import random from datetime import date, timedelta from datetime import timezone as tz from math import ceil from typing import Iterator from dateutil.relativedelta import relativedelta from django.conf import settings from django.contrib.auth.hashers import make_password from django.core.management.base import BaseCommand from django.db.models import Count, Exists, Min, OuterRef, Subquery from django.utils.timezone import localdate, make_aware, now from faker import Faker from club.models import Club, Membership from core.models import Group, User from counter.models import ( Counter, Customer, Permanency, Product, ProductType, Refilling, Selling, ) from forum.models import Forum, ForumMessage, ForumTopic from pedagogy.models import UV from reservation.models import ReservationSlot, Room from subscription.models import Subscription class Command(BaseCommand): help = "Add more fixtures for a more complete development environment" def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) self.faker = Faker("fr_FR") def handle(self, *args, **options): if not settings.DEBUG: raise Exception("Never call this command in prod. Never.") self.stdout.write("Creating users...") users = self.create_users() # len(subscribers) is approximately 480 subscribers = random.sample(users, k=int(0.8 * len(users))) self.stdout.write("Creating subscriptions...") self.create_subscriptions(subscribers) self.stdout.write("Creating club memberships...") self.create_club_memberships(subscribers) self.stdout.write("Creating rooms and reservation...") self.create_resources_and_reservations(random.sample(subscribers, k=40)) self.stdout.write("Creating uvs...") self.create_uvs() self.stdout.write("Creating products...") self.create_products() self.stdout.write("Creating sales and refills...") sellers = list(User.objects.order_by("?")[:100]) self.create_sales(sellers) self.stdout.write("Creating permanences...") self.create_permanences(sellers) self.stdout.write("Filling the forum...") self.create_forums() self.stdout.write("Done") def create_users(self) -> list[User]: password = make_password("plop") users = [ User( username=self.faker.user_name(), first_name=self.faker.first_name(), last_name=self.faker.last_name(), date_of_birth=self.faker.date_of_birth(minimum_age=15, maximum_age=25), email=self.faker.email(), phone=self.faker.phone_number(), address=self.faker.address(), password=password, ) for _ in range(600) ] # there may a duplicate or two # Not a problem, we will just have 599 users instead of 600 users = User.objects.bulk_create(users, ignore_conflicts=True) users = list(User.objects.order_by("-id")[: len(users)]) public_group = Group.objects.get(pk=settings.SITH_GROUP_PUBLIC_ID) public_group.users.add(*users) return users def create_subscriptions(self, users: list[User]): def prepare_subscription(_user: User, start_date: date) -> Subscription: payment_method = random.choice(settings.SITH_SUBSCRIPTION_PAYMENT_METHOD)[0] duration = random.randint(1, 4) sub = Subscription(member=_user, payment_method=payment_method) sub.subscription_start = sub.compute_start(d=start_date, duration=duration) sub.subscription_end = sub.compute_end(duration) return sub subscriptions = [] customers = [] # first set of subscriptions for i, user in enumerate(users): sub = prepare_subscription(user, self.faker.past_date("-10y")) subscriptions.append(sub) customers.append( Customer( user=user, account_id=f"{9900 + i}{self.faker.random_lowercase_letter()}", ) ) while sub.subscription_end < localdate() and random.random() > 0.7: # 70% chances to subscribe again # (expect if it would make the subscription start after tomorrow) sub = prepare_subscription( user, self.faker.past_date(sub.subscription_end) ) subscriptions.append(sub) old_subscriber_group = Group.objects.get( pk=settings.SITH_GROUP_OLD_SUBSCRIBERS_ID ) old_subscriber_group.users.add(*users) Subscription.objects.bulk_create(subscriptions) Customer.objects.bulk_create(customers, ignore_conflicts=True) def make_club(self, club: Club, members: list[User], old_members: list[User]): def zip_roles(users: list[User]) -> Iterator[tuple[User, int]]: roles = iter(sorted(settings.SITH_CLUB_ROLES.keys(), reverse=True)) user_idx = 0 while (role := next(roles)) > 2: # one member for each major role yield users[user_idx], role user_idx += 1 for _ in range(int(0.3 * (len(users) - user_idx))): # 30% of the remaining in the board yield users[user_idx], 2 user_idx += 1 for remaining in users[user_idx + 1 :]: # everything else is a simple member yield remaining, 1 memberships = [] old_members = old_members.copy() random.shuffle(old_members) for old in old_members: start = self.faker.date_between("-3y", "-1y") memberships.append( Membership( start_date=start, end_date=self.faker.past_date(start), user=old, role=random.choice(list(settings.SITH_CLUB_ROLES.keys())), club=club, ) ) for member, role in zip_roles(members): start = self.faker.past_date("-1y") memberships.append( Membership( start_date=start, user=member, role=role, club=club, ) ) memberships = Membership.objects.bulk_create(memberships) Membership._add_club_groups(memberships) def create_club_memberships(self, users: list[User]): users_qs = User.objects.filter(id__in=[s.id for s in users]) subscribers_now = list( users_qs.annotate( filter=Exists( Subscription.objects.filter( member_id=OuterRef("pk"), subscription_end__gte=now() ) ) ) ) old_subscribers = list( users_qs.annotate( filter=Exists( Subscription.objects.filter( member_id=OuterRef("pk"), subscription_end__lt=now() ) ) ) ) self.make_club( Club.objects.get(id=settings.SITH_MAIN_CLUB_ID), random.sample(subscribers_now, k=min(30, len(subscribers_now))), random.sample(old_subscribers, k=min(60, len(old_subscribers))), ) self.make_club( Club.objects.get(name="Troll Penché"), random.sample(subscribers_now, k=min(20, len(subscribers_now))), random.sample(old_subscribers, k=min(80, len(old_subscribers))), ) def create_resources_and_reservations(self, users: list[User]): """Generate reservable rooms and reservations slots for those rooms. Contrary to the other data generator, this one generates more data than what is expected on the real db. """ ae = Club.objects.get(id=settings.SITH_MAIN_CLUB_ID) pdf = Club.objects.get(id=settings.SITH_PDF_CLUB_ID) troll = Club.objects.get(name="Troll Penché") rooms = [ Room( name=name, club=club, location=location, description=self.faker.text(100), ) for name, club, location in [ ("Champi", ae, "BELFORT"), ("Muzik", ae, "BELFORT"), ("Pôle Tech", ae, "BELFORT"), ("Jolly", troll, "BELFORT"), ("Cookut", pdf, "BELFORT"), ("Lucky", pdf, "BELFORT"), ("Potards", pdf, "SEVENANS"), ("Bureau AE", ae, "SEVENANS"), ] ] rooms = Room.objects.bulk_create(rooms) reservations = [] for room in rooms: # how much people use this room. # The higher the number, the more reservations exist, # the smaller the interval between two slot is, # and the more future reservations have already been made ahead of time affluence = random.randint(2, 6) slot_start = make_aware(self.faker.past_datetime("-5y").replace(minute=0)) generate_until = make_aware( self.faker.future_datetime(timedelta(days=1) * affluence**2) ) while slot_start < generate_until: if slot_start.hour < 8: # if a reservation would start in the middle of the night # make it start the next morning instead slot_start += timedelta(hours=10 - slot_start.hour) duration = timedelta(minutes=15) * (1 + int(random.gammavariate(3, 2))) reservations.append( ReservationSlot( room=room, author=random.choice(users), start_at=slot_start, end_at=slot_start + duration, created_at=slot_start - self.faker.time_delta("+7d"), ) ) slot_start += duration + ( timedelta(minutes=15) * ceil(random.expovariate(affluence / 192)) ) reservations.sort(key=lambda slot: slot.created_at) ReservationSlot.objects.bulk_create(reservations) def create_uvs(self): root = User.objects.get(username="root") categories = ["CS", "TM", "OM", "QC", "EC"] branches = ["TC", "GMC", "GI", "EDIM", "E", "IMSI", "HUMA"] languages = ["FR", "FR", "EN"] semesters = ["AUTUMN", "SPRING", "AUTUMN_AND_SPRING"] teachers = [self.faker.name() for _ in range(50)] uvs = [] for _ in range(1000): code = ( self.faker.random_uppercase_letter() + self.faker.random_uppercase_letter() + str(random.randint(10, 90)) ) uvs.append( UV( code=code, author=root, manager=random.choice(teachers), title=self.faker.text(max_nb_chars=50), department=random.choice(branches), credit_type=random.choice(categories), credits=6, semester=random.choice(semesters), language=random.choice(languages), program=self.faker.paragraph(random.randint(3, 10)), skills="\n* ".join(self.faker.sentences(random.randint(3, 10))), key_concepts="\n* ".join( self.faker.sentences(random.randint(3, 10)) ), hours_CM=random.randint(15, 40), hours_TD=random.randint(15, 40), hours_TP=random.randint(15, 40), hours_THE=random.randint(15, 40), hours_TE=random.randint(15, 40), ) ) UV.objects.bulk_create(uvs, ignore_conflicts=True) def create_products(self): categories = [ ProductType(name=self.faker.text(max_nb_chars=30)) for _ in range(10) ] ProductType.objects.bulk_create(categories) categories = list( ProductType.objects.filter(name__in=[c.name for c in categories]) ) ae = Club.objects.get(id=settings.SITH_MAIN_CLUB_ID) other_clubs = random.sample(list(Club.objects.all()), k=3) groups = list( Group.objects.filter( id__in=[ settings.SITH_GROUP_SUBSCRIBERS_ID, settings.SITH_GROUP_OLD_SUBSCRIBERS_ID, settings.SITH_GROUP_PUBLIC_ID, ] ) ) counters = list( Counter.objects.filter(name__in=["Foyer", "MDE", "La Gommette", "Eboutic"]) ) # 2/3 of the products are owned by AE clubs = [ae, ae, ae, ae, ae, ae, *other_clubs] products = [] buying_groups = [] selling_places = [] for _ in range(200): price = random.randint(0, 10) + random.choice([0, 0.25, 0.5, 0.75]) product = Product( name=self.faker.text(max_nb_chars=30), description=self.faker.text(max_nb_chars=120), product_type=random.choice(categories), code="".join(self.faker.random_letters(length=random.randint(4, 8))), purchase_price=price, selling_price=price, special_selling_price=price - min(0.5, price), club=random.choice(clubs), limit_age=0 if random.random() > 0.2 else 18, archived=bool(random.random() > 0.7), ) products.append(product) # there will be products without buying groups # but there are also such products in the real database buying_groups.extend( Product.buying_groups.through(product=product, group=group) for group in random.sample(groups, k=random.randint(0, 3)) ) selling_places.extend( Counter.products.through(counter=counter, product=product) for counter in random.sample(counters, random.randint(0, 4)) ) Product.objects.bulk_create(products) Product.buying_groups.through.objects.bulk_create(buying_groups) Counter.products.through.objects.bulk_create(selling_places) def create_sales(self, sellers: list[User]): customers = list( Customer.objects.annotate( since=Subquery( Subscription.objects.filter(member__customer=OuterRef("pk")) .annotate(res=Min("subscription_start")) .values("res") .order_by("res")[:1] ) ) ) products = list(Product.objects.all()) counters = list( Counter.objects.filter(name__in=["Foyer", "MDE", "La Gommette"]) ) sales = [] reloads = [] for customer in customers: # the longer the customer has existed, the higher the mean of nb_products mu = 5 + (now().year - customer.since.year) * 2 nb_sales = max(0, int(random.normalvariate(mu=mu, sigma=mu * 5))) favoured_products = random.sample(products, k=(random.randint(1, 5))) favoured_counter = random.choice(counters) this_customer_sales = [] for _ in range(nb_sales): product = ( random.choice(favoured_products) if random.random() > 0.7 else random.choice(products) ) counter = ( favoured_counter if random.random() > 0.7 else random.choice(counters) ) this_customer_sales.append( Selling( product=product, counter=counter, club_id=product.club_id, quantity=random.randint(1, 5), unit_price=product.selling_price, seller=random.choice(sellers), customer=customer, date=make_aware( self.faker.date_time_between(customer.since, localdate()) ), ) ) total_expanse = sum(s.unit_price * s.quantity for s in this_customer_sales) total_reloaded = 0 while total_reloaded < total_expanse: amount = random.choice(list(range(5, 51, 5))) total_reloaded += amount reloads.append( Refilling( counter=random.choice(counters), amount=amount, operator=random.choice(sellers), customer=customer, date=make_aware( self.faker.date_time_between(customer.since, localdate()) ), is_validated=True, ) ) sales.extend(this_customer_sales) Refilling.objects.bulk_create(reloads) Selling.objects.bulk_create(sales) Customer.objects.update_amount() def create_permanences(self, sellers: list[User]): counters = list( Counter.objects.filter(name__in=["Foyer", "MDE", "La Gommette"]) ) perms = [] for seller in sellers: favoured_counter = random.choice(counters) nb_perms = abs(int(random.normalvariate(mu=275, sigma=100))) active_period_start = self.faker.past_date("-10y") active_period_end = self.faker.date_between( active_period_start, min(localdate(), active_period_start + relativedelta(years=5)), ) for _ in range(nb_perms): counter = ( favoured_counter if random.random() > 0.8 else random.choice(counters) ) duration = self.faker.time_delta(timedelta(hours=1)) start = make_aware( self.faker.date_time_between(active_period_start, active_period_end) ) perms.append( Permanency( counter=counter, user=seller, start=start, end=start + duration ) ) Permanency.objects.bulk_create(perms) def create_forums(self): forumers = list(User.objects.order_by("?")[:100]) most_actives = random.sample(forumers, 10) categories = list(Forum.objects.filter(is_category=True)) new_forums = [ Forum(name=self.faker.text(20), parent=random.choice(categories)) for _ in range(15) ] Forum.objects.bulk_create(new_forums) forums = list(Forum.objects.filter(is_category=False)) new_topics = [ ForumTopic( _title=self.faker.text(20), author=random.choice(most_actives), forum=random.choice(forums), ) for _ in range(100) ] ForumTopic.objects.bulk_create(new_topics) topics = list(ForumTopic.objects.values_list("id", flat=True)) def get_author(): if random.random() > 0.5: return random.choice(most_actives) return random.choice(forumers) messages = [] for topic_id in topics: nb_messages = max(1, int(random.normalvariate(mu=90, sigma=50))) dates = sorted( [ self.faker.date_time_between("-15y", "-1d", tzinfo=tz.utc) for _ in range(nb_messages) ], reverse=True, ) messages.extend( [ ForumMessage( topic_id=topic_id, author=get_author(), date=d, message="\n\n".join( self.faker.paragraphs(random.randint(1, 4)) ), ) for d in dates ] ) ForumMessage.objects.bulk_create(messages) ForumTopic.objects.update( _message_number=Subquery( ForumMessage.objects.filter(topic_id=OuterRef("pk")) .values("topic_id") .annotate(res=Count("*")) .values("res") ), _last_message_id=Subquery( ForumMessage.objects.order_by("-date").values("id")[:1] ), ) for f in Forum.objects.filter(parent__isnull=False): # this is a N+1 queries, but it's ok, # since there are quite a few forums # and trying to do it with a single query # would result in a big whibbly-woobly hacky queryset f.set_last_message() f.set_topic_number()