// Copyright (C) 2019-2020 Zilliz. All rights reserved. // // Licensed 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 querynode import ( "context" "errors" "fmt" "path" "sort" "strconv" "strings" "sync" "time" "go.uber.org/zap" "github.com/milvus-io/milvus/internal/kv" minioKV "github.com/milvus-io/milvus/internal/kv/minio" "github.com/milvus-io/milvus/internal/log" "github.com/milvus-io/milvus/internal/msgstream" "github.com/milvus-io/milvus/internal/proto/commonpb" "github.com/milvus-io/milvus/internal/proto/indexpb" "github.com/milvus-io/milvus/internal/proto/internalpb" "github.com/milvus-io/milvus/internal/proto/milvuspb" "github.com/milvus-io/milvus/internal/storage" "github.com/milvus-io/milvus/internal/types" ) type indexParam = map[string]string type indexLoader struct { replica ReplicaInterface fieldIndexes map[string][]*internalpb.IndexStats fieldStatsChan chan []*internalpb.FieldStats rootCoord types.RootCoord indexCoord types.IndexCoord kv kv.BaseKV // minio kv } func (loader *indexLoader) doLoadIndex(wg *sync.WaitGroup) { collectionIDs, _, segmentIDs := loader.replica.getSegmentsBySegmentType(segmentTypeSealed) if len(collectionIDs) <= 0 { wg.Done() return } log.Debug("do load index for sealed segments:", zap.String("segmentIDs", fmt.Sprintln(segmentIDs))) for i := range collectionIDs { // we don't need index id yet segment, err := loader.replica.getSegmentByID(segmentIDs[i]) if err != nil { log.Warn(err.Error()) continue } vecFieldIDs, err := loader.replica.getVecFieldIDsByCollectionID(collectionIDs[i]) if err != nil { log.Warn(err.Error()) continue } for _, fieldID := range vecFieldIDs { err = loader.setIndexInfo(collectionIDs[i], segment, fieldID) if err != nil { log.Warn(err.Error()) continue } err = loader.loadIndex(segment, fieldID) if err != nil { log.Warn(err.Error()) continue } } } // sendQueryNodeStats err := loader.sendQueryNodeStats() if err != nil { log.Error(err.Error()) wg.Done() return } wg.Done() } func (loader *indexLoader) loadIndex(segment *Segment, fieldID int64) error { // 1. use msg's index paths to get index bytes var err error var indexBuffer [][]byte var indexParams indexParam var indexName string fn := func() error { indexPaths := segment.getIndexPaths(fieldID) indexBuffer, indexParams, indexName, err = loader.getIndexBinlog(indexPaths) if err != nil { return err } return nil } err = msgstream.Retry(5, time.Millisecond*200, fn) if err != nil { return err } err = segment.setIndexName(fieldID, indexName) if err != nil { return err } err = segment.setIndexParam(fieldID, indexParams) if err != nil { return err } ok := segment.checkIndexReady(fieldID) if !ok { // no error return errors.New("index info is not set correctly") } // 2. use index bytes and index path to update segment err = segment.updateSegmentIndex(indexBuffer, fieldID) if err != nil { return err } // 3. drop vector field data if index loaded successfully err = segment.dropFieldData(fieldID) if err != nil { return err } // 4. update segment index stats err = loader.updateSegmentIndexStats(segment) if err != nil { return err } log.Debug("load index done") return nil } func (loader *indexLoader) printIndexParams(index []*commonpb.KeyValuePair) { log.Debug("=================================================") for i := 0; i < len(index); i++ { log.Debug(fmt.Sprintln(index[i])) } } func (loader *indexLoader) indexParamsEqual(index1 []*commonpb.KeyValuePair, index2 []*commonpb.KeyValuePair) bool { if len(index1) != len(index2) { return false } for i := 0; i < len(index1); i++ { kv1 := *index1[i] kv2 := *index2[i] if kv1.Key != kv2.Key || kv1.Value != kv2.Value { return false } } return true } func (loader *indexLoader) fieldsStatsIDs2Key(collectionID UniqueID, fieldID UniqueID) string { return strconv.FormatInt(collectionID, 10) + "/" + strconv.FormatInt(fieldID, 10) } func (loader *indexLoader) fieldsStatsKey2IDs(key string) (UniqueID, UniqueID, error) { ids := strings.Split(key, "/") if len(ids) != 2 { return 0, 0, errors.New("illegal fieldsStatsKey") } collectionID, err := strconv.ParseInt(ids[0], 10, 64) if err != nil { return 0, 0, err } fieldID, err := strconv.ParseInt(ids[1], 10, 64) if err != nil { return 0, 0, err } return collectionID, fieldID, nil } func (loader *indexLoader) updateSegmentIndexStats(segment *Segment) error { for fieldID := range segment.indexInfos { fieldStatsKey := loader.fieldsStatsIDs2Key(segment.collectionID, fieldID) _, ok := loader.fieldIndexes[fieldStatsKey] newIndexParams := make([]*commonpb.KeyValuePair, 0) indexParams := segment.getIndexParams(fieldID) for k, v := range indexParams { newIndexParams = append(newIndexParams, &commonpb.KeyValuePair{ Key: k, Value: v, }) } // sort index params