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This function uses Django ORM and the caching framework to calculate the total number of orders for a given date. It first attempts to retrieve the data from the cache, and if not found, it calculates the result from the database and caches it.
Technology Stack : Django, ORM, Caching framework
Code Type : Function
Code Difficulty : Intermediate
import random
from django.core.cache import cache
from django.db.models import Sum
from django.utils.timezone import now
def calculate_total_orders_by_date(date):
# This function calculates the total number of orders by date using Django ORM and caching.
# It uses Django's cache framework to store the results for faster retrieval.
# Check if the data is already in the cache
cache_key = f"total_orders_{date.strftime('%Y-%m-%d')}"
total_orders = cache.get(cache_key)
# If the data is not in the cache, calculate it
if total_orders is None:
from django.contrib.auth.models import User
from myapp.models import Order
# Filter orders by the given date
orders = Order.objects.filter(date__range=(date, date + timedelta(days=1)))
# Aggregate the total number of orders
total_orders = orders.aggregate(Sum('quantity'))['quantity__sum'] or 0
# Store the result in the cache
cache.set(cache_key, total_orders, timeout=3600) # Cache for 1 hour
return total_orders