from datetime import timedelta from typing import Any, Dict, List, Mapping, Type, Union from unittest import mock 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, InstallationCount, RealmCount, StreamCount, UserCount, ) from zerver.lib.actions import STREAM_ASSIGNMENT_COLORS, do_change_user_role, do_create_realm from zerver.lib.create_user import create_user from zerver.lib.timestamp import floor_to_day from zerver.models import Client, Realm, Recipient, Stream, Subscription, UserProfile class Command(BaseCommand): help = """Populates analytics tables with randomly generated data.""" DAYS_OF_DATA = 100 random_seed = 26 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: # TODO: This should arguably only delete the objects # associated with the "analytics" realm. do_drop_all_analytics_tables() # This also deletes any objects with this realm as a foreign key Realm.objects.filter(string_id="analytics").delete() # Because we just deleted a bunch of objects in the database # directly (rather than deleting individual objects in Django, # in which case our post_save hooks would have flushed the # individual objects from memcached for us), we need to flush # memcached in order to ensure deleted objects aren't still # present in the memcached cache. from zerver.apps import flush_cache flush_cache(None) installation_time = timezone_now() - timedelta(days=self.DAYS_OF_DATA) last_end_time = floor_to_day(timezone_now()) realm = do_create_realm( string_id="analytics", name="Analytics", date_created=installation_time ) with mock.patch("zerver.lib.create_user.timezone_now", return_value=installation_time): shylock = create_user( "shylock@analytics.ds", "Shylock", realm, full_name="Shylock", role=UserProfile.ROLE_REALM_OWNER, ) do_change_user_role(shylock, UserProfile.ROLE_REALM_OWNER, acting_user=None) stream = Stream.objects.create(name="all", realm=realm, date_created=installation_time) recipient = Recipient.objects.create(type_id=stream.id, type=Recipient.STREAM) stream.recipient = recipient stream.save(update_fields=["recipient"]) # Subscribe shylock to the stream to avoid invariant failures. # TODO: This should use subscribe_users_to_streams from populate_db. subs = [ Subscription( recipient=recipient, user_profile=shylock, is_user_active=shylock.is_active, color=STREAM_ASSIGNMENT_COLORS[0], ), ] Subscription.objects.bulk_create(subs) FixtureData = Mapping[Union[str, int, None], List[int]] def insert_fixture_data( stat: CountStat, fixture_data: FixtureData, table: Type[BaseCount], ) -> None: end_times = time_range( last_end_time, last_end_time, stat.frequency, len(list(fixture_data.values())[0]) ) if table == InstallationCount: id_args: Dict[str, Any] = {} if table == RealmCount: id_args = {"realm": realm} if table == UserCount: id_args = {"realm": realm, "user": shylock} if table == StreamCount: id_args = {"stream": stream, "realm": realm} 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["1day_actives::day"] realm_data: FixtureData = { None: self.generate_fixture_data(stat, 0.08, 0.02, 3, 0.3, 6, partial_sum=True), } insert_fixture_data(stat, realm_data, RealmCount) installation_data: FixtureData = { None: self.generate_fixture_data(stat, 0.8, 0.2, 4, 0.3, 6, partial_sum=True), } insert_fixture_data(stat, installation_data, InstallationCount) FillState.objects.create( property=stat.property, end_time=last_end_time, state=FillState.DONE ) stat = COUNT_STATS["7day_actives::day"] realm_data = { None: self.generate_fixture_data(stat, 0.2, 0.07, 3, 0.3, 6, partial_sum=True), } insert_fixture_data(stat, realm_data, RealmCount) installation_data = { None: self.generate_fixture_data(stat, 2, 0.7, 4, 0.3, 6, partial_sum=True), } insert_fixture_data(stat, installation_data, InstallationCount) FillState.objects.create( property=stat.property, end_time=last_end_time, state=FillState.DONE ) stat = COUNT_STATS["realm_active_humans::day"] realm_data = { None: self.generate_fixture_data(stat, 0.8, 0.08, 3, 0.5, 3, partial_sum=True), } insert_fixture_data(stat, realm_data, RealmCount) installation_data = { None: self.generate_fixture_data(stat, 1, 0.3, 4, 0.5, 3, partial_sum=True), } insert_fixture_data(stat, installation_data, InstallationCount) FillState.objects.create( property=stat.property, end_time=last_end_time, state=FillState.DONE ) stat = COUNT_STATS["active_users_audit:is_bot:day"] realm_data = { "false": self.generate_fixture_data(stat, 1, 0.2, 3.5, 0.8, 2, partial_sum=True), "true": self.generate_fixture_data(stat, 0.3, 0.05, 3, 0.3, 