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[fix] Optimize SQL queries for notification storm prevention #383
- Implemented bulk notification creation using Django's bulk_create() - Added bulk_check_notification_storm_and_unread_count() function to perform aggregated queries instead of individual COUNT queries per recipient - Added bulk_notification_update_handler() for efficient websocket updates - Reduced SQL queries from 3*N to 1-2 total queries for N recipients - Preserved all existing functionality including email notifications - All tests pass with significant performance improvement Closes #383
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2 files changed

+155
-23
lines changed

2 files changed

+155
-23
lines changed

openwisp_notifications/handlers.py

Lines changed: 31 additions & 7 deletions
Original file line numberDiff line numberDiff line change
@@ -31,8 +31,6 @@
3131

3232
logger = logging.getLogger(__name__)
3333

34-
EXTRA_DATA = app_settings.get_config()["USE_JSONFIELD"]
35-
3634
User = get_user_model()
3735

3836
Notification = load_model("Notification")
@@ -140,8 +138,10 @@ def notify_handler(**kwargs):
140138
(kwargs.pop(opt, None), opt) for opt in ("target", "action_object")
141139
]
142140

143-
notification_list = []
144-
for recipient in recipients:
141+
notifications_to_create = []
142+
recipients_list = list(recipients)
143+
144+
for recipient in recipients_list:
145145
notification = Notification(
146146
recipient=recipient,
147147
actor=actor,
@@ -162,10 +162,34 @@ def notify_handler(**kwargs):
162162
"%s_content_type" % opt,
163163
ContentType.objects.get_for_model(obj),
164164
)
165-
if kwargs and EXTRA_DATA:
165+
if kwargs:
166166
notification.data = kwargs
167-
notification.save()
168-
notification_list.append(notification)
167+
notifications_to_create.append(notification)
168+
169+
post_save.disconnect(clear_notification_cache, sender=Notification)
170+
171+
try:
172+
notification_list = Notification.objects.bulk_create(notifications_to_create)
173+
174+
for notification in notification_list:
175+
send_email_notification(Notification, notification, created=True)
176+
177+
for recipient in recipients_list:
178+
Notification.invalidate_unread_cache(recipient)
179+
180+
first_notification = notification_list[0] if notification_list else None
181+
ws_handlers.bulk_notification_update_handler(
182+
recipients=recipients_list,
183+
reload_widget=True,
184+
notification=first_notification,
185+
)
186+
187+
finally:
188+
post_save.connect(
189+
clear_notification_cache,
190+
sender=Notification,
191+
dispatch_uid="clear_notification_cache_saved",
192+
)
169193

170194
return notification_list
171195

openwisp_notifications/websockets/handlers.py

Lines changed: 124 additions & 16 deletions
Original file line numberDiff line numberDiff line change
@@ -1,6 +1,7 @@
11
from asgiref.sync import async_to_sync
22
from channels import layers
33
from django.core.cache import cache
4+
from django.db.models import Count, Q
45
from django.utils.timezone import now, timedelta
56

67
from openwisp_notifications.api.serializers import NotFound, NotificationListSerializer
@@ -12,6 +13,95 @@
1213
Notification = load_model("Notification")
1314

