zulip/analytics/tests/test_counts.py

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from __future__ import absolute_import
from django.db import models
from django.test import TestCase
from django.utils import timezone
from analytics.lib.counts import CountStat, COUNT_STATS, process_count_stat, \
zerver_count_user_by_realm, zerver_count_message_by_user, \
zerver_count_message_by_stream, zerver_count_stream_by_realm, \
do_fill_count_stat_at_hour, ZerverCountQuery
from analytics.models import BaseCount, InstallationCount, RealmCount, \
UserCount, StreamCount, FillState, installation_epoch
from zerver.models import Realm, UserProfile, Message, Stream, Recipient, \
Huddle, Client, get_user_profile_by_email, get_client
from datetime import datetime, timedelta
from six.moves import range
from typing import Any, Type, Optional, Text, Tuple, List, Union
class AnalyticsTestCase(TestCase):
MINUTE = timedelta(seconds = 60)
HOUR = MINUTE * 60
DAY = HOUR * 24
TIME_ZERO = datetime(1988, 3, 14).replace(tzinfo=timezone.utc)
TIME_LAST_HOUR = TIME_ZERO - HOUR
def setUp(self):
# type: () -> None
self.default_realm = Realm.objects.create(
string_id='realmtest', name='Realm Test',
domain='test.analytics', date_created=self.TIME_ZERO - 2*self.DAY)
# used to generate unique names in self.create_*
self.name_counter = 100
# used as defaults in self.assertCountEquals
self.current_property = None # type: Optional[str]
# Lightweight creation of users, streams, and messages
def create_user(self, **kwargs):
# type: (**Any) -> UserProfile
self.name_counter += 1
defaults = {
'email': 'user%s@domain.tld' % (self.name_counter,),
'date_joined': self.TIME_LAST_HOUR,
'full_name': 'full_name',
'short_name': 'short_name',
'pointer': -1,
'last_pointer_updater': 'seems unused?',
'realm': self.default_realm,
'api_key': '42'}
for key, value in defaults.items():
kwargs[key] = kwargs.get(key, value)
return UserProfile.objects.create(**kwargs)
def create_stream_with_recipient(self, **kwargs):
# type: (**Any) -> Tuple[Stream, Recipient]
self.name_counter += 1
defaults = {'name': 'stream name %s' % (self.name_counter,),
'realm': self.default_realm,
'date_created': self.TIME_LAST_HOUR}
for key, value in defaults.items():
kwargs[key] = kwargs.get(key, value)
stream = Stream.objects.create(**kwargs)
recipient = Recipient.objects.create(type_id=stream.id, type=Recipient.STREAM)
return stream, recipient
def create_huddle_with_recipient(self, **kwargs):
# type: (**Any) -> Tuple[Huddle, Recipient]
self.name_counter += 1
defaults = {'huddle_hash': 'hash%s' % (self.name_counter,)}
for key, value in defaults.items():
kwargs[key] = kwargs.get(key, value)
huddle = Huddle.objects.create(**kwargs)
recipient = Recipient.objects.create(type_id=huddle.id, type=Recipient.HUDDLE)
return huddle, recipient
def create_message(self, sender, recipient, **kwargs):
# type: (UserProfile, Recipient, **Any) -> Message
defaults = {
'sender': sender,
'recipient': recipient,
'subject': 'subject',
'content': 'hi',
'pub_date': self.TIME_LAST_HOUR,
'sending_client': get_client("website")}
for key, value in defaults.items():
kwargs[key] = kwargs.get(key, value)
return Message.objects.create(**kwargs)
# kwargs should only ever be a UserProfile or Stream.
def assertCountEquals(self, table, value, property=None, subgroup=None,
end_time=TIME_ZERO, realm=None, **kwargs):
# type: (Type[BaseCount], int, Optional[Text], Optional[Text], datetime, Optional[Realm], **models.Model) -> None
if property is None:
property = self.current_property
queryset = table.objects.filter(property=property, end_time=end_time).filter(**kwargs)
if table is not InstallationCount:
if realm is None:
realm = self.default_realm
queryset = queryset.filter(realm=realm)
if subgroup is not None:
queryset = queryset.filter(subgroup=subgroup)
self.assertEqual(queryset.values_list('value', flat=True)[0], value)
def assertTableState(self, table, arg_keys, arg_values):
# type: (Type[BaseCount], List[str], List[List[Union[int, str, Realm, UserProfile, Stream]]]) -> None
"""Assert that the state of a *Count table is what it should be.
Example usage:
self.assertTableState(RealmCount, ['property', 'subgroup', 'realm'],
[['p1', 4], ['p2', 10, self.alt_realm]])
table -- A *Count table.
arg_keys -- List of columns of <table>.
arg_values -- List of "rows" of <table>.
Each entry of arg_values (e.g. ['p1', 4]) represents a row of <table>.
The i'th value of the entry corresponds to the i'th arg_key, so e.g.
the first arg_values entry here corresponds to a row of RealmCount
with property='p1' and subgroup=10.
Any columns not specified (in this case, every column of RealmCount
other than property and subgroup) are either set to default values,
or are ignored.
