// Licensed to the LF AI & Data foundation under one // or more contributor license agreements. See the NOTICE file // distributed with this work for additional information // regarding copyright ownership. The ASF licenses this file // to you under the Apache License, Version 2.0 (the // "License"); you may not use this file except in compliance // with the License. You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. package rootcoord import ( "context" "fmt" "sync" "time" "go.uber.org/zap" "golang.org/x/sync/errgroup" "github.com/milvus-io/milvus/api/commonpb" "github.com/milvus-io/milvus/internal/log" "github.com/milvus-io/milvus/internal/proto/internalpb" "github.com/milvus-io/milvus/internal/proto/proxypb" "github.com/milvus-io/milvus/internal/tso" "github.com/milvus-io/milvus/internal/types" "github.com/milvus-io/milvus/internal/util/metricsinfo" "github.com/milvus-io/milvus/internal/util/ratelimitutil" "github.com/milvus-io/milvus/internal/util/tsoutil" "github.com/milvus-io/milvus/internal/util/typeutil" ) const ( GetMetricsTimeout = 10 * time.Second SetRatesTimeout = 10 * time.Second ) type ForceDenyTriggerReason string const ( ManualForceDeny ForceDenyTriggerReason = "ManualForceDeny" MemoryExhausted ForceDenyTriggerReason = "MemoryExhausted" TimeTickLongDelay ForceDenyTriggerReason = "TimeTickLongDelay" ) type RateAllocateStrategy int32 const ( Average RateAllocateStrategy = 0 ByRateWeight RateAllocateStrategy = 1 ) var DefaultRateAllocateStrategy = Average const Inf = ratelimitutil.Inf type Limit = ratelimitutil.Limit // QuotaCenter manages the quota and limitations of the whole cluster, // it receives metrics info from DataNodes, QueryNodes and Proxies, and // notifies Proxies to limit rate of requests from clients or reject // all requests when the cluster met resources issues. // Limitations: // 1. DML throughput limitation; // 2. DDL, DQL qps/rps limitation; // Protections: // 1. TT protection -> dqlRate = maxDQLRate * (maxDelay - ttDelay) / maxDelay // 2. Memory protection -> dmlRate = maxDMLRate * (highMem - curMem) / (highMem - lowMem) // 3. DQL Queue length protection -> dqlRate = curDQLRate * CoolOffSpeed // 4. DQL queue latency protection -> dqlRate = curDQLRate * CoolOffSpeed // If necessary, user can also manually force to deny RW requests. type QuotaCenter struct { // clients proxies *proxyClientManager queryCoord types.QueryCoord dataCoord types.DataCoord // metrics queryNodeMetrics []*metricsinfo.QueryNodeQuotaMetrics dataNodeMetrics []*metricsinfo.DataNodeQuotaMetrics proxyMetrics []*metricsinfo.ProxyQuotaMetrics currentRates map[internalpb.RateType]Limit tsoAllocator tso.Allocator rateAllocateStrategy RateAllocateStrategy stopOnce sync.Once stopChan chan struct{} } // NewQuotaCenter returns a new QuotaCenter. func NewQuotaCenter(proxies *proxyClientManager, queryCoord types.QueryCoord, dataCoord types.DataCoord, tsoAllocator tso.Allocator) *QuotaCenter { return &QuotaCenter{ proxies: proxies, queryCoord: queryCoord, dataCoord: dataCoord, currentRates: make(map[internalpb.RateType]Limit), tsoAllocator: tsoAllocator, rateAllocateStrategy: DefaultRateAllocateStrategy, stopChan: make(chan struct{}), } } // run starts the service of QuotaCenter. func (q *QuotaCenter) run() { log.Info("Start QuotaCenter", zap.Float64("collectInterval/s", Params.QuotaConfig.QuotaCenterCollectInterval)) ticker := time.NewTicker(time.Duration(Params.QuotaConfig.QuotaCenterCollectInterval * float64(time.Second))) defer ticker.Stop() for { select { case <-q.stopChan: log.Info("QuotaCenter exit") return case <-ticker.C: err := q.syncMetrics() if err != nil { log.Error("quotaCenter sync metrics failed", zap.Error(err)) break } err = q.calculateRates() if err != nil { log.Error("quotaCenter calculate rates failed", zap.Error(err)) break } err = q.setRates() if err != nil { log.Error("quotaCenter setRates failed", zap.Error(err)) } } } } // stop would stop the service of QuotaCenter. func (q *QuotaCenter) stop() { q.stopOnce.Do(func() { q.stopChan <- struct{}{} }) } // clearMetrics removes all metrics stored in QuotaCenter. func (q *QuotaCenter) clearMetrics() { q.dataNodeMetrics = make([]*metricsinfo.DataNodeQuotaMetrics, 0) q.queryNodeMetrics = make([]*metricsinfo.QueryNodeQuotaMetrics, 0) q.proxyMetrics = make([]*metricsinfo.ProxyQuotaMetrics, 0) } // syncMetrics sends GetMetrics requests to DataCoord and QueryCoord to sync the metrics in DataNodes and QueryNodes. func (q *QuotaCenter) syncMetrics() error { q.clearMetrics() ctx, cancel := context.WithTimeout(context.Background(), GetMetricsTimeout) defer cancel() group := &errgroup.Group{} req, err := metricsinfo.ConstructRequestByMetricType(metricsinfo.SystemInfoMetrics) if err != nil { return err } // get Query cluster metrics group.Go(func() error { rsp, err := q.queryCoord.GetMetrics(ctx, req) if err != nil { return err } if rsp.GetStatus().GetErrorCode() != commonpb.ErrorCode_Success { return fmt.Errorf("quotaCenter get Query cluster failed, err = %s", rsp.GetStatus().GetReason()) } queryCoordTopology := &metricsinfo.QueryCoordTopology{} err = metricsinfo.UnmarshalTopology(rsp.GetResponse(), queryCoordTopology) if err != nil { return err } for _, queryNodeMetric := range queryCoordTopology.Cluster.ConnectedNodes { if queryNodeMetric.QuotaMetrics != nil { q.queryNodeMetrics = append(q.queryNodeMetrics, queryNodeMetric.QuotaMetrics) } } return nil }) // get Data cluster metrics group.Go(func() error { rsp, err := q.dataCoord.GetMetrics(ctx, req) if err != nil { return err } if rsp.GetStatus().GetErrorCode() != commonpb.ErrorCode_Success { return fmt.Errorf("quotaCenter get Data cluster failed, err = %s", rsp.GetStatus().GetReason()) } dataCoordTopology := &metricsinfo.DataCoordTopology{} err = metricsinfo.UnmarshalTopology(rsp.GetResponse(), dataCoordTopology) if err != nil { return err } for _, dataNodeMetric := range dataCoordTopology.Cluster.ConnectedNodes { if dataNodeMetric.QuotaMetrics != nil { q.dataNodeMetrics = append(q.dataNodeMetrics, dataNodeMetric.QuotaMetrics) } } return nil }) // get Proxies metrics group.Go(func() error { // TODO: get more proxy metrics info rsps, err := q.proxies.GetProxyMetrics(ctx) if err != nil { return err } for _, rsp := range rsps { proxyMetric := &metricsinfo.ProxyInfos{} err = metricsinfo.UnmarshalComponentInfos(rsp.GetResponse(), proxyMetric) if err != nil { return err } if proxyMetric.QuotaMetrics != nil { q.proxyMetrics = append(q.proxyMetrics, proxyMetric.QuotaMetrics) } } return nil }) err = group.Wait() if err != nil { return err } log.Debug("QuotaCenter sync metrics done", zap.Any("dataNodeMetrics", q.dataNodeMetrics), zap.Any("queryNodeMetrics", q.queryNodeMetrics), zap.Any("proxyMetrics", q.proxyMetrics)) return nil } // forceDenyWriting sets dml rates