from datetime import datetime, timedelta, timezone import pytest from sentry.constants import DataCategory from sentry.sentry_metrics.use_case_id_registry import UseCaseID from sentry.testutils.cases import APITestCase, BaseMetricsLayerTestCase, OutcomesSnubaTest from sentry.testutils.helpers import with_feature from sentry.testutils.helpers.datetime import freeze_time from sentry.utils.outcomes import Outcome pytestmark = pytest.mark.sentry_metrics class OrganizationStatsTestV2(APITestCase, OutcomesSnubaTest): endpoint = "sentry-api-0-organization-stats-v2" def setUp(self): super().setUp() self.now = datetime(2021, 3, 14, 12, 27, 28, tzinfo=timezone.utc) self.login_as(user=self.user) self.org = self.organization self.org.flags.allow_joinleave = False self.org.save() self.org2 = self.create_organization() self.org3 = self.create_organization() self.project = self.create_project( name="bar", teams=[self.create_team(organization=self.org, members=[self.user])] ) self.project2 = self.create_project( name="foo", teams=[self.create_team(organization=self.org, members=[self.user])] ) self.project3 = self.create_project(organization=self.org2) self.user2 = self.create_user(is_superuser=False) self.create_member(user=self.user2, organization=self.organization, role="member", teams=[]) self.create_member(user=self.user2, organization=self.org3, role="member", teams=[]) self.project4 = self.create_project( name="users2sproj", teams=[self.create_team(organization=self.org, members=[self.user2])], ) self.store_outcomes( { "org_id": self.org.id, "timestamp": self.now - timedelta(hours=1), "project_id": self.project.id, "outcome": Outcome.ACCEPTED, "reason": "none", "category": DataCategory.ERROR, "quantity": 1, }, 5, ) self.store_outcomes( { "org_id": self.org.id, "timestamp": self.now - timedelta(hours=1), "project_id": self.project.id, "outcome": Outcome.ACCEPTED, "reason": "none", "category": DataCategory.DEFAULT, # test that this shows up under error "quantity": 1, } ) self.store_outcomes( { "org_id": self.org.id, "timestamp": self.now - timedelta(hours=1), "project_id": self.project.id, "outcome": Outcome.RATE_LIMITED, "reason": "smart_rate_limit", "category": DataCategory.ATTACHMENT, "quantity": 1024, } ) self.store_outcomes( { "org_id": self.org.id, "timestamp": self.now - timedelta(hours=1), "project_id": self.project2.id, "outcome": Outcome.RATE_LIMITED, "reason": "smart_rate_limit", "category": DataCategory.TRANSACTION, "quantity": 1, } ) def do_request(self, query, user=None, org=None, status_code=200): self.login_as(user=user or self.user) org_slug = (org or self.organization).slug if status_code >= 400: return self.get_error_response(org_slug, **query, status_code=status_code) return self.get_success_response(org_slug, **query, status_code=status_code) def test_empty_request(self): response = self.do_request({}, status_code=400) assert result_sorted(response.data) == {"detail": 'At least one "field" is required.'