import itertools import time from collections import defaultdict from contextlib import suppress from datetime import datetime, timedelta from typing import Callable, Dict, List, Optional, Sequence, Tuple, Union from django.conf import settings from django.db import connection from django.http import HttpRequest, HttpResponse from django.shortcuts import render from django.template import loader from django.utils.timezone import now as timezone_now from markupsafe import Markup from psycopg2.sql import SQL, Composable, Literal from analytics.lib.counts import COUNT_STATS from analytics.views.activity_common import ( dictfetchall, format_date_for_activity_reports, make_table, realm_activity_link, realm_stats_link, realm_support_link, realm_url_link, remote_installation_stats_link, ) from analytics.views.support import get_plan_name from zerver.decorator import require_server_admin from zerver.lib.request import has_request_variables from zerver.lib.timestamp import timestamp_to_datetime from zerver.models import Realm, UserActivityInterval, get_org_type_display_name if settings.BILLING_ENABLED: from corporate.lib.stripe import ( estimate_annual_recurring_revenue_by_realm, get_realms_to_default_discount_dict, ) def get_realm_day_counts() -> Dict[str, Dict[str, Markup]]: query = SQL( """ select r.string_id, (now()::date - date_sent::date) age, count(*) cnt from zerver_message m join zerver_userprofile up on up.id = m.sender_id join zerver_realm r on r.id = up.realm_id join zerver_client c on c.id = m.sending_client_id where (not up.is_bot) and date_sent > now()::date - interval '8 day' and c.name not in ('zephyr_mirror', 'ZulipMonitoring') group by r.string_id, age order by r.string_id, age """ ) cursor = connection.cursor() cursor.execute(query) rows = dictfetchall(cursor) cursor.close() counts: Dict[str, Dict[int, int]] = defaultdict(dict) for row in rows: counts[row["string_id"]][row["age"]] = row["cnt"] result = {} for string_id in counts: raw_cnts = [counts[string_id].get(age, 0) for age in range(8)] min_cnt = min(raw_cnts[1:]) max_cnt = max(raw_cnts[1:]) def format_count(cnt: int, style: Optional[str] = None) -> Markup: if style is not None: good_bad = style elif cnt == min_cnt: good_bad = "bad" elif cnt == max_cnt: good_bad = "good" else: good_bad = "neutral" return Markup('
{}").format(output)
return content, realm_minutes
def ad_hoc_queries() -> List[Dict[str, str]]:
def get_page(
query: Composable, cols: Sequence[str], title: str, totals_columns: Sequence[int] = []
) -> Dict[str, str]:
cursor = connection.cursor()
cursor.execute(query)
rows = cursor.fetchall()
rows = list(map(list, rows))
cursor.close()
def fix_rows(
i: int, fixup_func: Union[Callable[[str], Markup], Callable[[datetime], str]]
) -> None:
for row in rows:
row[i] = fixup_func(row[i])
total_row = []
for i, col in enumerate(cols):
if col == "Realm":
fix_rows(i, realm_activity_link)
elif col in ["Last time", "Last visit"]:
fix_rows(i, format_date_for_activity_reports)
elif col == "Hostname":
for row in rows:
row[i] = remote_installation_stats_link(row[0], row[i])
if len(totals_columns) > 0:
if i == 0:
total_row.append("Total")
elif i in totals_columns:
total_row.append(str(sum(row[i] for row in rows if row[i] is not None)))
else:
total_row.append("")
if len(totals_columns) > 0:
rows.insert(0, total_row)
content = make_table(title, cols, rows)
return dict(
content=content,
title=title,
)
pages = []
###
for mobile_type in ["Android", "ZulipiOS"]:
title = f"{mobile_type} usage"
query: Composable = SQL(
"""
select
realm.string_id,
up.id user_id,
client.name,
sum(count) as hits,
max(last_visit) as last_time
from zerver_useractivity ua
join zerver_client client on client.id = ua.client_id
join zerver_userprofile up on up.id = ua.user_profile_id
join zerver_realm realm on realm.id = up.realm_id
where
client.name like {mobile_type}
group by string_id, up.id, client.name
