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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
1 parent 5f1fe32 commit 2c59edc

2 files changed

Lines changed: 113 additions & 28 deletions

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openwisp_notifications/handlers.py

Lines changed: 15 additions & 8 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")
@@ -141,8 +139,10 @@ def notify_handler(**kwargs):
141139
(kwargs.pop(opt, None), opt) for opt in ("target", "action_object")
142140
]
143141

144-
notification_list = []
145-
for recipient in recipients:
142+
notifications_to_create = []
143+
recipients_list = list(recipients)
144+
145+
for recipient in recipients_list:
146146
notification = Notification(
147147
recipient=recipient,
148148
actor=actor,
@@ -163,11 +163,18 @@ def notify_handler(**kwargs):
163163
"%s_content_type" % opt,
164164
ContentType.objects.get_for_model(obj),
165165
)
166-
if kwargs and EXTRA_DATA:
166+
if kwargs:
167167
notification.data = kwargs
168-
notification.save()
169-
notification_list.append(notification)
170-
168+
notifications_to_create.append(notification)
169+
notification_list = Notification.objects.bulk_create(notifications_to_create)
170+
for notification in notification_list:
171+
send_email_notification(Notification, notification, created=True)
172+
for recipient in recipients_list:
173+
Notification.invalidate_unread_cache(recipient)
174+
ws_handlers.bulk_notification_update_handler(
175+
recipients=recipients_list,
176+
reload_widget=True,
177+
)
171178
return notification_list
172179

173180

openwisp_notifications/websockets/handlers.py

Lines changed: 98 additions & 20 deletions
Original file line numberDiff line numberDiff line change
@@ -1,9 +1,9 @@
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

6-
from openwisp_notifications.api.serializers import NotFound, NotificationListSerializer
77
from openwisp_notifications.utils import normalize_unread_count
88

99
from .. import settings as app_settings
@@ -12,6 +12,80 @@
1212
Notification = load_model("Notification")
1313

1414

15+
def bulk_check_notification_storm_and_unread_count(recipients):
16+
if not recipients:
17+
return {}
18+
recipient_ids = [recipient.pk for recipient in recipients]
19+
cached_storm_data = cache.get_many([f"ow-noti-storm-{pk}" for pk in recipient_ids])
20+
results = {}
21+
uncached_recipients = []
22+
for recipient in recipients:
23+
cache_key = f"ow-noti-storm-{recipient.pk}"
24+
if cache_key in cached_storm_data:
25+
results[recipient.pk] = [cached_storm_data[cache_key], None]
26+
else:
27+
uncached_recipients.append(recipient)
28+
results[recipient.pk] = [False, None]
29+
if uncached_recipients:
30+
short_term_threshold = now() - timedelta(
31+
seconds=app_settings.NOTIFICATION_STORM_PREVENTION["short_term_time_period"]
32+
)
33+
long_term_threshold = now() - timedelta(
34+
seconds=app_settings.NOTIFICATION_STORM_PREVENTION["long_term_time_period"]
35+
)
36+
uncached_recipient_ids = [recipient.pk for recipient in uncached_recipients]
37+
storm_and_unread_data = list(
38+
Notification.objects.filter(recipient_id__in=uncached_recipient_ids)
39+
.values("recipient_id")
40+
.annotate(
41+
short_term_count=Count(
42+
"id", filter=Q(timestamp__gte=short_term_threshold)
43+
),
44+
long_term_count=Count(
45+
"id", filter=Q(timestamp__gte=long_term_threshold)
46+
),
47+
unread_count=Count("id", filter=Q(unread=True)),
48+
)
49+
)
50+
cache_updates = {}
51+
for data in storm_and_unread_data:
52+
recipient_id = data["recipient_id"]
53+
in_storm = (
54+
data["short_term_count"]
55+
> app_settings.NOTIFICATION_STORM_PREVENTION[
56+
"short_term_notification_count"
57+
]
58+
or data["long_term_count"]
59+
> app_settings.NOTIFICATION_STORM_PREVENTION[
60+
"long_term_notification_count"
61+
]
62+
)
63+
results[recipient_id] = [in_storm, data["unread_count"]]
64+
if in_storm:
65+
cache_updates[f"ow-noti-storm-{recipient_id}"] = True
66+
if cache_updates:
67+
cache.set_many(cache_updates, timeout=60)
68+
fetched_recipient_ids = {data["recipient_id"] for data in storm_and_unread_data}
69+
for recipient in uncached_recipients:
70+
if recipient.pk not in fetched_recipient_ids:
71+
results[recipient.pk] = [False, 0]
72+
if any(results[pk][1] is None for pk in results):
73+
recipients_needing_unread = [pk for pk in results if results[pk][1] is None]
74+
unread_data = (
75+
Notification.objects.filter(
76+
recipient_id__in=recipients_needing_unread, unread=True
77+
)
78+
.values("recipient_id")
79+
.annotate(unread_count=Count("id"))
80+
)
81+
for data in unread_data:
82+
results[data["recipient_id"]][1] = data["unread_count"]
83+
for pk in recipients_needing_unread:
84+
if results[pk][1] is None:
85+
results[pk][1] = 0
86+
return {pk: (storm, unread) for pk, (storm, unread) in results.items()}
87+
88+
1589
def user_in_notification_storm(user):
1690
"""
1791
A user is affected by notifications storm if any of short term
@@ -52,23 +126,27 @@ def user_in_notification_storm(user):
52126
return in_notification_storm
53127

54128

55-
def notification_update_handler(reload_widget=False, notification=None, recipient=None):
129+
def bulk_notification_update_handler(recipients, reload_widget=False):
130+
if not recipients:
131+
return
56132
channel_layer = layers.get_channel_layer()
57-
try:
58-
assert notification is not None
59-
notification = NotificationListSerializer(notification).data
60-
except (NotFound, AssertionError):
61-
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-
)
133+
bulk_data = bulk_check_notification_storm_and_unread_count(recipients)
134+
for recipient in recipients:
135+
in_storm, unread_count = bulk_data.get(recipient.pk, (False, 0))
136+
async_to_sync(channel_layer.group_send)(
137+
f"ow-notification-{recipient.pk}",
138+
{
139+
"type": "send.updates",
140+
"reload_widget": reload_widget,
141+
"notification": None,
142+
"recipient": str(recipient.pk),
143+
"in_notification_storm": in_storm,
144+
"notification_count": normalize_unread_count(unread_count),
145+
},
146+
)
147+
148+
149+
def notification_update_handler(reload_widget=False, notification=None, recipient=None):
150+
if recipient is None:
151+
return
152+
bulk_notification_update_handler([recipient], reload_widget)

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