package integration import ( "context" "strings" "testing" "time" dto "github.com/prometheus/client_model/go" "github.com/prometheus/common/expfmt" "github.com/stretchr/testify/assert" "github.com/stretchr/testify/require" "google.golang.org/protobuf/proto" "github.com/grafana/loki/integration/client" "github.com/grafana/loki/integration/cluster" "github.com/grafana/loki/pkg/storage" "github.com/grafana/loki/pkg/util/querylimits" ) func TestMicroServicesIngestQuery(t *testing.T) { clu := cluster.New(nil) defer func() { assert.NoError(t, clu.Cleanup()) }() // run initially the compactor, indexgateway, and distributor. var ( tCompactor = clu.AddComponent( "compactor", "-target=compactor", "-boltdb.shipper.compactor.compaction-interval=1s", "-boltdb.shipper.compactor.retention-delete-delay=1s", // By default, a minute is added to the delete request start time. This compensates for that. "-boltdb.shipper.compactor.delete-request-cancel-period=-60s", "-compactor.deletion-mode=filter-and-delete", ) tIndexGateway = clu.AddComponent( "index-gateway", "-target=index-gateway", ) tDistributor = clu.AddComponent( "distributor", "-target=distributor", ) ) require.NoError(t, clu.Run()) // then, run only the ingester and query scheduler. var ( tIngester = clu.AddComponent( "ingester", "-target=ingester", "-boltdb.shipper.index-gateway-client.server-address="+tIndexGateway.GRPCURL(), ) tQueryScheduler = clu.AddComponent( "query-scheduler", "-target=query-scheduler", "-query-scheduler.use-scheduler-ring=false", "-boltdb.shipper.index-gateway-client.server-address="+tIndexGateway.GRPCURL(), ) ) require.NoError(t, clu.Run()) // finally, run the query-frontend and querier. var ( tQueryFrontend = clu.AddComponent( "query-frontend", "-target=query-frontend", "-frontend.scheduler-address="+tQueryScheduler.GRPCURL(), "-boltdb.shipper.index-gateway-client.server-address="+tIndexGateway.GRPCURL(), "-common.compactor-address="+tCompactor.HTTPURL(), "-querier.per-request-limits-enabled=true", "-frontend.required-query-response-format=protobuf", ) _ = clu.AddComponent( "querier", "-target=querier", "-querier.scheduler-address="+tQueryScheduler.GRPCURL(), "-boltdb.shipper.index-gateway-client.server-address="+tIndexGateway.GRPCURL(), "-common.compactor-address="+tCompactor.HTTPURL(), ) ) require.NoError(t, clu.Run()) tenantID := randStringRunes() now := time.Now() cliDistributor := client.New(tenantID, "", tDistributor.HTTPURL()) cliDistributor.Now = now cliIngester := client.New(tenantID, "", tIngester.HTTPURL()) cliIngester.Now = now cliQueryFrontend := client.New(tenantID, "", tQueryFrontend.HTTPURL()) cliQueryFrontend.Now = now t.Run("ingest-logs", func(t *testing.T) { // ingest some log lines require.NoError(t, cliDistributor.PushLogLineWithTimestamp("lineA", now.Add(-45*time.Minute), map[string]string{"job": "fake"})) require.NoError(t, cliDistributor.PushLogLineWithTimestamp("lineB", now.Add(-45*time.Minute), map[string]string{"job": "fake"})) require.NoError(t, cliDistributor.PushLogLine("lineC", map[string]string{"job": "fake"})) require.NoError(t, cliDistributor.PushLogLine("lineD", map[string]string{"job": "fake"})) }) t.Run("query", func(t *testing.T) { resp, err := cliQueryFrontend.RunRangeQuery(context.Background(), `{job="fake"}`) require.NoError(t, err) assert.Equal(t, "streams", resp.Data.ResultType) var lines []string for _, stream := range resp.Data.Stream { for _, val := range stream.Values { lines = append(lines, val[1]) } } assert.ElementsMatch(t, []string{"lineA", "lineB", "lineC", "lineD"}, lines) }) t.Run("label-names", func(t *testing.T) { resp, err := cliQueryFrontend.LabelNames(context.Background()) require.NoError(t, err) assert.ElementsMatch(t, []string{"job"}, resp) }) t.Run("label-values", func(t *testing.T) { resp, err := cliQueryFrontend.LabelValues(context.Background(), "job") require.NoError(t, err) assert.ElementsMatch(t, []string{"fake"}, resp) }) t.Run("per-request-limits", func(t *testing.T) { queryLimitsPolicy := client.InjectHeadersOption(map[string][]string{querylimits.HTTPHeaderQueryLimitsKey: {`{"maxQueryLength": "1m"}`}}) cliQueryFrontendLimited := client.New(tenantID, "", tQueryFrontend.HTTPURL(), queryLimitsPolicy) cliQueryFrontendLimited.Now = now _, err := cliQueryFrontendLimited.LabelNames(context.Background()) require.ErrorContains(t, err, "the query time range exceeds the limit (query length") }) } func TestMicroServicesIngestQueryWithSchemaChange(t *testing.T) { // init the cluster with a single tsdb period. Uses prefix index_tsdb_ clu := cluster.New(nil, cluster.SchemaWithTSDB) defer func() { assert.NoError(t, clu.Cleanup()) }() // initially, run only compactor and distributor. var ( tCompactor = clu.AddComponent( "compactor", "-target=compactor", "-boltdb.shipper.compactor.compaction-interval=1s", ) tDistributor = clu.AddComponent( "distributor", "-target=distributor", ) ) require.NoError(t, clu.Run()) // then, run only ingester and query-scheduler. var ( tIngester = clu.AddComponent( "ingester", "-target=ingester", "-ingester.flush-on-shutdown=true", ) tQueryScheduler = clu.AddComponent( "query-scheduler", "-target=query-scheduler", "-query-scheduler.use-scheduler-ring=false", ) ) require.NoError(t, clu.Run()) // finally, run the query-frontend and querier. var ( tQueryFrontend = clu.AddComponent( "query-frontend", "-target=query-frontend", "-frontend.scheduler-address="+tQueryScheduler.GRPCURL(), "-frontend.default-validity=0s", "-common.compactor-address="+tCompactor.HTTPURL(), ) tQuerier = clu.AddComponent( "querier", "-target=querier", "-querier.scheduler-address="+tQueryScheduler.GRPCURL(), "-common.compactor-address="+tCompactor.HTTPURL(), ) ) require.NoError(t, clu.Run()) tenantID := randStringRunes() now := time.Now() cliDistributor := client.New(tenantID, "", tDistributor.HTTPURL()) cliDistributor.Now = now cliIngester := client.New(tenantID, "", tIngester.HTTPURL()) cliIngester.Now = now cliQueryFrontend := client.New(tenantID, "", tQueryFrontend.HTTPURL()) cliQueryFrontend.Now = now t.Run("ingest-logs", func(t *testing.T) { require.NoError(t, cliDistributor.PushLogLineWithTimestamp("lineA", time.Now().Add(-72*time.Hour), map[string]string{"job": "fake"})) require.NoError(t, cliDistributor.PushLogLineWithTimestamp("lineB", time.Now().Add(-48*time.Hour), map[string]string{"job": "fake"})) }) t.Run("query-lookback-default", func(t *testing.T) { // queries ingesters with the default lookback period (3h) resp, err := cliQueryFrontend.RunRangeQuery(context.Background(), `{job="fake"}`) require.NoError(t, err) assert.Equal(t, "streams", resp.Data.ResultType) var lines []string for _, stream := range resp.Data.Stream { for _, val := range stream.Values { lines = append(lines, val[1]) } } assert.ElementsMatch(t, []string{}, lines) }) t.Run("query-lookback-7d", func(t *testing.T) { tQuerier.AddFlags("-querier.query-ingesters-within=168h") require.NoError(t, tQuerier.Restart()) resp, err := cliQueryFrontend.RunRangeQuery(context.Background(), `{job="fake"}`) require.NoError(t, err) assert.Equal(t, "streams", resp.Data.ResultType) var lines []string for _, stream := range resp.Data.Stream { for _, val := range stream.Values { lines = append(lines, val[1]) } } assert.ElementsMatch(t, []string{"lineA", "lineB"}, lines) tQuerier.AddFlags("-querier.query-ingesters-within=3h") require.NoError(t, tQuerier.Restart()) }) t.Run("flush-logs-and-restart-ingester-querier", func(t *testing.T) { // restart ingester which should flush the chunks and index require.NoError(t, tIngester.Restart()) // restart querier and index shipper to sync the index