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			2151 lines
		
	
	
		
			88 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			2151 lines
		
	
	
		
			88 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
from collections.abc import Iterator
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from contextlib import AbstractContextManager, ExitStack, contextmanager
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from datetime import datetime, timedelta, timezone
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from typing import Any
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from unittest import mock
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import time_machine
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from django.apps import apps
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from django.db.models import Sum
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from django.utils.timezone import now as timezone_now
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from psycopg2.sql import SQL, Literal
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from typing_extensions import override
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from analytics.lib.counts import (
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    COUNT_STATS,
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    CountStat,
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    DependentCountStat,
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    LoggingCountStat,
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    do_aggregate_to_summary_table,
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    do_drop_all_analytics_tables,
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    do_drop_single_stat,
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    do_fill_count_stat_at_hour,
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    do_increment_logging_stat,
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    get_count_stats,
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    process_count_stat,
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    sql_data_collector,
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)
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from analytics.models import (
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    BaseCount,
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    FillState,
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    InstallationCount,
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    RealmCount,
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    StreamCount,
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    UserCount,
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    installation_epoch,
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)
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from zerver.actions.create_realm import do_create_realm
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from zerver.actions.create_user import (
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    do_activate_mirror_dummy_user,
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    do_create_user,
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    do_reactivate_user,
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)
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from zerver.actions.invites import do_invite_users, do_revoke_user_invite, do_send_user_invite_email
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from zerver.actions.message_flags import (
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    do_mark_all_as_read,
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    do_mark_stream_messages_as_read,
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    do_update_message_flags,
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)
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from zerver.actions.user_activity import update_user_activity_interval
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from zerver.actions.users import do_deactivate_user
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from zerver.lib.create_user import create_user
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from zerver.lib.exceptions import InvitationError
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from zerver.lib.push_notifications import get_message_payload_apns, get_message_payload_gcm
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from zerver.lib.streams import get_default_values_for_stream_permission_group_settings
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from zerver.lib.test_classes import ZulipTestCase
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from zerver.lib.test_helpers import activate_push_notification_service
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from zerver.lib.timestamp import TimeZoneNotUTCError, ceiling_to_day, floor_to_day
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from zerver.lib.topic import DB_TOPIC_NAME
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from zerver.lib.user_counts import realm_user_count_by_role
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from zerver.lib.utils import assert_is_not_none
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from zerver.models import (
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    Client,
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    DirectMessageGroup,
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    Message,
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    PreregistrationUser,
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    RealmAuditLog,
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    Recipient,
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    Stream,
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    UserActivityInterval,
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    UserProfile,
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)
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from zerver.models.clients import get_client
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from zerver.models.messages import Attachment
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from zerver.models.realm_audit_logs import AuditLogEventType
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from zerver.models.recipients import get_or_create_direct_message_group
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from zerver.models.scheduled_jobs import NotificationTriggers
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from zerver.models.users import get_user_by_delivery_email, is_cross_realm_bot_email
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from zilencer.models import (
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    RemoteInstallationCount,
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    RemotePushDeviceToken,
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    RemoteRealm,
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    RemoteRealmCount,
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    RemoteZulipServer,
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)
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from zilencer.views import get_last_id_from_server
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class AnalyticsTestCase(ZulipTestCase):
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    MINUTE = timedelta(seconds=60)
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    HOUR = MINUTE * 60
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    DAY = HOUR * 24
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    TIME_ZERO = datetime(1988, 3, 14, tzinfo=timezone.utc)
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    TIME_LAST_HOUR = TIME_ZERO - HOUR
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    @override
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    def setUp(self) -> None:
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        super().setUp()
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        self.default_realm = do_create_realm(
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            string_id="realmtest", name="Realm Test", date_created=self.TIME_ZERO - 2 * self.DAY
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        )
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        # used to generate unique names in self.create_*
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        self.name_counter = 100
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        # used as defaults in self.assertTableState
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        self.current_property: str | None = None
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        # Delete RemoteRealm registrations to have a clean slate - the relevant
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        # tests want to construct this from scratch.
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        RemoteRealm.objects.all().delete()
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    # Lightweight creation of users, streams, and messages
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    def create_user(self, skip_auditlog: bool = False, **kwargs: Any) -> UserProfile:
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        self.name_counter += 1
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        defaults = {
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            "email": f"user{self.name_counter}@domain.tld",
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            "date_joined": self.TIME_LAST_HOUR,
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            "full_name": "full_name",
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            "is_active": True,
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            "is_bot": False,
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            "realm": self.default_realm,
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        }
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        for key, value in defaults.items():
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            kwargs[key] = kwargs.get(key, value)
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        kwargs["delivery_email"] = kwargs["email"]
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        with time_machine.travel(kwargs["date_joined"], tick=False):
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            pass_kwargs: dict[str, Any] = {}
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            if kwargs["is_bot"]:
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                pass_kwargs["bot_type"] = UserProfile.DEFAULT_BOT
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                pass_kwargs["bot_owner"] = None
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            user = create_user(
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                kwargs["email"],
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                "password",
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                kwargs["realm"],
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                active=kwargs["is_active"],
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                full_name=kwargs["full_name"],
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                role=UserProfile.ROLE_REALM_ADMINISTRATOR,
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                **pass_kwargs,
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            )
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            if not skip_auditlog:
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                RealmAuditLog.objects.create(
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                    realm=kwargs["realm"],
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                    acting_user=None,
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                    modified_user=user,
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                    event_type=AuditLogEventType.USER_CREATED,
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                    event_time=kwargs["date_joined"],
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                    extra_data={
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                        RealmAuditLog.ROLE_COUNT: realm_user_count_by_role(kwargs["realm"])
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                    },
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                )
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            return user
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    def create_stream_with_recipient(self, **kwargs: Any) -> tuple[Stream, Recipient]:
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        self.name_counter += 1
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        defaults = {
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            "name": f"stream name {self.name_counter}",
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            "realm": self.default_realm,
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            "date_created": self.TIME_LAST_HOUR,
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            **get_default_values_for_stream_permission_group_settings(self.default_realm),
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        }
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        for key, value in defaults.items():
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            kwargs[key] = kwargs.get(key, value)
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        stream = Stream.objects.create(**kwargs)
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        recipient = Recipient.objects.create(type_id=stream.id, type=Recipient.STREAM)
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        stream.recipient = recipient
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        stream.save(update_fields=["recipient"])
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        return stream, recipient
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    def create_direct_message_group_with_recipient(
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        self, **kwargs: Any
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    ) -> tuple[DirectMessageGroup, Recipient]:
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        self.name_counter += 1
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        defaults = {"huddle_hash": f"hash{self.name_counter}", "group_size": 4}
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        for key, value in defaults.items():
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            kwargs[key] = kwargs.get(key, value)
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        direct_message_group = DirectMessageGroup.objects.create(**kwargs)
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        recipient = Recipient.objects.create(
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            type_id=direct_message_group.id, type=Recipient.DIRECT_MESSAGE_GROUP
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        )
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        direct_message_group.recipient = recipient
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        direct_message_group.save(update_fields=["recipient"])
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        return direct_message_group, recipient
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    def create_message(self, sender: UserProfile, recipient: Recipient, **kwargs: Any) -> Message:
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        defaults = {
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            "sender": sender,
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            "recipient": recipient,
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            DB_TOPIC_NAME: "subject",
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            "content": "hi",
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            "date_sent": self.TIME_LAST_HOUR,
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            "sending_client": get_client("website"),
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            "realm_id": sender.realm_id,
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        }
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        # For simplicity, this helper doesn't support creating cross-realm messages
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        # since it'd require adding an additional realm argument.
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        assert not is_cross_realm_bot_email(sender.delivery_email)
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        for key, value in defaults.items():
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            kwargs[key] = kwargs.get(key, value)
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        return Message.objects.create(**kwargs)
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    def create_attachment(
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        self,
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        user_profile: UserProfile,
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        filename: str,
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        size: int,
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        create_time: datetime,
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        content_type: str,
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    ) -> Attachment:
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        return Attachment.objects.create(
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            file_name=filename,
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            path_id=f"foo/bar/{filename}",
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            owner=user_profile,
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            realm=user_profile.realm,
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            size=size,
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            create_time=create_time,
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            content_type=content_type,
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        )
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    def assertTableState(
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        self, table: type[BaseCount], arg_keys: list[str], arg_values: list[list[object]]
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    ) -> None:
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        """Assert that the state of a *Count table is what it should be.
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        Example usage:
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            self.assertTableState(RealmCount, ['property', 'subgroup', 'realm'],
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                                  [['p1', 4], ['p2', 10, self.alt_realm]])
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        table -- A *Count table.
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        arg_keys -- List of columns of <table>.
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        arg_values -- List of "rows" of <table>.
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            Each entry of arg_values (e.g. ['p1', 4]) represents a row of <table>.
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            The i'th value of the entry corresponds to the i'th arg_key, so e.g.
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            the first arg_values entry here corresponds to a row of RealmCount
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            with property='p1' and subgroup=10.
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            Any columns not specified (in this case, every column of RealmCount
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            other than property and subgroup) are either set to default values,
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            or are ignored.
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        The function checks that every entry of arg_values matches exactly one
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        row of <table>, and that no additional rows exist. Note that this means
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        checking a table with duplicate rows is not supported.
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        """
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        defaults = {
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            "property": self.current_property,
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            "subgroup": None,
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            "end_time": self.TIME_ZERO,
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            "value": 1,
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        }
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        for values in arg_values:
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            kwargs: dict[str, Any] = {}
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            for i in range(len(values)):
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                kwargs[arg_keys[i]] = values[i]
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            for key, value in defaults.items():
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                kwargs[key] = kwargs.get(key, value)
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            if (
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                table not in [InstallationCount, RemoteInstallationCount, RemoteRealmCount]
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                and "realm" not in kwargs
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            ):
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                if "user" in kwargs:
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                    kwargs["realm"] = kwargs["user"].realm
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                elif "stream" in kwargs:
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                    kwargs["realm"] = kwargs["stream"].realm
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                else:
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                    kwargs["realm"] = self.default_realm
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            self.assertEqual(table._default_manager.filter(**kwargs).count(), 1)
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        self.assert_length(arg_values, table._default_manager.count())
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class TestProcessCountStat(AnalyticsTestCase):
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    def make_dummy_count_stat(self, property: str) -> CountStat:
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        query = lambda kwargs: SQL(
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            """
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            INSERT INTO analytics_realmcount (realm_id, value, property, end_time)
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            VALUES ({default_realm_id}, 1, {property}, %(time_end)s)
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        """
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        ).format(
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            default_realm_id=Literal(self.default_realm.id),
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            property=Literal(property),
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        )
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        return CountStat(property, sql_data_collector(RealmCount, query, None), CountStat.HOUR)
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    def assertFillStateEquals(
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        self, stat: CountStat, end_time: datetime, state: int = FillState.DONE
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    ) -> None:
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        fill_state = FillState.objects.filter(property=stat.property).first()
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        assert fill_state is not None
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        self.assertEqual(fill_state.end_time, end_time)
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        self.assertEqual(fill_state.state, state)
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    def test_process_stat(self) -> None:
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        # process new stat
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        current_time = installation_epoch() + self.HOUR
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        stat = self.make_dummy_count_stat("test stat")
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        process_count_stat(stat, current_time)
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        self.assertFillStateEquals(stat, current_time)
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        self.assertEqual(InstallationCount.objects.filter(property=stat.property).count(), 1)
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        # dirty stat
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        FillState.objects.filter(property=stat.property).update(state=FillState.STARTED)
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        process_count_stat(stat, current_time)
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        self.assertFillStateEquals(stat, current_time)
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        self.assertEqual(InstallationCount.objects.filter(property=stat.property).count(), 1)
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        # clean stat, no update
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        process_count_stat(stat, current_time)
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        self.assertFillStateEquals(stat, current_time)
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        self.assertEqual(InstallationCount.objects.filter(property=stat.property).count(), 1)
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        # clean stat, with update
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        current_time += self.HOUR
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        stat = self.make_dummy_count_stat("test stat")
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        process_count_stat(stat, current_time)
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        self.assertFillStateEquals(stat, current_time)
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        self.assertEqual(InstallationCount.objects.filter(property=stat.property).count(), 2)
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    def test_bad_fill_to_time(self) -> None:
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        stat = self.make_dummy_count_stat("test stat")
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        with self.assertRaises(ValueError):
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            process_count_stat(stat, installation_epoch() + 65 * self.MINUTE)
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        with self.assertRaises(TimeZoneNotUTCError):
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            process_count_stat(stat, installation_epoch().replace(tzinfo=None))
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    # This tests the LoggingCountStat branch of the code in do_delete_counts_at_hour.
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    # It is important that do_delete_counts_at_hour not delete any of the collected
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    # logging data!
