Optimizing Django View to Handle Large Data Sets Efficiently
I'm seeking advice on optimizing a Django
view to enhance its performance, particularly when dealing with a large number of clients in the database. Here's the scenario:
I have a Django view called tClients
that retrieves client data and renders it on a webpage. The view performs filtering based on a query parameter called status
. If status
is provided and falls within certain values, the view filters clients accordingly.
Here's the current implementation of the view:
@login_required(login_url='/accounts/login')
def tClients(request):
client_Form = NewClient()
client_update_form = ClientUpdateForm()
filter_status = request.GET.get('status', None)
if filter_status is not None and filter_status in ['-1', '0', '1']:
clients = Client.objects.select_related()
# values('id','nni','nom','date','telephone','address','observation')
clients = [client for client in clients if client.is_debt == int(filter_status)]
else:
clients = Client.objects.values('id','nni','nom','date','telephone','address','observation')
context = {
'client_Form': client_Form,
'client_update_form': client_update_form,
'tClients': clients,
}
return render(request, 'clients/list_clients.html', context)
The Client
model is defined as follows:
class Client(models.Model):
nni = models.CharField(max_length=20, verbose_name=_('nni'), unique=True)
uid = models.CharField(max_length=500)
nom = models.CharField(max_length=255, verbose_name=_('nom'))
date = models.DateField(verbose_name=_("date d'inscription"))
img = models.ImageField(upload_to='client/qrcodes', blank=True, null=True, verbose_name=_("Image"))
telephone = models.CharField(max_length=255, null=True, verbose_name=_("Telephone"))
address = models.CharField(null=True, max_length=255, verbose_name=_("Address"))
observation = models.TextField(null=True, verbose_name=_("Observation"))
user = models.ForeignKey(User, blank=True, on_delete=models.SET_NULL, null=True)
@property
def is_debt(self):
current_date = timezone.localdate()
debts = self.client_detter.all()
if debts.exists():
for debt in debts:
duration = current_date - debt.date_dette
duration_in_days = duration.days
if duration_in_days >= debt.dette_duration and debt.amount != debt.dette_montant_payee:
return -1
elif duration_in_days < debt.dette_duration and debt.amount != debt.dette_montant_payee:
return 0
return 1
else:
return 1
Initially, I attempted to enhance query performance by utilizing the values
method to select only the required fields. However, I encountered a challenge when attempting to filter the results based on the status
parameter.
Since values returns a dictionary, I couldn't directly access the is_debt
property, which is defined as a @property
within the Client
model.
Additionally, I tried annotating the queryset with the is_debt
property, but unfortunately, it didn't yield the desired results.
Could anyone provide guidance on how to optimize this query. Thank you .