} def test_inaccessible_project(self): response = self.do_request({"project": [self.project3.id]}, status_code=403) assert result_sorted(response.data) == { "detail": "You do not have permission to perform this action." } def test_no_projects_available(self): response = self.do_request( { "groupBy": ["project"], "statsPeriod": "1d", "interval": "1d", "field": ["sum(quantity)"], "category": ["error", "transaction"], }, user=self.user2, org=self.org3, status_code=400, ) assert result_sorted(response.data) == { "detail": "No projects available", } def test_unknown_field(self): response = self.do_request( { "field": ["summ(qarntenty)"], "statsPeriod": "1d", "interval": "1d", }, status_code=400, ) assert result_sorted(response.data) == { "detail": 'Invalid field: "summ(qarntenty)"', } def test_no_end_param(self): response = self.do_request( {"field": ["sum(quantity)"], "interval": "1d", "start": "2021-03-14T00:00:00Z"}, status_code=400, ) assert result_sorted(response.data) == {"detail": "start and end are both required"} @freeze_time(datetime(2021, 3, 14, 12, 27, 28, tzinfo=timezone.utc)) def test_future_request(self): response = self.do_request( { "field": ["sum(quantity)"], "interval": "1h", "category": ["error"], "start": "2021-03-14T15:30:00", "end": "2021-03-14T16:30:00", }, status_code=200, ) assert result_sorted(response.data) == { "intervals": [ "2021-03-14T12:00:00Z", "2021-03-14T13:00:00Z", "2021-03-14T14:00:00Z", "2021-03-14T15:00:00Z", "2021-03-14T16:00:00Z", ], "groups": [ { "by": {}, "series": {"sum(quantity)": [0, 0, 0, 0, 0]}, "totals": {"sum(quantity)": 0}, } ], "start": "2021-03-14T12:00:00Z", "end": "2021-03-14T17:00:00Z", } def test_unknown_category(self): response = self.do_request( { "field": ["sum(quantity)"], "statsPeriod": "1d", "interval": "1d", "category": "scoobydoo", }, status_code=400, ) assert result_sorted(response.data) == { "detail": 'Invalid category: "scoobydoo"', } def test_unknown_outcome(self): response = self.do_request( { "field": ["sum(quantity)"], "statsPeriod": "1d", "interval": "1d", "category": "error", "outcome": "scoobydoo", }, status_code=400, ) assert result_sorted(response.data) == { "detail": 'Invalid outcome: "scoobydoo"', } def test_unknown_groupby(self): response = self.do_request( { "field": ["sum(quantity)"], "groupBy": ["category_"], "statsPeriod": "1d", "interval": "1d", }, status_code=400, ) assert result_sorted(response.data) == {"detail": 'Invalid groupBy: "category_"'} def test_resolution_invalid(self): self.do_request( { "statsPeriod": "1d", "interval": "bad_interval", }, org=self.org, status_code=400, ) @freeze_time("2021-03-14T12:27:28.303Z") def test_attachment_filter_only(self): response = self.do_request( { "project": [-1], "statsPeriod": "1d", "interval": "1d", "field": ["sum(quantity)"], "category": ["error", "attachment"], }, status_code=400, ) assert result_sorted(response.data) == { "detail": "if filtering by attachment no other category may be present" } @freeze_time("2021-03-14T12:27:28.303Z") def test_timeseries_interval(self): response = self.do_request( { "project": [-1], "category": ["error"], "statsPeriod": "1d", "interval": "1d", "field": ["sum(quantity)"], }, status_code=200, ) assert result_sorted(response.data) == { "intervals": ["2021-03-13T00:00:00Z", "2021-03-14T00:00:00Z"], "groups": [ {"by": {}, "series": {"sum(quantity)": [0, 6]}, "totals": {"sum(quantity)": 6}} ], "start": "2021-03-13T00:00:00Z", "end": "2021-03-15T00:00:00Z", } response = self.do_request( { "project": [-1], "statsPeriod": "1d", "interval": "6h", "field": ["sum(quantity)"], "category": ["error"], }, status_code=200, ) assert result_sorted(response.data) == { "intervals": [ "2021-03-13T12:00:00Z", "2021-03-13T18:00:00Z", "2021-03-14T00:00:00Z", "2021-03-14T06:00:00Z", "2021-03-14T12:00:00Z", ], "groups": [ { "by": {}, "series": {"sum(quantity)": [0, 0, 0, 6, 0]}, "totals": {"sum(quantity)": 6}, } ], "start": "2021-03-13T12:00:00Z", "end": "2021-03-14T18:00:00Z", } @freeze_time("2021-03-14T12:27:28.303Z") def test_user_org_total_all_accessible(self): response = self.do_request( { "project": [-1], "statsPeriod": "1d", "interval": "1d", "field": ["sum(quantity)"], "category": ["error", "transaction"], }, user=self.user2, status_code=200, ) assert result_sorted(response.data) == { "start": "2021-03-13T00:00:00Z", "end": "2021-03-15T00:00:00Z", "intervals": ["2021-03-13T00:00:00Z", "2021-03-14T00:00:00Z"], "groups": [ {"by": {}, "series": {"sum(quantity)": [0, 7]}, "totals": {"sum(quantity)": 7}} ], } @freeze_time("2021-03-14T12:27:28.303Z") def test_user_no_proj_specific_access(self): response = self.do_request( { "project": self.project.id, "statsPeriod": "1d", "interval": "1d", "field": ["sum(quantity)"], "category": ["error", "transaction"], }, user=self.user2, status_code=403, ) response = self.do_request( { "project": [-1], "statsPeriod": "1d", "interval": "1d", "field": ["sum(quantity)"], "category": ["error", "transaction"], "groupBy": ["project"], }, user=self.user2, status_code=200, ) assert result_sorted(response.data) == { "start": "2021-03-13T00:00:00Z", "end": "2021-03-15T00:00:00Z", "groups": [], } @freeze_time("2021-03-14T12:27:28.303Z") def test_no_project_access(self): user = self.create_user(is_superuser=False) self.create_member(user=user, organization=self.organization, role="member", teams=[]) response = self.do_request( { "project": [self.project.id], "statsPeriod": "1d", "interval": "1d", "category": ["error", "transaction"], "field": ["sum(quantity)"], }, org=self.organization, user=user, status_code=403, ) assert result_sorted(response.data) == { "detail": "You do not have permission to perform this action." } response = self.do_request( { "project": [self.project.id], "groupBy": ["project"], "statsPeriod": "1d", "interval": "1d", "category": ["error", "transaction"], "field": ["sum(quantity)"], }, org=self.organization, user=user, status_code=403, ) assert result_sorted(response.data) == { "detail": "You do not have permission to perform this action." } @freeze_time("2021-03-14T12:27:28.303Z") def test_open_membership_semantics(self): self.org.flags.allow_joinleave = True self.org.save() response = self.do_request( { "project": [-1], "statsPeriod": "1d", "interval": "1d", "field": ["sum(quantity)"], "category": ["error", "transaction"], "groupBy": ["project"], }, user=self.user2, status_code=200, ) assert result_sorted(response.data) == { "start": "2021-03-13T00:00:00Z", "end": "2021-03-15T00:00:00Z", "groups": [ { "by": {"project": self.project.id}, "totals": {"sum(quantity)": 6}, }, { "by": {"project": self.project2.id}, "totals": {"sum(quantity)": 1}, }, ], } @freeze_time("2021-03-14T12:27:28.303Z") def test_org_simple(self): response = self.do_request( { "statsPeriod": "2d", "interval": "1d", "field": ["sum(quantity)"], "groupBy": ["category", "outcome", "reason"], }, org=self.org, status_code=200, ) assert result_sorted(response.data) == { "start": "2021-03-12T00:00:00Z", "end": "2021-03-15T00:00:00Z", "intervals": ["2021-03-12T00:00:00Z", "2021-03-13T00:00:00Z", "2021-03-14T00:00:00Z"], "groups": [ { "by": { "outcome": "rate_limited", "reason": "spike_protection", "category": "attachment", }, "totals": {"sum(quantity)": 