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    def test_process_logging_stat(self) -> None:
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        end_time = self.TIME_ZERO
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        user_stat = LoggingCountStat("user stat", UserCount, CountStat.DAY)
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        stream_stat = LoggingCountStat("stream stat", StreamCount, CountStat.DAY)
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        realm_stat = LoggingCountStat("realm stat", RealmCount, CountStat.DAY)
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        user = self.create_user()
 | 
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        stream = self.create_stream_with_recipient()[0]
 | 
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        realm = self.default_realm
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        UserCount.objects.create(
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            user=user, realm=realm, property=user_stat.property, end_time=end_time, value=5
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						|
        )
 | 
						|
        StreamCount.objects.create(
 | 
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            stream=stream, realm=realm, property=stream_stat.property, end_time=end_time, value=5
 | 
						|
        )
 | 
						|
        RealmCount.objects.create(
 | 
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            realm=realm, property=realm_stat.property, end_time=end_time, value=5
 | 
						|
        )
 | 
						|
 | 
						|
        # Normal run of process_count_stat
 | 
						|
        for stat in [user_stat, stream_stat, realm_stat]:
 | 
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            process_count_stat(stat, end_time)
 | 
						|
        self.assertTableState(UserCount, ["property", "value"], [[user_stat.property, 5]])
 | 
						|
        self.assertTableState(StreamCount, ["property", "value"], [[stream_stat.property, 5]])
 | 
						|
        self.assertTableState(
 | 
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            RealmCount,
 | 
						|
            ["property", "value"],
 | 
						|
            [[user_stat.property, 5], [stream_stat.property, 5], [realm_stat.property, 5]],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            InstallationCount,
 | 
						|
            ["property", "value"],
 | 
						|
            [[user_stat.property, 5], [stream_stat.property, 5], [realm_stat.property, 5]],
 | 
						|
        )
 | 
						|
 | 
						|
        # Change the logged data and mark FillState as dirty
 | 
						|
        UserCount.objects.update(value=6)
 | 
						|
        StreamCount.objects.update(value=6)
 | 
						|
        RealmCount.objects.filter(property=realm_stat.property).update(value=6)
 | 
						|
        FillState.objects.update(state=FillState.STARTED)
 | 
						|
 | 
						|
        # Check that the change propagated (and the collected data wasn't deleted)
 | 
						|
        for stat in [user_stat, stream_stat, realm_stat]:
 | 
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            process_count_stat(stat, end_time)
 | 
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        self.assertTableState(UserCount, ["property", "value"], [[user_stat.property, 6]])
 | 
						|
        self.assertTableState(StreamCount, ["property", "value"], [[stream_stat.property, 6]])
 | 
						|
        self.assertTableState(
 | 
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            RealmCount,
 | 
						|
            ["property", "value"],
 | 
						|
            [[user_stat.property, 6], [stream_stat.property, 6], [realm_stat.property, 6]],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            InstallationCount,
 | 
						|
            ["property", "value"],
 | 
						|
            [[user_stat.property, 6], [stream_stat.property, 6], [realm_stat.property, 6]],
 | 
						|
        )
 | 
						|
 | 
						|
    def test_process_dependent_stat(self) -> None:
 | 
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        stat1 = self.make_dummy_count_stat("stat1")
 | 
						|
        stat2 = self.make_dummy_count_stat("stat2")
 | 
						|
        query = lambda kwargs: SQL(
 | 
						|
            """
 | 
						|
            INSERT INTO analytics_realmcount (realm_id, value, property, end_time)
 | 
						|
            VALUES ({default_realm_id}, 1, {property}, %(time_end)s)
 | 
						|
        """
 | 
						|
        ).format(
 | 
						|
            default_realm_id=Literal(self.default_realm.id),
 | 
						|
            property=Literal("stat3"),
 | 
						|
        )
 | 
						|
        stat3 = DependentCountStat(
 | 
						|
            "stat3",
 | 
						|
            sql_data_collector(RealmCount, query, None),
 | 
						|
            CountStat.HOUR,
 | 
						|
            dependencies=["stat1", "stat2"],
 | 
						|
        )
 | 
						|
 | 
						|
        query = lambda kwargs: SQL(
 | 
						|
            """
 | 
						|
            INSERT INTO analytics_realmcount (realm_id, value, property, end_time)
 | 
						|
            VALUES ({default_realm_id}, 1, {property}, %(time_end)s)
 | 
						|
        """
 | 
						|
        ).format(
 | 
						|
            default_realm_id=Literal(self.default_realm.id),
 | 
						|
            property=Literal("stat4"),
 | 
						|
        )
 | 
						|
        stat4 = DependentCountStat(
 | 
						|
            "stat4",
 | 
						|
            sql_data_collector(RealmCount, query, None),
 | 
						|
            CountStat.DAY,
 | 
						|
            dependencies=["stat1", "stat2"],
 | 
						|
        )
 | 
						|
 | 
						|
        dummy_count_stats = {
 | 
						|
            "stat1": stat1,
 | 
						|
            "stat2": stat2,
 | 
						|
            "stat3": stat3,
 | 
						|
            "stat4": stat4,
 | 
						|
        }
 | 
						|
        with mock.patch("analytics.lib.counts.COUNT_STATS", dummy_count_stats):
 | 
						|
            hour = [installation_epoch() + i * self.HOUR for i in range(5)]
 | 
						|
 | 
						|
            # test when one dependency has been run, and the other hasn't
 | 
						|
            process_count_stat(stat1, hour[2])
 | 
						|
            process_count_stat(stat3, hour[1])
 | 
						|
            self.assertTableState(
 | 
						|
                InstallationCount,
 | 
						|
                ["property", "end_time"],
 | 
						|
                [["stat1", hour[1]], ["stat1", hour[2]]],
 | 
						|
            )
 | 
						|
            self.assertFillStateEquals(stat3, hour[0])
 | 
						|
 | 
						|
            # test that we don't fill past the fill_to_time argument, even if
 | 
						|
            # dependencies have later last_successful_fill
 | 
						|
            process_count_stat(stat2, hour[3])
 | 
						|
            process_count_stat(stat3, hour[1])
 | 
						|
            self.assertTableState(
 | 
						|
                InstallationCount,
 | 
						|
                ["property", "end_time"],
 | 
						|
                [
 | 
						|
                    ["stat1", hour[1]],
 | 
						|
                    ["stat1", hour[2]],
 | 
						|
                    ["stat2", hour[1]],
 | 
						|
                    ["stat2", hour[2]],
 | 
						|
                    ["stat2", hour[3]],
 | 
						|
                    ["stat3", hour[1]],
 | 
						|
                ],
 | 
						|
            )
 | 
						|
            self.assertFillStateEquals(stat3, hour[1])
 | 
						|
 | 
						|
            # test that we don't fill past the dependency last_successful_fill times,
 | 
						|
            # even if fill_to_time is later
 | 
						|
            process_count_stat(stat3, hour[4])
 | 
						|
            self.assertTableState(
 | 
						|
                InstallationCount,
 | 
						|
                ["property", "end_time"],
 | 
						|
                [
 | 
						|
                    ["stat1", hour[1]],
 | 
						|
                    ["stat1", hour[2]],
 | 
						|
                    ["stat2", hour[1]],
 | 
						|
                    ["stat2", hour[2]],
 | 
						|
                    ["stat2", hour[3]],
 | 
						|
                    ["stat3", hour[1]],
 | 
						|
                    ["stat3", hour[2]],
 | 
						|
                ],
 | 
						|
            )
 | 
						|
            self.assertFillStateEquals(stat3, hour[2])
 | 
						|
 | 
						|
            # test daily dependent stat with hourly dependencies
 | 
						|
            hour24 = installation_epoch() + 24 * self.HOUR
 | 
						|
            hour25 = installation_epoch() + 25 * self.HOUR
 | 
						|
            process_count_stat(stat1, hour25)
 | 
						|
            process_count_stat(stat2, hour25)
 | 
						|
            process_count_stat(stat4, hour25)
 | 
						|
            self.assertEqual(InstallationCount.objects.filter(property="stat4").count(), 1)
 | 
						|
            self.assertFillStateEquals(stat4, hour24)
 | 
						|
 | 
						|
 | 
						|
class TestCountStats(AnalyticsTestCase):
 | 
						|
    @override
 | 
						|
    def setUp(self) -> None:
 | 
						|
        super().setUp()
 | 
						|
        # This tests two things for each of the queries/CountStats: Handling
 | 
						|
        # more than 1 realm, and the time bounds (time_start and time_end in
 | 
						|
        # the queries).
 | 
						|
        self.second_realm = do_create_realm(
 | 
						|
            string_id="second-realm",
 | 
						|
            name="Second Realm",
 | 
						|
            date_created=self.TIME_ZERO - 2 * self.DAY,
 | 
						|
        )
 | 
						|
 | 
						|
        for minutes_ago in [0, 1, 61, 60 * 24 + 1]:
 | 
						|
            creation_time = self.TIME_ZERO - minutes_ago * self.MINUTE
 | 
						|
            user = self.create_user(
 | 
						|
                email=f"user-{minutes_ago}@second.analytics",
 | 
						|
                realm=self.second_realm,
 | 
						|
                date_joined=creation_time,
 | 
						|
            )
 | 
						|
            recipient = self.create_stream_with_recipient(
 | 
						|
                name=f"stream {minutes_ago}", realm=self.second_realm, date_created=creation_time
 | 
						|
            )[1]
 | 
						|
            self.create_message(user, recipient, date_sent=creation_time)
 | 
						|
        self.hourly_user = get_user_by_delivery_email("user-1@second.analytics", self.second_realm)
 | 
						|
        self.daily_user = get_user_by_delivery_email("user-61@second.analytics", self.second_realm)
 | 
						|
 | 
						|
        # This realm should not show up in the *Count tables for any of the
 | 
						|
        # messages_* CountStats
 | 
						|
        self.no_message_realm = do_create_realm(
 | 
						|
            string_id="no-message-realm",
 | 
						|
            name="No Message Realm",
 | 
						|
            date_created=self.TIME_ZERO - 2 * self.DAY,
 | 
						|
        )
 | 
						|
 | 
						|
        self.create_user(realm=self.no_message_realm)
 | 
						|
        self.create_stream_with_recipient(realm=self.no_message_realm)
 | 
						|
        # This direct_message_group should not show up anywhere
 | 
						|
        self.create_direct_message_group_with_recipient()
 | 
						|
 | 
						|
    def test_upload_quota_used_bytes(self) -> None:
 | 
						|
        stat = COUNT_STATS["upload_quota_used_bytes::day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        user1 = self.create_user()
 | 
						|
        user2 = self.create_user()
 | 
						|
        user_second_realm = self.create_user(realm=self.second_realm)
 | 
						|
 | 
						|
        self.create_attachment(user1, "file1", 100, self.TIME_LAST_HOUR, "text/plain")
 | 
						|
        attachment2 = self.create_attachment(user2, "file2", 200, self.TIME_LAST_HOUR, "text/plain")
 | 
						|
        self.create_attachment(user_second_realm, "file3", 10, self.TIME_LAST_HOUR, "text/plain")
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO)
 | 
						|
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "subgroup", "realm"],
 | 
						|
            [[300, None, self.default_realm], [10, None, self.second_realm]],
 | 
						|
        )
 | 
						|
 | 
						|
        # Delete an attachment and run the CountStat job again the next day.
 | 
						|
        attachment2.delete()
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO + self.DAY)
 | 
						|
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "subgroup", "realm", "end_time"],
 | 
						|
            [
 | 
						|
                [300, None, self.default_realm, self.TIME_ZERO],
 | 
						|
                [10, None, self.second_realm, self.TIME_ZERO],
 | 
						|
                [100, None, self.default_realm, self.TIME_ZERO + self.DAY],
 | 
						|
                [10, None, self.second_realm, self.TIME_ZERO + self.DAY],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
 | 
						|
    def test_messages_sent_by_is_bot(self) -> None:
 | 
						|
        stat = COUNT_STATS["messages_sent:is_bot:hour"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        bot = self.create_user(is_bot=True)
 | 
						|
        human1 = self.create_user()
 | 
						|
        human2 = self.create_user()
 | 
						|
        recipient_human1 = Recipient.objects.get(type_id=human1.id, type=Recipient.PERSONAL)
 | 
						|
 | 
						|
        recipient_stream = self.create_stream_with_recipient()[1]
 | 
						|
        recipient_direct_message_group = self.create_direct_message_group_with_recipient()[1]
 | 
						|
 | 
						|
        self.create_message(bot, recipient_human1)
 | 
						|
        self.create_message(bot, recipient_stream)
 | 
						|
        self.create_message(bot, recipient_direct_message_group)
 | 
						|
        self.create_message(human1, recipient_human1)
 | 
						|
        self.create_message(human2, recipient_human1)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO)
 | 
						|
 | 
						|
        self.assertTableState(
 | 
						|
            UserCount,
 | 
						|
            ["value", "subgroup", "user"],
 | 
						|
            [
 | 
						|
                [1, "false", human1],
 | 
						|
                [1, "false", human2],
 | 
						|
                [3, "true", bot],
 | 
						|
                [1, "false", self.hourly_user],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "subgroup", "realm"],
 | 
						|
            [[2, "false"], [3, "true"], [1, "false", self.second_realm]],
 | 
						|
        )
 | 
						|
        self.assertTableState(InstallationCount, ["value", "subgroup"], [[3, "false"], [3, "true"]])
 | 
						|
        self.assertTableState(StreamCount, [], [])
 | 
						|
 | 
						|
    def test_messages_sent_by_is_bot_realm_constraint(self) -> None:
 | 
						|
        # For single Realm
 | 
						|
 | 
						|
        COUNT_STATS = get_count_stats(self.default_realm)
 | 
						|
        stat = COUNT_STATS["messages_sent:is_bot:hour"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        bot = self.create_user(is_bot=True)
 | 
						|
        human1 = self.create_user()
 | 
						|
        human2 = self.create_user()
 | 
						|
        recipient_human1 = Recipient.objects.get(type_id=human1.id, type=Recipient.PERSONAL)
 | 
						|
 | 
						|
        recipient_stream = self.create_stream_with_recipient()[1]
 | 
						|
        recipient_direct_message_group = self.create_direct_message_group_with_recipient()[1]
 | 
						|
 | 
						|
        # To be included
 | 
						|
        self.create_message(bot, recipient_human1)
 | 
						|
        self.create_message(bot, recipient_stream)
 | 
						|
        self.create_message(bot, recipient_direct_message_group)
 | 
						|
        self.create_message(human1, recipient_human1)
 | 
						|
        self.create_message(human2, recipient_human1)
 | 
						|
 | 
						|
        # To be excluded
 | 
						|
        self.create_message(self.hourly_user, recipient_human1)
 | 
						|
        self.create_message(self.hourly_user, recipient_stream)
 | 
						|
        self.create_message(self.hourly_user, recipient_direct_message_group)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO, self.default_realm)
 | 
						|
 | 
						|
        self.assertTableState(
 | 
						|
            UserCount,
 | 
						|
            ["value", "subgroup", "user"],
 | 
						|
            [[1, "false", human1], [1, "false", human2], [3, "true", bot]],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "subgroup", "realm"],
 | 
						|
            [[2, "false", self.default_realm], [3, "true", self.default_realm]],
 | 
						|
        )
 | 
						|
        # No aggregation to InstallationCount with realm constraint
 | 
						|
        self.assertTableState(InstallationCount, ["value", "subgroup"], [])
 | 
						|
        self.assertTableState(StreamCount, [], [])
 | 
						|
 | 
						|
    def test_messages_sent_by_message_type(self) -> None:
 | 
						|
        stat = COUNT_STATS["messages_sent:message_type:day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        # Nothing currently in this stat that is bot related, but so many of
