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posthog/ee/billing/quota_limiting.py
2024-09-05 15:52:01 +00:00

449 lines
19 KiB
Python

import copy
from collections.abc import Mapping, Sequence
from datetime import datetime, timedelta
from enum import Enum
from typing import Optional, TypedDict, cast
import dateutil.parser
import posthoganalytics
from django.db.models import Q
from django.utils import timezone
from sentry_sdk import capture_exception
from posthog.cache_utils import cache_for
from posthog.event_usage import report_organization_action
from posthog.models.organization import Organization, OrganizationUsageInfo
from posthog.models.team.team import Team
from posthog.redis import get_client
from posthog.tasks.usage_report import (
convert_team_usage_rows_to_dict,
get_teams_with_billable_event_count_in_period,
get_teams_with_recording_count_in_period,
get_teams_with_rows_synced_in_period,
)
from posthog.utils import get_current_day
QUOTA_LIMIT_DATA_RETENTION_FLAG = "retain-data-past-quota-limit"
QUOTA_LIMIT_MEDIUM_TRUST_GRACE_PERIOD_DAYS = 1
QUOTA_LIMIT_MEDIUM_HIGH_TRUST_GRACE_PERIOD_DAYS = 3
class OrgQuotaLimitingInformation(TypedDict):
quota_limited_until: Optional[int]
quota_limiting_suspended_until: Optional[int]
class QuotaResource(Enum):
EVENTS = "events"
RECORDINGS = "recordings"
ROWS_SYNCED = "rows_synced"
class QuotaLimitingCaches(Enum):
QUOTA_LIMITER_CACHE_KEY = "@posthog/quota-limits/"
QUOTA_LIMITING_SUSPENDED_KEY = "@posthog/quota-limiting-suspended/"
OVERAGE_BUFFER = {
QuotaResource.EVENTS: 0,
QuotaResource.RECORDINGS: 1000,
QuotaResource.ROWS_SYNCED: 0,
}
def replace_limited_team_tokens(
resource: QuotaResource, tokens: Mapping[str, int], cache_key: QuotaLimitingCaches
) -> None:
pipe = get_client().pipeline()
pipe.delete(f"{cache_key.value}{resource.value}")
if tokens:
pipe.zadd(f"{cache_key.value}{resource.value}", tokens) # type: ignore # (zadd takes a Mapping[str, int] but the derived Union type is wrong)
pipe.execute()
def add_limited_team_tokens(resource: QuotaResource, tokens: Mapping[str, int], cache_key: QuotaLimitingCaches) -> None:
redis_client = get_client()
redis_client.zadd(f"{cache_key.value}{resource.value}", tokens) # type: ignore # (zadd takes a Mapping[str, int] but the derived Union type is wrong)
def remove_limited_team_tokens(resource: QuotaResource, tokens: list[str], cache_key: QuotaLimitingCaches) -> None:
redis_client = get_client()
redis_client.zrem(f"{cache_key.value}{resource.value}", *tokens)
@cache_for(timedelta(seconds=30), background_refresh=True)
def list_limited_team_attributes(resource: QuotaResource, cache_key: QuotaLimitingCaches) -> list[str]:
now = timezone.now()
redis_client = get_client()
results = redis_client.zrangebyscore(f"{cache_key.value}{resource.value}", min=now.timestamp(), max="+inf")
return [x.decode("utf-8") for x in results]
class UsageCounters(TypedDict):
events: int
recordings: int
rows_synced: int
def org_quota_limited_until(
organization: Organization, resource: QuotaResource, previously_quota_limited_team_tokens: list[str]
) -> Optional[OrgQuotaLimitingInformation]:
if not organization.usage:
return None
summary = organization.usage.get(resource.value, {})
if not summary:
return None
usage = summary.get("usage", 0)
todays_usage = summary.get("todays_usage", 0)
limit = summary.get("limit")
if limit is None:
return None
is_over_limit = usage + todays_usage >= limit + OVERAGE_BUFFER[resource]
billing_period_start = round(dateutil.parser.isoparse(organization.usage["period"][0]).timestamp())
billing_period_end = round(dateutil.parser.isoparse(organization.usage["period"][1]).timestamp())
quota_limiting_suspended_until = summary.get("quota_limiting_suspended_until", None)