to 0 to reject all dml requests. func (q *QuotaCenter) forceDenyWriting(reason ForceDenyTriggerReason) { q.currentRates[internalpb.RateType_DMLInsert] = 0 q.currentRates[internalpb.RateType_DMLDelete] = 0 log.Warn("QuotaCenter force to deny writing", zap.String("reason", string(reason))) } // forceDenyWriting sets dql rates to 0 to reject all dql requests. func (q *QuotaCenter) forceDenyReading(reason ForceDenyTriggerReason) { q.currentRates[internalpb.RateType_DQLSearch] = 0 q.currentRates[internalpb.RateType_DQLQuery] = 0 log.Warn("QuotaCenter force to deny reading", zap.String("reason", string(reason))) } // getRealTimeRate return real time rate in Proxy. func (q *QuotaCenter) getRealTimeRate(rateType internalpb.RateType) float64 { var rate float64 for _, metric := range q.proxyMetrics { for _, r := range metric.Rms { if r.Label == rateType.String() { rate += r.Rate } } } return rate } // guaranteeMinRate make sure the rate will not be less than the min rate. func (q *QuotaCenter) guaranteeMinRate(minRate float64, rateType internalpb.RateType) { if minRate > 0 && q.currentRates[rateType] < Limit(minRate) { q.currentRates[rateType] = Limit(minRate) } } // calculateReadRates calculates and sets dql rates. func (q *QuotaCenter) calculateReadRates() { if Params.QuotaConfig.ForceDenyReading { q.forceDenyReading(ManualForceDeny) return } if !Params.QuotaConfig.QueueProtectionEnabled { return } coolOffSpeed := Params.QuotaConfig.CoolOffSpeed coolOff := func(realTimeSearchRate float64, realTimeQueryRate float64) { if q.currentRates[internalpb.RateType_DQLSearch] != Inf { q.currentRates[internalpb.RateType_DQLSearch] = Limit(realTimeSearchRate * coolOffSpeed) } if q.currentRates[internalpb.RateType_DQLQuery] != Inf { q.currentRates[internalpb.RateType_DQLQuery] = Limit(realTimeQueryRate * coolOffSpeed) } q.guaranteeMinRate(Params.QuotaConfig.DQLMinSearchRate, internalpb.RateType_DQLSearch) q.guaranteeMinRate(Params.QuotaConfig.DQLMinQueryRate, internalpb.RateType_DQLQuery) } // TODO: unify search and query? realTimeSearchRate := q.getRealTimeRate(internalpb.RateType_DQLSearch) realTimeQueryRate := q.getRealTimeRate(internalpb.RateType_DQLQuery) queueLatencyFactor := q.checkQueryLatency() log.Debug("QuotaCenter checkQueryLatency done", zap.Float64("queueLatencyFactor", queueLatencyFactor)) if Limit(queueLatencyFactor) == Limit(coolOffSpeed) { coolOff(realTimeSearchRate, realTimeQueryRate) return } queueLengthFactor := q.checkNQInQuery() log.Debug("QuotaCenter checkNQInQuery done", zap.Float64("queueLengthFactor", queueLengthFactor)) if Limit(queueLengthFactor) == Limit(coolOffSpeed) { coolOff(realTimeSearchRate, realTimeQueryRate) } } // calculateWriteRates calculates and sets dml rates. func (q *QuotaCenter) calculateWriteRates() error { if Params.QuotaConfig.ForceDenyWriting { q.forceDenyWriting(ManualForceDeny) return nil } ttFactor, err := q.timeTickDelay() if err != nil { return err } if ttFactor <= 0 { q.forceDenyWriting(TimeTickLongDelay) // tt protection return nil } log.Debug("QuotaCenter check timeTickDelay done", zap.Float64("ttFactor", ttFactor)) memFactor := q.memoryToWaterLevel() if ttFactor <= 0 { q.forceDenyWriting(MemoryExhausted) // memory protection return nil } log.Debug("QuotaCenter check memoryWaterLevel done", zap.Float64("memFactor", memFactor)) if ttFactor < memFactor { ttFactor = memFactor } if