 | 
						|
        # the rest of our stats make the human/bot distinction that one can
 | 
						|
        # imagine a later refactoring that will intentionally or
 | 
						|
        # unintentionally change this. So make one of our users a bot.
 | 
						|
        user1 = self.create_user(is_bot=True)
 | 
						|
        user2 = self.create_user()
 | 
						|
        user3 = self.create_user()
 | 
						|
 | 
						|
        # private streams
 | 
						|
        recipient_stream1 = self.create_stream_with_recipient(invite_only=True)[1]
 | 
						|
        recipient_stream2 = self.create_stream_with_recipient(invite_only=True)[1]
 | 
						|
        self.create_message(user1, recipient_stream1)
 | 
						|
        self.create_message(user2, recipient_stream1)
 | 
						|
        self.create_message(user2, recipient_stream2)
 | 
						|
 | 
						|
        # public streams
 | 
						|
        recipient_stream3 = self.create_stream_with_recipient()[1]
 | 
						|
        recipient_stream4 = self.create_stream_with_recipient()[1]
 | 
						|
        self.create_message(user1, recipient_stream3)
 | 
						|
        self.create_message(user1, recipient_stream4)
 | 
						|
        self.create_message(user2, recipient_stream3)
 | 
						|
 | 
						|
        # direct message groups
 | 
						|
        recipient_direct_message_group1 = self.create_direct_message_group_with_recipient()[1]
 | 
						|
        recipient_direct_message_group2 = self.create_direct_message_group_with_recipient()[1]
 | 
						|
        self.create_message(user1, recipient_direct_message_group1)
 | 
						|
        self.create_message(user2, recipient_direct_message_group2)
 | 
						|
 | 
						|
        # direct messages
 | 
						|
        recipient_user1 = Recipient.objects.get(type_id=user1.id, type=Recipient.PERSONAL)
 | 
						|
        recipient_user2 = Recipient.objects.get(type_id=user2.id, type=Recipient.PERSONAL)
 | 
						|
        recipient_user3 = Recipient.objects.get(type_id=user3.id, type=Recipient.PERSONAL)
 | 
						|
        self.create_message(user1, recipient_user2)
 | 
						|
        self.create_message(user2, recipient_user1)
 | 
						|
        self.create_message(user3, recipient_user3)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO)
 | 
						|
 | 
						|
        self.assertTableState(
 | 
						|
            UserCount,
 | 
						|
            ["value", "subgroup", "user"],
 | 
						|
            [
 | 
						|
                [1, "private_stream", user1],
 | 
						|
                [2, "private_stream", user2],
 | 
						|
                [2, "public_stream", user1],
 | 
						|
                [1, "public_stream", user2],
 | 
						|
                [1, "private_message", user1],
 | 
						|
                [1, "private_message", user2],
 | 
						|
                [1, "private_message", user3],
 | 
						|
                [1, "huddle_message", user1],
 | 
						|
                [1, "huddle_message", user2],
 | 
						|
                [1, "public_stream", self.hourly_user],
 | 
						|
                [1, "public_stream", self.daily_user],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "subgroup", "realm"],
 | 
						|
            [
 | 
						|
                [3, "private_stream"],
 | 
						|
                [3, "public_stream"],
 | 
						|
                [3, "private_message"],
 | 
						|
                [2, "huddle_message"],
 | 
						|
                [2, "public_stream", self.second_realm],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            InstallationCount,
 | 
						|
            ["value", "subgroup"],
 | 
						|
            [
 | 
						|
                [3, "private_stream"],
 | 
						|
                [5, "public_stream"],
 | 
						|
                [3, "private_message"],
 | 
						|
                [2, "huddle_message"],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertTableState(StreamCount, [], [])
 | 
						|
 | 
						|
    def test_1_to_1_and_self_messages_sent_by_message_type_using_direct_group_message(self) -> None:
 | 
						|
        stat = COUNT_STATS["messages_sent:message_type:day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        user1 = self.create_user(is_bot=True)
 | 
						|
        user2 = self.create_user()
 | 
						|
        user3 = self.create_user()
 | 
						|
 | 
						|
        user1_and_user2_dm_group = get_or_create_direct_message_group([user1.id, user2.id])
 | 
						|
        user2_and_user3_dm_group = get_or_create_direct_message_group([user2.id, user3.id])
 | 
						|
        user2_dm_group = get_or_create_direct_message_group([user2.id])
 | 
						|
 | 
						|
        assert user1_and_user2_dm_group.recipient is not None
 | 
						|
        assert user2_and_user3_dm_group.recipient is not None
 | 
						|
        assert user2_dm_group.recipient is not None
 | 
						|
 | 
						|
        self.create_message(user1, user1_and_user2_dm_group.recipient)
 | 
						|
        self.create_message(user2, user2_and_user3_dm_group.recipient)
 | 
						|
        self.create_message(user2, user2_dm_group.recipient)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO)
 | 
						|
 | 
						|
        self.assertTableState(
 | 
						|
            UserCount,
 | 
						|
            ["value", "subgroup", "user"],
 | 
						|
            [
 | 
						|
                [1, "private_message", user1],
 | 
						|
                [2, "private_message", user2],
 | 
						|
                [1, "public_stream", self.hourly_user],
 | 
						|
                [1, "public_stream", self.daily_user],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "subgroup", "realm"],
 | 
						|
            [
 | 
						|
                [3, "private_message"],
 | 
						|
                [2, "public_stream", self.second_realm],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            InstallationCount,
 | 
						|
            ["value", "subgroup"],
 | 
						|
            [
 | 
						|
                [3, "private_message"],
 | 
						|
                [2, "public_stream"],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertTableState(StreamCount, [], [])
 | 
						|
 | 
						|
    def test_messages_sent_by_message_type_realm_constraint(self) -> None:
 | 
						|
        # For single Realm
 | 
						|
 | 
						|
        COUNT_STATS = get_count_stats(self.default_realm)
 | 
						|
        stat = COUNT_STATS["messages_sent:message_type:day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        user = self.create_user()
 | 
						|
        user_recipient = Recipient.objects.get(type_id=user.id, type=Recipient.PERSONAL)
 | 
						|
        private_stream_recipient = self.create_stream_with_recipient(invite_only=True)[1]
 | 
						|
        stream_recipient = self.create_stream_with_recipient()[1]
 | 
						|
        direct_message_group_recipient = self.create_direct_message_group_with_recipient()[1]
 | 
						|
 | 
						|
        # To be included
 | 
						|
        self.create_message(user, user_recipient)
 | 
						|
        self.create_message(user, private_stream_recipient)
 | 
						|
        self.create_message(user, stream_recipient)
 | 
						|
        self.create_message(user, direct_message_group_recipient)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO, self.default_realm)
 | 
						|
 | 
						|
        # To be excluded
 | 
						|
        self.create_message(self.hourly_user, user_recipient)
 | 
						|
        self.create_message(self.hourly_user, private_stream_recipient)
 | 
						|
        self.create_message(self.hourly_user, stream_recipient)
 | 
						|
        self.create_message(self.hourly_user, direct_message_group_recipient)
 | 
						|
 | 
						|
        self.assertTableState(
 | 
						|
            UserCount,
 | 
						|
            ["value", "subgroup", "user"],
 | 
						|
            [
 | 
						|
                [1, "private_message", user],
 | 
						|
                [1, "private_stream", user],
 | 
						|
                [1, "huddle_message", user],
 | 
						|
                [1, "public_stream", user],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "subgroup"],
 | 
						|
            [
 | 
						|
                [1, "private_message"],
 | 
						|
                [1, "private_stream"],
 | 
						|
                [1, "public_stream"],
 | 
						|
                [1, "huddle_message"],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        # No aggregation to InstallationCount with realm constraint
 | 
						|
        self.assertTableState(InstallationCount, ["value", "subgroup"], [])
 | 
						|
        self.assertTableState(StreamCount, [], [])
 | 
						|
 | 
						|
    def test_messages_sent_to_recipients_with_same_id(self) -> None:
 | 
						|
        stat = COUNT_STATS["messages_sent:message_type:day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        user = self.create_user(id=1000)
 | 
						|
        user_recipient = Recipient.objects.get(type_id=user.id, type=Recipient.PERSONAL)
 | 
						|
        stream_recipient = self.create_stream_with_recipient(id=1000)[1]
 | 
						|
        direct_message_group_recipient = self.create_direct_message_group_with_recipient(id=1000)[1]
 | 
						|
 | 
						|
        self.create_message(user, user_recipient)
 | 
						|
        self.create_message(user, stream_recipient)
 | 
						|
        self.create_message(user, direct_message_group_recipient)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO)
 | 
						|
 | 
						|
        self.assertTableState(
 | 
						|
            UserCount,
 | 
						|
            ["value", "subgroup", "user"],
 | 
						|
            [
 | 
						|
                [1, "private_message", user],
 | 
						|
                [1, "huddle_message", user],
 | 
						|
                [1, "public_stream", user],
 | 
						|
                [1, "public_stream", self.hourly_user],
 | 
						|
                [1, "public_stream", self.daily_user],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
 | 
						|
    def test_messages_sent_by_client(self) -> None:
 | 
						|
        stat = COUNT_STATS["messages_sent:client:day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        user1 = self.create_user(is_bot=True)
 | 
						|
        user2 = self.create_user()
 | 
						|
        recipient_user2 = Recipient.objects.get(type_id=user2.id, type=Recipient.PERSONAL)
 | 
						|
 | 
						|
        recipient_stream = self.create_stream_with_recipient()[1]
 | 
						|
        recipient_direct_message_group = self.create_direct_message_group_with_recipient()[1]
 | 
						|
 | 
						|
        client2 = Client.objects.create(name="client2")
 | 
						|
 | 
						|
        self.create_message(user1, recipient_user2, sending_client=client2)
 | 
						|
        self.create_message(user1, recipient_stream)
 | 
						|
        self.create_message(user1, recipient_direct_message_group)
 | 
						|
        self.create_message(user2, recipient_user2, sending_client=client2)
 | 
						|
        self.create_message(user2, recipient_user2, sending_client=client2)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO)
 | 
						|
 | 
						|
        client2_id = str(client2.id)
 | 
						|
        website_client_id = str(get_client("website").id)  # default for self.create_message
 | 
						|
        self.assertTableState(
