// 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 datacoord import ( "context" "fmt" "sort" "sync" "time" "github.com/samber/lo" "go.uber.org/zap" "github.com/milvus-io/milvus-proto/go-api/v2/commonpb" "github.com/milvus-io/milvus-proto/go-api/v2/msgpb" "github.com/milvus-io/milvus/internal/proto/datapb" "github.com/milvus-io/milvus/pkg/log" "github.com/milvus-io/milvus/pkg/util/indexparamcheck" "github.com/milvus-io/milvus/pkg/util/logutil" "github.com/milvus-io/milvus/pkg/util/tsoutil" ) type compactTime struct { expireTime Timestamp collectionTTL time.Duration } type trigger interface { start() stop() // triggerCompaction triggers a compaction if any compaction condition satisfy. triggerCompaction() error // triggerSingleCompaction triggers a compaction bundled with collection-partition-channel-segment triggerSingleCompaction(collectionID, partitionID, segmentID int64, channel string, blockToSendSignal bool) error // forceTriggerCompaction force to start a compaction forceTriggerCompaction(collectionID int64) (UniqueID, error) } type compactionSignal struct { id UniqueID isForce bool isGlobal bool collectionID UniqueID partitionID UniqueID channel string segmentID UniqueID pos *msgpb.MsgPosition } var _ trigger = (*compactionTrigger)(nil) type compactionTrigger struct { handler Handler meta *meta allocator allocator signals chan *compactionSignal compactionHandler compactionPlanContext globalTrigger *time.Ticker forceMu sync.Mutex quit chan struct{} wg sync.WaitGroup indexEngineVersionManager IndexEngineVersionManager estimateNonDiskSegmentPolicy calUpperLimitPolicy estimateDiskSegmentPolicy calUpperLimitPolicy // A sloopy hack, so we can test with different segment row count without worrying that // they are re-calculated in every compaction. testingOnly bool } func newCompactionTrigger( meta *meta, compactionHandler compactionPlanContext, allocator allocator, handler Handler, indexVersionManager IndexEngineVersionManager, ) *compactionTrigger { return &compactionTrigger{ meta: meta, allocator: allocator, signals: make(chan *compactionSignal, 100), compactionHandler: compactionHandler, indexEngineVersionManager: indexVersionManager, estimateDiskSegmentPolicy: calBySchemaPolicyWithDiskIndex, estimateNonDiskSegmentPolicy: calBySchemaPolicy, handler: handler, } } func (t *compactionTrigger) start() { t.quit = make(chan struct{}) t.globalTrigger = time.NewTicker(Params.DataCoordCfg.GlobalCompactionInterval.GetAsDuration(time.Second)) t.wg.Add(2) go func() { defer logutil.LogPanic() defer t.wg.Done() for { select { case <-t.quit: log.Info("compaction trigger quit") return case signal := <-t.signals: switch { case signal.isGlobal: // ManualCompaction also use use handleGlobalSignal // so throw err here err := t.handleGlobalSignal(signal) if err != nil { log.Warn("unable to handleGlobalSignal", zap.Error(err)) } default: // no need to handle err in handleSignal t.handleSignal(signal) // shouldn't reset, otherwise a frequent flushed collection will affect other collections // t.globalTrigger.Reset(Params.DataCoordCfg.GlobalCompactionInterval) } } } }() go t.startGlobalCompactionLoop() } func (t *compactionTrigger) startGlobalCompactionLoop() { defer logutil.LogPanic() defer t.wg.Done() // If AutoCompaction disabled, global loop will not start if !Params.DataCoordCfg.EnableAutoCompaction.GetAsBool() { return } for { select { case <-t.quit: t.globalTrigger.Stop() log.Info("global compaction loop exit") return case <-t.globalTrigger.C: err := t.triggerCompaction() if err != nil { log.Warn("unable to triggerCompaction", zap.Error(err)) } } } } func (t *compactionTrigger) stop() { close(t.quit) t.wg.Wait() } func (t *compactionTrigger) allocTs() (Timestamp, error) { cctx, cancel := context.WithTimeout(context.Background(), 