# Note: customer_trust_scores can initially be null. This should only happen after the initial migration and therefore
# should be removed once all existing customers have this field set.
trust_score = organization.customer_trust_scores.get(resource.value) if organization.customer_trust_scores else 0
if not is_over_limit:
if quota_limiting_suspended_until:
quota_limiting_suspended_until = None
del summary["quota_limiting_suspended_until"]
organization.save(update_fields=["usage"])
return {"quota_limited_until": None, "quota_limiting_suspended_until": None}
return None
if organization.never_drop_data or trust_score == 15:
return None
team_tokens = get_team_attribute_by_quota_resource(organization)
team_being_limited = any(x in previously_quota_limited_team_tokens for x in team_tokens)
if team_being_limited:
# They are already being limited, do not update their status.
return {
"quota_limited_until": billing_period_end,
"quota_limiting_suspended_until": None,
}
if posthoganalytics.feature_enabled(
QUOTA_LIMIT_DATA_RETENTION_FLAG,
str(organization.id),
groups={"organization": str(organization.id)},
group_properties={"organization": {"id": str(organization.id)}},
):
# Don't drop data for this org but record that they would have been limited.
report_organization_action(
organization, "quota limiting suspended", properties={"current_usage": usage + todays_usage}
)
return None
_, today_end = get_current_day()
# These trust score levels are defined in billing::customer::TrustScores.
# Please keep the logic and levels in sync with what is defined in billing.
if not trust_score:
# Set them to the default trust score and immediately limit
if trust_score is None:
organization.customer_trust_scores[resource.value] = 0
organization.save(update_fields=["customer_trust_scores", "usage"])
return {
"quota_limited_until": billing_period_end,
"quota_limiting_suspended_until": None,
}
elif trust_score == 3:
# Low trust, immediately limit
return {
"quota_limited_until": billing_period_end,
"quota_limiting_suspended_until": None,
}
elif trust_score == 7:
# If limiting suspended was set in the previous period or was never set, update it.
if (
not quota_limiting_suspended_until
or (
datetime.fromtimestamp(quota_limiting_suspended_until)
- timedelta(QUOTA_LIMIT_MEDIUM_TRUST_GRACE_PERIOD_DAYS)
).timestamp()
< billing_period_start
):
# Medium trust, retain data for one day
report_organization_action(
organization, "quota limiting suspended", properties={"current_usage": usage + todays_usage}
)
quota_limiting_suspended_until = round(
(today_end + timedelta(days=QUOTA_LIMIT_MEDIUM_TRUST_GRACE_PERIOD_DAYS)).timestamp()
)
summary["quota_limiting_suspended_until"] = quota_limiting_suspended_until
organization.save(update_fields=["usage"])
return {
"quota_limited_until": None,
"quota_limiting_suspended_until": quota_limiting_suspended_until,
}
elif today_end.timestamp() <= quota_limiting_suspended_until:
# Return existing quota limiting date
return {
"quota_limited_until": None,
"quota_limiting_suspended_until": quota_limiting_suspended_until,
}
elif trust_score == 10:
# If limitng suspended was set in the previous period or was never set, update it.
if (
not quota_limiting_suspended_until
or (
datetime.fromtimestamp(quota_limiting_suspended_until)
- timedelta(QUOTA_LIMIT_MEDIUM_HIGH_TRUST_GRACE_PERIOD_DAYS)
).timestamp()
< billing_period_start
):
# Medium high trust, retain data for three days
report_organization_action(
organization, "quota limiting suspended", properties={"current_usage": usage + todays_usage}
)
quota_limiting_suspended_until = round(
(today_end + timedelta(days=QUOTA_LIMIT_MEDIUM_HIGH_TRUST_GRACE_PERIOD_DAYS)).timestamp()
)
summary["quota_limiting_suspended_until"] = quota_limiting_suspended_until
organization.save(update_fields=["usage"])
return {
"quota_limited_until": None,
"quota_limiting_suspended_until": quota_limiting_suspended_until,
}
elif today_end.timestamp() <= quota_limiting_suspended_until:
# Return existing quota limiting date
return {
"quota_limited_until": None,
"quota_limiting_suspended_until": quota_limiting_suspended_until,
}
return {
"quota_limited_until": billing_period_end,
