// 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 syncmgr import ( "context" "fmt" "strconv" "github.com/samber/lo" "go.uber.org/zap" "github.com/milvus-io/milvus-proto/go-api/v2/schemapb" "github.com/milvus-io/milvus/internal/allocator" "github.com/milvus-io/milvus/internal/flushcommon/metacache" "github.com/milvus-io/milvus/internal/storage" "github.com/milvus-io/milvus/pkg/v2/log" "github.com/milvus-io/milvus/pkg/v2/metrics" "github.com/milvus-io/milvus/pkg/v2/proto/datapb" "github.com/milvus-io/milvus/pkg/v2/proto/etcdpb" "github.com/milvus-io/milvus/pkg/v2/util/merr" "github.com/milvus-io/milvus/pkg/v2/util/paramtable" "github.com/milvus-io/milvus/pkg/v2/util/timerecord" ) type storageV1Serializer struct { collectionID int64 schema *schemapb.CollectionSchema pkField *schemapb.FieldSchema inCodec *storage.InsertCodec allocator allocator.Interface metacache metacache.MetaCache metaWriter MetaWriter } func NewStorageSerializer(allocator allocator.Interface, metacache metacache.MetaCache, metaWriter MetaWriter) (*storageV1Serializer, error) { collectionID := metacache.Collection() schema := metacache.Schema() pkField := lo.FindOrElse(schema.GetFields(), nil, func(field *schemapb.FieldSchema) bool { return field.GetIsPrimaryKey() }) if pkField == nil { return nil, merr.WrapErrServiceInternal("cannot find pk field") } meta := &etcdpb.CollectionMeta{ Schema: schema, ID: collectionID, } inCodec := storage.NewInsertCodecWithSchema(meta) return &storageV1Serializer{ collectionID: collectionID, schema: schema, pkField: pkField, inCodec: inCodec, allocator: allocator, metacache: metacache, metaWriter: metaWriter, }, nil } func (s *storageV1Serializer) EncodeBuffer(ctx context.Context, pack *SyncPack) (Task, error) { task := NewSyncTask() tr := timerecord.NewTimeRecorder("storage_serializer") log := log.Ctx(ctx).With( zap.Int64("segmentID", pack.segmentID), zap.Int64("collectionID", pack.collectionID), zap.String("channel", pack.channelName), ) if len(pack.insertData) > 0 { memSize := make(map[int64]int64) for _, chunk := range pack.insertData { for fieldID, fieldData := range chunk.Data { memSize[fieldID] += int64(fieldData.GetMemorySize()) } } task.binlogMemsize = memSize binlogBlobs, err := s.serializeBinlog(ctx, pack) if err != nil { log.Warn("failed to serialize binlog", zap.Error(err)) return nil, err } task.binlogBlobs = binlogBlobs actions := []metacache.SegmentAction{} singlePKStats, batchStatsBlob, err := s.serializeStatslog(pack) if err != nil { log.Warn("failed to serialized statslog", zap.Error(err)) return nil, err } task.batchStatsBlob = batchStatsBlob actions = append(actions, metacache.RollStats(singlePKStats)) if len(pack.bm25Stats) > 0 { statsBlobs, err := s.serializeBM25Stats(pack) if err != nil { return nil, err } task.bm25Blobs = statsBlobs actions = append(actions, metacache.MergeBm25Stats(pack.bm25Stats)) } s.metacache.UpdateSegments(metacache.MergeSegmentAction(actions...), metacache.WithSegmentIDs(pack.segmentID)) } if pack.isFlush { if pack.level != datapb.SegmentLevel_L0 { mergedStatsBlob, err := s.serializeMergedPkStats(pack) if err != nil { log.Warn("failed to serialize merged stats log", zap.Error(err)) return nil, err } task.mergedStatsBlob = mergedStatsBlob if hasBM25Function(s.schema) { mergedBM25Blob, err := s.serializeMergedBM25Stats(pack) if err != nil { log.Warn("failed to serialize merged bm25 stats log", zap.Error(err)) return nil, err } task.mergedBm25Blob = mergedBM25Blob } } task.WithFlush() } if pack.deltaData != nil { deltaBlob, err := s.serializeDeltalog(pack) if err != nil { log.Warn("failed to serialize delta log", zap.Error(err)) return nil, err } task.deltaBlob = deltaBlob task.deltaRowCount = pack.deltaData.RowCount } if pack.isDrop { task.WithDrop() } s.setTaskMeta(task, pack) task.WithAllocator(s.allocator) metrics.DataNodeEncodeBufferLatency.WithLabelValues(fmt.Sprint(paramtable.GetNodeID()), pack.level.String()).Observe(float64(tr.RecordSpan().Milliseconds())) return task, nil } func (s *storageV1Serializer) setTaskMeta(task *SyncTask, pack *SyncPack) { task.WithCollectionID(pack.collectionID). WithPartitionID(pack.partitionID). WithChannelName(pack.channelName). WithSegmentID(pack.segmentID). WithBatchRows(pack.batchRows). WithSchema(s.metacache.Schema()). WithStartPosition(pack.startPosition). WithCheckpoint(pack.checkpoint). WithLevel(pack.level). WithDataSource(pack.dataSource). WithTimeRange(pack.tsFrom, pack.tsTo). WithMetaCache(s.metacache). WithMetaWriter(s.metaWriter). WithFailureCallback(pack.errHandler) } func (s *storageV1Serializer) serializeBinlog(ctx context.Context, pack *SyncPack) (map[int64]*storage.Blob, error) { log := log.Ctx(ctx) blobs, err := s.inCodec.Serialize(pack.partitionID, pack.segmentID, pack.insertData...) if err != nil { return nil, err } result := make(map[int64]*storage.Blob) for _, blob := range blobs { fieldID, err := strconv.ParseInt(blob.GetKey(), 10, 64) if err != nil { log.Error("serialize buffer failed ... cannot parse string to fieldID ..", zap.Error(err)) return nil, err } result[fieldID] = blob } return result, nil } func (s *storageV1Serializer) serializeBM25Stats(pack *SyncPack) (map[int64]*storage.Blob, error) { blobs := make(map[int64]*storage.Blob) for fieldID, stats := range pack.bm25Stats { bytes, err := stats.Serialize() if err != nil { return nil, err } blobs[fieldID] = &storage.Blob{ Value: bytes, MemorySize: int64(len(bytes)), RowNum: stats.NumRow(), } } return blobs, nil } func (s *storageV1Serializer) serializeStatslog(pack *SyncPack) (*storage.PrimaryKeyStats, *storage.Blob, error) { var rowNum int64 var pkFieldData []storage.FieldData for _, chunk := range pack.insertData { chunkPKData := chunk.Data[s.pkField.GetFieldID()] pkFieldData = append(pkFieldData, chunkPKData) rowNum += int64(chunkPKData.RowNum()) } stats, err := storage.NewPrimaryKeyStats(s.pkField.GetFieldID(), int64(s.pkField.GetDataType()), rowNum) if err != nil { return nil, nil, err } for _, chunkPkData := range pkFieldData { stats.UpdateByMsgs(chunkPkData) } blob, err := s.inCodec.SerializePkStats(stats, pack.batchRows) if err != nil { return nil, nil, err } return stats, blob, nil } func (s *storageV1Serializer) serializeMergedPkStats(pack *SyncPack) (*storage.Blob, error) { segment, ok := s.metacache.GetSegmentByID(pack.segmentID) if !ok { return nil, merr.WrapErrSegmentNotFound(pack.segmentID) } // Allow to flush empty segment to make streaming service easier to implement rollback transaction. stats := lo.Map(segment.GetHistory(), func(pks *storage.PkStatistics, _ int) *storage.PrimaryKeyStats { return &storage.PrimaryKeyStats{ FieldID: s.pkField.GetFieldID(), MaxPk: pks.MaxPK, MinPk: pks.MinPK, BFType: pks.PkFilter.Type(), BF: pks.PkFilter, PkType: int64(s.pkField.GetDataType()), } }) if len(stats) == 0 { return nil, nil } return s.inCodec.SerializePkStatsList(stats, segment.NumOfRows()) } func (s *storageV1Serializer) serializeMergedBM25Stats(pack *SyncPack) (map[int64]*storage.Blob, error) { segment, ok := s.metacache.GetSegmentByID(pack.segmentID) if !ok { return nil, merr.WrapErrSegmentNotFound(pack.segmentID) } stats := segment.GetBM25Stats() // Allow to flush empty segment to make streaming service easier to implement rollback transaction. if stats == nil { return nil, nil } fieldBytes, numRow, err := stats.Serialize() if err != nil { return nil, err } blobs := make(map[int64]*storage.Blob) for fieldID, bytes := range fieldBytes { blobs[fieldID] = &storage.Blob{ Value: bytes, MemorySize: int64(len(bytes)), RowNum: numRow[fieldID], } } return blobs, nil } func (s *storageV1Serializer) serializeDeltalog(pack *SyncPack) (*storage.Blob, error) { if len(pack.deltaData.Pks) == 0 { return &storage.Blob{}, nil } writer, finalizer, err := storage.CreateDeltalogWriter(pack.collectionID, pack.partitionID, pack.segmentID, pack.deltaData.Pks[0].Type(), 1024) if err != nil { return nil, err } if len(pack.deltaData.Pks) != len(pack.deltaData.Tss) { return nil, fmt.Errorf("pk and ts should have same length in delta log, but get %d and %d", len(pack.deltaData.Pks), len(pack.deltaData.Tss)) } for i := 0; i < len(pack.deltaData.Pks); i++ { deleteLog := storage.NewDeleteLog(pack.deltaData.Pks[i], pack.deltaData.Tss[i]) err = writer.Write(deleteLog) if err != nil { return nil, err } } writer.Close() return finalizer() } func hasBM25Function(schema *schemapb.CollectionSchema) bool { for _, function := range schema.GetFunctions() { if function.GetType() == schemapb.FunctionType_BM25 { return true } } return false }