_field': ['startswith']}
    

    Which will enable '?some_field__starswith=text' sintax support in request query params.

    I suppose 'startswith' can be replaced with any django standart queryset filter param.

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