1024}, "series": {"sum(quantity)": [0, 0, 1024]}, }, { "by": {"outcome": "accepted", "reason": "none", "category": "error"}, "totals": {"sum(quantity)": 6}, "series": {"sum(quantity)": [0, 0, 6]}, }, { "by": { "category": "transaction", "reason": "spike_protection", "outcome": "rate_limited", }, "totals": {"sum(quantity)": 1}, "series": {"sum(quantity)": [0, 0, 1]}, }, ], } @freeze_time("2021-03-14T12:27:28.303Z") def test_staff_org_individual_category(self): staff_user = self.create_user(is_staff=True, is_superuser=True) self.login_as(user=staff_user, superuser=True) category_group_mapping = { "attachment": { "by": { "outcome": "rate_limited", "reason": "spike_protection", }, "totals": {"sum(quantity)": 1024}, "series": {"sum(quantity)": [0, 0, 1024]}, }, "error": { "by": {"outcome": "accepted", "reason": "none"}, "totals": {"sum(quantity)": 6}, "series": {"sum(quantity)": [0, 0, 6]}, }, "transaction": { "by": { "reason": "spike_protection", "outcome": "rate_limited", }, "totals": {"sum(quantity)": 1}, "series": {"sum(quantity)": [0, 0, 1]}, }, } # Test each category individually for category in ["attachment", "error", "transaction"]: response = self.do_request( { "category": category, "statsPeriod": "2d", "interval": "1d", "field": ["sum(quantity)"], "groupBy": ["outcome", "reason"], }, org=self.org, status_code=200, ) assert result_sorted(response.data) == { "start": "2021-03-12T00:00:00Z", "end": "2021-03-15T00:00:00Z", "intervals": [ "2021-03-12T00:00:00Z", "2021-03-13T00:00:00Z", "2021-03-14T00:00:00Z", ], "groups": [category_group_mapping[category]], } @freeze_time("2021-03-14T12:27:28.303Z") def test_org_multiple_fields(self): response = self.do_request( { "statsPeriod": "2d", "interval": "1d", "field": ["sum(quantity)", "sum(times_seen)"], "groupBy": ["category", "outcome", "reason"], }, org=self.org, status_code=200, ) assert result_sorted(response.data) == { "start": "2021-03-12T00:00:00Z", "end": "2021-03-15T00:00:00Z", "intervals": ["2021-03-12T00:00:00Z", "2021-03-13T00:00:00Z", "2021-03-14T00:00:00Z"], "groups": [ { "by": { "outcome": "rate_limited", "category": "attachment", "reason": "spike_protection", }, "totals": {"sum(quantity)": 1024, "sum(times_seen)": 1}, "series": {"sum(quantity)": [0, 0, 1024], "sum(times_seen)": [0, 0, 1]}, }, { "by": {"outcome": "accepted", "reason": "none", "category": "error"}, "totals": {"sum(quantity)": 6, "sum(times_seen)": 6}, "series": {"sum(quantity)": [0, 0, 6], "sum(times_seen)": [0, 0, 6]}, }, { "by": { "category": "transaction", "reason": "spike_protection", "outcome": "rate_limited", }, "totals": {"sum(quantity)": 1, "sum(times_seen)": 1}, "series": {"sum(quantity)": [0, 0, 1], "sum(times_seen)": [0, 0, 1]}, }, ], } @freeze_time("2021-03-14T12:27:28.303Z") def test_org_group_by_project(self): response = self.do_request( { "statsPeriod": "1d", "interval": "1d", "field": ["sum(times_seen)"], "groupBy": ["project"], "category": ["error", "transaction"], }, org=self.org, status_code=200, ) assert result_sorted(response.data) == { "start": "2021-03-13T00:00:00Z", "end": "2021-03-15T00:00:00Z", "groups": [ { "by": {"project": self.project.id}, "totals": {"sum(times_seen)": 6}, }, { "by": {"project": self.project2.id}, "totals": {"sum(times_seen)": 1}, }, ], } @freeze_time("2021-03-14T12:27:28.303Z") def test_org_project_totals_per_project(self): response_per_group = self.do_request( { "statsPeriod": "1d", "interval": "1h", "field": ["sum(times_seen)"], "groupBy": ["project"], "category": ["error", "transaction"], }, org=self.org, status_code=200, ) response_total = self.do_request( { "statsPeriod": "1d", "interval": "1h", "field": ["sum(times_seen)"], "category": ["error", "transaction"], }, org=self.org, status_code=200, ) per_group_total = 0 for total in response_per_group.data["groups"]: per_group_total += total["totals"]["sum(times_seen)"] assert response_per_group.status_code == 200, response_per_group.content assert response_total.status_code == 200, response_total.content assert response_total.data["groups"][0]["totals"]["sum(times_seen)"] == per_group_total @freeze_time("2021-03-14T12:27:28.303Z") def test_project_filter(self): response = self.do_request( { "project": self.project.id, "statsPeriod": "1d", "interval": "1d", "field": ["sum(quantity)"], "category": ["error", "transaction"], }, org=self.org, status_code=200, ) assert result_sorted(response.data) == { "start": "2021-03-13T00:00:00Z", "end": "2021-03-15T00:00:00Z", "intervals": ["2021-03-13T00:00:00Z", "2021-03-14T00:00:00Z"], "groups": [ {"by": {}, "totals": {"sum(quantity)": 6}, "series": {"sum(quantity)": [0, 6]}} ], } @freeze_time("2021-03-14T12:27:28.303Z") def test_staff_project_filter(self): staff_user = self.create_user(is_staff=True, is_superuser=True) self.login_as(user=staff_user, superuser=True) shared_query_params = { "field": "sum(quantity)", "groupBy": ["outcome", "reason"], "interval": "1d", "statsPeriod": "1d", } shared_data = { "start": "2021-03-13T00:00:00Z", "end": "2021-03-15T00:00:00Z", "intervals": ["2021-03-13T00:00:00Z", "2021-03-14T00:00:00Z"], } # Test error category response = self.do_request( { **shared_query_params, "category": "error", "project": self.project.id, }, org=self.org, status_code=200, ) assert result_sorted(response.data) == { **shared_data, "groups": [ { "by": {"outcome": "accepted", "reason": "none"}, "totals": {"sum(quantity)": 6}, "series": {"sum(quantity)": [0, 6]}, }, ], } # Test transaction category response = self.do_request( { **shared_query_params, "category": "transaction", "project": self.project2.id, }, org=self.org, status_code=200, ) assert result_sorted(response.data) == { **shared_data, "groups": [ { "by": {"outcome": "rate_limited", "reason": "spike_protection"}, "totals": {"sum(quantity)": 1}, "series": {"sum(quantity)": [0, 1]}, } ], } @freeze_time("2021-03-14T12:27:28.303Z") def test_reason_filter(self): response = self.do_request( { "statsPeriod": "1d", "interval": "1d", "field": ["sum(times_seen)"], "reason": ["spike_protection"], "groupBy": ["category"], }, org=self.org, status_code=200, ) assert result_sorted(response.data) == { "start": "2021-03-13T00:00:00Z", "end": "2021-03-15T00:00:00Z", "intervals": ["2021-03-13T00:00:00Z", "2021-03-14T00:00:00Z"], "groups": [ { "by": {"category": "attachment"}, "totals": {"sum(times_seen)": 1}, "series": {"sum(times_seen)": [0, 1]}, }, { "by": {"category": "transaction"}, "totals": {"sum(times_seen)": 1}, "series": {"sum(times_seen)": [0, 1]}, }, ], } @freeze_time("2021-03-14T12:27:28.303Z") def test_outcome_filter(self): response = self.do_request( { "statsPeriod": "1d", "interval": "1d", "field": ["sum(quantity)"], "outcome": "accepted", "category": ["error", "transaction"], }, org=self.org, status_code=200, ) assert