"quota_limiting_suspended_until": None,
}
def sync_org_quota_limits(organization: Organization):
_, today_end = get_current_day()
if not organization.usage:
return None
for resource in [QuotaResource.EVENTS, QuotaResource.RECORDINGS, QuotaResource.ROWS_SYNCED]:
previously_quota_limited_team_tokens = list_limited_team_attributes(
resource, QuotaLimitingCaches.QUOTA_LIMITER_CACHE_KEY
)
team_attributes = get_team_attribute_by_quota_resource(organization)
result = org_quota_limited_until(organization, resource, previously_quota_limited_team_tokens)
if result:
quota_limited_until = result.get("quota_limited_until")
limiting_suspended_until = result.get("quota_limiting_suspended_until")
if quota_limited_until:
add_limited_team_tokens(
resource,
{x: quota_limited_until for x in team_attributes},
QuotaLimitingCaches.QUOTA_LIMITER_CACHE_KEY,
)
elif limiting_suspended_until and limiting_suspended_until >= today_end.timestamp():
add_limited_team_tokens(
resource,
{x: limiting_suspended_until for x in team_attributes},
QuotaLimitingCaches.QUOTA_LIMITING_SUSPENDED_KEY,
)
else:
remove_limited_team_tokens(resource, team_attributes, QuotaLimitingCaches.QUOTA_LIMITER_CACHE_KEY)
remove_limited_team_tokens(resource, team_attributes, QuotaLimitingCaches.QUOTA_LIMITING_SUSPENDED_KEY)
else:
remove_limited_team_tokens(resource, team_attributes, QuotaLimitingCaches.QUOTA_LIMITER_CACHE_KEY)
remove_limited_team_tokens(resource, team_attributes, QuotaLimitingCaches.QUOTA_LIMITING_SUSPENDED_KEY)
def get_team_attribute_by_quota_resource(organization: Organization):
team_tokens: list[str] = [x for x in list(organization.teams.values_list("api_token", flat=True)) if x]
if not team_tokens:
capture_exception(Exception(f"quota_limiting: No team tokens found for organization: {organization.id}"))
return
return team_tokens
def set_org_usage_summary(
organization: Organization,
new_usage: Optional[OrganizationUsageInfo] = None,
todays_usage: Optional[UsageCounters] = None,
) -> bool:
# TRICKY: We don't want to overwrite the "todays_usage" value unless the usage from the billing service is different than what we have locally.
# Also we want to return if anything changed so that the caller can update redis
has_changed = False
new_usage = new_usage or cast(Optional[OrganizationUsageInfo], organization.usage)
if not new_usage:
# If we are not setting it and it doesn't exist we can't update it
return False
new_usage = copy.deepcopy(new_usage)
for field in ["events", "recordings", "rows_synced"]:
resource_usage = new_usage.get(field, {"limit": None, "usage": 0, "todays_usage": 0})
if not resource_usage:
continue
if todays_usage:
resource_usage["todays_usage"] = todays_usage.get(field, 0)
else:
org_usage_data = organization.usage or {}
org_field_usage = org_usage_data.get(field, {}) or {}
org_usage = org_field_usage.get("usage")
# TRICKY: If we are not explictly setting todays_usage, we want to reset it to 0 IF the incoming new_usage is different
if org_usage != resource_usage.get("usage"):
resource_usage["todays_usage"] = 0
else:
resource_usage["todays_usage"] = organization.usage.get(field, {}).get("todays_usage") or 0
has_changed = new_usage != organization.usage
organization.usage = new_usage
return has_changed
def update_all_org_billing_quotas(
dry_run: bool = False,
) -> tuple[dict[str, dict[str, int]], dict[str, dict[str, int]]]:
period = get_current_day()
period_start, period_end = period
# Clickhouse is good at counting things so we count across all teams rather than doing it one by one
all_data = {
"teams_with_event_count_in_period": convert_team_usage_rows_to_dict(
get_teams_with_billable_event_count_in_period(period_start, period_end)
),
"teams_with_recording_count_in_period": convert_team_usage_rows_to_dict(
get_teams_with_recording_count_in_period(period_start, period_end)
),
"teams_with_rows_synced_in_period": convert_team_usage_rows_to_dict(
get_teams_with_rows_synced_in_period(period_start, period_end)
),
}
teams: Sequence[Team] = list(
Team.objects.select_related("organization")
.exclude(Q(organization__for_internal_metrics=True) | Q(is_demo=True))
.only(
"id",
"api_token",