q.currentRates[internalpb.RateType_DMLInsert] != Inf { q.currentRates[internalpb.RateType_DMLInsert] *= Limit(ttFactor) } if q.currentRates[internalpb.RateType_DMLDelete] != Inf { q.currentRates[internalpb.RateType_DMLDelete] *= Limit(ttFactor) } q.guaranteeMinRate(Params.QuotaConfig.DMLMinInsertRate, internalpb.RateType_DMLInsert) q.guaranteeMinRate(Params.QuotaConfig.DMLMinDeleteRate, internalpb.RateType_DMLDelete) return nil } // calculateRates calculates target rates by different strategies. func (q *QuotaCenter) calculateRates() error { q.resetCurrentRates() err := q.calculateWriteRates() if err != nil { return err } q.calculateReadRates() log.Debug("QuotaCenter calculates rate done", zap.Any("rates", q.currentRates)) return nil } // resetCurrentRates resets all current rates to configured rates. func (q *QuotaCenter) resetCurrentRates() { for _, rateType := range internalpb.RateType_value { rt := internalpb.RateType(rateType) switch rt { case internalpb.RateType_DMLInsert: q.currentRates[rt] = Limit(Params.QuotaConfig.DMLMaxInsertRate) case internalpb.RateType_DMLDelete: q.currentRates[rt] = Limit(Params.QuotaConfig.DMLMaxDeleteRate) case internalpb.RateType_DQLSearch: q.currentRates[rt] = Limit(Params.QuotaConfig.DQLMaxSearchRate) case internalpb.RateType_DQLQuery: q.currentRates[rt] = Limit(Params.QuotaConfig.DQLMaxQueryRate) } if q.currentRates[rt] < 0 { q.currentRates[rt] = Inf // no limit } } } // timeTickDelay gets time tick delay of DataNodes and QueryNodes, // and return the factor according to max tolerable time tick delay. func (q *QuotaCenter) timeTickDelay() (float64, error) { if !Params.QuotaConfig.TtProtectionEnabled { return 1, nil } maxTt := Params.QuotaConfig.MaxTimeTickDelay if maxTt < 0 { // < 0 means disable tt protection return 1, nil } minTs := typeutil.MaxTimestamp for _, metric := range q.queryNodeMetrics { if metric.Fgm.NumFlowGraph > 0 && metric.Fgm.MinFlowGraphTt < minTs { minTs = metric.Fgm.MinFlowGraphTt } } for _, metric := range q.dataNodeMetrics { if metric.Fgm.NumFlowGraph > 0 && metric.Fgm.MinFlowGraphTt < minTs { minTs = metric.Fgm.MinFlowGraphTt } } ts, err := q.tsoAllocator.GenerateTSO(1) if err != nil { return 0, err } if minTs >= ts { return 1, nil } t1, _ := tsoutil.ParseTS(minTs) t2, _ := tsoutil.ParseTS(ts) delay := t2.Sub(t1) log.Debug("QuotaCenter check timeTick delay", zap.Time("minTs", t1), zap.Time("curTs", t2), zap.Duration("delay", delay)) if delay.Nanoseconds() >= maxTt.Nanoseconds() { return 0, nil } return float64(maxTt.Nanoseconds()-delay.Nanoseconds()) / float64(maxTt.Nanoseconds()), nil } // checkNQInQuery checks search&query nq in QueryNode, // and return the factor according to NQInQueueThreshold. func (q *QuotaCenter) checkNQInQuery() float64 { sum := func(ri metricsinfo.ReadInfoInQueue) int64 { return ri.UnsolvedQueue + ri.ReadyQueue + ri.ReceiveChan + ri.ExecuteChan } factor := float64(1) nqInQueueThreshold := Params.QuotaConfig.NQInQueueThreshold if nqInQueueThreshold < 0 { // < 0 means disable queue length protection return factor } for _, metric := range q.queryNodeMetrics { searchNQSum := sum(metric.SearchQueue) queryTasksSum := sum(metric.QueryQueue) nqInQueue := searchNQSum + queryTasksSum // We think of the NQ of query request as 1. if nqInQueue >= nqInQueueThreshold { return Params.QuotaConfig.CoolOffSpeed } } return factor } // checkQueryLatency checks queueing latency in QueryNode