tQuerier.AddFlags("-querier.query-store-only=true") require.NoError(t, tQuerier.Restart()) }) // Query lines t.Run("query again to verify logs being served from storage", func(t *testing.T) { resp, err := cliQueryFrontend.RunRangeQuery(context.Background(), `{job="fake"}`) require.NoError(t, err) assert.Equal(t, "streams", resp.Data.ResultType) var lines []string for _, stream := range resp.Data.Stream { for _, val := range stream.Values { lines = append(lines, val[1]) } } assert.ElementsMatch(t, []string{"lineA", "lineB"}, lines) tQuerier.AddFlags("-querier.query-store-only=false") require.NoError(t, tQuerier.Restart()) }) // Add new tsdb period with a different index prefix(index_) clu.ResetSchemaConfig() cluster.SchemaWithTSDBAndTSDB(clu) // restart to load the new schema require.NoError(t, tIngester.Restart()) require.NoError(t, tQuerier.Restart()) t.Run("ingest-logs-new-period", func(t *testing.T) { // ingest logs to the new period require.NoError(t, cliDistributor.PushLogLine("lineC", map[string]string{"job": "fake"})) require.NoError(t, cliDistributor.PushLogLine("lineD", map[string]string{"job": "fake"})) }) t.Run("query-both-periods-with-default-lookback", func(t *testing.T) { // queries with the default lookback period (3h) resp, err := cliQueryFrontend.RunRangeQuery(context.Background(), `{job="fake"}`) require.NoError(t, err) assert.Equal(t, "streams", resp.Data.ResultType) var lines []string for _, stream := range resp.Data.Stream { for _, val := range stream.Values { lines = append(lines, val[1]) } } assert.ElementsMatch(t, []string{"lineA", "lineB", "lineC", "lineD"}, lines) }) t.Run("flush-logs-and-restart-ingester-querier", func(t *testing.T) { // restart ingester which should flush the chunks and index require.NoError(t, tIngester.Restart()) // restart querier and index shipper to sync the index tQuerier.AddFlags("-querier.query-store-only=true") require.NoError(t, tQuerier.Restart()) }) // Query lines t.Run("query both periods to verify logs being served from storage", func(t *testing.T) { resp, err := cliQueryFrontend.RunRangeQuery(context.Background(), `{job="fake"}`) require.NoError(t, err) assert.Equal(t, "streams", resp.Data.ResultType) var lines []string for _, stream := range resp.Data.Stream { for _, val := range stream.Values { lines = append(lines, val[1]) } } assert.ElementsMatch(t, []string{"lineA", "lineB", "lineC", "lineD"}, lines) }) } func TestMicroServicesIngestQueryOverMultipleBucketSingleProvider(t *testing.T) { for name, opt := range map[string]func(c *cluster.Cluster){ "boltdb-index": cluster.SchemaWithBoltDBAndBoltDB, "tsdb-index": cluster.SchemaWithTSDBAndTSDB, "boltdb-and-tsdb": cluster.SchemaWithBoltDBAndTSDB, } { t.Run(name, func(t *testing.T) { storage.ResetBoltDBIndexClientsWithShipper() clu := cluster.New(nil, opt) defer func() { storage.ResetBoltDBIndexClientsWithShipper() assert.NoError(t, clu.Cleanup()) }() // initially, run only compactor and distributor. var ( tCompactor = clu.AddComponent( "compactor", "-target=compactor", "-boltdb.shipper.compactor.compaction-interval=1s", ) tDistributor = clu.AddComponent( "distributor", "-target=distributor", ) ) require.NoError(t, clu.Run()) // then, run only ingester and query-scheduler. var ( tIngester = clu.AddComponent( "ingester", "-target=ingester", "-ingester.flush-on-shutdown=true", ) tQueryScheduler = clu.AddComponent( "query-scheduler", "-target=query-scheduler", "-query-scheduler.use-scheduler-ring=false", ) ) require.NoError(t, clu.Run()) // finally, run the query-frontend and querier. var ( tQueryFrontend = clu.AddComponent( "query-frontend", "-target=query-frontend", "-frontend.scheduler-address="+tQueryScheduler.GRPCURL(), "-frontend.default-validity=0s", "-common.compactor-address="+tCompactor.HTTPURL(), ) tQuerier = clu.AddComponent( "querier", "-target=querier", "-querier.scheduler-address="+tQueryScheduler.GRPCURL(), "-common.compactor-address="+tCompactor.HTTPURL(), ) ) require.NoError(t, clu.Run()) tenantID := randStringRunes() now := time.Now() cliDistributor := client.New(tenantID, "", tDistributor.HTTPURL()) cliDistributor.Now = now cliIngester := client.New(tenantID, "", tIngester.HTTPURL()) cliIngester.Now = now cliQueryFrontend := client.New(tenantID, "", tQueryFrontend.HTTPURL()) cliQueryFrontend.Now = now t.Run("ingest-logs", func(t *testing.T) { require.NoError(t, cliDistributor.PushLogLineWithTimestampAndStructuredMetadata("lineA", time.Now().Add(-48*time.Hour), map[string]string{"traceID": "123"}, map[string]string{"job": "fake"})) require.NoError(t, cliDistributor.PushLogLineWithTimestampAndStructuredMetadata("lineB", time.Now().Add(-36*time.Hour), map[string]string{"traceID": "456"}, map[string]string{"job": "fake"})) // ingest logs to the current period require.NoError(t, cliDistributor.PushLogLineWithStructuredMetadata("lineC", map[string]string{"traceID": "789"}, map[string]string{"job": "fake"})) require.NoError(t, cliDistributor.PushLogLineWithStructuredMetadata("lineD", map[string]string{"traceID": "123"}, map[string]string{"job": "fake"})) }) t.Run("query-lookback-default", func(t *testing.T) { // queries ingesters with the default lookback period (3h) resp, err := cliQueryFrontend.RunRangeQuery(context.Background(), `{job="fake"}`) require.NoError(t, err) assert.Equal(t, "streams", resp.Data.ResultType) var lines []string for _, stream := range resp.Data.Stream { for _, val := range stream.Values { lines = append(lines, val[1]) } } assert.ElementsMatch(t, []string{"lineC", "lineD"}, lines) }) t.Run("flush-logs-and-restart-ingester-querier", func(t *testing.T) { // restart ingester which should flush the chunks and index require.NoError(t, tIngester.Restart()) // restart querier and index shipper to sync the index storage.ResetBoltDBIndexClientsWithShipper() tQuerier.AddFlags("-querier.query-store-only=true") require.NoError(t, tQuerier.Restart()) }) // Query lines t.Run("query again to verify logs being served from storage", func(t *testing.T) { resp, err := cliQueryFrontend.RunRangeQuery(context.Background(), `{job="fake"}`) require.NoError(t, err) assert.Equal(t, "streams", resp.Data.ResultType) var lines []string for _, stream := range resp.Data.Stream { for _, val := range stream.Values { lines = append(lines, val[1]) } } assert.ElementsMatch(t, []string{"lineA", "lineB", "lineC", "lineD"}, lines) }) }) } } func TestSchedulerRing(t *testing.T) { clu := cluster.New(nil) defer func() { assert.NoError(t, clu.Cleanup()) }() // run initially the compactor, indexgateway, and distributor. var ( tCompactor = clu.AddComponent( "compactor", "-target=compactor", "-boltdb.shipper.compactor.compaction-interval=1s", "-boltdb.shipper.compactor.retention-delete-delay=1s", // By default, a minute is added to the delete request start time. This compensates for that. "-boltdb.shipper.compactor.delete-request-cancel-period=-60s", "-compactor.deletion-mode=filter-and-delete", ) tIndexGateway = clu.AddComponent( "index-gateway", "-target=index-gateway", ) tDistributor = clu.AddComponent( "distributor", "-target=distributor", ) ) require.NoError(t, clu.Run()) // then, run only the ingester and query scheduler. var ( tIngester = clu.AddComponent( "ingester", "-target=ingester", "-boltdb.shipper.index-gateway-client.server-address="+tIndexGateway.GRPCURL(), ) tQueryScheduler = clu.AddComponent( "query-scheduler", "-target=query-scheduler", "-boltdb.shipper.index-gateway-client.server-address="+tIndexGateway.GRPCURL(), "-query-scheduler.use-scheduler-ring=true", ) ) require.NoError(t, clu.Run()) // finally, run the query-frontend and querier. var ( tQueryFrontend = clu.AddComponent( "query-frontend", "-target=query-frontend", "-boltdb.shipper.index-gateway-client.server-address="+tIndexGateway.GRPCURL(), "-common.compactor-address="+tCompactor.HTTPURL(), "-querier.per-request-limits-enabled=true", "-query-scheduler.use-scheduler-ring=true", "-frontend.scheduler-worker-concurrency=5", ) _ = clu.AddComponent( "querier", "-target=querier", "-boltdb.shipper.index-gateway-client.server-address="+tIndexGateway.GRPCURL(), "-common.compactor-address="+tCompactor.HTTPURL(), "-query-scheduler.use-scheduler-ring=true", "-querier.max-concurrent=4", ) ) require.NoError(t, clu.Run()) tenantID := randStringRunes() now := time.Now() cliDistributor := client.New(tenantID, "", tDistributor.HTTPURL()) cliDistributor.Now = now cliIngester := client.New(tenantID, "", tIngester.HTTPURL()) cliIngester.Now = now cliQueryFrontend := client.New(tenantID, "", tQueryFrontend.HTTPURL()) cliQueryFrontend.Now = now cliQueryScheduler := client.New(tenantID, "", tQueryScheduler.HTTPURL()) cliQueryScheduler.Now = now t.Run("verify-scheduler-connections", func(t *testing.T) { require.Eventually(t, func() bool { // Check metrics to see if query scheduler is connected with query-frontend metrics, err := cliQueryScheduler.Metrics() require.NoError(t, err) return getMetricValue(t, "cortex_query_scheduler_connected_frontend_clients", metrics) == 5 }, 5*time.Second, 500*time.Millisecond) require.Eventually(t, func() bool { // Check metrics to see if query scheduler is connected with query-frontend metrics, err := cliQueryScheduler.Metrics() require.NoError(t, err) return getMetricValue(t, "cortex_query_scheduler_connected_querier_clients", metrics) == 4 }, 5*time.Second, 500*time.Millisecond) }) t.Run("ingest-logs", func(t *testing.T) { // ingest some log lines require.NoError(t, cliDistributor.PushLogLineWithTimestamp("lineA", now.Add(-45*time.Minute), map[string]string{"job": "fake"})) require.NoError(t, cliDistributor.PushLogLineWithTimestamp("lineB", now.Add(-45*time.Minute), map[string]string{"job": "fake"})) require.NoError(t, cliDistributor.PushLogLine("lineC", map[string]string{"job": "fake"})) require.NoError(t, cliDistributor.PushLogLine("lineD", map[string]string{"job": "fake"})) }) t.Run("query", func(t *testing.T) { resp, err := cliQueryFrontend.RunRangeQuery(context.Background(), `{job="fake"}`) require.NoError(t, err) assert.Equal(t, "streams", resp.Data.ResultType) var lines []string for _, stream := range resp.Data.Stream { for _, val := range stream.Values { lines = append(lines, val[1]) } } assert.ElementsMatch(t, []string{"lineA", "lineB", "lineC", "lineD"}, lines) }) } func TestQueryTSDB_WithCachedPostings(t *testing.T) { clu := cluster.New(nil, cluster.SchemaWithTSDB) defer func() { assert.NoError(t, clu.Cleanup()) }() var ( tDistributor = clu.AddComponent( "distributor", "-target=distributor", ) tIndexGateway = clu.AddComponent( "index-gateway", "-target=index-gateway", "-tsdb.enable-postings-cache=true", "-store.index-cache-read.embedded-cache.enabled=true", ) ) require.NoError(t, clu.Run()) var ( tIngester = clu.AddComponent( "ingester", "-target=ingester", "-ingester.flush-on-shutdown=true", "-tsdb.shipper.index-gateway-client.server-address="+tIndexGateway.GRPCURL(), ) tQueryScheduler = clu.AddComponent( "query-scheduler", "-target=query-scheduler", "-query-scheduler.use-scheduler-ring=false", "-tsdb.shipper.index-gateway-client.server-address="+tIndexGateway.GRPCURL(), ) tCompactor = clu.AddComponent( "compactor", "-target=compactor", "-boltdb.shipper.compactor.compaction-interval=1s", "-tsdb.shipper.index-gateway-client.server-address="+tIndexGateway.GRPCURL(), ) ) require.NoError(t, clu.Run()) // finally, run the query-frontend and querier. var ( tQueryFrontend = clu.AddComponent( "query-frontend", "-target=query-frontend", "-frontend.scheduler-address="+tQueryScheduler.GRPCURL(), "-frontend.default-validity=0s", "-common.compactor-address="+tCompactor.HTTPURL(), "-tsdb.shipper.index-gateway-client.server-address="+tIndexGateway.GRPCURL(), ) _ = clu.AddComponent( "querier", "-target=querier", "-querier.scheduler-address="+tQueryScheduler.GRPCURL(), "-common.compactor-address="+tCompactor.HTTPURL(), "-tsdb.shipper.index-gateway-client.server-address="+tIndexGateway.GRPCURL(), ) ) require.NoError(t, clu.Run()) tenantID := randStringRunes() now := time.Now() cliDistributor := client.New(tenantID, "", tDistributor.HTTPURL()) cliDistributor.Now = now cliIngester := client.New(tenantID, "", tIngester.HTTPURL()) cliIngester.Now = now cliQueryFrontend := client.New(tenantID, "", tQueryFrontend.HTTPURL()) cliQueryFrontend.Now = now cliIndexGateway := client.New(tenantID, "", tIndexGateway.HTTPURL()) cliIndexGateway.Now = now // initial cache state. igwMetrics, err := cliIndexGateway.Metrics() require.NoError(t, err) assertCacheState(t, igwMetrics, &expectedCacheState{ cacheName: "store.index-cache-read.embedded-cache", misses: 0, added: 0, }) t.Run("ingest-logs", func(t *testing.T) { require.NoError(t, cliDistributor.PushLogLineWithTimestamp("lineA", time.Now().Add(-72*time.Hour), map[string]string{"job": "fake"})) require.NoError(t, cliDistributor.PushLogLineWithTimestamp("lineB", time.Now().Add(-48*time.Hour), map[string]string{"job": "fake"})) }) // restart ingester which should flush the chunks and index require.NoError(t, tIngester.Restart()) // Query lines t.Run("query to verify logs being served from storage", func(t *testing.T) { resp, err := cliQueryFrontend.RunRangeQuery(context.Background(), `{job="fake"}`) require.NoError(t, err) assert.Equal(t, "streams", resp.Data.ResultType) var lines []string for _, stream := range resp.Data.Stream { for _, val := range stream.Values { lines = append(lines, val[1]) } } assert.ElementsMatch(t, []string{"lineA", "lineB"}, lines) }) igwMetrics, err = cliIndexGateway.Metrics() require.NoError(t, err) assertCacheState(t, igwMetrics, &expectedCacheState{ cacheName: "store.index-cache-read.embedded-cache", misses: 1, added: 1, }) // ingest logs with ts=now. require.NoError(t, cliDistributor.PushLogLine("lineC", map[string]string{"job": "fake"})) require.NoError(t, cliDistributor.PushLogLine("lineD", map[string]string{"job": "fake"})) // default length is 7 days. resp, err := cliQueryFrontend.RunRangeQuery(context.Background(), `{job="fake"}`) require.NoError(t, err) assert.Equal(t, "streams", resp.Data.ResultType) var lines []string for _, stream := range resp.Data.Stream { for _, val := range stream.Values { lines = append(lines, val[1]) } } // expect lines from both, ingesters memory and from the store. assert.ElementsMatch(t, []string{"lineA", "lineB", "lineC", "lineD"}, lines) } func getValueFromMF(mf *dto.MetricFamily, lbs []*dto.LabelPair) float64 { for _, m := range mf.Metric { if !assert.ObjectsAreEqualValues(lbs, m.GetLabel()) { continue } return m.Counter.GetValue() } return 0 } func assertCacheState(t *testing.T, metrics string, e *expectedCacheState) { var parser expfmt.TextParser mfs, err := parser.TextToMetricFamilies(strings.NewReader(metrics)) require.NoError(t, err) lbs := []*dto.LabelPair{ { Name: proto.String("cache"), Value: proto.String(e.cacheName), }, } mf, found := mfs["loki_embeddedcache_added_new_total"] require.True(t, found) require.Equal(t, e.added, getValueFromMF(mf, lbs)) lbs = []*dto.LabelPair{ { Name: proto.String("name"), Value: proto.String(e.cacheName), }, } gets, found := mfs["loki_cache_fetched_keys"] require.True(t, found) hits, found := mfs["loki_cache_hits"] require.True(t, found) require.Equal(t, e.misses, getValueFromMF(gets, lbs)-getValueFromMF(hits, lbs)) } type expectedCacheState struct { cacheName string misses float64 added float64 }