5*time.Second) defer cancel() ts, err := t.allocator.allocTimestamp(cctx) if err != nil { return 0, err } return ts, nil } func (t *compactionTrigger) getCollection(collectionID UniqueID) (*collectionInfo, error) { ctx, cancel := context.WithTimeout(context.Background(), time.Second) defer cancel() coll, err := t.handler.GetCollection(ctx, collectionID) if err != nil { return nil, fmt.Errorf("collection ID %d not found, err: %w", collectionID, err) } return coll, nil } func (t *compactionTrigger) isCollectionAutoCompactionEnabled(coll *collectionInfo) bool { enabled, err := getCollectionAutoCompactionEnabled(coll.Properties) if err != nil { log.Warn("collection properties auto compaction not valid, returning false", zap.Error(err)) return false } return enabled } func (t *compactionTrigger) getCompactTime(ts Timestamp, coll *collectionInfo) (*compactTime, error) { collectionTTL, err := getCollectionTTL(coll.Properties) if err != nil { return nil, err } pts, _ := tsoutil.ParseTS(ts) if collectionTTL > 0 { ttexpired := pts.Add(-collectionTTL) ttexpiredLogic := tsoutil.ComposeTS(ttexpired.UnixNano()/int64(time.Millisecond), 0) return &compactTime{ttexpiredLogic, collectionTTL}, nil } // no expiration time return &compactTime{0, 0}, nil } // triggerCompaction trigger a compaction if any compaction condition satisfy. func (t *compactionTrigger) triggerCompaction() error { id, err := t.allocSignalID() if err != nil { return err } signal := &compactionSignal{ id: id, isForce: false, isGlobal: true, } t.signals <- signal return nil } // triggerSingleCompaction triger a compaction bundled with collection-partition-channel-segment func (t *compactionTrigger) triggerSingleCompaction(collectionID, partitionID, segmentID int64, channel string, blockToSendSignal bool) error { // If AutoCompaction disabled, flush request will not trigger compaction if !Params.DataCoordCfg.EnableAutoCompaction.GetAsBool() { return nil } id, err := t.allocSignalID() if err != nil { return err } signal := &compactionSignal{ id: id, isForce: false, isGlobal: false, collectionID: collectionID, partitionID: partitionID, segmentID: segmentID, channel: channel, } if blockToSendSignal { t.signals <- signal return nil } select { case t.signals <- signal: default: log.Info("no space to send compaction signal", zap.Int64("collectionID", collectionID), zap.Int64("segmentID", segmentID), zap.String("channel", channel)) } return nil } // forceTriggerCompaction force to start a compaction // invoked by user `ManualCompaction` operation func (t *compactionTrigger) forceTriggerCompaction(collectionID int64) (UniqueID, error) { id, err := t.allocSignalID() if err != nil { return -1, err } signal := &compactionSignal{ id: id, isForce: true, isGlobal: true, collectionID: collectionID, } err = t.handleGlobalSignal(signal) if err != nil { log.Warn("unable to handleGlobalSignal", zap.Error(err)) return -1, err } return id, nil } func (t *compactionTrigger) allocSignalID() (UniqueID, error) { ctx, cancel := context.WithTimeout(context.Background(), 5*time.Second) defer cancel() return t.allocator.allocID(ctx) } func (t *compactionTrigger) reCalcSegmentMaxNumOfRows(collectionID UniqueID, isDisk bool) (int, error) { ctx, cancel := context.WithTimeout(context.Background(), time.Second) defer cancel() collMeta, err := t.handler.GetCollection(ctx, collectionID) if err != nil { return -1, fmt.Errorf("failed to get collection %d", collectionID) } if isDisk { return t.estimateDiskSegmentPolicy(collMeta.Schema) } return t.estimateNonDiskSegmentPolicy(collMeta.Schema) } // TODO: Update segment info should be written back to Etcd. func (t *compactionTrigger) updateSegmentMaxSize(segments []*SegmentInfo) (bool, error) { if len(segments) == 0 { return false, nil } collectionID := segments[0].GetCollectionID() indexInfos := t.meta.GetIndexesForCollection(segments[0].GetCollectionID(), "") isDiskANN := false for _, indexInfo := range indexInfos { indexType := getIndexType(indexInfo.IndexParams) if indexType == indexparamcheck.IndexDISKANN { // If index type is DiskANN, recalc segment max size here. isDiskANN = true newMaxRows, err := t.reCalcSegmentMaxNumOfRows(collectionID, true) if err != nil { return false, err } if len(segments) > 0 && int64(newMaxRows) != segments[0].GetMaxRowNum() { log.Info("segment max rows recalculated for DiskANN collection", zap.Int64("old max rows", segments[0].GetMaxRowNum()), zap.Int64("new max rows", int64(newMaxRows))) for _, segment := range segments { segment.MaxRowNum = int64(newMaxRows) } } } } // If index type is not DiskANN, recalc segment max size using default policy. if !isDiskANN && !t.testingOnly { newMaxRows, err := t.reCalcSegmentMaxNumOfRows(collectionID, false) if err != nil { return isDiskANN, err } if len(segments) > 0 && int64(newMaxRows) != segments[0].GetMaxRowNum() { log.Info("segment max rows recalculated for non-DiskANN collection", zap.Int64("old max rows", segments[0].GetMaxRowNum()), zap.Int64("new max rows", int64(newMaxRows))) for _, segment := range segments { segment.MaxRowNum = int64(newMaxRows) } } } return isDiskANN, nil } func (t *compactionTrigger) handleGlobalSignal(signal *compactionSignal) error { t.forceMu.Lock() defer t.forceMu.Unlock() log := log.With(zap.Int64("compactionID", signal.id), zap.Int64("signal.collectionID", signal.collectionID), zap.Int64("signal.partitionID", signal.partitionID), zap.Int64("signal.segmentID", signal.segmentID)) m := t.meta.GetSegmentsChanPart(func(segment *SegmentInfo) bool { return (signal.collectionID == 0 || segment.CollectionID == signal.collectionID) && isSegmentHealthy(segment) && isFlush(segment) && !segment.isCompacting && // not compacting now !segment.GetIsImporting() && // not importing now segment.GetLevel() != datapb.SegmentLevel_L0 // ignore level zero segments }) // m is list of chanPartSegments, which is channel-partition organized segments if len(m) == 0 { log.Info("the length of SegmentsChanPart is 0, skip to handle compaction") return nil } ts, err := t.allocTs() if err != nil { log.Warn("allocate ts failed, skip to handle compaction") return err } for _, group := range m { log := log.With(zap.Int64("collectionID", group.collectionID), zap.Int64("partitionID", group.partitionID), zap.String("channel", group.channelName)) if !signal.isForce && t.compactionHandler.isFull() { log.Warn("compaction plan skipped due to handler full") break } if Params.DataCoordCfg.IndexBasedCompaction.GetAsBool() { group.segments = FilterInIndexedSegments(t.handler, t.meta, group.segments...) } isDiskIndex, err := t.updateSegmentMaxSize(group.segments) if err != nil { log.Warn("failed to update segment max size", zap.Error(err)) continue } coll, err := t.getCollection(group.collectionID) if err != nil { log.Warn("get collection info failed, skip handling compaction", zap.Error(err)) return err } if !signal.isForce && !t.isCollectionAutoCompactionEnabled(coll) { log.RatedInfo(20, "collection auto compaction disabled", zap.Int64("collectionID", group.collectionID), ) return nil } ct, err := t.getCompactTime(ts, coll) if err != nil { log.Warn("get compact time failed, skip to handle compaction", zap.Int64("collectionID", group.collectionID), zap.Int64("partitionID", group.partitionID), zap.String("channel", group.channelName)) return err } plans := t.generatePlans(group.segments, signal.isForce, isDiskIndex, ct) for _, plan := range plans { segIDs := fetchSegIDs(plan.GetSegmentBinlogs()) if !signal.isForce && t.compactionHandler.isFull() { log.Warn("compaction plan skipped due to handler full", zap.Int64("collectionID", signal.collectionID), zap.Int64s("segmentIDs", segIDs)) break } start := time.Now() if err := fillOriginPlan(t.allocator, plan); err != nil { log.Warn("failed to fill plan", zap.Int64("collectionID", signal.collectionID), zap.Int64s("segmentIDs", segIDs), zap.Error(err)) continue } err := t.compactionHandler.execCompactionPlan(signal, plan) if err != nil { log.Warn("failed to execute compaction plan", zap.Int64("collectionID", signal.collectionID), zap.Int64("planID", plan.PlanID), zap.Int64s("segmentIDs", segIDs), zap.Error(err)) continue } segIDMap := make(map[int64][]*datapb.FieldBinlog, len(plan.SegmentBinlogs)) for _, seg := range plan.SegmentBinlogs { segIDMap[seg.SegmentID] = seg.Deltalogs } log.Info("time cost of generating global compaction", zap.Any("segID2DeltaLogs", segIDMap), zap.Int64("planID", plan.PlanID), zap.Int64("time cost", time.Since(start).Milliseconds()), zap.Int64("collectionID", signal.collectionID), zap.String("channel", group.channelName), zap.Int64("partitionID", group.partitionID), zap.Int64s("segmentIDs", segIDs)) } } return nil } // handleSignal processes segment flush caused partition-chan level compaction signal func (t *compactionTrigger) handleSignal(signal *compactionSignal) { t.forceMu.Lock() defer t.forceMu.Unlock() // 1. check whether segment's binlogs should be compacted or not if t.compactionHandler.isFull() { log.Warn("compaction plan skipped due to handler full") return } segment := t.meta.GetHealthySegment(signal.segmentID) if segment == nil { log.Warn("segment in compaction signal not found in meta", zap.Int64("segmentID", signal.segmentID)) return } channel := segment.GetInsertChannel() partitionID := segment.GetPartitionID() collectionID := segment.GetCollectionID() segments := t.getCandidateSegments(channel, partitionID) if len(segments) == 0 { log.Info("the length of segments is 0, skip to handle compaction") return } isDiskIndex, err := t.updateSegmentMaxSize(segments) if err != nil { log.Warn("failed to update segment max size", zap.Error(err)) return } ts, err := t.allocTs() if err != nil { log.Warn("allocate ts failed, skip to handle compaction", zap.Int64("collectionID", signal.collectionID), zap.Int64("partitionID", signal.partitionID), zap.Int64("segmentID", signal.segmentID)) return } coll, err := t.getCollection(collectionID) if err != nil { log.Warn("get collection info failed, skip handling compaction", zap.Int64("collectionID", collectionID), zap.Int64("partitionID", partitionID), zap.String("channel", channel), zap.Error(err), ) return } if !signal.isForce && !t.isCollectionAutoCompactionEnabled(coll) { log.RatedInfo(20, "collection auto compaction disabled", zap.Int64("collectionID", collectionID), ) return } ct, err := t.getCompactTime(ts, coll) if err != nil { log.Warn("get compact time failed, skip to handle compaction", zap.Int64("collectionID", segment.GetCollectionID()), zap.Int64("partitionID", partitionID), zap.String("channel", channel)) return } plans := t.generatePlans(segments, signal.isForce, isDiskIndex, ct) for _, plan := range plans { if t.compactionHandler.isFull() { log.Warn("compaction plan skipped due to handler full", zap.Int64("collection", signal.collectionID), zap.Int64("planID", plan.PlanID)) break } start := time.Now() if err := fillOriginPlan(t.allocator, plan); err != nil { log.Warn("failed to fill plan", zap.Error(err)) continue } if err := t.compactionHandler.execCompactionPlan(signal, plan); err != nil { log.Warn("failed to execute compaction plan", zap.Int64("collection", signal.collectionID), zap.Int64("planID", plan.PlanID), zap.Int64s("segment IDs", fetchSegIDs(plan.GetSegmentBinlogs())), zap.Error(err)) continue } log.Info("time cost of generating compaction", zap.Int64("plan ID", plan.PlanID), zap.Int64("time