 | 
						|
            UserCount,
 | 
						|
            ["value", "subgroup", "user"],
 | 
						|
            [
 | 
						|
                [2, website_client_id, user1],
 | 
						|
                [1, client2_id, user1],
 | 
						|
                [2, client2_id, user2],
 | 
						|
                [1, website_client_id, self.hourly_user],
 | 
						|
                [1, website_client_id, self.daily_user],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "subgroup", "realm"],
 | 
						|
            [[2, website_client_id], [3, client2_id], [2, website_client_id, self.second_realm]],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            InstallationCount, ["value", "subgroup"], [[4, website_client_id], [3, client2_id]]
 | 
						|
        )
 | 
						|
        self.assertTableState(StreamCount, [], [])
 | 
						|
 | 
						|
    def test_messages_sent_by_client_realm_constraint(self) -> None:
 | 
						|
        # For single Realm
 | 
						|
 | 
						|
        COUNT_STATS = get_count_stats(self.default_realm)
 | 
						|
        stat = COUNT_STATS["messages_sent:client:day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        user1 = self.create_user(is_bot=True)
 | 
						|
        user2 = self.create_user()
 | 
						|
        recipient_user2 = Recipient.objects.get(type_id=user2.id, type=Recipient.PERSONAL)
 | 
						|
 | 
						|
        client2 = Client.objects.create(name="client2")
 | 
						|
 | 
						|
        # TO be included
 | 
						|
        self.create_message(user1, recipient_user2, sending_client=client2)
 | 
						|
        self.create_message(user2, recipient_user2, sending_client=client2)
 | 
						|
        self.create_message(user2, recipient_user2)
 | 
						|
 | 
						|
        # To be excluded
 | 
						|
        self.create_message(self.hourly_user, recipient_user2, sending_client=client2)
 | 
						|
        self.create_message(self.hourly_user, recipient_user2, sending_client=client2)
 | 
						|
        self.create_message(self.hourly_user, recipient_user2)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO, self.default_realm)
 | 
						|
 | 
						|
        client2_id = str(client2.id)
 | 
						|
        website_client_id = str(get_client("website").id)  # default for self.create_message
 | 
						|
        self.assertTableState(
 | 
						|
            UserCount,
 | 
						|
            ["value", "subgroup", "user"],
 | 
						|
            [[1, client2_id, user1], [1, client2_id, user2], [1, website_client_id, user2]],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount, ["value", "subgroup"], [[1, website_client_id], [2, client2_id]]
 | 
						|
        )
 | 
						|
        # No aggregation to InstallationCount with realm constraint
 | 
						|
        self.assertTableState(InstallationCount, ["value", "subgroup"], [])
 | 
						|
        self.assertTableState(StreamCount, [], [])
 | 
						|
 | 
						|
    def test_messages_sent_to_stream_by_is_bot(self) -> None:
 | 
						|
        stat = COUNT_STATS["messages_in_stream:is_bot:day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        bot = self.create_user(is_bot=True)
 | 
						|
        human1 = self.create_user()
 | 
						|
        human2 = self.create_user()
 | 
						|
        recipient_human1 = Recipient.objects.get(type_id=human1.id, type=Recipient.PERSONAL)
 | 
						|
 | 
						|
        stream1, recipient_stream1 = self.create_stream_with_recipient()
 | 
						|
        stream2, recipient_stream2 = self.create_stream_with_recipient()
 | 
						|
 | 
						|
        # To be included
 | 
						|
        self.create_message(human1, recipient_stream1)
 | 
						|
        self.create_message(human2, recipient_stream1)
 | 
						|
        self.create_message(human1, recipient_stream2)
 | 
						|
        self.create_message(bot, recipient_stream2)
 | 
						|
        self.create_message(bot, recipient_stream2)
 | 
						|
 | 
						|
        # To be excluded
 | 
						|
        self.create_message(human2, recipient_human1)
 | 
						|
        self.create_message(bot, recipient_human1)
 | 
						|
        recipient_direct_message_group = self.create_direct_message_group_with_recipient()[1]
 | 
						|
        self.create_message(human1, recipient_direct_message_group)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO)
 | 
						|
 | 
						|
        self.assertTableState(
 | 
						|
            StreamCount,
 | 
						|
            ["value", "subgroup", "stream"],
 | 
						|
            [
 | 
						|
                [2, "false", stream1],
 | 
						|
                [1, "false", stream2],
 | 
						|
                [2, "true", stream2],
 | 
						|
                # "hourly" and "daily" stream, from TestCountStats.setUp
 | 
						|
                [1, "false", Stream.objects.get(name="stream 1")],
 | 
						|
                [1, "false", Stream.objects.get(name="stream 61")],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "subgroup", "realm"],
 | 
						|
            [[3, "false"], [2, "true"], [2, "false", self.second_realm]],
 | 
						|
        )
 | 
						|
        self.assertTableState(InstallationCount, ["value", "subgroup"], [[5, "false"], [2, "true"]])
 | 
						|
        self.assertTableState(UserCount, [], [])
 | 
						|
 | 
						|
    def test_messages_sent_to_stream_by_is_bot_realm_constraint(self) -> None:
 | 
						|
        # For single Realm
 | 
						|
 | 
						|
        COUNT_STATS = get_count_stats(self.default_realm)
 | 
						|
        stat = COUNT_STATS["messages_in_stream:is_bot:day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        human1 = self.create_user()
 | 
						|
        bot = self.create_user(is_bot=True)
 | 
						|
 | 
						|
        realm = {"realm": self.second_realm}
 | 
						|
        stream1, recipient_stream1 = self.create_stream_with_recipient()
 | 
						|
        _stream2, recipient_stream2 = self.create_stream_with_recipient(**realm)
 | 
						|
 | 
						|
        # To be included
 | 
						|
        self.create_message(human1, recipient_stream1)
 | 
						|
        self.create_message(bot, recipient_stream1)
 | 
						|
 | 
						|
        # To be excluded
 | 
						|
        self.create_message(self.hourly_user, recipient_stream2)
 | 
						|
        self.create_message(self.daily_user, recipient_stream2)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO, self.default_realm)
 | 
						|
 | 
						|
        self.assertTableState(
 | 
						|
            StreamCount,
 | 
						|
            ["value", "subgroup", "stream"],
 | 
						|
            [[1, "false", stream1], [1, "true", stream1]],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount, ["value", "subgroup", "realm"], [[1, "false"], [1, "true"]]
 | 
						|
        )
 | 
						|
        # No aggregation to InstallationCount with realm constraint
 | 
						|
        self.assertTableState(InstallationCount, ["value", "subgroup"], [])
 | 
						|
        self.assertTableState(UserCount, [], [])
 | 
						|
 | 
						|
    def create_interval(
 | 
						|
        self, user: UserProfile, start_offset: timedelta, end_offset: timedelta
 | 
						|
    ) -> None:
 | 
						|
        UserActivityInterval.objects.create(
 | 
						|
            user_profile=user, start=self.TIME_ZERO - start_offset, end=self.TIME_ZERO - end_offset
 | 
						|
        )
 | 
						|
 | 
						|
    def test_1day_actives(self) -> None:
 | 
						|
        stat = COUNT_STATS["1day_actives::day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        _1day = 1 * self.DAY - UserActivityInterval.MIN_INTERVAL_LENGTH
 | 
						|
 | 
						|
        # Outside time range, should not appear. Also tests upper boundary.
 | 
						|
        user1 = self.create_user()
 | 
						|
        self.create_interval(user1, _1day + self.DAY, _1day + timedelta(seconds=1))
 | 
						|
        self.create_interval(user1, timedelta(0), -self.HOUR)
 | 
						|
 | 
						|
        # On lower boundary, should appear
 | 
						|
        user2 = self.create_user()
 | 
						|
        self.create_interval(user2, _1day + self.DAY, _1day)
 | 
						|
 | 
						|
        # Multiple intervals, including one outside boundary
 | 
						|
        user3 = self.create_user()
 | 
						|
        self.create_interval(user3, 2 * self.DAY, 1 * self.DAY)
 | 
						|
        self.create_interval(user3, 20 * self.HOUR, 19 * self.HOUR)
 | 
						|
        self.create_interval(user3, 20 * self.MINUTE, 19 * self.MINUTE)
 | 
						|
 | 
						|
        # Intervals crossing boundary
 | 
						|
        user4 = self.create_user()
 | 
						|
        self.create_interval(user4, 1.5 * self.DAY, 0.5 * self.DAY)
 | 
						|
        user5 = self.create_user()
 | 
						|
        self.create_interval(user5, self.MINUTE, -self.MINUTE)
 | 
						|
 | 
						|
        # Interval subsuming time range
 | 
						|
        user6 = self.create_user()
 | 
						|
        self.create_interval(user6, 2 * self.DAY, -2 * self.DAY)
 | 
						|
 | 
						|
        # Second realm
 | 
						|
        user7 = self.create_user(realm=self.second_realm)
 | 
						|
        self.create_interval(user7, 20 * self.MINUTE, 19 * self.MINUTE)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(
 | 
						|
            UserCount,
 | 
						|
            ["value", "user"],
 | 
						|
            [[1, user2], [1, user3], [1, user4], [1, user5], [1, user6], [1, user7]],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount, ["value", "realm"], [[5, self.default_realm], [1, self.second_realm]]
 | 
						|
        )
 | 
						|
        self.assertTableState(InstallationCount, ["value"], [[6]])
 | 
						|
        self.assertTableState(StreamCount, [], [])
 | 
						|
 | 
						|
    def test_1day_actives_realm_constraint(self) -> None:
 | 
						|
        # For single Realm
 | 
						|
 | 
						|
        COUNT_STATS = get_count_stats(self.default_realm)
 | 
						|
        stat = COUNT_STATS["1day_actives::day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        _1day = 1 * self.DAY - UserActivityInterval.MIN_INTERVAL_LENGTH
 | 
						|
        user1 = self.create_user()
 | 
						|
        user2 = self.create_user()
 | 
						|
 | 
						|
        # To be included
 | 
						|
        self.create_interval(user1, 20 * self.HOUR, 19 * self.HOUR)
 | 
						|
        self.create_interval(user2, _1day + self.DAY, _1day)
 | 
						|
 | 
						|
        # To be excluded
 | 
						|
        user3 = self.create_user(realm=self.second_realm)
 | 
						|
        self.create_interval(user3, 20 * self.MINUTE, 19 * self.MINUTE)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO, self.default_realm)
 | 
						|
        self.assertTableState(UserCount, ["value", "user"], [[1, user2], [1, user2]])
 | 
						|
        self.assertTableState(RealmCount, ["value", "realm"], [[2, self.default_realm]])
 | 
						|
        # No aggregation to InstallationCount with realm constraint
 | 
						|
        self.assertTableState(InstallationCount, ["value"], [])
 | 
						|
        self.assertTableState(StreamCount, [], [])
 | 
						|
 | 
						|
    def test_15day_actives(self) -> None:
 | 
						|
        stat = COUNT_STATS["15day_actives::day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        _15day = 15 * self.DAY - UserActivityInterval.MIN_INTERVAL_LENGTH