"organization__id",
"organization__usage",
"organization__created_at",
"organization__never_drop_data",
)
)
todays_usage_report: dict[str, UsageCounters] = {}
orgs_by_id: dict[str, Organization] = {}
# we iterate through all teams, and add their usage to the organization they belong to
for team in teams:
team_report = UsageCounters(
events=all_data["teams_with_event_count_in_period"].get(team.id, 0),
recordings=all_data["teams_with_recording_count_in_period"].get(team.id, 0),
rows_synced=all_data["teams_with_rows_synced_in_period"].get(team.id, 0),
)
org_id = str(team.organization.id)
if org_id not in todays_usage_report:
orgs_by_id[org_id] = team.organization
todays_usage_report[org_id] = team_report.copy()
else:
org_report = todays_usage_report[org_id]
for field in team_report:
org_report[field] += team_report[field] # type: ignore
quota_limited_orgs: dict[str, dict[str, int]] = {x.value: {} for x in QuotaResource}
quota_limiting_suspended_orgs: dict[str, dict[str, int]] = {x.value: {} for x in QuotaResource}
# Get the current quota limits so we can track to poshog if it changes
orgs_with_changes = set()
previously_quota_limited_team_tokens: dict[str, list[str]] = {x.value: [] for x in QuotaResource}
for field in quota_limited_orgs:
previously_quota_limited_team_tokens[field] = list_limited_team_attributes(
QuotaResource(field), QuotaLimitingCaches.QUOTA_LIMITER_CACHE_KEY
)
# Find all orgs that should be rate limited
for org_id, todays_report in todays_usage_report.items():
org = orgs_by_id[org_id]
# if we don't have limits set from the billing service, we can't risk rate limiting existing customers
if org.usage and org.usage.get("period"):
if set_org_usage_summary(org, todays_usage=todays_report):
org.save(update_fields=["usage"])
for field in ["events", "recordings", "rows_synced"]:
# for each organization, we check if the current usage + today's unreported usage is over the limit
result = org_quota_limited_until(org, QuotaResource(field), previously_quota_limited_team_tokens[field])
if result:
quota_limited_until = result.get("quota_limited_until")
limiting_suspended_until = result.get("quota_limiting_suspended_until")
if limiting_suspended_until:
quota_limiting_suspended_orgs[field][org_id] = limiting_suspended_until
elif quota_limited_until:
quota_limited_orgs[field][org_id] = quota_limited_until
quota_limited_teams: dict[str, dict[str, int]] = {x.value: {} for x in QuotaResource}
quota_limiting_suspended_teams: dict[str, dict[str, int]] = {x.value: {} for x in QuotaResource}
# Convert the org ids to team tokens
for team in teams:
for field in quota_limited_orgs:
org_id = str(team.organization.id)
if org_id in quota_limited_orgs[field]:
quota_limited_teams[field][team.api_token] = quota_limited_orgs[field][org_id]
# If the team was not previously quota limited, we add it to the list of orgs that were added
if team.api_token not in previously_quota_limited_team_tokens[field]:
orgs_with_changes.add(org_id)
elif org_id in quota_limiting_suspended_orgs[field]:
quota_limiting_suspended_teams[field][team.api_token] = quota_limiting_suspended_orgs[field][org_id]
else:
# If the team was previously quota limited, we add it to the list of orgs that were removed
if team.api_token in previously_quota_limited_team_tokens[field]:
orgs_with_changes.add(org_id)
for org_id in orgs_with_changes:
properties = {
"quota_limited_events": quota_limited_orgs["events"].get(org_id, None),
"quota_limited_recordings": quota_limited_orgs["events"].get(org_id, None),
"quota_limited_rows_synced": quota_limited_orgs["rows_synced"].get(org_id, None),
}
report_organization_action(
orgs_by_id[org_id],
"organization quota limits changed",
properties=properties,
group_properties=properties,
)
if not dry_run:
for field in quota_limited_teams:
replace_limited_team_tokens(
QuotaResource(field), quota_limited_teams[field], QuotaLimitingCaches.QUOTA_LIMITER_CACHE_KEY
)
for field in quota_limiting_suspended_teams:
replace_limited_team_tokens(
QuotaResource(field),
quota_limiting_suspended_teams[field],
QuotaLimitingCaches.QUOTA_LIMITING_SUSPENDED_KEY,
)
return quota_limited_orgs, quota_limiting_suspended_orgs