cost", time.Since(start).Milliseconds()), zap.Int64("collectionID", signal.collectionID), zap.String("channel", channel), zap.Int64("partitionID", partitionID), zap.Int64s("segment IDs", fetchSegIDs(plan.GetSegmentBinlogs()))) } } func (t *compactionTrigger) generatePlans(segments []*SegmentInfo, force bool, isDiskIndex bool, compactTime *compactTime) []*datapb.CompactionPlan { // find segments need internal compaction // TODO add low priority candidates, for example if the segment is smaller than full 0.9 * max segment size but larger than small segment boundary, we only execute compaction when there are no compaction running actively var prioritizedCandidates []*SegmentInfo var smallCandidates []*SegmentInfo var nonPlannedSegments []*SegmentInfo // TODO, currently we lack of the measurement of data distribution, there should be another compaction help on redistributing segment based on scalar/vector field distribution for _, segment := range segments { segment := segment.ShadowClone() // TODO should we trigger compaction periodically even if the segment has no obvious reason to be compacted? if force || t.ShouldDoSingleCompaction(segment, isDiskIndex, compactTime) { prioritizedCandidates = append(prioritizedCandidates, segment) } else if t.isSmallSegment(segment) { smallCandidates = append(smallCandidates, segment) } else { nonPlannedSegments = append(nonPlannedSegments, segment) } } var plans []*datapb.CompactionPlan // sort segment from large to small sort.Slice(prioritizedCandidates, func(i, j int) bool { if prioritizedCandidates[i].GetNumOfRows() != prioritizedCandidates[j].GetNumOfRows() { return prioritizedCandidates[i].GetNumOfRows() > prioritizedCandidates[j].GetNumOfRows() } return prioritizedCandidates[i].GetID() < prioritizedCandidates[j].GetID() }) sort.Slice(smallCandidates, func(i, j int) bool { if smallCandidates[i].GetNumOfRows() != smallCandidates[j].GetNumOfRows() { return smallCandidates[i].GetNumOfRows() > smallCandidates[j].GetNumOfRows() } return smallCandidates[i].GetID() < smallCandidates[j].GetID() }) // Sort non-planned from small to large. sort.Slice(nonPlannedSegments, func(i, j int) bool { if nonPlannedSegments[i].GetNumOfRows() != nonPlannedSegments[j].GetNumOfRows() { return nonPlannedSegments[i].GetNumOfRows() < nonPlannedSegments[j].GetNumOfRows() } return nonPlannedSegments[i].GetID() > nonPlannedSegments[j].GetID() }) getSegmentIDs := func(segment *SegmentInfo, _ int) int64 { return segment.GetID() } // greedy pick from large segment to small, the goal is to fill each segment to reach 512M // we must ensure all prioritized candidates is in a plan // TODO the compaction selection policy should consider if compaction workload is high for len(prioritizedCandidates) > 0 { var bucket []*SegmentInfo // pop out the first element segment := prioritizedCandidates[0] bucket = append(bucket, segment) prioritizedCandidates = prioritizedCandidates[1:] // only do single file compaction if segment is already large enough if segment.GetNumOfRows() < segment.GetMaxRowNum() { var result []*SegmentInfo free := segment.GetMaxRowNum() - segment.GetNumOfRows() maxNum := Params.DataCoordCfg.MaxSegmentToMerge.GetAsInt() - 1 prioritizedCandidates, result, free = greedySelect(prioritizedCandidates, free, maxNum) bucket = append(bucket, result...) maxNum -= len(result) if maxNum > 0 { smallCandidates, result, _ = greedySelect(smallCandidates, free, maxNum) bucket = append(bucket, result...) } } // since this is priority compaction, we will execute even if there is only segment plan := segmentsToPlan(bucket, compactTime) var size int64 var row int64 for _, s := range bucket { size += s.getSegmentSize() row += s.GetNumOfRows() } log.Info("generate a plan for priority candidates", zap.Any("plan", plan), zap.Int64("target segment row", row), zap.Int64("target segment