The function checks that every entry of arg_values matches exactly one
row of <table>, and that no additional rows exist. Note that this means
checking a table with duplicate rows is not supported.
"""
defaults = {
'property': self.current_property,
'subgroup': None,
'end_time': self.TIME_ZERO}
for values in arg_values:
kwargs = {} # type: Dict[str, Any]
for i in range(len(values)):
kwargs[arg_keys[i]] = values[i]
for key, value in defaults.items():
kwargs[key] = kwargs.get(key, value)
if table is not InstallationCount:
if 'realm' not in kwargs:
if 'user' in kwargs:
kwargs['realm'] = kwargs['user'].realm
elif 'stream' in kwargs:
kwargs['realm'] = kwargs['stream'].realm
else:
kwargs['realm'] = self.default_realm
self.assertEqual(table.objects.filter(**kwargs).count(), 1)
self.assertEqual(table.objects.count(), len(arg_values))
class TestProcessCountStat(AnalyticsTestCase):
def make_dummy_count_stat(self, current_time):
# type: (datetime) -> CountStat
dummy_query = """INSERT INTO analytics_realmcount (realm_id, property, end_time, interval, value)
VALUES (1, 'test stat', '%(end_time)s','hour', 22)""" % {'end_time': current_time}
count_stat = CountStat('test stat', ZerverCountQuery(Recipient, UserCount, dummy_query),
{}, None, CountStat.HOUR, False)
return count_stat
def assertFillStateEquals(self, end_time, state = FillState.DONE, property = None):
# type: (datetime, int, Optional[Text]) -> None
count_stat = self.make_dummy_count_stat(end_time)
if property is None:
property = count_stat.property
fill_state = FillState.objects.filter(property=property).first()
self.assertEqual(fill_state.end_time, end_time)
self.assertEqual(fill_state.state, state)
def test_process_stat(self):
# type: () -> None
# process new stat
current_time = installation_epoch() + self.HOUR
count_stat = self.make_dummy_count_stat(current_time)
property = count_stat.property
process_count_stat(count_stat, current_time)
self.assertFillStateEquals(current_time)
self.assertEqual(InstallationCount.objects.filter(property=property).count(), 1)
# dirty stat
FillState.objects.filter(property=property).update(state=FillState.STARTED)
process_count_stat(count_stat, current_time)
self.assertFillStateEquals(current_time)
self.assertEqual(InstallationCount.objects.filter(property=property).count(), 1)
# clean stat, no update
process_count_stat(count_stat, current_time)
self.assertFillStateEquals(current_time)
self.assertEqual(InstallationCount.objects.filter(property=property).count(), 1)
# clean stat, with update
current_time = current_time + self.HOUR
count_stat = self.make_dummy_count_stat(current_time)
process_count_stat(count_stat, current_time)
self.assertFillStateEquals(current_time)
self.assertEqual(InstallationCount.objects.filter(property=property).count(), 2)
class TestCountStats(AnalyticsTestCase):
def setUp(self):
# type: () -> None
super(TestCountStats, self).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 = Realm.objects.create(
string_id='second-realm', name='Second Realm',
domain='second.analytics', 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='user-%s@second.analytics' % (minutes_ago,),
realm=self.second_realm, date_joined=creation_time)
recipient = self.create_stream_with_recipient(
name='stream %s' % (minutes_ago,), realm=self.second_realm,
date_created=creation_time)[1]
self.create_message(user, recipient, pub_date=creation_time)
self.hourly_user = UserProfile.objects.get(email='user-1@second.analytics')
self.daily_user = UserProfile.objects.get(email='user-61@second.analytics')
# This realm should not show up in the *Count tables for any of the
# messages_* CountStats
self.no_message_realm = Realm.objects.create(
string_id='no-message-realm', name='No Message Realm',
domain='no.message', 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 huddle should not show up anywhere
self.create_huddle_with_recipient()
def test_active_users_by_is_bot(self):
# type: () -> None
stat = COUNT_STATS['active_users:is_bot']
self.current_property = stat.property
# To be included
self.create_user(is_bot=True)
self.create_user(is_bot=True, date_joined=self.TIME_ZERO-25*self.HOUR)
self.create_user(is_bot=False)
# To be excluded
self.create_user(is_active=False)
do_fill_count_stat_at_hour(stat, self.TIME_ZERO)
self.assertTableState(RealmCount, ['value', 'subgroup', 'realm'],
[[2, 'true'], [1, 'false'],
[3, 'false', self.second_realm],
[1, 'false', self.no_message_realm]])
self.assertTableState(InstallationCount, ['value', 'subgroup'], [[2, 'true'], [5, 'false']])
self.assertTableState(UserCount, [], [])
self.assertTableState(StreamCount, [], [])
def test_messages_sent(self):
# type: () -> None
stat = COUNT_STATS['messages_sent']
self.current_property = stat.property
# Nothing in this query should be bot-related
user1 = self.create_user(is_bot=True)
user2 = self.create_user()