2, partial_sum=True), } insert_fixture_data(stat, realm_data, RealmCount) installation_data = { "false": self.generate_fixture_data(stat, 3, 1, 4, 0.8, 2, partial_sum=True), "true": self.generate_fixture_data(stat, 1, 0.4, 4, 0.8, 2, partial_sum=True), } insert_fixture_data(stat, installation_data, InstallationCount) FillState.objects.create( property=stat.property, end_time=last_end_time, state=FillState.DONE ) stat = COUNT_STATS["messages_sent:is_bot:hour"] user_data: FixtureData = { "false": self.generate_fixture_data(stat, 2, 1, 1.5, 0.6, 8, holiday_rate=0.1), } insert_fixture_data(stat, user_data, UserCount) realm_data = { "false": self.generate_fixture_data(stat, 35, 15, 6, 0.6, 4), "true": self.generate_fixture_data(stat, 15, 15, 3, 0.4, 2), } insert_fixture_data(stat, realm_data, RealmCount) installation_data = { "false": self.generate_fixture_data(stat, 350, 150, 6, 0.6, 4), "true": self.generate_fixture_data(stat, 150, 150, 3, 0.4, 2), } insert_fixture_data(stat, installation_data, InstallationCount) 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, 0.6, 8), "private_message": self.generate_fixture_data(stat, 0.5, 0.3, 1, 0.6, 8), "huddle_message": self.generate_fixture_data(stat, 0.2, 0.2, 2, 0.6, 8), } insert_fixture_data(stat, user_data, UserCount) realm_data = { "public_stream": self.generate_fixture_data(stat, 30, 8, 5, 0.6, 4), "private_stream": self.generate_fixture_data(stat, 7, 7, 5, 0.6, 4), "private_message": self.generate_fixture_data(stat, 13, 5, 5, 0.6, 4), "huddle_message": self.generate_fixture_data(stat, 6, 3, 3, 0.6, 4), } insert_fixture_data(stat, realm_data, RealmCount) installation_data = { "public_stream": self.generate_fixture_data(stat, 300, 80, 5, 0.6, 4), "private_stream": self.generate_fixture_data(stat, 70, 70, 5, 0.6, 4), "private_message": self.generate_fixture_data(stat, 130, 50, 5, 0.6, 4), "huddle_message": self.generate_fixture_data(stat, 60, 30, 3, 0.6, 4), } insert_fixture_data(stat, installation_data, InstallationCount) 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, 0.6, 8), zephyr_mirror.id: self.generate_fixture_data(stat, 0, 0.3, 1.5, 0.6, 8), } insert_fixture_data(stat, user_data, UserCount) realm_data = { website.id: self.generate_fixture_data(stat, 30, 20, 5, 0.6, 3), old_desktop.id: self.generate_fixture_data(stat, 5, 3, 8, 0.6, 3), android.id: self.generate_fixture_data(stat, 5, 5, 2, 0.6, 3), iOS.id: self.generate_fixture_data(stat, 5, 5, 2, 0.6, 3), react_native.id: self.generate_fixture_data(stat, 5, 5, 10, 0.6, 3), API.id: self.generate_fixture_data(stat, 5, 5, 5, 0.6, 3), zephyr_mirror.id: self.generate_fixture_data(stat, 1, 1, 3, 0.6, 3), unused.id: self.generate_fixture_data(stat, 0, 0, 0, 0, 0), long_webhook.id: self.generate_fixture_data(stat, 5, 5, 2, 0.6, 3), } insert_fixture_data(stat, realm_data, RealmCount) installation_data = { website.id: self.generate_fixture_data(stat, 300, 200, 5, 0.6, 3), old_desktop.id: self.generate_fixture_data(stat, 50, 30, 8, 0.6, 3), android.id: self.generate_fixture_data(stat, 50, 50, 2, 0.6, 3), iOS.id: self.generate_fixture_data(stat, 50, 50, 2, 0.6, 3), react_native.id: self.generate_fixture_data(stat, 5, 5, 10, 0.6, 3), API.id: self.generate_fixture_data(stat, 50, 50, 5, 0.6, 3), zephyr_mirror.id: self.generate_fixture_data(stat, 10, 10, 3, 0.6, 3), unused.id: self.generate_fixture_data(stat, 0, 0, 0, 0, 0), long_webhook.id: self.generate_fixture_data(stat, 50, 50, 2, 0.6, 3), } insert_fixture_data(stat, installation_data, InstallationCount) FillState.objects.create( property=stat.property, end_time=last_end_time, state=FillState.DONE ) stat = COUNT_STATS["messages_in_stream:is_bot:day"] realm_data = { "false": self.generate_fixture_data(stat, 30, 5, 6, 0.6, 4), "true": self.generate_fixture_data(stat, 20, 2, 3, 0.2, 3), } insert_fixture_data(stat, realm_data, RealmCount) stream_data: Mapping[Union[int, str, None], List[int]] = { "false": self.generate_fixture_data(stat, 10, 7, 5, 0.6, 4), "true": self.generate_fixture_data(stat, 5, 3, 2, 0.4, 2), } insert_fixture_data(stat, stream_data, StreamCount) FillState.objects.create( property=stat.property, end_time=last_end_time, state=FillState.DONE ) stat = COUNT_STATS["messages_read::hour"] user_data = { None: self.generate_fixture_data(stat, 7, 3, 2, 0.6, 8, holiday_rate=0.1), } insert_fixture_data(stat, user_data, UserCount) realm_data = {None: self.generate_fixture_data(stat, 50, 35, 6, 0.6, 4)} insert_fixture_data(stat, realm_data, RealmCount) FillState.objects.create( property=stat.property, end_time=last_end_time, state=FillState.DONE )