size", size)) plans = append(plans, plan) } getSegIDsFromPlan := func(plan *datapb.CompactionPlan) []int64 { var segmentIDs []int64 for _, binLog := range plan.GetSegmentBinlogs() { segmentIDs = append(segmentIDs, binLog.GetSegmentID()) } return segmentIDs } var remainingSmallSegs []*SegmentInfo // check if there are small candidates left can be merged into large segments for len(smallCandidates) > 0 { var bucket []*SegmentInfo // pop out the first element segment := smallCandidates[0] bucket = append(bucket, segment) smallCandidates = smallCandidates[1:] var result []*SegmentInfo free := segment.GetMaxRowNum() - segment.GetNumOfRows() // for small segment merge, we pick one largest segment and merge as much as small segment together with it // Why reverse? try to merge as many segments as expected. // for instance, if a 255M and 255M is the largest small candidates, they will never be merged because of the MinSegmentToMerge limit. smallCandidates, result, _ = reverseGreedySelect(smallCandidates, free, Params.DataCoordCfg.MaxSegmentToMerge.GetAsInt()-1) bucket = append(bucket, result...) var size int64 var targetRow int64 for _, s := range bucket { size += s.getSegmentSize() targetRow += s.GetNumOfRows() } // only merge if candidate number is large than MinSegmentToMerge or if target row is large enough if len(bucket) >= Params.DataCoordCfg.MinSegmentToMerge.GetAsInt() || len(bucket) > 1 && t.isCompactableSegment(targetRow, segment) { plan := segmentsToPlan(bucket, compactTime) log.Info("generate a plan for small candidates", zap.Int64s("plan segmentIDs", lo.Map(bucket, getSegmentIDs)), zap.Int64("target segment row", targetRow), zap.Int64("target segment size", size)) plans = append(plans, plan) } else { remainingSmallSegs = append(remainingSmallSegs, bucket...) } } // Try adding remaining segments to existing plans. for i := len(remainingSmallSegs) - 1; i >= 0; i-- { s := remainingSmallSegs[i] if !isExpandableSmallSegment(s) { continue } // Try squeeze this segment into existing plans. This could cause segment size to exceed maxSize. for _, plan := range plans { if plan.TotalRows+s.GetNumOfRows() <= int64(Params.DataCoordCfg.SegmentExpansionRate.GetAsFloat()*float64(s.GetMaxRowNum())) { segmentBinLogs := &datapb.CompactionSegmentBinlogs{ SegmentID: s.GetID(), FieldBinlogs: s.GetBinlogs(), Field2StatslogPaths: s.GetStatslogs(), Deltalogs: s.GetDeltalogs(), } plan.TotalRows += s.GetNumOfRows() plan.SegmentBinlogs = append(plan.SegmentBinlogs, segmentBinLogs) log.Info("small segment appended on existing plan", zap.Int64("segmentID", s.GetID()), zap.Int64("target rows", plan.GetTotalRows()), zap.Int64s("plan segmentID", getSegIDsFromPlan(plan)), ) remainingSmallSegs = append(remainingSmallSegs[:i], remainingSmallSegs[i+1:]...) break } } } // If there are still remaining small segments, try adding them to non-planned segments. for _, npSeg := range nonPlannedSegments { bucket := []*SegmentInfo{npSeg} targetRow := npSeg.GetNumOfRows() for i := len(remainingSmallSegs) - 1; i >= 0; i-- { // Note: could also simply use MaxRowNum as limit. if targetRow+remainingSmallSegs[i].GetNumOfRows() <= int64(Params.DataCoordCfg.SegmentExpansionRate.GetAsFloat()*float64(npSeg.GetMaxRowNum())) { bucket = append(bucket, remainingSmallSegs[i]) targetRow += remainingSmallSegs[i].GetNumOfRows() remainingSmallSegs = append(remainingSmallSegs[:i], remainingSmallSegs[i+1:]...) } } if len(bucket) > 1 { plan := segmentsToPlan(bucket, compactTime) plans = append(plans, plan) log.Info("generate a plan for to squeeze small candidates into non-planned segment", zap.Int64s("plan segmentIDs", lo.Map(bucket, getSegmentIDs)), zap.Int64("target segment row", targetRow), ) } } return plans } func segmentsToPlan(segments []*SegmentInfo, compactTime *compactTime) *datapb.CompactionPlan { plan := &datapb.CompactionPlan{ Type: datapb.CompactionType_MixCompaction, Channel: segments[0].GetInsertChannel(), CollectionTtl: compactTime.collectionTTL.Nanoseconds(), } for _, s := range segments { segmentBinlogs := &datapb.CompactionSegmentBinlogs{ SegmentID: s.GetID(), FieldBinlogs: s.GetBinlogs(), Field2StatslogPaths: s.GetStatslogs(), Deltalogs: s.GetDeltalogs(), CollectionID: s.GetCollectionID(), PartitionID: s.GetPartitionID(), } plan.TotalRows += s.GetNumOfRows() plan.SegmentBinlogs = append(plan.SegmentBinlogs, segmentBinlogs) } return plan } func greedySelect(candidates []*SegmentInfo, free int64, maxSegment int) ([]*SegmentInfo, []*SegmentInfo, int64) { var result []*SegmentInfo for i := 0; i < len(candidates); { candidate := candidates[i] if len(result) < maxSegment && candidate.GetNumOfRows() < free { result = append(result, candidate) free -= candidate.GetNumOfRows() candidates = append(candidates[:i], candidates[i+1:]...) } else { i++ } } return candidates, result, free } func reverseGreedySelect(candidates []*SegmentInfo, free int64, maxSegment int) ([]*SegmentInfo, []*SegmentInfo, int64) { var result []*SegmentInfo for i := len(candidates) - 1; i >= 0; i-- { candidate := candidates[i] if (len(result) < maxSegment) && (candidate.GetNumOfRows() < free) { result = append(result, candidate) free -= candidate.GetNumOfRows() candidates = append(candidates[:i], candidates[i+1:]...) } } return candidates, result, free } func (t *compactionTrigger) getCandidateSegments(channel string, partitionID UniqueID) []*SegmentInfo { segments := t.meta.GetSegmentsByChannel(channel) if Params.DataCoordCfg.IndexBasedCompaction.GetAsBool() { segments = FilterInIndexedSegments(t.handler, t.meta, segments...) } var res []*SegmentInfo for _, s := range segments { if !isSegmentHealthy(s) || !isFlush(s) || s.GetInsertChannel() != channel || s.GetPartitionID() != partitionID || s.isCompacting || s.GetIsImporting() || s.GetLevel() == datapb.SegmentLevel_L0 { continue } res = append(res, s) } return res } func (t *compactionTrigger) isSmallSegment(segment *SegmentInfo) bool { return segment.GetNumOfRows() < int64(float64(segment.GetMaxRowNum())*Params.DataCoordCfg.SegmentSmallProportion.GetAsFloat()) } func (t *compactionTrigger) isCompactableSegment(targetRow int64, segment *SegmentInfo) bool { smallProportion := Params.DataCoordCfg.SegmentSmallProportion.GetAsFloat() compactableProportion := Params.DataCoordCfg.SegmentCompactableProportion.GetAsFloat() // avoid invalid single segment compaction if compactableProportion < smallProportion { compactableProportion = smallProportion } return targetRow > int64(float64(segment.GetMaxRowNum())*compactableProportion) } func isExpandableSmallSegment(segment *SegmentInfo) bool { return segment.GetNumOfRows() < int64(float64(segment.GetMaxRowNum())*(Params.DataCoordCfg.SegmentExpansionRate.GetAsFloat()-1)) } func (t *compactionTrigger) isStaleSegment(segment *SegmentInfo) bool { return time.Since(segment.lastFlushTime).Minutes() >= segmentTimedFlushDuration } func (t *compactionTrigger) ShouldDoSingleCompaction(segment *SegmentInfo, isDiskIndex bool, compactTime *compactTime) bool { // no longer restricted binlog numbers because this is now related to field numbers binlogCount := GetBinlogCount(segment.GetBinlogs()) // count all the statlog file count, only for flush generated segments if len(segment.CompactionFrom) == 0 { statsLogCount := GetBinlogCount(segment.GetStatslogs()) var maxSize int if isDiskIndex { maxSize = int(Params.DataCoordCfg.DiskSegmentMaxSize.GetAsInt64() * 1024 * 1024 / Params.DataNodeCfg.BinLogMaxSize.GetAsInt64()) } else { maxSize = int(Params.DataCoordCfg.SegmentMaxSize.GetAsInt64() * 1024 * 1024 / Params.DataNodeCfg.BinLogMaxSize.GetAsInt64()) } // if stats log