zulip/analytics/management/commands/populate_analytics_db.py

136 lines
7.3 KiB
Python

from datetime import datetime, timedelta
from typing import Any, Dict, List, Mapping, Optional, Text, Type, Union
from django.core.management.base import BaseCommand
from django.utils.timezone import now as timezone_now
from analytics.lib.counts import COUNT_STATS, \
CountStat, do_drop_all_analytics_tables
from analytics.lib.fixtures import generate_time_series_data
from analytics.lib.time_utils import time_range
from analytics.models import BaseCount, FillState, RealmCount, UserCount
from zerver.lib.timestamp import floor_to_day
from zerver.models import Client, Realm, RealmAuditLog, UserProfile
class Command(BaseCommand):
help = """Populates analytics tables with randomly generated data."""
DAYS_OF_DATA = 100
random_seed = 26
def create_user(self, email: Text,
full_name: Text,
is_staff: bool,
date_joined: datetime,
realm: Realm) -> UserProfile:
user = UserProfile.objects.create(
email=email, full_name=full_name, is_staff=is_staff,
realm=realm, short_name=full_name, pointer=-1, last_pointer_updater='none',
api_key='42', date_joined=date_joined)
RealmAuditLog.objects.create(
realm=realm, modified_user=user, event_type='user_created',
event_time=user.date_joined)
return user
def generate_fixture_data(self, stat: CountStat, business_hours_base: float,
non_business_hours_base: float, growth: float,
autocorrelation: float, spikiness: float,
holiday_rate: float=0, partial_sum: bool=False) -> List[int]:
self.random_seed += 1
return generate_time_series_data(
days=self.DAYS_OF_DATA, business_hours_base=business_hours_base,
non_business_hours_base=non_business_hours_base, growth=growth,
autocorrelation=autocorrelation, spikiness=spikiness, holiday_rate=holiday_rate,
frequency=stat.frequency, partial_sum=partial_sum, random_seed=self.random_seed)
def handle(self, *args: Any, **options: Any) -> None:
do_drop_all_analytics_tables()
# I believe this also deletes any objects with this realm as a foreign key
Realm.objects.filter(string_id='analytics').delete()
installation_time = timezone_now() - timedelta(days=self.DAYS_OF_DATA)
last_end_time = floor_to_day(timezone_now())
realm = Realm.objects.create(
string_id='analytics', name='Analytics', date_created=installation_time)
shylock = self.create_user('shylock@analytics.ds', 'Shylock', True, installation_time, realm)
def insert_fixture_data(stat: CountStat,
fixture_data: Mapping[Optional[str], List[int]],
table: Type[BaseCount]) -> None:
end_times = time_range(last_end_time, last_end_time, stat.frequency,
len(list(fixture_data.values())[0]))
if table == RealmCount:
id_args = {'realm': realm}
if table == UserCount:
id_args = {'realm': realm, 'user': shylock}
for subgroup, values in fixture_data.items():
table.objects.bulk_create([
table(property=stat.property, subgroup=subgroup, end_time=end_time,
value=value, **id_args)
for end_time, value in zip(end_times, values) if value != 0])
stat = COUNT_STATS['realm_active_humans::day']
realm_data = {
None: self.generate_fixture_data(stat, .1, .03, 3, .5, 3, partial_sum=True),
} # type: Mapping[Optional[str], List[int]]
insert_fixture_data(stat, realm_data, RealmCount)
FillState.objects.create(property=stat.property, end_time=last_end_time,
state=FillState.DONE)
stat = COUNT_STATS['messages_sent:is_bot:hour']
user_data = {'false': self.generate_fixture_data(
stat, 2, 1, 1.5, .6, 8, holiday_rate=.1)} # type: Mapping[Optional[str], List[int]]
insert_fixture_data(stat, user_data, UserCount)
realm_data = {'false': self.generate_fixture_data(stat, 35, 15, 6, .6, 4),
'true': self.generate_fixture_data(stat, 15, 15, 3, .4, 2)}
insert_fixture_data(stat, realm_data, RealmCount)
FillState.objects.create(property=stat.property, end_time=last_end_time,
state=FillState.DONE)
stat = COUNT_STATS['messages_sent:message_type:day']
user_data = {
'public_stream': self.generate_fixture_data(stat, 1.5, 1, 3, .6, 8),
'private_message': self.generate_fixture_data(stat, .5, .3, 1, .6, 8),
'huddle_message': self.generate_fixture_data(stat, .2, .2, 2, .6, 8)}
insert_fixture_data(stat, user_data, UserCount)
realm_data = {
'public_stream': self.generate_fixture_data(stat, 30, 8, 5, .6, 4),
'private_stream': self.generate_fixture_data(stat, 7, 7, 5, .6, 4),
'private_message': self.generate_fixture_data(stat, 13, 5, 5, .6, 4),
'huddle_message': self.generate_fixture_data(stat, 6, 3, 3, .6, 4)}
insert_fixture_data(stat, realm_data, RealmCount)
FillState.objects.create(property=stat.property, end_time=last_end_time,
state=FillState.DONE)
website, created = Client.objects.get_or_create(name='website')
old_desktop, created = Client.objects.get_or_create(name='desktop app Linux 0.3.7')
android, created = Client.objects.get_or_create(name='ZulipAndroid')
iOS, created = Client.objects.get_or_create(name='ZulipiOS')
react_native, created = Client.objects.get_or_create(name='ZulipMobile')
API, created = Client.objects.get_or_create(name='API: Python')
zephyr_mirror, created = Client.objects.get_or_create(name='zephyr_mirror')
unused, created = Client.objects.get_or_create(name='unused')
long_webhook, created = Client.objects.get_or_create(name='ZulipLooooooooooongNameWebhook')
stat = COUNT_STATS['messages_sent:client:day']
user_data = {
website.id: self.generate_fixture_data(stat, 2, 1, 1.5, .6, 8),
zephyr_mirror.id: self.generate_fixture_data(stat, 0, .3, 1.5, .6, 8)}
insert_fixture_data(stat, user_data, UserCount)
realm_data = {
website.id: self.generate_fixture_data(stat, 30, 20, 5, .6, 3),
old_desktop.id: self.generate_fixture_data(stat, 5, 3, 8, .6, 3),
android.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3),
iOS.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3),
react_native.id: self.generate_fixture_data(stat, 5, 5, 10, .6, 3),
API.id: self.generate_fixture_data(stat, 5, 5, 5, .6, 3),
zephyr_mirror.id: self.generate_fixture_data(stat, 1, 1, 3, .6, 3),
unused.id: self.generate_fixture_data(stat, 0, 0, 0, 0, 0),
long_webhook.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3)}
insert_fixture_data(stat, realm_data, RealmCount)
FillState.objects.create(property=stat.property, end_time=last_end_time,
state=FillState.DONE)
# TODO: messages_sent_to_stream:is_bot