 | 
						|
 | 
						|
        # Outside time range, should not appear. Also tests upper boundary.
 | 
						|
        user1 = self.create_user()
 | 
						|
        self.create_interval(user1, _15day + self.DAY, _15day + timedelta(seconds=1))
 | 
						|
        self.create_interval(user1, timedelta(0), -self.HOUR)
 | 
						|
 | 
						|
        # On lower boundary, should appear
 | 
						|
        user2 = self.create_user()
 | 
						|
        self.create_interval(user2, _15day + self.DAY, _15day)
 | 
						|
 | 
						|
        # Multiple intervals, including one outside boundary
 | 
						|
        user3 = self.create_user()
 | 
						|
        self.create_interval(user3, 20 * self.DAY, 19 * self.DAY)
 | 
						|
        self.create_interval(user3, 20 * self.HOUR, 19 * self.HOUR)
 | 
						|
        self.create_interval(user3, 20 * self.MINUTE, 19 * self.MINUTE)
 | 
						|
 | 
						|
        # Intervals crossing boundary
 | 
						|
        user4 = self.create_user()
 | 
						|
        self.create_interval(user4, 20 * self.DAY, 10 * self.DAY)
 | 
						|
        user5 = self.create_user()
 | 
						|
        self.create_interval(user5, self.MINUTE, -self.MINUTE)
 | 
						|
 | 
						|
        # Interval subsuming time range
 | 
						|
        user6 = self.create_user()
 | 
						|
        self.create_interval(user6, 20 * self.DAY, -2 * self.DAY)
 | 
						|
 | 
						|
        # Second realm
 | 
						|
        user7 = self.create_user(realm=self.second_realm)
 | 
						|
        self.create_interval(user7, 20 * self.MINUTE, 19 * self.MINUTE)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(
 | 
						|
            UserCount,
 | 
						|
            ["value", "user"],
 | 
						|
            [[1, user2], [1, user3], [1, user4], [1, user5], [1, user6], [1, user7]],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount, ["value", "realm"], [[5, self.default_realm], [1, self.second_realm]]
 | 
						|
        )
 | 
						|
        self.assertTableState(InstallationCount, ["value"], [[6]])
 | 
						|
        self.assertTableState(StreamCount, [], [])
 | 
						|
 | 
						|
    def test_15day_actives_realm_constraint(self) -> None:
 | 
						|
        # For single Realm
 | 
						|
 | 
						|
        COUNT_STATS = get_count_stats(self.default_realm)
 | 
						|
        stat = COUNT_STATS["15day_actives::day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        _15day = 15 * self.DAY - UserActivityInterval.MIN_INTERVAL_LENGTH
 | 
						|
 | 
						|
        user1 = self.create_user()
 | 
						|
        user2 = self.create_user()
 | 
						|
        user3 = self.create_user(realm=self.second_realm)
 | 
						|
 | 
						|
        # To be included
 | 
						|
        self.create_interval(user1, _15day + self.DAY, _15day)
 | 
						|
        self.create_interval(user2, 20 * self.HOUR, 19 * self.HOUR)
 | 
						|
 | 
						|
        # To be excluded
 | 
						|
        self.create_interval(user3, 20 * self.HOUR, 19 * self.HOUR)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO, self.default_realm)
 | 
						|
 | 
						|
        self.assertTableState(UserCount, ["value", "user"], [[1, user1], [1, user2]])
 | 
						|
        self.assertTableState(RealmCount, ["value", "realm"], [[2, self.default_realm]])
 | 
						|
        # No aggregation to InstallationCount with realm constraint
 | 
						|
        self.assertTableState(InstallationCount, ["value"], [])
 | 
						|
        self.assertTableState(StreamCount, [], [])
 | 
						|
 | 
						|
    def test_minutes_active(self) -> None:
 | 
						|
        stat = COUNT_STATS["minutes_active::day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        # Outside time range, should not appear. Also testing for intervals
 | 
						|
        # starting and ending on boundary
 | 
						|
        user1 = self.create_user()
 | 
						|
        self.create_interval(user1, 25 * self.HOUR, self.DAY)
 | 
						|
        self.create_interval(user1, timedelta(0), -self.HOUR)
 | 
						|
 | 
						|
        # Multiple intervals, including one outside boundary
 | 
						|
        user2 = self.create_user()
 | 
						|
        self.create_interval(user2, 20 * self.DAY, 19 * self.DAY)
 | 
						|
        self.create_interval(user2, 20 * self.HOUR, 19 * self.HOUR)
 | 
						|
        self.create_interval(user2, 20 * self.MINUTE, 19 * self.MINUTE)
 | 
						|
 | 
						|
        # Intervals crossing boundary
 | 
						|
        user3 = self.create_user()
 | 
						|
        self.create_interval(user3, 25 * self.HOUR, 22 * self.HOUR)
 | 
						|
        self.create_interval(user3, self.MINUTE, -self.MINUTE)
 | 
						|
 | 
						|
        # Interval subsuming time range
 | 
						|
        user4 = self.create_user()
 | 
						|
        self.create_interval(user4, 2 * self.DAY, -2 * self.DAY)
 | 
						|
 | 
						|
        # Less than 60 seconds, should not appear
 | 
						|
        user5 = self.create_user()
 | 
						|
        self.create_interval(user5, self.MINUTE, timedelta(seconds=30))
 | 
						|
        self.create_interval(user5, timedelta(seconds=20), timedelta(seconds=10))
 | 
						|
 | 
						|
        # Second realm
 | 
						|
        user6 = self.create_user(realm=self.second_realm)
 | 
						|
        self.create_interval(user6, 20 * self.MINUTE, 19 * self.MINUTE)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(
 | 
						|
            UserCount, ["value", "user"], [[61, user2], [121, user3], [24 * 60, user4], [1, user6]]
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "realm"],
 | 
						|
            [[61 + 121 + 24 * 60, self.default_realm], [1, self.second_realm]],
 | 
						|
        )
 | 
						|
        self.assertTableState(InstallationCount, ["value"], [[61 + 121 + 24 * 60 + 1]])
 | 
						|
        self.assertTableState(StreamCount, [], [])
 | 
						|
 | 
						|
    def test_minutes_active_realm_constraint(self) -> None:
 | 
						|
        # For single Realm
 | 
						|
 | 
						|
        COUNT_STATS = get_count_stats(self.default_realm)
 | 
						|
        stat = COUNT_STATS["minutes_active::day"]
 | 
						|
        self.current_property = stat.property
 | 
						|
 | 
						|
        # Outside time range, should not appear. Also testing for intervals
 | 
						|
        # starting and ending on boundary
 | 
						|
        user1 = self.create_user()
 | 
						|
        user2 = self.create_user()
 | 
						|
        user3 = self.create_user(realm=self.second_realm)
 | 
						|
 | 
						|
        # To be included
 | 
						|
        self.create_interval(user1, 20 * self.HOUR, 19 * self.HOUR)
 | 
						|
        self.create_interval(user2, 20 * self.MINUTE, 19 * self.MINUTE)
 | 
						|
 | 
						|
        # To be excluded
 | 
						|
        self.create_interval(user3, 20 * self.MINUTE, 19 * self.MINUTE)
 | 
						|
 | 
						|
        do_fill_count_stat_at_hour(stat, self.TIME_ZERO, self.default_realm)
 | 
						|
        self.assertTableState(UserCount, ["value", "user"], [[60, user1], [1, user2]])
 | 
						|
        self.assertTableState(RealmCount, ["value", "realm"], [[60 + 1, self.default_realm]])
 | 
						|
        # No aggregation to InstallationCount with realm constraint
 | 
						|
        self.assertTableState(InstallationCount, ["value"], [])
 | 
						|
        self.assertTableState(StreamCount, [], [])
 | 
						|
 | 
						|
    def test_last_successful_fill(self) -> None:
 | 
						|
        self.assertIsNone(COUNT_STATS["messages_sent:is_bot:hour"].last_successful_fill())
 | 
						|
 | 
						|
        a_time = datetime(2016, 3, 14, 19, tzinfo=timezone.utc)
 | 
						|
        one_hour_before = datetime(2016, 3, 14, 18, tzinfo=timezone.utc)
 | 
						|
        one_day_before = datetime(2016, 3, 13, 19, tzinfo=timezone.utc)
 | 
						|
 | 
						|
        fillstate = FillState.objects.create(
 | 
						|
            property=COUNT_STATS["messages_sent:is_bot:hour"].property,
 | 
						|
            end_time=a_time,
 | 
						|
            state=FillState.DONE,
 | 
						|
        )
 | 
						|
        self.assertEqual(COUNT_STATS["messages_sent:is_bot:hour"].last_successful_fill(), a_time)
 | 
						|
 | 
						|
        fillstate.state = FillState.STARTED
 | 
						|
        fillstate.save(update_fields=["state"])
 | 
						|
        self.assertEqual(
 | 
						|
            COUNT_STATS["messages_sent:is_bot:hour"].last_successful_fill(), one_hour_before
 | 
						|
        )
 | 
						|
 | 
						|
        fillstate.property = COUNT_STATS["7day_actives::day"].property
 | 
						|
        fillstate.save(update_fields=["property"])
 | 
						|
        self.assertEqual(COUNT_STATS["7day_actives::day"].last_successful_fill(), one_day_before)
 | 
						|
 | 
						|
 | 
						|
class TestDoAggregateToSummaryTable(AnalyticsTestCase):
 | 
						|
    # do_aggregate_to_summary_table is mostly tested by the end to end
 | 
						|
    # nature of the tests in TestCountStats. But want to highlight one
 | 
						|
    # feature important for keeping the size of the analytics tables small,
 | 
						|
    # which is that if there is no relevant data in the table being
 | 
						|
    # aggregated, the aggregation table doesn't get a row with value 0.
 | 
						|
    def test_no_aggregated_zeros(self) -> None:
 | 
						|
        stat = LoggingCountStat("test stat", UserCount, CountStat.HOUR)
 | 
						|
        do_aggregate_to_summary_table(stat, self.TIME_ZERO)
 | 
						|
        self.assertFalse(RealmCount.objects.exists())
 | 
						|
        self.assertFalse(InstallationCount.objects.exists())
 | 
						|
 | 
						|
 | 
						|
class TestDoIncrementLoggingStat(AnalyticsTestCase):
 | 
						|
    def test_table_and_id_args(self) -> None:
 | 
						|
        # For realms, streams, and users, tests that the new rows are going to
 | 
						|
        # the appropriate *Count table, and that using a different zerver_object
 | 
						|
        # results in a new row being created
 | 
						|
        self.current_property = "test"
 | 
						|
        second_realm = do_create_realm(string_id="moo", name="moo")
 | 
						|
        stat = LoggingCountStat("test", RealmCount, CountStat.DAY)
 | 
						|
        do_increment_logging_stat(self.default_realm, stat, None, self.TIME_ZERO)
 | 
						|
        do_increment_logging_stat(second_realm, stat, None, self.TIME_ZERO)
 | 
						|
        self.assertTableState(RealmCount, ["realm"], [[self.default_realm], [second_realm]])
 | 
						|
 | 
						|
        user1 = self.create_user()
 | 
						|
        user2 = self.create_user()
 | 
						|
        stat = LoggingCountStat("test", UserCount, CountStat.DAY)
 | 
						|
        do_increment_logging_stat(user1, stat, None, self.TIME_ZERO)
 | 
						|
        do_increment_logging_stat(user2, stat, None, self.TIME_ZERO)
 | 
						|
        self.assertTableState(UserCount, ["user"], [[user1], [user2]])
 | 
						|
 | 
						|
        stream1 = self.create_stream_with_recipient()[0]
 | 
						|
        stream2 = self.create_stream_with_recipient()[0]
 | 
						|
        stat = LoggingCountStat("test", StreamCount, CountStat.DAY)
 | 
						|
        do_increment_logging_stat(stream1, stat, None, self.TIME_ZERO)
 | 
						|
        do_increment_logging_stat(stream2, stat, None, self.TIME_ZERO)
 | 
						|
        self.assertTableState(StreamCount, ["stream"], [[stream1], [stream2]])
 | 
						|
 | 
						|
    def test_frequency(self) -> None:
 | 
						|
        times = [self.TIME_ZERO - self.MINUTE * i for i in [0, 1, 61, 24 * 60 + 1]]
 | 
						|
 | 
						|
        stat = LoggingCountStat("day test", RealmCount, CountStat.DAY)
 | 
						|
        for time_ in times:
 | 
						|
            do_increment_logging_stat(self.default_realm, stat, None, time_)
 | 
						|
        stat = LoggingCountStat("hour test", RealmCount, CountStat.HOUR)
 | 
						|
        for time_ in times:
 | 
						|
            do_increment_logging_stat(self.default_realm, stat, None, time_)
 | 
						|
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "property", "end_time"],
 | 
						|
            [
 | 
						|
                [3, "day test", self.TIME_ZERO],
 | 
						|
                [1, "day test", self.TIME_ZERO - self.DAY],
 | 
						|
                [2, "hour test", self.TIME_ZERO],
 | 
						|
                [1, "hour test", self.TIME_LAST_HOUR],
 | 
						|
                [1, "hour test", self.TIME_ZERO - self.DAY],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
 | 
						|
    def test_get_or_create(self) -> None:
 | 
						|
        stat = LoggingCountStat("test", RealmCount, CountStat.HOUR)