recipient_user2 = Recipient.objects.create(type_id=user2.id, type=Recipient.PERSONAL)
recipient_stream = self.create_stream_with_recipient()[1]
recipient_huddle = self.create_huddle_with_recipient()[1]
self.create_message(user1, recipient_user2)
self.create_message(user2, recipient_user2)
self.create_message(user2, recipient_stream)
self.create_message(user2, recipient_huddle)
do_fill_count_stat_at_hour(stat, self.TIME_ZERO)
self.assertTableState(UserCount, ['value', 'user'],
[[1, user1], [3, user2], [1, self.hourly_user]])
self.assertTableState(RealmCount, ['value', 'realm'], [[4], [1, self.second_realm]])
self.assertTableState(InstallationCount, ['value'], [[5]])
self.assertTableState(StreamCount, [], [])
def test_messages_sent_by_is_bot(self):
# type: () -> None
stat = COUNT_STATS['messages_sent:is_bot']
self.current_property = stat.property
bot = self.create_user(is_bot=True)
human1 = self.create_user()
human2 = self.create_user()
recipient_human1 = Recipient.objects.create(type_id=human1.id, type=Recipient.PERSONAL)
recipient_stream = self.create_stream_with_recipient()[1]
recipient_huddle = self.create_huddle_with_recipient()[1]
self.create_message(bot, recipient_human1)
self.create_message(bot, recipient_stream)
self.create_message(bot, recipient_huddle)
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], [1, 'false', self.daily_user]])
self.assertTableState(RealmCount, ['value', 'subgroup', 'realm'],
[[2, 'false'], [3, 'true'], [2, 'false', self.second_realm]])
self.assertTableState(InstallationCount, ['value', 'subgroup'], [[4, 'false'], [3, 'true']])
self.assertTableState(StreamCount, [], [])
def test_messages_sent_by_message_type(self):
# type: () -> None
stat = COUNT_STATS['messages_sent:message_type']
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)
# huddles
recipient_huddle1 = self.create_huddle_with_recipient()[1]
recipient_huddle2 = self.create_huddle_with_recipient()[1]
self.create_message(user1, recipient_huddle1)
self.create_message(user2, recipient_huddle2)
# private messages
recipient_user1 = Recipient.objects.create(type_id=user1.id, type=Recipient.PERSONAL)
recipient_user2 = Recipient.objects.create(type_id=user2.id, type=Recipient.PERSONAL)
recipient_user3 = Recipient.objects.create(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],
[2, 'private_message', user1],
[2, 'private_message', user2],
[1, 'private_message', user3],
[1, 'public_stream', self.hourly_user],
[1, 'public_stream', self.daily_user]])
self.assertTableState(RealmCount, ['value', 'subgroup', 'realm'],
[[3, 'private_stream'], [3, 'public_stream'], [5, 'private_message'],
[2, 'public_stream', self.second_realm]])
self.assertTableState(InstallationCount, ['value', 'subgroup'],
[[3, 'private_stream'], [5, 'public_stream'], [5, 'private_message']])
self.assertTableState(StreamCount, [], [])
def test_messages_sent_to_recipients_with_same_id(self):
# type: () -> None
stat = COUNT_STATS['messages_sent:message_type']
self.current_property = stat.property
user = self.create_user(id=1000)
user_recipient = Recipient.objects.create(type_id=user.id, type=Recipient.PERSONAL)
stream_recipient = self.create_stream_with_recipient(id=1000)[1]
huddle_recipient = self.create_huddle_with_recipient(id=1000)[1]
self.create_message(user, user_recipient)
self.create_message(user, stream_recipient)
self.create_message(user, huddle_recipient)
do_fill_count_stat_at_hour(stat, self.TIME_ZERO)
self.assertCountEquals(UserCount, 2, subgroup='private_message')
self.assertCountEquals(UserCount, 1, subgroup='public_stream')
def test_messages_sent_by_client(self):
# type: () -> None
stat = COUNT_STATS['messages_sent:client']
self.current_property = stat.property
user1 = self.create_user(is_bot=True)
user2 = self.create_user()
recipient_user2 = Recipient.objects.create(type_id=user2.id, type=Recipient.PERSONAL)
recipient_stream = self.create_stream_with_recipient()[1]
recipient_huddle = self.create_huddle_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_huddle)
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_to_stream_by_is_bot(self):
# type: () -> None
stat = COUNT_STATS['messages_sent_to_stream:is_bot']
self.current_property = stat.property
bot = self.create_user(is_bot=True)
human1 = self.create_user()
human2 = self.create_user()
recipient_human1 = Recipient.objects.create(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_huddle = self.create_huddle_with_recipient()[1]
self.create_message(human1, recipient_huddle)
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" stream, from TestCountStats.setUp
[1, 'false', Stream.objects.get(name='stream 1')]])
self.assertTableState(RealmCount, ['value', 'subgroup', 'realm'],
[[3, 'false'], [2, 'true'], [1, 'false', self.second_realm]])
self.assertTableState(InstallationCount, ['value', 'subgroup'], [[4, 'false'], [2, 'true']])
self.assertTableState(UserCount, [], [])