// 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 importv2 import ( "context" "fmt" "time" "github.com/samber/lo" "go.uber.org/zap" "google.golang.org/protobuf/proto" "github.com/milvus-io/milvus-proto/go-api/v2/commonpb" "github.com/milvus-io/milvus-proto/go-api/v2/milvuspb" "github.com/milvus-io/milvus-proto/go-api/v2/schemapb" "github.com/milvus-io/milvus/internal/proto/datapb" "github.com/milvus-io/milvus/internal/proto/internalpb" "github.com/milvus-io/milvus/pkg/common" "github.com/milvus-io/milvus/pkg/log" "github.com/milvus-io/milvus/pkg/util/funcutil" "github.com/milvus-io/milvus/pkg/util/merr" "github.com/milvus-io/milvus/pkg/util/metric" "github.com/milvus-io/milvus/pkg/util/paramtable" "github.com/milvus-io/milvus/tests/integration" ) func (s *BulkInsertSuite) PrepareCollectionA(dim, rowNum, delNum, delBatch int) (int64, int64, *schemapb.IDs) { ctx, cancel := context.WithTimeout(context.Background(), time.Minute*10) defer cancel() c := s.Cluster collectionName := "TestBinlogImport_A_" + funcutil.GenRandomStr() schema := integration.ConstructSchema(collectionName, dim, true) marshaledSchema, err := proto.Marshal(schema) s.NoError(err) createCollectionStatus, err := c.Proxy.CreateCollection(ctx, &milvuspb.CreateCollectionRequest{ CollectionName: collectionName, Schema: marshaledSchema, ShardsNum: common.DefaultShardsNum, ConsistencyLevel: commonpb.ConsistencyLevel_Strong, }) s.NoError(merr.CheckRPCCall(createCollectionStatus, err)) showCollectionsResp, err := c.Proxy.ShowCollections(ctx, &milvuspb.ShowCollectionsRequest{}) s.NoError(merr.CheckRPCCall(showCollectionsResp, err)) log.Info("ShowCollections result", zap.Any("showCollectionsResp", showCollectionsResp)) showPartitionsResp, err := c.Proxy.ShowPartitions(ctx, &milvuspb.ShowPartitionsRequest{ CollectionName: collectionName, }) s.NoError(merr.CheckRPCCall(showPartitionsResp, err)) log.Info("ShowPartitions result", zap.Any("showPartitionsResp", showPartitionsResp)) // create index createIndexStatus, err := c.Proxy.CreateIndex(ctx, &milvuspb.CreateIndexRequest{ CollectionName: collectionName, FieldName: integration.FloatVecField, IndexName: "_default", ExtraParams: integration.ConstructIndexParam(dim, integration.IndexFaissIvfFlat, metric.L2), }) s.NoError(merr.CheckRPCCall(createIndexStatus, err)) s.WaitForIndexBuilt(ctx, collectionName, integration.FloatVecField) // load loadStatus, err := c.Proxy.LoadCollection(ctx, &milvuspb.LoadCollectionRequest{ CollectionName: collectionName, }) s.NoError(merr.CheckRPCCall(loadStatus, err)) s.WaitForLoad(ctx, collectionName) fVecColumn := integration.NewFloatVectorFieldData(integration.FloatVecField, rowNum, dim) hashKeys := integration.GenerateHashKeys(rowNum) insertResult, err := c.Proxy.Insert(ctx, &milvuspb.InsertRequest{ CollectionName: collectionName, FieldsData: []*schemapb.FieldData{fVecColumn}, HashKeys: hashKeys, NumRows: uint32(rowNum), }) s.NoError(merr.CheckRPCCall(insertResult, err)) insertedIDs := insertResult.GetIDs() // flush flushResp, err := c.Proxy.Flush(ctx, &milvuspb.FlushRequest{ CollectionNames: []string{collectionName}, }) s.NoError(merr.CheckRPCCall(flushResp, err)) segmentIDs, has := flushResp.GetCollSegIDs()[collectionName] ids := segmentIDs.GetData() s.Require().NotEmpty(segmentIDs) s.Require().True(has) flushTs, has := flushResp.GetCollFlushTs()[collectionName] s.True(has) segments, err := c.MetaWatcher.ShowSegments() s.NoError(err) s.NotEmpty(segments) for _, segment := range segments { log.Info("ShowSegments result", zap.String("segment", segment.String())) } s.WaitForFlush(ctx, ids, flushTs, "", collectionName) // delete beginIndex := 0 for i := 0; i < delBatch; i++ { delCnt := delNum / delBatch idBegin := insertedIDs.GetIntId().GetData()[beginIndex] idEnd := insertedIDs.GetIntId().GetData()[beginIndex+delCnt] deleteResult, err := c.Proxy.Delete(ctx, &milvuspb.DeleteRequest{ CollectionName: collectionName, Expr: fmt.Sprintf("%d <= %s < %d", idBegin, integration.Int64Field, idEnd), }) s.NoError(merr.CheckRPCCall(deleteResult, err)) beginIndex += delCnt flushResp, err = c.Proxy.Flush(ctx, &milvuspb.FlushRequest{ CollectionNames: []string{collectionName}, }) s.NoError(merr.CheckRPCCall(flushResp, err)) flushTs, has = flushResp.GetCollFlushTs()[collectionName] s.True(has) s.WaitForFlush(ctx, nil, flushTs, "", collectionName) } // check l0 segments segments, err = c.MetaWatcher.ShowSegments() s.NoError(err) s.NotEmpty(segments) l0Segments := lo.Filter(segments, func(segment *datapb.SegmentInfo, _ int) bool { return segment.GetLevel() == datapb.SegmentLevel_L0 }) s.Equal(delBatch, len(l0Segments)) // search expr := fmt.Sprintf("%s > 0", integration.Int64Field) nq := 10 topk := 10 roundDecimal := -1 params := integration.GetSearchParams(integration.IndexFaissIvfFlat, metric.L2) searchReq := integration.ConstructSearchRequest("", collectionName, expr, integration.FloatVecField, schemapb.DataType_FloatVector, nil, metric.L2, params, nq, dim, topk, roundDecimal) searchResult, err := c.Proxy.Search(ctx, searchReq) err = merr.CheckRPCCall(searchResult, err) s.NoError(err) s.Equal(nq*topk, len(searchResult.GetResults().GetScores())) // query expr = fmt.Sprintf("%s >= 0", integration.Int64Field) queryResult, err := c.Proxy.Query(ctx, &milvuspb.QueryRequest{ CollectionName: collectionName, Expr: expr, OutputFields: []string{"count(*)"}, }) err = merr.CheckRPCCall(queryResult, err) s.NoError(err) count := int(queryResult.GetFieldsData()[0].GetScalars().GetLongData().GetData()[0]) s.Equal(rowNum-delNum, count) // query 2 expr = fmt.Sprintf("%s < %d", integration.Int64Field, insertedIDs.GetIntId().GetData()[10]) queryResult, err = c.Proxy.Query(ctx, &milvuspb.QueryRequest{ CollectionName: collectionName, Expr: expr, OutputFields: []string{}, }) err = merr.CheckRPCCall(queryResult, err) s.NoError(err) count = len(queryResult.GetFieldsData()[0].GetScalars().GetLongData().GetData()) s.Equal(0, count) // get collectionID and partitionID collectionID := showCollectionsResp.GetCollectionIds()[0] partitionID := showPartitionsResp.GetPartitionIDs()[0] return collectionID, partitionID, insertedIDs } func (s *BulkInsertSuite) TestBinlogImport() { const ( dim = 128 rowNum = 50000 delNum = 30000 delBatch = 10 ) collectionID, partitionID, insertedIDs := s.PrepareCollectionA(dim, rowNum, delNum, delBatch) c := s.Cluster ctx := c.GetContext() collectionName := "TestBinlogImport_B_" + funcutil.GenRandomStr() schema := integration.ConstructSchema(collectionName, dim, true) marshaledSchema, err := proto.Marshal(schema) s.NoError(err) createCollectionStatus, err := c.Proxy.CreateCollection(ctx, &milvuspb.CreateCollectionRequest{ CollectionName: collectionName, Schema: marshaledSchema, ShardsNum: common.DefaultShardsNum, }) s.NoError(merr.CheckRPCCall(createCollectionStatus, err)) describeCollectionResp, err := c.Proxy.DescribeCollection(ctx, &milvuspb.DescribeCollectionRequest{ CollectionName: collectionName, }) s.NoError(merr.CheckRPCCall(describeCollectionResp, err)) newCollectionID := describeCollectionResp.GetCollectionID() // create index createIndexStatus, err := c.Proxy.CreateIndex(ctx, &milvuspb.CreateIndexRequest{ CollectionName: collectionName, FieldName: integration.FloatVecField, IndexName: "_default", ExtraParams: integration.ConstructIndexParam(dim, integration.IndexFaissIvfFlat, metric.L2), }) s.NoError(merr.CheckRPCCall(createIndexStatus, err)) s.WaitForIndexBuilt(ctx, collectionName, integration.FloatVecField) // binlog import files := []*internalpb.ImportFile{ { Paths: []string{ fmt.Sprintf("/tmp/%s/insert_log/%d/%d/", paramtable.Get().EtcdCfg.RootPath.GetValue(), collectionID, partitionID), }, }, } importResp, err := c.Proxy.ImportV2(ctx, &internalpb.ImportRequest{ CollectionName: collectionName, PartitionName: paramtable.Get().CommonCfg.DefaultPartitionName.GetValue(), Files: files, Options: []*commonpb.KeyValuePair{ {Key: "backup", Value: "true"}, }, }) s.NoError(merr.CheckRPCCall(importResp, err)) log.Info("Import result", zap.Any("importResp", importResp)) jobID := importResp.GetJobID() err = WaitForImportDone(ctx, c, jobID) s.NoError(err) segments, err := c.MetaWatcher.ShowSegments() s.NoError(err) s.NotEmpty(segments) segments = lo.Filter(segments, func(segment *datapb.SegmentInfo, _ int) bool { return segment.GetCollectionID() == newCollectionID }) log.Info("Show segments", zap.Any("segments", segments)) s.Equal(1, len(segments)) segment := segments[0] s.Equal(commonpb.SegmentState_Flushed, segment.GetState()) s.True(len(segment.GetBinlogs()) > 0) s.NoError(CheckLogID(segment.GetBinlogs())) s.True(len(segment.GetDeltalogs()) == 0) s.NoError(CheckLogID(segment.GetDeltalogs())) s.True(len(segment.GetStatslogs()) > 0) s.NoError(CheckLogID(segment.GetStatslogs())) // l0 import files = []*internalpb.ImportFile{ { Paths: []string{ fmt.Sprintf("/tmp/%s/delta_log/%d/%d/", paramtable.Get().EtcdCfg.RootPath.GetValue(), collectionID, common.AllPartitionsID), }, }, } importResp, err = c.Proxy.ImportV2(ctx, &internalpb.ImportRequest{ CollectionName: collectionName, Files: files, Options: []*commonpb.KeyValuePair{ {Key: "l0_import", Value: "true"}, }, }) s.NoError(merr.CheckRPCCall(importResp, err)) log.Info("Import result", zap.Any("importResp", importResp)) jobID = importResp.GetJobID() err = WaitForImportDone(ctx, c, jobID) s.NoError(err) segments, err = c.MetaWatcher.ShowSegments() s.NoError(err) s.NotEmpty(segments) segments = lo.Filter(segments, func(segment *datapb.SegmentInfo, _ int) bool { return segment.GetCollectionID() == newCollectionID }) log.Info("Show segments", zap.Any("segments", segments)) l0Segments := lo.Filter(segments, func(segment *datapb.SegmentInfo, _ int) bool { return segment.GetCollectionID() == newCollectionID && segment.GetLevel() == datapb.SegmentLevel_L0 }) s.Equal(1, len(l0Segments)) segment = l0Segments[0] s.Equal(commonpb.SegmentState_Flushed, segment.GetState()) s.Equal(common.AllPartitionsID, segment.GetPartitionID()) s.True(len(segment.GetBinlogs()) == 0) s.True(len(segment.GetDeltalogs()) > 0) s.NoError(CheckLogID(segment.GetDeltalogs())) s.True(len(segment.GetStatslogs()) == 0) // load loadStatus, err := c.Proxy.LoadCollection(ctx, &milvuspb.LoadCollectionRequest{ CollectionName: collectionName, }) s.NoError(merr.CheckRPCCall(loadStatus, err)) s.WaitForLoad(ctx, collectionName) // search expr := fmt.Sprintf("%s > 0", integration.Int64Field) nq := 10 topk := 10 roundDecimal := -1 params := integration.GetSearchParams(integration.IndexFaissIvfFlat, metric.L2) searchReq := integration.ConstructSearchRequest("", collectionName, expr, integration.FloatVecField, schemapb.DataType_FloatVector, nil, metric.L2, params, nq, dim, topk, roundDecimal) searchResult, err := c.Proxy.Search(ctx, searchReq) err = merr.CheckRPCCall(searchResult, err) s.NoError(err) s.Equal(nq*topk, len(searchResult.GetResults().GetScores())) // check ids from collectionA, because during binlog import, even if the primary key's autoID is set to true, // the primary key from the binlog should be used instead of being reassigned. insertedIDsMap := lo.SliceToMap(insertedIDs.GetIntId().GetData(), func(id int64) (int64, struct{}) { return id, struct{}{} }) for _, id := range searchResult.GetResults().GetIds().GetIntId().GetData() { _, ok := insertedIDsMap[id] s.True(ok) } // query expr = fmt.Sprintf("%s >= 0", integration.Int64Field) queryResult, err := c.Proxy.Query(ctx, &milvuspb.QueryRequest{ CollectionName: collectionName, Expr: expr, OutputFields: []string{"count(*)"}, }) err = merr.CheckRPCCall(queryResult, err) s.NoError(err) count := int(queryResult.GetFieldsData()[0].GetScalars().GetLongData().GetData()[0]) s.Equal(rowNum-delNum, count) // query 2 expr = fmt.Sprintf("%s < %d", integration.Int64Field, insertedIDs.GetIntId().GetData()[10]) queryResult, err = c.Proxy.Query(ctx, &milvuspb.QueryRequest{ CollectionName: collectionName, Expr: expr, OutputFields: []string{}, }) err = merr.CheckRPCCall(queryResult, err) s.NoError(err) count = len(queryResult.GetFieldsData()[0].GetScalars().GetLongData().GetData()) s.Equal(0, count) }