 | 
						|
        # All these should trigger the create part of get_or_create.
 | 
						|
        # property is tested in test_frequency, and id_args are tested in test_id_args,
 | 
						|
        # so this only tests a new subgroup and end_time
 | 
						|
        do_increment_logging_stat(self.default_realm, stat, "subgroup1", self.TIME_ZERO)
 | 
						|
        do_increment_logging_stat(self.default_realm, stat, "subgroup2", self.TIME_ZERO)
 | 
						|
        do_increment_logging_stat(self.default_realm, stat, "subgroup1", self.TIME_LAST_HOUR)
 | 
						|
        self.current_property = "test"
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "subgroup", "end_time"],
 | 
						|
            [
 | 
						|
                [1, "subgroup1", self.TIME_ZERO],
 | 
						|
                [1, "subgroup2", self.TIME_ZERO],
 | 
						|
                [1, "subgroup1", self.TIME_LAST_HOUR],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        # This should trigger the get part of get_or_create
 | 
						|
        do_increment_logging_stat(self.default_realm, stat, "subgroup1", self.TIME_ZERO)
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "subgroup", "end_time"],
 | 
						|
            [
 | 
						|
                [2, "subgroup1", self.TIME_ZERO],
 | 
						|
                [1, "subgroup2", self.TIME_ZERO],
 | 
						|
                [1, "subgroup1", self.TIME_LAST_HOUR],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
 | 
						|
    def test_increment(self) -> None:
 | 
						|
        stat = LoggingCountStat("test", RealmCount, CountStat.DAY)
 | 
						|
        self.current_property = "test"
 | 
						|
        do_increment_logging_stat(self.default_realm, stat, None, self.TIME_ZERO, increment=-1)
 | 
						|
        self.assertTableState(RealmCount, ["value"], [[-1]])
 | 
						|
        do_increment_logging_stat(self.default_realm, stat, None, self.TIME_ZERO, increment=3)
 | 
						|
        self.assertTableState(RealmCount, ["value"], [[2]])
 | 
						|
        do_increment_logging_stat(self.default_realm, stat, None, self.TIME_ZERO)
 | 
						|
        self.assertTableState(RealmCount, ["value"], [[3]])
 | 
						|
 | 
						|
    def test_do_increment_logging_start_query_count(self) -> None:
 | 
						|
        stat = LoggingCountStat("test", RealmCount, CountStat.DAY)
 | 
						|
        with self.assert_database_query_count(1):
 | 
						|
            do_increment_logging_stat(self.default_realm, stat, None, self.TIME_ZERO)
 | 
						|
 | 
						|
 | 
						|
class TestLoggingCountStats(AnalyticsTestCase):
 | 
						|
    def test_aggregation(self) -> None:
 | 
						|
        stat = LoggingCountStat("realm test", RealmCount, CountStat.DAY)
 | 
						|
        do_increment_logging_stat(self.default_realm, stat, None, self.TIME_ZERO)
 | 
						|
        process_count_stat(stat, self.TIME_ZERO)
 | 
						|
 | 
						|
        user = self.create_user()
 | 
						|
        stat = LoggingCountStat("user test", UserCount, CountStat.DAY)
 | 
						|
        do_increment_logging_stat(user, stat, None, self.TIME_ZERO)
 | 
						|
        process_count_stat(stat, self.TIME_ZERO)
 | 
						|
 | 
						|
        stream = self.create_stream_with_recipient()[0]
 | 
						|
        stat = LoggingCountStat("stream test", StreamCount, CountStat.DAY)
 | 
						|
        do_increment_logging_stat(stream, stat, None, self.TIME_ZERO)
 | 
						|
        process_count_stat(stat, self.TIME_ZERO)
 | 
						|
 | 
						|
        self.assertTableState(
 | 
						|
            InstallationCount,
 | 
						|
            ["property", "value"],
 | 
						|
            [["realm test", 1], ["user test", 1], ["stream test", 1]],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["property", "value"],
 | 
						|
            [["realm test", 1], ["user test", 1], ["stream test", 1]],
 | 
						|
        )
 | 
						|
        self.assertTableState(UserCount, ["property", "value"], [["user test", 1]])
 | 
						|
        self.assertTableState(StreamCount, ["property", "value"], [["stream test", 1]])
 | 
						|
 | 
						|
    @activate_push_notification_service()
 | 
						|
    def test_mobile_pushes_received_count(self) -> None:
 | 
						|
        self.server_uuid = "6cde5f7a-1f7e-4978-9716-49f69ebfc9fe"
 | 
						|
        self.server = RemoteZulipServer.objects.create(
 | 
						|
            uuid=self.server_uuid,
 | 
						|
            api_key="magic_secret_api_key",
 | 
						|
            hostname="demo.example.com",
 | 
						|
            last_updated=timezone_now(),
 | 
						|
        )
 | 
						|
 | 
						|
        hamlet = self.example_user("hamlet")
 | 
						|
        token = "aaaa"
 | 
						|
 | 
						|
        RemotePushDeviceToken.objects.create(
 | 
						|
            kind=RemotePushDeviceToken.FCM,
 | 
						|
            token=token,
 | 
						|
            user_uuid=(hamlet.uuid),
 | 
						|
            server=self.server,
 | 
						|
        )
 | 
						|
        RemotePushDeviceToken.objects.create(
 | 
						|
            kind=RemotePushDeviceToken.FCM,
 | 
						|
            token=token + "aa",
 | 
						|
            user_uuid=(hamlet.uuid),
 | 
						|
            server=self.server,
 | 
						|
        )
 | 
						|
        RemotePushDeviceToken.objects.create(
 | 
						|
            kind=RemotePushDeviceToken.APNS,
 | 
						|
            token=token,
 | 
						|
            user_uuid=str(hamlet.uuid),
 | 
						|
            server=self.server,
 | 
						|
        )
 | 
						|
 | 
						|
        message = Message(
 | 
						|
            sender=hamlet,
 | 
						|
            recipient=self.example_user("othello").recipient,
 | 
						|
            realm_id=hamlet.realm_id,
 | 
						|
            content="This is test content",
 | 
						|
            rendered_content="This is test content",
 | 
						|
            date_sent=timezone_now(),
 | 
						|
            sending_client=get_client("test"),
 | 
						|
        )
 | 
						|
        message.set_topic_name("Test topic")
 | 
						|
        message.save()
 | 
						|
        gcm_payload, gcm_options = get_message_payload_gcm(hamlet, message)
 | 
						|
        apns_payload = get_message_payload_apns(
 | 
						|
            hamlet, message, NotificationTriggers.DIRECT_MESSAGE
 | 
						|
        )
 | 
						|
 | 
						|
        # First we'll make a request without providing realm_uuid. That means
 | 
						|
        # the bouncer can't increment the RemoteRealmCount stat, and only
 | 
						|
        # RemoteInstallationCount will be incremented.
 | 
						|
        payload = {
 | 
						|
            "user_id": hamlet.id,
 | 
						|
            "user_uuid": str(hamlet.uuid),
 | 
						|
            "gcm_payload": gcm_payload,
 | 
						|
            "apns_payload": apns_payload,
 | 
						|
            "gcm_options": gcm_options,
 | 
						|
        }
 | 
						|
        now = timezone_now()
 | 
						|
        with (
 | 
						|
            time_machine.travel(now, tick=False),
 | 
						|
            mock.patch("zilencer.views.send_android_push_notification", return_value=1),
 | 
						|
            mock.patch("zilencer.views.send_apple_push_notification", return_value=1),
 | 
						|
            mock.patch(
 | 
						|
                "corporate.lib.stripe.RemoteServerBillingSession.current_count_for_billed_licenses",
 | 
						|
                return_value=10,
 | 
						|
            ),
 | 
						|
            self.assertLogs("zilencer.views", level="INFO"),
 | 
						|
        ):
 | 
						|
            result = self.uuid_post(
 | 
						|
                self.server_uuid,
 | 
						|
                "/api/v1/remotes/push/notify",
 | 
						|
                payload,
 | 
						|
                content_type="application/json",
 | 
						|
                subdomain="",
 | 
						|
            )
 | 
						|
            self.assert_json_success(result)
 | 
						|
 | 
						|
        # There are 3 devices we created for the user:
 | 
						|
        # 1. The mobile_pushes_received increment should match that number.
 | 
						|
        # 2. mobile_pushes_forwarded only counts successful deliveries, and we've set up
 | 
						|
        #    the mocks above to simulate 1 successful android and 1 successful apple delivery.
 | 
						|
        #    Thus the increment should be just 2.
 | 
						|
        self.assertTableState(
 | 
						|
            RemoteInstallationCount,
 | 
						|
            ["property", "value", "subgroup", "server", "remote_id", "end_time"],
 | 
						|
            [
 | 
						|
                [
 | 
						|
                    "mobile_pushes_received::day",
 | 
						|
                    3,
 | 
						|
                    None,
 | 
						|
                    self.server,
 | 
						|
                    None,
 | 
						|
                    ceiling_to_day(now),
 | 
						|
                ],
 | 
						|
                [
 | 
						|
                    "mobile_pushes_forwarded::day",
 | 
						|
                    2,
 | 
						|
                    None,
 | 
						|
                    self.server,
 | 
						|
                    None,
 | 
						|
                    ceiling_to_day(now),
 | 
						|
                ],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertFalse(
 | 
						|
            RemoteRealmCount.objects.filter(property="mobile_pushes_received::day").exists()
 | 
						|
        )
 | 
						|
        self.assertFalse(
 | 
						|
            RemoteRealmCount.objects.filter(property="mobile_pushes_forwarded::day").exists()
 | 
						|
        )
 | 
						|
 | 
						|
        # Now provide the realm_uuid. However, the RemoteRealm record doesn't exist yet, so it'll
 | 
						|
        # still be ignored.
 | 
						|
        payload = {
 | 
						|
            "user_id": hamlet.id,
 | 
						|
            "user_uuid": str(hamlet.uuid),
 | 
						|
            "realm_uuid": str(hamlet.realm.uuid),
 | 
						|
            "gcm_payload": gcm_payload,
 | 
						|
            "apns_payload": apns_payload,
 | 
						|
            "gcm_options": gcm_options,
 | 
						|
        }
 | 
						|
        with (
 | 
						|
            time_machine.travel(now, tick=False),
 | 
						|
            mock.patch("zilencer.views.send_android_push_notification", return_value=1),
 | 
						|
            mock.patch("zilencer.views.send_apple_push_notification", return_value=1),
 | 
						|
            mock.patch(
 | 
						|
                "corporate.lib.stripe.RemoteServerBillingSession.current_count_for_billed_licenses",
 | 
						|
                return_value=10,
 | 
						|
            ),
 | 
						|
            self.assertLogs("zilencer.views", level="INFO"),
 | 
						|
        ):
 | 
						|
            result = self.uuid_post(
 | 
						|
                self.server_uuid,
 | 
						|
                "/api/v1/remotes/push/notify",
 | 
						|
                payload,
 | 
						|
                content_type="application/json",
 | 
						|
                subdomain="",
 | 
						|
            )
 | 
						|
            self.assert_json_success(result)
 | 
						|
 | 
						|
        # The RemoteInstallationCount records get incremented again, but the RemoteRealmCount
 | 
						|
        # remains ignored due to missing RemoteRealm record.
 | 
						|
        self.assertTableState(
 | 
						|
            RemoteInstallationCount,
 | 
						|
            ["property", "value", "subgroup", "server", "remote_id", "end_time"],
 | 
						|
            [
 | 
						|
                [
 | 
						|
                    "mobile_pushes_received::day",
 | 
						|
                    6,
 | 
						|
                    None,
 | 
						|
                    self.server,
 | 
						|
                    None,
 | 
						|
                    ceiling_to_day(now),
 | 
						|
                ],
 | 
						|
                [
 | 
						|
                    "mobile_pushes_forwarded::day",
 | 
						|
                    4,
 | 
						|
                    None,
 | 
						|
                    self.server,
 | 
						|
                    None,
 | 
						|
                    ceiling_to_day(now),
 | 
						|
                ],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertFalse(
 | 
						|
            RemoteRealmCount.objects.filter(property="mobile_pushes_received::day").exists()
 | 
						|
        )
 | 
						|
        self.assertFalse(
 | 
						|
            RemoteRealmCount.objects.filter(property="mobile_pushes_forwarded::day").exists()
 | 
						|
        )
 | 
						|
 | 
						|
        # Create the RemoteRealm registration and repeat the above. This time RemoteRealmCount
 | 
						|
        # stats should be collected.
 | 
						|
        realm = hamlet.realm
 | 
						|
        remote_realm = RemoteRealm.objects.create(
 | 
						|
            server=self.server,
 | 
						|
            uuid=realm.uuid,
 | 
						|
            uuid_owner_secret=realm.uuid_owner_secret,
 | 
						|
            host=realm.host,
 | 
						|
            realm_deactivated=realm.deactivated,
 | 
						|
            realm_date_created=realm.date_created,
 | 
						|
        )
 | 
						|
 | 
						|
        with (
 | 
						|
            time_machine.travel(now, tick=False),
 | 
						|
            mock.patch("zilencer.views.send_android_push_notification", return_value=1),
 | 
						|
            mock.patch("zilencer.views.send_apple_push_notification", return_value=1),
 | 
						|
            mock.patch(
 | 
						|
                "corporate.lib.stripe.RemoteRealmBillingSession.current_count_for_billed_licenses",
 | 
						|
                return_value=10,
 | 
						|
            ),
 | 
						|
            self.assertLogs("zilencer.views", level="INFO"),
 | 
						|
        ):
 | 
						|
            result = self.uuid_post(
 | 
						|
                self.server_uuid,
 | 
						|
                "/api/v1/remotes/push/notify",
 | 
						|
                payload,
 | 
						|
                content_type="application/json",
 | 
						|
                subdomain="",
 | 
						|
            )
 | 
						|
            self.assert_json_success(result)