is more than expected, trigger compaction to reduce stats log size. // TODO maybe we want to compact to single statslog to reduce watch dml channel cost // TODO avoid rebuild index twice. if statsLogCount > maxSize*2.0 { log.Info("stats number is too much, trigger compaction", zap.Int64("segmentID", segment.ID), zap.Int("Bin logs", binlogCount), zap.Int("Stat logs", statsLogCount)) return true } } deltaLogCount := GetBinlogCount(segment.GetDeltalogs()) if deltaLogCount > Params.DataCoordCfg.SingleCompactionDeltalogMaxNum.GetAsInt() { log.Info("total delta number is too much, trigger compaction", zap.Int64("segmentID", segment.ID), zap.Int("Bin logs", binlogCount), zap.Int("Delta logs", deltaLogCount)) return true } // if expire time is enabled, put segment into compaction candidate totalExpiredSize := int64(0) totalExpiredRows := 0 for _, binlogs := range segment.GetBinlogs() { for _, l := range binlogs.GetBinlogs() { // TODO, we should probably estimate expired log entries by total rows in binlog and the ralationship of timeTo, timeFrom and expire time if l.TimestampTo < compactTime.expireTime { log.RatedDebug(10, "mark binlog as expired", zap.Int64("segmentID", segment.ID), zap.Int64("binlogID", l.GetLogID()), zap.Uint64("binlogTimestampTo", l.TimestampTo), zap.Uint64("compactExpireTime", compactTime.expireTime)) totalExpiredRows += int(l.GetEntriesNum()) totalExpiredSize += l.GetLogSize() } } } if float64(totalExpiredRows)/float64(segment.GetNumOfRows()) >= Params.DataCoordCfg.SingleCompactionRatioThreshold.GetAsFloat() || totalExpiredSize > Params.DataCoordCfg.SingleCompactionExpiredLogMaxSize.GetAsInt64() { log.Info("total expired entities is too much, trigger compaction", zap.Int64("segmentID", segment.ID), zap.Int("expiredRows", totalExpiredRows), zap.Int64("expiredLogSize", totalExpiredSize), zap.Bool("createdByCompaction", segment.CreatedByCompaction), zap.Int64s("compactionFrom", segment.CompactionFrom)) return true } totalDeletedRows := 0 totalDeleteLogSize := int64(0) for _, deltaLogs := range segment.GetDeltalogs() { for _, l := range deltaLogs.GetBinlogs() { totalDeletedRows += int(l.GetEntriesNum()) totalDeleteLogSize += l.GetLogSize() } } // currently delta log size and delete ratio policy is applied if float64(totalDeletedRows)/float64(segment.GetNumOfRows()) >= Params.DataCoordCfg.SingleCompactionRatioThreshold.GetAsFloat() || totalDeleteLogSize > Params.DataCoordCfg.SingleCompactionDeltaLogMaxSize.GetAsInt64() { log.Info("total delete entities is too much, trigger compaction", zap.Int64("segmentID", segment.ID), zap.Int64("numRows", segment.GetNumOfRows()), zap.Int("deleted rows", totalDeletedRows), zap.Int64("delete log size", totalDeleteLogSize)) return true } if Params.DataCoordCfg.AutoUpgradeSegmentIndex.GetAsBool() { // index version of segment lower than current version and IndexFileKeys should have value, trigger compaction for _, index := range segment.segmentIndexes { if index.CurrentIndexVersion < t.indexEngineVersionManager.GetCurrentIndexEngineVersion() && len(index.IndexFileKeys) > 0 { log.Info("index version is too old, trigger compaction", zap.Int64("segmentID", segment.ID), zap.Int64("indexID", index.IndexID), zap.Strings("indexFileKeys", index.IndexFileKeys), zap.Int32("currentIndexVersion", index.CurrentIndexVersion), zap.Int32("currentEngineVersion", t.indexEngineVersionManager.GetCurrentIndexEngineVersion())) return true } } } return false } func isFlush(segment *SegmentInfo) bool { return segment.GetState() == commonpb.SegmentState_Flushed || segment.GetState() == commonpb.SegmentState_Flushing } func fetchSegIDs(segBinLogs []*datapb.CompactionSegmentBinlogs) []int64 { var segIDs []int64 for _, segBinLog := range segBinLogs { segIDs = append(segIDs, segBinLog.GetSegmentID()) } return segIDs }