having max(last_visit) > now() - interval '2 week'
order by string_id, up.id, client.name
"""
).format(
mobile_type=Literal(mobile_type),
)
cols = [
"Realm",
"User id",
"Name",
"Hits",
"Last time",
]
pages.append(get_page(query, cols, title))
###
title = "Desktop users"
query = SQL(
"""
select
realm.string_id,
client.name,
sum(count) as hits,
max(last_visit) as last_time
from zerver_useractivity ua
join zerver_client client on client.id = ua.client_id
join zerver_userprofile up on up.id = ua.user_profile_id
join zerver_realm realm on realm.id = up.realm_id
where
client.name like 'desktop%%'
group by string_id, client.name
having max(last_visit) > now() - interval '2 week'
order by string_id, client.name
"""
)
cols = [
"Realm",
"Client",
"Hits",
"Last time",
]
pages.append(get_page(query, cols, title))
###
title = "Integrations by realm"
query = SQL(
"""
select
realm.string_id,
case
when query like '%%external%%' then split_part(query, '/', 5)
else client.name
end client_name,
sum(count) as hits,
max(last_visit) as last_time
from zerver_useractivity ua
join zerver_client client on client.id = ua.client_id
join zerver_userprofile up on up.id = ua.user_profile_id
join zerver_realm realm on realm.id = up.realm_id
where
(query in ('send_message_backend', '/api/v1/send_message')
and client.name not in ('Android', 'ZulipiOS')
and client.name not like 'test: Zulip%%'
)
or
query like '%%external%%'
group by string_id, client_name
having max(last_visit) > now() - interval '2 week'
order by string_id, client_name
"""
)
cols = [
"Realm",
"Client",
"Hits",
"Last time",
]
pages.append(get_page(query, cols, title))
###
title = "Integrations by client"
query = SQL(
"""
select
case
when query like '%%external%%' then split_part(query, '/', 5)
else client.name
end client_name,
realm.string_id,
sum(count) as hits,
max(last_visit) as last_time
from zerver_useractivity ua
join zerver_client client on client.id = ua.client_id
join zerver_userprofile up on up.id = ua.user_profile_id
join zerver_realm realm on realm.id = up.realm_id
where
(query in ('send_message_backend', '/api/v1/send_message')
and client.name not in ('Android', 'ZulipiOS')
and client.name not like 'test: Zulip%%'
)
or
query like '%%external%%'
group by client_name, string_id
having max(last_visit) > now() - interval '2 week'
order by client_name, string_id
"""
)
cols = [
"Client",
"Realm",
"Hits",
"Last time",
]
pages.append(get_page(query, cols, title))
title = "Remote Zulip servers"
query = SQL(
"""
with icount as (
select
server_id,
max(value) as max_value,
max(end_time) as max_end_time
from zilencer_remoteinstallationcount
where
property='active_users:is_bot:day'
and subgroup='false'
group by server_id
),
remote_push_devices as (
select server_id, count(distinct(user_id)) as push_user_count from zilencer_remotepushdevicetoken
group by server_id
)
select
rserver.id,
rserver.hostname,
rserver.contact_email,
max_value,
push_user_count,
max_end_time
from zilencer_remotezulipserver rserver
left join icount on icount.server_id = rserver.id
left join remote_push_devices on remote_push_devices.server_id = rserver.id
order by max_value DESC NULLS LAST, push_user_count DESC NULLS LAST
"""
)
cols = [
"ID",
"Hostname",
"Contact email",
"Analytics users",
"Mobile users",
"Last update time",
]
pages.append(get_page(query, cols, title, totals_columns=[3, 4]))
return pages
@require_server_admin
@has_request_variables
def get_installation_activity(request: HttpRequest) -> HttpResponse:
duration_content, realm_minutes = user_activity_intervals()
counts_content: str = realm_summary_table(realm_minutes)
data = [
("Counts", counts_content),
("Durations", duration_content),
]
for page in ad_hoc_queries():
data.append((page["title"], page["content"]))
title = "Activity"
return render(
request,
"analytics/activity.html",
context=dict(data=data, title=title, is_home=True),
)