 | 
						|
 | 
						|
        # The RemoteInstallationCount records get incremented again, and the RemoteRealmCount
 | 
						|
        # gets collected.
 | 
						|
        self.assertTableState(
 | 
						|
            RemoteInstallationCount,
 | 
						|
            ["property", "value", "subgroup", "server", "remote_id", "end_time"],
 | 
						|
            [
 | 
						|
                [
 | 
						|
                    "mobile_pushes_received::day",
 | 
						|
                    9,
 | 
						|
                    None,
 | 
						|
                    self.server,
 | 
						|
                    None,
 | 
						|
                    ceiling_to_day(now),
 | 
						|
                ],
 | 
						|
                [
 | 
						|
                    "mobile_pushes_forwarded::day",
 | 
						|
                    6,
 | 
						|
                    None,
 | 
						|
                    self.server,
 | 
						|
                    None,
 | 
						|
                    ceiling_to_day(now),
 | 
						|
                ],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertTableState(
 | 
						|
            RemoteRealmCount,
 | 
						|
            ["property", "value", "subgroup", "server", "remote_realm", "remote_id", "end_time"],
 | 
						|
            [
 | 
						|
                [
 | 
						|
                    "mobile_pushes_received::day",
 | 
						|
                    3,
 | 
						|
                    None,
 | 
						|
                    self.server,
 | 
						|
                    remote_realm,
 | 
						|
                    None,
 | 
						|
                    ceiling_to_day(now),
 | 
						|
                ],
 | 
						|
                [
 | 
						|
                    "mobile_pushes_forwarded::day",
 | 
						|
                    2,
 | 
						|
                    None,
 | 
						|
                    self.server,
 | 
						|
                    remote_realm,
 | 
						|
                    None,
 | 
						|
                    ceiling_to_day(now),
 | 
						|
                ],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
 | 
						|
    def test_invites_sent(self) -> None:
 | 
						|
        property = "invites_sent::day"
 | 
						|
 | 
						|
        @contextmanager
 | 
						|
        def invite_context(
 | 
						|
            too_many_recent_realm_invites: bool = False, failure: bool = False
 | 
						|
        ) -> Iterator[None]:
 | 
						|
            managers: list[AbstractContextManager[Any]] = [
 | 
						|
                mock.patch(
 | 
						|
                    "zerver.actions.invites.too_many_recent_realm_invites", return_value=False
 | 
						|
                ),
 | 
						|
                self.captureOnCommitCallbacks(execute=True),
 | 
						|
            ]
 | 
						|
            if failure:
 | 
						|
                managers.append(self.assertRaises(InvitationError))
 | 
						|
            with ExitStack() as stack:
 | 
						|
                for mgr in managers:
 | 
						|
                    stack.enter_context(mgr)
 | 
						|
                yield
 | 
						|
 | 
						|
        def assertInviteCountEquals(count: int) -> None:
 | 
						|
            self.assertEqual(
 | 
						|
                count,
 | 
						|
                RealmCount.objects.filter(property=property, subgroup=None).aggregate(Sum("value"))[
 | 
						|
                    "value__sum"
 | 
						|
                ],
 | 
						|
            )
 | 
						|
 | 
						|
        user = self.create_user(email="first@domain.tld")
 | 
						|
        stream, _ = self.create_stream_with_recipient()
 | 
						|
 | 
						|
        invite_expires_in_minutes = 2 * 24 * 60
 | 
						|
        with invite_context():
 | 
						|
            do_invite_users(
 | 
						|
                user,
 | 
						|
                ["user1@domain.tld", "user2@domain.tld"],
 | 
						|
                [stream],
 | 
						|
                include_realm_default_subscriptions=False,
 | 
						|
                invite_expires_in_minutes=invite_expires_in_minutes,
 | 
						|
            )
 | 
						|
        assertInviteCountEquals(2)
 | 
						|
 | 
						|
        # We currently send emails when re-inviting users that haven't
 | 
						|
        # turned into accounts, so count them towards the total
 | 
						|
        with invite_context():
 | 
						|
            do_invite_users(
 | 
						|
                user,
 | 
						|
                ["user1@domain.tld", "user2@domain.tld"],
 | 
						|
                [stream],
 | 
						|
                include_realm_default_subscriptions=False,
 | 
						|
                invite_expires_in_minutes=invite_expires_in_minutes,
 | 
						|
            )
 | 
						|
        assertInviteCountEquals(4)
 | 
						|
 | 
						|
        # Test mix of good and malformed invite emails
 | 
						|
        with invite_context(failure=True):
 | 
						|
            do_invite_users(
 | 
						|
                user,
 | 
						|
                ["user3@domain.tld", "malformed"],
 | 
						|
                [stream],
 | 
						|
                include_realm_default_subscriptions=False,
 | 
						|
                invite_expires_in_minutes=invite_expires_in_minutes,
 | 
						|
            )
 | 
						|
        assertInviteCountEquals(4)
 | 
						|
 | 
						|
        # Test inviting existing users
 | 
						|
        with invite_context():
 | 
						|
            skipped = do_invite_users(
 | 
						|
                user,
 | 
						|
                ["first@domain.tld", "user4@domain.tld"],
 | 
						|
                [stream],
 | 
						|
                include_realm_default_subscriptions=False,
 | 
						|
                invite_expires_in_minutes=invite_expires_in_minutes,
 | 
						|
            )
 | 
						|
            self.assert_length(skipped, 1)
 | 
						|
        assertInviteCountEquals(5)
 | 
						|
 | 
						|
        # Revoking invite should not give you credit
 | 
						|
        do_revoke_user_invite(
 | 
						|
            assert_is_not_none(PreregistrationUser.objects.filter(realm=user.realm).first())
 | 
						|
        )
 | 
						|
        assertInviteCountEquals(5)
 | 
						|
 | 
						|
        # Resending invite should cost you
 | 
						|
        with invite_context():
 | 
						|
            do_send_user_invite_email(assert_is_not_none(PreregistrationUser.objects.first()))
 | 
						|
        assertInviteCountEquals(6)
 | 
						|
 | 
						|
    def test_messages_read_hour(self) -> None:
 | 
						|
        read_count_property = "messages_read::hour"
 | 
						|
        interactions_property = "messages_read_interactions::hour"
 | 
						|
 | 
						|
        user1 = self.create_user()
 | 
						|
        user2 = self.create_user()
 | 
						|
        stream, _recipient = self.create_stream_with_recipient()
 | 
						|
        self.subscribe(user1, stream.name)
 | 
						|
        self.subscribe(user2, stream.name)
 | 
						|
 | 
						|
        self.send_personal_message(user1, user2)
 | 
						|
        do_mark_all_as_read(user2)
 | 
						|
        self.assertEqual(
 | 
						|
            1,
 | 
						|
            UserCount.objects.filter(property=read_count_property).aggregate(Sum("value"))[
 | 
						|
                "value__sum"
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertEqual(
 | 
						|
            1,
 | 
						|
            UserCount.objects.filter(property=interactions_property).aggregate(Sum("value"))[
 | 
						|
                "value__sum"
 | 
						|
            ],
 | 
						|
        )
 | 
						|
 | 
						|
        self.send_stream_message(user1, stream.name)
 | 
						|
        self.send_stream_message(user1, stream.name)
 | 
						|
        do_mark_stream_messages_as_read(user2, assert_is_not_none(stream.recipient_id))
 | 
						|
        self.assertEqual(
 | 
						|
            3,
 | 
						|
            UserCount.objects.filter(property=read_count_property).aggregate(Sum("value"))[
 | 
						|
                "value__sum"
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertEqual(
 | 
						|
            2,
 | 
						|
            UserCount.objects.filter(property=interactions_property).aggregate(Sum("value"))[
 | 
						|
                "value__sum"
 | 
						|
            ],
 | 
						|
        )
 | 
						|
 | 
						|
        message = self.send_stream_message(user2, stream.name)
 | 
						|
        do_update_message_flags(user1, "add", "read", [message])
 | 
						|
        self.assertEqual(
 | 
						|
            4,
 | 
						|
            UserCount.objects.filter(property=read_count_property).aggregate(Sum("value"))[
 | 
						|
                "value__sum"
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertEqual(
 | 
						|
            3,
 | 
						|
            UserCount.objects.filter(property=interactions_property).aggregate(Sum("value"))[
 | 
						|
                "value__sum"
 | 
						|
            ],
 | 
						|
        )
 | 
						|
 | 
						|
 | 
						|
class TestDeleteStats(AnalyticsTestCase):
 | 
						|
    def test_do_drop_all_analytics_tables(self) -> None:
 | 
						|
        user = self.create_user()
 | 
						|
        stream = self.create_stream_with_recipient()[0]
 | 
						|
        count_args = {"property": "test", "end_time": self.TIME_ZERO, "value": 10}
 | 
						|
 | 
						|
        UserCount.objects.create(user=user, realm=user.realm, **count_args)
 | 
						|
        StreamCount.objects.create(stream=stream, realm=stream.realm, **count_args)
 | 
						|
        RealmCount.objects.create(realm=user.realm, **count_args)
 | 
						|
        InstallationCount.objects.create(**count_args)
 | 
						|
        FillState.objects.create(property="test", end_time=self.TIME_ZERO, state=FillState.DONE)
 | 
						|
 | 
						|
        analytics = apps.get_app_config("analytics")
 | 
						|
        for table in analytics.models.values():
 | 
						|
            self.assertTrue(table._default_manager.exists())
 | 
						|
 | 
						|
        do_drop_all_analytics_tables()
 | 
						|
        for table in analytics.models.values():
 | 
						|
            self.assertFalse(table._default_manager.exists())
 | 
						|
 | 
						|
    def test_do_drop_single_stat(self) -> None:
 | 
						|
        user = self.create_user()
 | 
						|
        stream = self.create_stream_with_recipient()[0]
 | 
						|
        count_args_to_delete = {"property": "to_delete", "end_time": self.TIME_ZERO, "value": 10}
 | 
						|
        count_args_to_save = {"property": "to_save", "end_time": self.TIME_ZERO, "value": 10}
 | 
						|
 | 
						|
        for count_args in [count_args_to_delete, count_args_to_save]:
 | 
						|
            UserCount.objects.create(user=user, realm=user.realm, **count_args)
 | 
						|
            StreamCount.objects.create(stream=stream, realm=stream.realm, **count_args)
 | 
						|
            RealmCount.objects.create(realm=user.realm, **count_args)
 | 
						|
            InstallationCount.objects.create(**count_args)
 | 
						|
        FillState.objects.create(
 | 
						|
            property="to_delete", end_time=self.TIME_ZERO, state=FillState.DONE
 | 
						|
        )
 | 
						|
        FillState.objects.create(property="to_save", end_time=self.TIME_ZERO, state=FillState.DONE)
 | 
						|
 | 
						|
        analytics = apps.get_app_config("analytics")
 | 
						|
        for table in analytics.models.values():
 | 
						|
            self.assertTrue(table._default_manager.exists())
 | 
						|
 | 
						|
        do_drop_single_stat("to_delete")
 | 
						|
        for table in analytics.models.values():
 | 
						|
            self.assertFalse(table._default_manager.filter(property="to_delete").exists())
 | 
						|
            self.assertTrue(table._default_manager.filter(property="to_save").exists())
 | 
						|
 | 
						|
 | 
						|
class TestActiveUsersAudit(AnalyticsTestCase):
 | 
						|
    @override
 | 
						|
    def setUp(self) -> None:
 | 
						|
        super().setUp()
 | 
						|
        self.user = self.create_user(skip_auditlog=True)
 | 
						|
        self.stat = COUNT_STATS["active_users_audit:is_bot:day"]
 | 
						|
        self.current_property = self.stat.property
 | 
						|
 | 
						|
    def add_event(
 | 
						|
        self, event_type: int, days_offset: float, user: UserProfile | None = None
 | 
						|
    ) -> None:
 | 
						|
        hours_offset = int(24 * days_offset)
 | 
						|
        if user is None:
 | 
						|
            user = self.user
 | 
						|
        RealmAuditLog.objects.create(
 | 
						|
            realm=user.realm,
 | 
						|
            modified_user=user,
 | 
						|
            event_type=event_type,
 | 
						|
            event_time=self.TIME_ZERO - hours_offset * self.HOUR,
 | 
						|
        )
 | 
						|
 | 
						|
    def test_user_deactivated_in_future(self) -> None:
 | 
						|
        self.add_event(AuditLogEventType.USER_CREATED, 1)
 | 
						|
        self.add_event(AuditLogEventType.USER_DEACTIVATED, 0)
 | 
						|
        do_fill_count_stat_at_hour(self.stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(RealmCount, ["subgroup"], [["false"]])
 | 
						|
 | 
						|
    def test_user_reactivated_in_future(self) -> None:
 | 
						|
        self.add_event(AuditLogEventType.USER_DEACTIVATED, 1)
 | 
						|
        self.add_event(AuditLogEventType.USER_REACTIVATED, 0)
 | 
						|
        do_fill_count_stat_at_hour(self.stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(RealmCount, [], [])
 | 
						|
 | 
						|
    def test_user_active_then_deactivated_same_day(self) -> None:
 | 
						|
        self.add_event(AuditLogEventType.USER_CREATED, 1)
 | 
						|
        self.add_event(AuditLogEventType.USER_DEACTIVATED, 0.5)
 | 
						|
        do_fill_count_stat_at_hour(self.stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(RealmCount, [], [])
 | 
						|
 | 
						|
    def test_user_inactive_then_activated_same_day(self) -> None:
 | 
						|
        self.add_event(AuditLogEventType.USER_DEACTIVATED, 1)
 | 
						|
        self.add_event(AuditLogEventType.USER_REACTIVATED, 0.5)
 | 
						|
        do_fill_count_stat_at_hour(self.stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(RealmCount, ["subgroup"], [["false"]])
 | 
						|
 | 
						|
    # Arguably these next two tests are duplicates of the _in_future tests, but are
 | 
						|
    # a guard against future refactorings where they may no longer be duplicates
 | 
						|
    def test_user_active_then_deactivated_with_day_gap(self) -> None:
 | 
						|
        self.add_event(AuditLogEventType.USER_CREATED, 2)
 | 
						|
        self.add_event(AuditLogEventType.USER_DEACTIVATED, 1)
 | 
						|
        process_count_stat(self.stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount, ["subgroup", "end_time"], [["false", self.TIME_ZERO - self.DAY]]
 | 
						|
        )
 | 
						|
 | 
						|
    def test_user_deactivated_then_reactivated_with_day_gap(self) -> None:
 | 
						|
        self.add_event(AuditLogEventType.USER_DEACTIVATED, 2)
 | 
						|
        self.add_event(AuditLogEventType.USER_REACTIVATED, 1)
 | 
						|
        process_count_stat(self.stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(RealmCount, ["subgroup"], [["false"]])
 | 
						|
 | 
						|
    def test_event_types(self) -> None:
 | 
						|
        self.add_event(AuditLogEventType.USER_CREATED, 4)
 | 
						|
        self.add_event(AuditLogEventType.USER_DEACTIVATED, 3)
 | 
						|
        self.add_event(AuditLogEventType.USER_ACTIVATED, 2)
 | 
						|
        self.add_event(AuditLogEventType.USER_REACTIVATED, 1)
 | 
						|
        for i in range(4):
 | 
						|
            do_fill_count_stat_at_hour(self.stat, self.TIME_ZERO - i * self.DAY)
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["subgroup", "end_time"],
 | 
						|
            [["false", self.TIME_ZERO - i * self.DAY] for i in [3, 1, 0]],
 | 
						|
        )
 | 
						|
 | 
						|
    # Also tests that aggregation to RealmCount and InstallationCount is
 | 
						|
    # being done, and that we're storing the user correctly in UserCount
 | 
						|
    def test_multiple_users_realms_and_bots(self) -> None:
 | 
						|
        user1 = self.create_user(skip_auditlog=True)
 | 
						|
        user2 = self.create_user(skip_auditlog=True)
 | 
						|
        second_realm = do_create_realm(string_id="moo", name="moo")
 | 
						|
        user3 = self.create_user(skip_auditlog=True, realm=second_realm)
 | 
						|
        user4 = self.create_user(skip_auditlog=True, realm=second_realm, is_bot=True)
 | 
						|
        for user in [user1, user2, user3, user4]:
 | 
						|
            self.add_event(AuditLogEventType.USER_CREATED, 1, user=user)
 | 
						|
        do_fill_count_stat_at_hour(self.stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "subgroup", "realm"],
 | 
						|
            [
 | 
						|
                [2, "false", self.default_realm],
 | 
						|
                [1, "false", second_realm],
 | 
						|
                [1, "true", second_realm],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
        self.assertTableState(InstallationCount, ["value", "subgroup"], [[3, "false"], [1, "true"]])
 | 
						|
        self.assertTableState(StreamCount, [], [])
