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Original file line number | Diff line number | Diff line change |
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from drf_spectacular.utils import extend_schema | ||
from rest_framework.request import Request | ||
from rest_framework.response import Response | ||
|
||
from sentry import features | ||
from sentry.api.api_owners import ApiOwner | ||
from sentry.api.api_publish_status import ApiPublishStatus | ||
from sentry.api.base import region_silo_endpoint | ||
from sentry.api.bases.organization_events import OrganizationEventsV2EndpointBase | ||
from sentry.api.exceptions import ResourceDoesNotExist | ||
from sentry.api.paginator import OffsetPaginator | ||
from sentry.api.serializers.base import serialize | ||
from sentry.apidocs.constants import ( | ||
RESPONSE_BAD_REQUEST, | ||
RESPONSE_FORBIDDEN, | ||
RESPONSE_NOT_FOUND, | ||
RESPONSE_UNAUTHORIZED, | ||
) | ||
from sentry.apidocs.examples.organization_examples import OrganizationExamples | ||
from sentry.apidocs.parameters import GlobalParams | ||
from sentry.apidocs.utils import inline_sentry_response_serializer | ||
from sentry.models.organization import Organization | ||
from sentry.seer.anomaly_detection.get_historical_anomalies import ( | ||
get_historical_anomaly_data_from_seer_preview, | ||
) | ||
from sentry.seer.anomaly_detection.types import DetectAnomaliesResponse, TimeSeriesPoint | ||
|
||
|
||
@region_silo_endpoint | ||
class OrganizationEventsAnomaliesEndpoint(OrganizationEventsV2EndpointBase): | ||
owner = ApiOwner.ALERTS_NOTIFICATIONS | ||
publish_status = { | ||
"POST": ApiPublishStatus.EXPERIMENTAL, | ||
} | ||
|
||
@extend_schema( | ||
operation_id="Identify anomalies in historical data", | ||
parameters=[GlobalParams.ORG_ID_OR_SLUG], | ||
responses={ | ||
200: inline_sentry_response_serializer( | ||
"ListAlertRuleAnomalies", DetectAnomaliesResponse | ||
), | ||
400: RESPONSE_BAD_REQUEST, | ||
401: RESPONSE_UNAUTHORIZED, | ||
403: RESPONSE_FORBIDDEN, | ||
404: RESPONSE_NOT_FOUND, | ||
}, | ||
examples=OrganizationExamples.GET_HISTORICAL_ANOMALIES, | ||
) | ||
def _format_historical_data(self, data) -> list[TimeSeriesPoint] | None: | ||
""" | ||
Format EventsStatsData into the format that the Seer API expects. | ||
EventsStatsData is a list of lists with this format: | ||
[epoch timestamp, {'count': count}] | ||
Convert the data to this format: | ||
list[TimeSeriesPoint] | ||
""" | ||
if data is None: | ||
return data | ||
|
||
formatted_data: list[TimeSeriesPoint] = [] | ||
for datum in data: | ||
ts_point = TimeSeriesPoint(timestamp=datum[0], value=datum[1].get("count", 0)) | ||
formatted_data.append(ts_point) | ||
return formatted_data | ||
|
||
def post(self, request: Request, organization: Organization) -> Response: | ||
""" | ||
Return a list of anomalies for a time series of historical event data. | ||
""" | ||
if not features.has("organizations:anomaly-detection-alerts", organization): | ||
raise ResourceDoesNotExist("Your organization does not have access to this feature.") | ||
|
||
historical_data = self._format_historical_data(request.data.get("historical_data")) | ||
current_data = self._format_historical_data(request.data.get("current_data")) | ||
|
||
config = request.data.get("config") | ||
project_id = request.data.get("project_id") | ||
|
||
if project_id is None or not config or not historical_data or not current_data: | ||
return Response( | ||
"Unable to get historical anomaly data: missing required argument(s) project, start, and/or end", | ||
status=400, | ||
) | ||
|
||
anomalies = get_historical_anomaly_data_from_seer_preview( | ||
current_data, historical_data, project_id, config | ||
) | ||
# NOTE: returns None if there's a problem with the Seer response | ||
if anomalies is None: | ||
return Response("Unable to get historical anomaly data", status=400) | ||
# NOTE: returns empty list if there is not enough event data | ||
return self.paginate( | ||
request=request, | ||
queryset=anomalies, | ||
paginator_cls=OffsetPaginator, | ||
on_results=lambda x: serialize(x, request.user), | ||
) |
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