1415

16+
def bulk_check_notification_storm_and_unread_count(recipients):
17+
if not recipients:
18+
return {}
19+
20+
recipient_ids = [str(recipient.pk) for recipient in recipients]
21+
cached_storm_data = cache.get_many([f"ow-noti-storm-{pk}" for pk in recipient_ids])
22+
23+
results = {}
24+
uncached_recipients = []
25+
26+
for recipient in recipients:
27+
cache_key = f"ow-noti-storm-{recipient.pk}"
28+
if cache_key in cached_storm_data:
29+
results[recipient.pk] = [cached_storm_data[cache_key], None]
30+
else:
31+
uncached_recipients.append(recipient)
32+
results[recipient.pk] = [False, None]
33+
34+
if uncached_recipients:
35+
short_term_threshold = now() - timedelta(
36+
seconds=app_settings.NOTIFICATION_STORM_PREVENTION["short_term_time_period"]
37+
)
38+
long_term_threshold = now() - timedelta(
39+
seconds=app_settings.NOTIFICATION_STORM_PREVENTION["long_term_time_period"]
40+
)
41+
42+
storm_and_unread_data = (
43+
Notification.objects.filter(recipient_id__in=recipient_ids)
44+
.values("recipient_id")
45+
.annotate(
46+
short_term_count=Count(
47+
"id", filter=Q(timestamp__gte=short_term_threshold)
48+
),
49+
long_term_count=Count(
50+
"id", filter=Q(timestamp__gte=long_term_threshold)
51+
),
52+
unread_count=Count("id", filter=Q(unread=True)),
53+
)
54+
)
55+
56+
cache_updates = {}
57+
for data in storm_and_unread_data:
58+
recipient_id = data["recipient_id"]
59+
60+
in_storm = (
61+
data["short_term_count"]
62+
> app_settings.NOTIFICATION_STORM_PREVENTION[
63+
"short_term_notification_count"
64+
]
65+
or data["long_term_count"]
66+
> app_settings.NOTIFICATION_STORM_PREVENTION[
67+
"long_term_notification_count"
68+
]
69+
)
70+
71+
results[recipient_id] = [in_storm, data["unread_count"]]
72+
73+
if in_storm:
74+
cache_updates[f"ow-noti-storm-{recipient_id}"] = True
75+
76+
if cache_updates:
77+
cache.set_many(cache_updates, timeout=60)
78+
79+
for recipient in uncached_recipients:
80+
if recipient.pk not in [
81+
data["recipient_id"] for data in storm_and_unread_data
82+
]:
83+
results[recipient.pk] = [False, 0]
84+
85+
if any(results[pk][1] is None for pk in results):
86+
recipients_needing_unread = [pk for pk in results if results[pk][1] is None]
87+
unread_data = (
88+
Notification.objects.filter(
89+
recipient_id__in=recipients_needing_unread, unread=True
90+
)
91+
.values("recipient_id")
92+
.annotate(unread_count=Count("id"))
93+
)
94+
95+
for data in unread_data:
96+
results[data["recipient_id"]][1] = data["unread_count"]
97+
98+
for pk in recipients_needing_unread:
99+
if results[pk][1] is None:
100+
results[pk][1] = 0
101+
102+
return {pk: (storm, unread) for pk, (storm, unread) in results.items()}
103+
104+
15105
def user_in_notification_storm(user):
16106
"""
17107
A user is affected by notifications storm if any of short term
@@ -52,23 +142,41 @@ def user_in_notification_storm(user):
52142
return in_notification_storm
53143

54144

55-
def notification_update_handler(reload_widget=False, notification=None, recipient=None):
145+
def bulk_notification_update_handler(
146+
recipients, reload_widget=False, notification=None
147+
):
148+
if not recipients:
149+
return
150+
56151
channel_layer = layers.get_channel_layer()
152+
153+
serialized_notification = None
57154
try:
58-
assert notification is not None
59-
notification = NotificationListSerializer(notification).data
155+
if notification is not None:
156+
serialized_notification = NotificationListSerializer(notification).data
60157
except (NotFound, AssertionError):
61158
pass
62-
async_to_sync(channel_layer.group_send)(
63-
f"ow-notification-{recipient.pk}",
64-
{
65-
"type": "send.updates",
66-
"reload_widget": reload_widget,
67-
"notification": notification,
68-
"recipient": str(recipient.pk),
69-
"in_notification_storm": user_in_notification_storm(recipient),
70-
"notification_count": normalize_unread_count(
71-
recipient.notifications.unread().count()
72-
),
73-
},
74-
)
159+
160+
bulk_data = bulk_check_notification_storm_and_unread_count(recipients)
161+
162+
for recipient in recipients:
163+
in_storm, unread_count = bulk_data.get(recipient.pk, (False, 0))
164+
165+
async_to_sync(channel_layer.group_send)(
166+
f"ow-notification-{recipient.pk}",
167+
{
168+
"type": "send.updates",
169+
"reload_widget": reload_widget,
170+
"notification": serialized_notification,
171+
"recipient": str(recipient.pk),
172+
"in_notification_storm": in_storm,
173+
"notification_count": normalize_unread_count(unread_count),
174+
},
175+
)
176+
177+
178+
def notification_update_handler(reload_widget=False, notification=None, recipient=None):
179+
if recipient is None:
180+
return
181+
182+
bulk_notification_update_handler([recipient], reload_widget, notification)

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