 | 
						|
 | 
						|
    # Not that interesting a test if you look at the SQL query at hand, but
 | 
						|
    # almost all other CountStats have a start_date, so guarding against a
 | 
						|
    # refactoring that adds that in.
 | 
						|
    # Also tests the slightly more end-to-end process_count_stat rather than
 | 
						|
    # do_fill_count_stat_at_hour. E.g. if one changes self.stat.frequency to
 | 
						|
    # CountStat.HOUR from CountStat.DAY, this will fail, while many of the
 | 
						|
    # tests above will not.
 | 
						|
    def test_update_from_two_days_ago(self) -> None:
 | 
						|
        self.add_event(AuditLogEventType.USER_CREATED, 2)
 | 
						|
        process_count_stat(self.stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["subgroup", "end_time"],
 | 
						|
            [["false", self.TIME_ZERO], ["false", self.TIME_ZERO - self.DAY]],
 | 
						|
        )
 | 
						|
 | 
						|
    # User with no relevant activity could happen e.g. for a system bot that
 | 
						|
    # doesn't go through do_create_user. Mainly just want to make sure that
 | 
						|
    # that situation doesn't throw an error.
 | 
						|
    def test_empty_realm_or_user_with_no_relevant_activity(self) -> None:
 | 
						|
        self.add_event(AuditLogEventType.USER_SOFT_ACTIVATED, 1)
 | 
						|
        self.create_user(skip_auditlog=True)  # also test a user with no RealmAuditLog entries
 | 
						|
        do_create_realm(string_id="moo", name="moo")
 | 
						|
        do_fill_count_stat_at_hour(self.stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(RealmCount, [], [])
 | 
						|
 | 
						|
    def test_max_audit_entry_is_unrelated(self) -> None:
 | 
						|
        self.add_event(AuditLogEventType.USER_CREATED, 1)
 | 
						|
        self.add_event(AuditLogEventType.USER_SOFT_ACTIVATED, 0.5)
 | 
						|
        do_fill_count_stat_at_hour(self.stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(RealmCount, ["subgroup"], [["false"]])
 | 
						|
 | 
						|
    # Simultaneous related audit entries should not be allowed, and so not testing for that.
 | 
						|
    def test_simultaneous_unrelated_audit_entry(self) -> None:
 | 
						|
        self.add_event(AuditLogEventType.USER_CREATED, 1)
 | 
						|
        self.add_event(AuditLogEventType.USER_SOFT_ACTIVATED, 1)
 | 
						|
        do_fill_count_stat_at_hour(self.stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(RealmCount, ["subgroup"], [["false"]])
 | 
						|
 | 
						|
    def test_simultaneous_max_audit_entries_of_different_users(self) -> None:
 | 
						|
        user1 = self.create_user(skip_auditlog=True)
 | 
						|
        user2 = self.create_user(skip_auditlog=True)
 | 
						|
        user3 = self.create_user(skip_auditlog=True)
 | 
						|
        self.add_event(AuditLogEventType.USER_CREATED, 0.5, user=user1)
 | 
						|
        self.add_event(AuditLogEventType.USER_CREATED, 0.5, user=user2)
 | 
						|
        self.add_event(AuditLogEventType.USER_CREATED, 1, user=user3)
 | 
						|
        self.add_event(AuditLogEventType.USER_DEACTIVATED, 0.5, user=user3)
 | 
						|
        do_fill_count_stat_at_hour(self.stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(RealmCount, ["value", "subgroup"], [[2, "false"]])
 | 
						|
 | 
						|
    def test_end_to_end_with_actions_dot_py(self) -> None:
 | 
						|
        do_create_user("email1", "password", self.default_realm, "full_name", acting_user=None)
 | 
						|
        user2 = do_create_user(
 | 
						|
            "email2", "password", self.default_realm, "full_name", acting_user=None
 | 
						|
        )
 | 
						|
        user3 = do_create_user(
 | 
						|
            "email3", "password", self.default_realm, "full_name", acting_user=None
 | 
						|
        )
 | 
						|
        do_deactivate_user(user3, acting_user=None)
 | 
						|
        user3.is_mirror_dummy = True
 | 
						|
        user3.save(update_fields=["is_mirror_dummy"])
 | 
						|
 | 
						|
        user4 = do_create_user(
 | 
						|
            "email4", "password", self.default_realm, "full_name", acting_user=None
 | 
						|
        )
 | 
						|
        do_deactivate_user(user2, acting_user=None)
 | 
						|
        do_activate_mirror_dummy_user(user3, acting_user=None)
 | 
						|
        do_reactivate_user(user4, acting_user=None)
 | 
						|
        end_time = floor_to_day(timezone_now()) + self.DAY
 | 
						|
        do_fill_count_stat_at_hour(self.stat, end_time)
 | 
						|
        self.assertTrue(
 | 
						|
            RealmCount.objects.filter(
 | 
						|
                realm=self.default_realm,
 | 
						|
                property=self.current_property,
 | 
						|
                subgroup="false",
 | 
						|
                end_time=end_time,
 | 
						|
                value=3,
 | 
						|
            ).exists()
 | 
						|
        )
 | 
						|
 | 
						|
 | 
						|
class TestRealmActiveHumans(AnalyticsTestCase):
 | 
						|
    @override
 | 
						|
    def setUp(self) -> None:
 | 
						|
        super().setUp()
 | 
						|
        self.stat = COUNT_STATS["realm_active_humans::day"]
 | 
						|
        self.current_property = self.stat.property
 | 
						|
 | 
						|
    def mark_15day_active(self, user: UserProfile, end_time: datetime | None = None) -> None:
 | 
						|
        if end_time is None:
 | 
						|
            end_time = self.TIME_ZERO
 | 
						|
        UserCount.objects.create(
 | 
						|
            user=user, realm=user.realm, property="15day_actives::day", end_time=end_time, value=1
 | 
						|
        )
 | 
						|
 | 
						|
    def test_basic_logic(self) -> None:
 | 
						|
        user = self.create_user()
 | 
						|
        self.mark_15day_active(user, end_time=self.TIME_ZERO)
 | 
						|
        self.mark_15day_active(user, end_time=self.TIME_ZERO + self.DAY)
 | 
						|
 | 
						|
        for i in [-1, 0, 1]:
 | 
						|
            do_fill_count_stat_at_hour(self.stat, self.TIME_ZERO + i * self.DAY)
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount, ["value", "end_time"], [[1, self.TIME_ZERO], [1, self.TIME_ZERO + self.DAY]]
 | 
						|
        )
 | 
						|
 | 
						|
    def test_bots_not_counted(self) -> None:
 | 
						|
        bot = self.create_user(is_bot=True)
 | 
						|
        self.mark_15day_active(bot)
 | 
						|
        do_fill_count_stat_at_hour(self.stat, self.TIME_ZERO)
 | 
						|
        self.assertTableState(RealmCount, [], [])
 | 
						|
 | 
						|
    def test_multiple_users_realms_and_times(self) -> None:
 | 
						|
        user1 = self.create_user(date_joined=self.TIME_ZERO - 2 * self.DAY)
 | 
						|
        user2 = self.create_user(date_joined=self.TIME_ZERO - 2 * self.DAY)
 | 
						|
        second_realm = do_create_realm(string_id="second", name="second")
 | 
						|
        user3 = self.create_user(date_joined=self.TIME_ZERO - 2 * self.DAY, realm=second_realm)
 | 
						|
        user4 = self.create_user(date_joined=self.TIME_ZERO - 2 * self.DAY, realm=second_realm)
 | 
						|
        user5 = self.create_user(date_joined=self.TIME_ZERO - 2 * self.DAY, realm=second_realm)
 | 
						|
 | 
						|
        for user in [user1, user3, user4]:
 | 
						|
            self.mark_15day_active(user, end_time=self.TIME_ZERO - self.DAY)
 | 
						|
        for user in [user1, user2, user3, user4, user5]:
 | 
						|
            self.mark_15day_active(user)
 | 
						|
 | 
						|
        for i in [-1, 0, 1]:
 | 
						|
            do_fill_count_stat_at_hour(self.stat, self.TIME_ZERO + i * self.DAY)
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "realm", "end_time"],
 | 
						|
            [
 | 
						|
                [1, self.default_realm, self.TIME_ZERO - self.DAY],
 | 
						|
                [2, second_realm, self.TIME_ZERO - self.DAY],
 | 
						|
                [2, self.default_realm, self.TIME_ZERO],
 | 
						|
                [3, second_realm, self.TIME_ZERO],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
 | 
						|
        # Check that adding spurious entries doesn't make a difference
 | 
						|
        self.create_user()
 | 
						|
        third_realm = do_create_realm(string_id="third", name="third")
 | 
						|
        self.create_user(realm=third_realm)
 | 
						|
 | 
						|
        RealmCount.objects.all().delete()
 | 
						|
        InstallationCount.objects.all().delete()
 | 
						|
        for i in [-1, 0, 1]:
 | 
						|
            do_fill_count_stat_at_hour(self.stat, self.TIME_ZERO + i * self.DAY)
 | 
						|
        self.assertTableState(
 | 
						|
            RealmCount,
 | 
						|
            ["value", "realm", "end_time"],
 | 
						|
            [
 | 
						|
                [1, self.default_realm, self.TIME_ZERO - self.DAY],
 | 
						|
                [2, second_realm, self.TIME_ZERO - self.DAY],
 | 
						|
                [2, self.default_realm, self.TIME_ZERO],
 | 
						|
                [3, second_realm, self.TIME_ZERO],
 | 
						|
            ],
 | 
						|
        )
 | 
						|
 | 
						|
    def test_end_to_end(self) -> None:
 | 
						|
        user1 = do_create_user(
 | 
						|
            "email1", "password", self.default_realm, "full_name", acting_user=None
 | 
						|
        )
 | 
						|
        user2 = do_create_user(
 | 
						|
            "email2", "password", self.default_realm, "full_name", acting_user=None
 | 
						|
        )
 | 
						|
        do_create_user("email3", "password", self.default_realm, "full_name", acting_user=None)
 | 
						|
        time_zero = floor_to_day(timezone_now()) + self.DAY
 | 
						|
        update_user_activity_interval(user1, time_zero)
 | 
						|
        update_user_activity_interval(user2, time_zero)
 | 
						|
        do_deactivate_user(user2, acting_user=None)
 | 
						|
        for property in [
 | 
						|
            "active_users_audit:is_bot:day",
 | 
						|
            "15day_actives::day",
 | 
						|
            "realm_active_humans::day",
 | 
						|
        ]:
 | 
						|
            FillState.objects.create(property=property, state=FillState.DONE, end_time=time_zero)
 | 
						|
            process_count_stat(COUNT_STATS[property], time_zero + self.DAY)
 | 
						|
        self.assertEqual(
 | 
						|
            RealmCount.objects.filter(
 | 
						|
                property="realm_active_humans::day", end_time=time_zero + self.DAY, value=1
 | 
						|
            ).count(),
 | 
						|
            1,
 | 
						|
        )
 | 
						|
        self.assertEqual(RealmCount.objects.filter(property="realm_active_humans::day").count(), 1)
 | 
						|
 | 
						|
 | 
						|
class GetLastIdFromServerTest(ZulipTestCase):
 | 
						|
    def test_get_last_id_from_server_ignores_null(self) -> None:
 | 
						|
        """
 | 
						|
        Verifies that get_last_id_from_server ignores null remote_ids, since this goes
 | 
						|
        against the default Postgres ordering behavior, which treats nulls as the largest value.
 | 
						|
        """
 | 
						|
        self.server_uuid = "6cde5f7a-1f7e-4978-9716-49f69ebfc9fe"
 | 
						|
        self.server = RemoteZulipServer.objects.create(
 | 
						|
            uuid=self.server_uuid,
 | 
						|
            api_key="magic_secret_api_key",
 | 
						|
            hostname="demo.example.com",
 | 
						|
            last_updated=timezone_now(),
 | 
						|
        )
 | 
						|
        first = RemoteInstallationCount.objects.create(
 | 
						|
            end_time=timezone_now(), server=self.server, property="test", value=1, remote_id=1
 | 
						|
        )
 | 
						|
        RemoteInstallationCount.objects.create(
 | 
						|
            end_time=timezone_now(), server=self.server, property="test2", value=1, remote_id=None
 | 
						|
        )
 | 
						|
        result = get_last_id_from_server(self.server, RemoteInstallationCount)
 | 
						|
        self.assertEqual(result, first.remote_id)
 |