for search&query requests, // and return the factor according to QueueLatencyThreshold. func (q *QuotaCenter) checkQueryLatency() float64 { factor := float64(1) queueLatencyThreshold := Params.QuotaConfig.QueueLatencyThreshold if queueLatencyThreshold < 0 { // < 0 means disable queue latency protection return factor } for _, metric := range q.queryNodeMetrics { searchLatency := metric.SearchQueue.AvgQueueDuration queryLatency := metric.QueryQueue.AvgQueueDuration if float64(searchLatency) >= queueLatencyThreshold || float64(queryLatency) >= queueLatencyThreshold { return Params.QuotaConfig.CoolOffSpeed } } return factor } // memoryToWaterLevel checks whether any node has memory resource issue, // and return the factor according to max memory water level. func (q *QuotaCenter) memoryToWaterLevel() float64 { factor := float64(1) if !Params.QuotaConfig.MemProtectionEnabled { return 1 } dataNodeMemoryLowWaterLevel := Params.QuotaConfig.DataNodeMemoryLowWaterLevel dataNodeMemoryHighWaterLevel := Params.QuotaConfig.DataNodeMemoryHighWaterLevel queryNodeMemoryLowWaterLevel := Params.QuotaConfig.QueryNodeMemoryLowWaterLevel queryNodeMemoryHighWaterLevel := Params.QuotaConfig.QueryNodeMemoryHighWaterLevel for _, metric := range q.queryNodeMetrics { memoryWaterLevel := float64(metric.Hms.MemoryUsage) / float64(metric.Hms.Memory) if memoryWaterLevel <= queryNodeMemoryLowWaterLevel { continue } if memoryWaterLevel >= queryNodeMemoryHighWaterLevel { log.Debug("QuotaCenter: QueryNode memory to high water level", zap.Uint64("UsedMem", metric.Hms.MemoryUsage), zap.Uint64("TotalMem", metric.Hms.Memory), zap.Float64("QueryNodeMemoryHighWaterLevel", queryNodeMemoryHighWaterLevel)) return 0 } p := (memoryWaterLevel - queryNodeMemoryLowWaterLevel) / (queryNodeMemoryHighWaterLevel - queryNodeMemoryLowWaterLevel) if p < factor { factor = p } } for _, metric := range q.dataNodeMetrics { memoryWaterLevel := float64(metric.Hms.MemoryUsage) / float64(metric.Hms.Memory) if memoryWaterLevel <= dataNodeMemoryLowWaterLevel { continue } if memoryWaterLevel >= dataNodeMemoryHighWaterLevel { log.Debug("QuotaCenter: DataNode memory to high water level", zap.Uint64("UsedMem", metric.Hms.MemoryUsage), zap.Uint64("TotalMem", metric.Hms.Memory), zap.Float64("DataNodeMemoryHighWaterLevel", dataNodeMemoryHighWaterLevel)) return 0 } p := (memoryWaterLevel - dataNodeMemoryLowWaterLevel) / (dataNodeMemoryHighWaterLevel - dataNodeMemoryLowWaterLevel) if p < factor { factor = p } } return factor } // setRates notifies Proxies to set rates for different rate types. func (q *QuotaCenter) setRates() error { ctx, cancel := context.WithTimeout(context.Background(), SetRatesTimeout) defer cancel() var map2List func() []*internalpb.Rate switch q.rateAllocateStrategy { case Average: map2List = func() []*internalpb.Rate { proxyNum := q.proxies.GetProxyNumber() if proxyNum == 0 { return nil } rates := make([]*internalpb.Rate, 0, len(q.currentRates)) for rt, r := range q.currentRates { rates = append(rates, &internalpb.Rate{Rt: rt, R: float64(r) / float64(proxyNum)}) } return rates } case ByRateWeight: // TODO: support ByRateWeight } timestamp := tsoutil.ComposeTSByTime(time.Now(), 0) req := &proxypb.SetRatesRequest{ Base: &commonpb.MsgBase{ MsgType: commonpb.MsgType_Undefined, MsgID: int64(timestamp), Timestamp: timestamp, }, Rates: map2List(), } return q.proxies.SetRates(ctx, req) }