by key sort.Slice(newIndexParams, func(i, j int) bool { return newIndexParams[i].Key < newIndexParams[j].Key }) if !ok { loader.fieldIndexes[fieldStatsKey] = make([]*internalpb.IndexStats, 0) loader.fieldIndexes[fieldStatsKey] = append(loader.fieldIndexes[fieldStatsKey], &internalpb.IndexStats{ IndexParams: newIndexParams, NumRelatedSegments: 1, }) } else { isNewIndex := true for _, index := range loader.fieldIndexes[fieldStatsKey] { if loader.indexParamsEqual(newIndexParams, index.IndexParams) { index.NumRelatedSegments++ isNewIndex = false } } if isNewIndex { loader.fieldIndexes[fieldStatsKey] = append(loader.fieldIndexes[fieldStatsKey], &internalpb.IndexStats{ IndexParams: newIndexParams, NumRelatedSegments: 1, }) } } } return nil } func (loader *indexLoader) getIndexBinlog(indexPath []string) ([][]byte, indexParam, string, error) { index := make([][]byte, 0) var indexParams indexParam var indexName string for _, p := range indexPath { log.Debug("", zap.String("load path", fmt.Sprintln(indexPath))) indexPiece, err := loader.kv.Load(p) if err != nil { return nil, nil, "", err } // get index params when detecting indexParamPrefix if path.Base(p) == storage.IndexParamsFile { indexCodec := storage.NewIndexCodec() _, indexParams, indexName, _, err = indexCodec.Deserialize([]*storage.Blob{ { Key: storage.IndexParamsFile, Value: []byte(indexPiece), }, }) if err != nil { return nil, nil, "", err } } else { index = append(index, []byte(indexPiece)) } } if len(indexParams) <= 0 { return nil, nil, "", errors.New("cannot find index param") } return index, indexParams, indexName, nil } func (loader *indexLoader) sendQueryNodeStats() error { resultFieldsStats := make([]*internalpb.FieldStats, 0) for fieldStatsKey, indexStats := range loader.fieldIndexes { colID, fieldID, err := loader.fieldsStatsKey2IDs(fieldStatsKey) if err != nil { return err } fieldStats := internalpb.FieldStats{ CollectionID: colID, FieldID: fieldID, IndexStats: indexStats, } resultFieldsStats = append(resultFieldsStats, &fieldStats) } loader.fieldStatsChan <- resultFieldsStats log.Debug("sent field stats") return nil } func (loader *indexLoader) setIndexInfo(collectionID UniqueID, segment *Segment, fieldID UniqueID) error { ctx := context.TODO() req := &milvuspb.DescribeSegmentRequest{ Base: &commonpb.MsgBase{ MsgType: commonpb.MsgType_DescribeSegment, }, CollectionID: collectionID, SegmentID: segment.segmentID, } response, err := loader.rootCoord.DescribeSegment(ctx, req) if err != nil { return err } if response.Status.ErrorCode != commonpb.ErrorCode_Success { return errors.New(response.Status.Reason) } if !response.EnableIndex { return errors.New("there are no indexes on this segment") } if loader.indexCoord == nil { return errors.New("null index coordinator client") } indexFilePathRequest := &indexpb.GetIndexFilePathsRequest{ IndexBuildIDs: []UniqueID{response.BuildID}, } pathResponse, err := loader.indexCoord.GetIndexFilePaths(ctx, indexFilePathRequest) if err != nil || pathResponse.Status.ErrorCode != commonpb.ErrorCode_Success { return err } if len(pathResponse.FilePaths) <= 0 { return errors.New("illegal index file paths") } info := &indexInfo{ indexID: response.IndexID, buildID: response.BuildID, indexPaths: pathResponse.FilePaths[0].IndexFilePaths, readyLoad: true, } segment.setEnableIndex(response.EnableIndex) err = segment.setIndexInfo(fieldID, info) if err != nil { return err } return nil } func (loader *indexLoader) getIndexPaths(indexBuildID UniqueID) ([]string, error) { ctx := context.TODO() if loader.indexCoord == nil { return nil, errors.New("null index coordinator client") } indexFilePathRequest := &indexpb.GetIndexFilePathsRequest{ IndexBuildIDs: []UniqueID{indexBuildID}, } pathResponse, err := loader.indexCoord.GetIndexFilePaths(ctx, indexFilePathRequest) if err != nil || pathResponse.Status.ErrorCode != commonpb.ErrorCode_Success { return nil, err } if len(pathResponse.FilePaths) <= 0 { return nil, errors.New("illegal index file paths") } return pathResponse.FilePaths[0].IndexFilePaths, nil } func newIndexLoader(ctx context.Context, rootCoord types.RootCoord, indexCoord types.IndexCoord, replica ReplicaInterface) *indexLoader { option := &minioKV.Option{ Address: Params.MinioEndPoint, AccessKeyID: Params.MinioAccessKeyID, SecretAccessKeyID: Params.MinioSecretAccessKey, UseSSL: Params.MinioUseSSLStr, CreateBucket: true, BucketName: Params.MinioBucketName, } client, err := minioKV.NewMinIOKV(ctx, option) if err != nil { panic(err) } return &indexLoader{ replica: replica, fieldIndexes: make(map[string][]*internalpb.IndexStats), fieldStatsChan: make(chan []*internalpb.FieldStats, 1024), rootCoord: rootCoord, indexCoord: indexCoord, kv: client, } }