result_sorted(response.data) == { "start": "2021-03-13T00:00:00Z", "end": "2021-03-15T00:00:00Z", "intervals": ["2021-03-13T00:00:00Z", "2021-03-14T00:00:00Z"], "groups": [ {"by": {}, "totals": {"sum(quantity)": 6}, "series": {"sum(quantity)": [0, 6]}} ], } @freeze_time("2021-03-14T12:27:28.303Z") def test_category_filter(self): response = self.do_request( { "statsPeriod": "1d", "interval": "1d", "field": ["sum(quantity)"], "category": "error", }, org=self.org, status_code=200, ) assert result_sorted(response.data) == { "start": "2021-03-13T00:00:00Z", "end": "2021-03-15T00:00:00Z", "intervals": ["2021-03-13T00:00:00Z", "2021-03-14T00:00:00Z"], "groups": [ {"by": {}, "totals": {"sum(quantity)": 6}, "series": {"sum(quantity)": [0, 6]}} ], } @freeze_time("2021-03-14T12:27:28.303Z") def test_minute_interval_sum_quantity(self): response = self.do_request( { "statsPeriod": "1h", "interval": "15m", "field": ["sum(quantity)"], "category": "error", }, org=self.org, status_code=200, ) assert result_sorted(response.data) == { "start": "2021-03-14T11:15:00Z", "end": "2021-03-14T12:30:00Z", "intervals": [ "2021-03-14T11:15:00Z", "2021-03-14T11:30:00Z", "2021-03-14T11:45:00Z", "2021-03-14T12:00:00Z", "2021-03-14T12:15:00Z", ], "groups": [ { "by": {}, "totals": {"sum(quantity)": 6}, "series": {"sum(quantity)": [6, 0, 0, 0, 0]}, } ], } @freeze_time("2021-03-14T12:27:28.303Z") def test_minute_interval_sum_times_seen(self): response = self.do_request( { "statsPeriod": "1h", "interval": "15m", "field": ["sum(times_seen)"], "category": "error", } ) assert response.status_code == 200, response.content assert result_sorted(response.data) == { "start": "2021-03-14T11:15:00Z", "end": "2021-03-14T12:30:00Z", "intervals": [ "2021-03-14T11:15:00Z", "2021-03-14T11:30:00Z", "2021-03-14T11:45:00Z", "2021-03-14T12:00:00Z", "2021-03-14T12:15:00Z", ], "groups": [ { "by": {}, "totals": {"sum(times_seen)": 6}, "series": {"sum(times_seen)": [6, 0, 0, 0, 0]}, } ], } def result_sorted(result): """sort the groups of the results array by the `by` object, ensuring a stable order""" def stable_dict(d): return tuple(sorted(d.items(), key=lambda t: t[0])) if "groups" in result: result["groups"].sort(key=lambda group: stable_dict(group["by"])) return result # TEST invalid parameter class OrganizationStatsMetricsTestV2(APITestCase, BaseMetricsLayerTestCase): endpoint = "sentry-api-0-organization-stats-v2" @property def now(self): return datetime(2021, 3, 14, 12, 27, 28, tzinfo=timezone.utc) def ts(self, dt: datetime) -> int: return int(dt.timestamp()) def do_request(self, query, user=None, org=None, status_code=200): self.login_as(user=user or self.user) org_slug = (org or self.organization).slug if status_code >= 400: return self.get_error_response(org_slug, **query, status_code=status_code) return self.get_success_response(org_slug, **query, status_code=status_code) def setUp(self): super().setUp() self.login_as(user=self.user) self.org = self.organization self.org.flags.allow_joinleave = False self.org.save() self.org2 = self.create_organization() self.org3 = self.create_organization() self.project = self.create_project( name="bar", teams=[self.create_team(organization=self.org, members=[self.user])] ) self.project2 = self.create_project( name="foo", teams=[self.create_team(organization=self.org, members=[self.user])] ) self.project3 = self.create_project(organization=self.org2) self.user2 = self.create_user(is_superuser=False) self.create_member(user=self.user2, organization=self.organization, role="member", teams=[]) self.create_member(user=self.user2, organization=self.org3, role="member", teams=[]) self.project4 = self.create_project( name="users2sproj", teams=[self.create_team(organization=self.org, members=[self.user2])], ) self.store_metric( org_id=self.org.id, project_id=self.project.id, type="counter", name="c:metric_stats/volume@none", timestamp=self.ts(self.now - timedelta(hours=1)), use_case_id=UseCaseID.METRIC_STATS, tags={"mri": "mri.foo", "outcome.id": str(Outcome.ACCEPTED)}, value=1, ) self.store_metric( org_id=self.org.id, project_id=self.project2.id, type="counter", name="c:metric_stats/volume@none", timestamp=self.ts(self.now - timedelta(hours=1)), use_case_id=UseCaseID.METRIC_STATS, tags={"mri": "mri.foo", "outcome.id": str(Outcome.ACCEPTED)}, value=1, ) self.store_metric( org_id=self.org.id, project_id=self.project2.id, type="counter", name="c:metric_stats/volume@none", timestamp=self.ts(self.now - timedelta(hours=1)), use_case_id=UseCaseID.METRIC_STATS, tags={"mri": "mri.bar", "outcome.id": str(Outcome.FILTERED)}, value=1, ) @freeze_time("2021-03-14T12:27:28.303Z") @with_feature("organizations:metrics-stats") def test_metrics_category(self): response = self.do_request( { "project": [-1], "category": ["metrics"], "statsPeriod": "1d", "interval": "1d", "field": ["sum(quantity)"], }, status_code=200, ) assert result_sorted(response.data) == { "intervals": ["2021-03-13T00:00:00Z", "2021-03-14T00:00:00Z"], "groups": [ {"by": {}, "series": {"sum(quantity)": [0, 3]}, "totals": {"sum(quantity)": 3}} ], "start": "2021-03-13T00:00:00Z", "end": "2021-03-15T00:00:00Z", } @freeze_time("2021-03-14T12:27:28.303Z") @with_feature("organizations:metrics-stats") def test_metrics_group_by_project(self): response = self.do_request( { "project": [-1], "category": ["metrics"], "groupBy": ["project"], "statsPeriod": "1d", "interval": "1d", "field": ["sum(quantity)"], }, status_code=200, ) assert result_sorted(response.data) == { "intervals": ["2021-03-13T00:00:00Z", "2021-03-14T00:00:00Z"], "groups": [ { "by": {"project": self.project.id}, "series": {"sum(quantity)": [0, 1]}, "totals": {"sum(quantity)": 1}, }, { "by": {"project": self.project2.id}, "series": {"sum(quantity)": [0, 2]}, "totals": {"sum(quantity)": 2}, }, ], "start": "2021-03-13T00:00:00Z", "end": "2021-03-15T00:00:00Z", } @freeze_time("2021-03-14T12:27:28.303Z") @with_feature("organizations:metrics-stats") def test_metrics_multiple_group_by(self): response = self.do_request( { "project": [-1], "category": ["metrics"], "groupBy": ["project", "outcome"], "statsPeriod": "1d", "interval": "1d", "field": ["sum(quantity)"], }, status_code=200, ) assert result_sorted(response.data) == { "end": "2021-03-15T00:00:00Z", "groups": [ { "by": {"outcome": "accepted", "project": self.project.id}, "series": {"sum(quantity)": [0, 1]}, "totals": {"sum(quantity)": 1}, }, { "by": {"outcome": "accepted", "project": self.project2.id}, "series": {"sum(quantity)": [0, 1]}, "totals": {"sum(quantity)": 1}, }, { "by": {"outcome": "filtered", "project": self.project2.id}, "series": {"sum(quantity)": [0, 1]}, "totals": {"sum(quantity)": 1}, }, ], "intervals": ["2021-03-13T00:00:00Z", "2021-03-14T00:00:00Z"], "start": "2021-03-13T00:00:00Z", }