/* * 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 hellomilvus import ( "context" "fmt" "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/pkg/v2/common" "github.com/milvus-io/milvus/pkg/v2/log" "github.com/milvus-io/milvus/pkg/v2/util/funcutil" "github.com/milvus-io/milvus/pkg/v2/util/metric" "github.com/milvus-io/milvus/tests/integration" ) func (s *HelloMilvusSuite) TestPartitionKey() { ctx, cancel := context.WithCancel(context.Background()) defer cancel() c := s.Cluster const ( dim = 128 dbName = "" rowNum = 1000 ) collectionName := "TestPartitionKey" + funcutil.GenRandomStr() schema := integration.ConstructSchema(collectionName, dim, false) schema.Fields = append(schema.Fields, &schemapb.FieldSchema{ FieldID: 102, Name: "pid", Description: "", DataType: schemapb.DataType_Int64, TypeParams: nil, IndexParams: nil, IsPartitionKey: true, }) marshaledSchema, err := proto.Marshal(schema) s.NoError(err) createCollectionStatus, err := c.MilvusClient.CreateCollection(ctx, &milvuspb.CreateCollectionRequest{ DbName: dbName, CollectionName: collectionName, Schema: marshaledSchema, ShardsNum: common.DefaultShardsNum, }) s.NoError(err) if createCollectionStatus.GetErrorCode() != commonpb.ErrorCode_Success { log.Warn("createCollectionStatus fail reason", zap.String("reason", createCollectionStatus.GetReason())) } s.Equal(createCollectionStatus.GetErrorCode(), commonpb.ErrorCode_Success) { pkColumn := integration.NewInt64FieldDataWithStart(integration.Int64Field, rowNum, 0) fVecColumn := integration.NewFloatVectorFieldData(integration.FloatVecField, rowNum, dim) partitionKeyColumn := integration.NewInt64SameFieldData("pid", rowNum, 1) hashKeys := integration.GenerateHashKeys(rowNum) insertResult, err := c.MilvusClient.Insert(ctx, &milvuspb.InsertRequest{ DbName: dbName, CollectionName: collectionName, FieldsData: []*schemapb.FieldData{pkColumn, fVecColumn, partitionKeyColumn}, HashKeys: hashKeys, NumRows: uint32(rowNum), }) s.NoError(err) s.Equal(insertResult.GetStatus().GetErrorCode(), commonpb.ErrorCode_Success) } { pkColumn := integration.NewInt64FieldDataWithStart(integration.Int64Field, rowNum, rowNum) fVecColumn := integration.NewFloatVectorFieldData(integration.FloatVecField, rowNum, dim) partitionKeyColumn := integration.NewInt64SameFieldData("pid", rowNum, 10) hashKeys := integration.GenerateHashKeys(rowNum) insertResult, err := c.MilvusClient.Insert(ctx, &milvuspb.InsertRequest{ DbName: dbName, CollectionName: collectionName, FieldsData: []*schemapb.FieldData{pkColumn, fVecColumn, partitionKeyColumn}, HashKeys: hashKeys, NumRows: uint32(rowNum), }) s.NoError(err) s.Equal(insertResult.GetStatus().GetErrorCode(), commonpb.ErrorCode_Success) } { pkColumn := integration.NewInt64FieldDataWithStart(integration.Int64Field, rowNum, rowNum*2) fVecColumn := integration.NewFloatVectorFieldData(integration.FloatVecField, rowNum, dim) partitionKeyColumn := integration.NewInt64SameFieldData("pid", rowNum, 100) hashKeys := integration.GenerateHashKeys(rowNum) insertResult, err := c.MilvusClient.Insert(ctx, &milvuspb.InsertRequest{ DbName: dbName, CollectionName: collectionName, FieldsData: []*schemapb.FieldData{pkColumn, fVecColumn, partitionKeyColumn}, HashKeys: hashKeys, NumRows: uint32(rowNum), }) s.NoError(err) s.Equal(insertResult.GetStatus().GetErrorCode(), commonpb.ErrorCode_Success) } flushResp, err := c.MilvusClient.Flush(ctx, &milvuspb.FlushRequest{ DbName: dbName, CollectionNames: []string{collectionName}, }) s.NoError(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) s.WaitForFlush(ctx, ids, flushTs, dbName, collectionName) segments, err := c.ShowSegments(collectionName) s.NoError(err) s.NotEmpty(segments) for _, segment := range segments { log.Info("ShowSegments result", zap.String("segment", segment.String())) } // create index createIndexStatus, err := c.MilvusClient.CreateIndex(ctx, &milvuspb.CreateIndexRequest{ CollectionName: collectionName, FieldName: integration.FloatVecField, IndexName: "_default", ExtraParams: integration.ConstructIndexParam(dim, integration.IndexFaissIvfFlat, metric.L2), }) if createIndexStatus.GetErrorCode() != commonpb.ErrorCode_Success { log.Warn("createIndexStatus fail reason", zap.String("reason", createIndexStatus.GetReason())) } s.NoError(err) s.Equal(commonpb.ErrorCode_Success, createIndexStatus.GetErrorCode()) s.WaitForIndexBuilt(ctx, collectionName, integration.FloatVecField) // load loadStatus, err := c.MilvusClient.LoadCollection(ctx, &milvuspb.LoadCollectionRequest{ DbName: dbName, CollectionName: collectionName, }) s.NoError(err) if loadStatus.GetErrorCode() != commonpb.ErrorCode_Success { log.Warn("loadStatus fail reason", zap.String("reason", loadStatus.GetReason())) } s.Equal(commonpb.ErrorCode_Success, loadStatus.GetErrorCode()) s.WaitForLoad(ctx, collectionName) { // search without partition key 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.MilvusClient.Search(ctx, searchReq) if searchResult.GetStatus().GetErrorCode() != commonpb.ErrorCode_Success { log.Warn("searchResult fail reason", zap.String("reason", searchResult.GetStatus().GetReason())) } s.NoError(err) s.Equal(commonpb.ErrorCode_Success, searchResult.GetStatus().GetErrorCode()) } { // search with partition key expr := fmt.Sprintf("%s > 0 && pid == 1", 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.MilvusClient.Search(ctx, searchReq) if searchResult.GetStatus().GetErrorCode() != commonpb.ErrorCode_Success { log.Warn("searchResult fail reason", zap.String("reason", searchResult.GetStatus().GetReason())) } s.NoError(err) s.Equal(commonpb.ErrorCode_Success, searchResult.GetStatus().GetErrorCode()) } { queryResult, err := c.MilvusClient.Query(ctx, &milvuspb.QueryRequest{ DbName: dbName, CollectionName: collectionName, Expr: "", OutputFields: []string{"count(*)"}, }) if queryResult.GetStatus().GetErrorCode() != commonpb.ErrorCode_Success { log.Warn("searchResult fail reason", zap.String("reason", queryResult.GetStatus().GetReason())) } s.NoError(err) s.Equal(commonpb.ErrorCode_Success, queryResult.GetStatus().GetErrorCode()) } { queryResult, err := c.MilvusClient.Query(ctx, &milvuspb.QueryRequest{ DbName: dbName, CollectionName: collectionName, Expr: "pid == 1", OutputFields: []string{"count(*)"}, }) if queryResult.GetStatus().GetErrorCode() != commonpb.ErrorCode_Success { log.Warn("searchResult fail reason", zap.String("reason", queryResult.GetStatus().GetReason())) } s.NoError(err) s.Equal(commonpb.ErrorCode_Success, queryResult.GetStatus().GetErrorCode()) } { deleteResult, err := c.MilvusClient.Delete(ctx, &milvuspb.DeleteRequest{ DbName: dbName, CollectionName: collectionName, Expr: integration.Int64Field + " < 1000", }) if deleteResult.GetStatus().GetErrorCode() != commonpb.ErrorCode_Success { log.Warn("deleteResult fail reason", zap.String("reason", deleteResult.GetStatus().GetReason())) } s.NoError(err) s.Equal(commonpb.ErrorCode_Success, deleteResult.GetStatus().GetErrorCode()) } { deleteResult, err := c.MilvusClient.Delete(ctx, &milvuspb.DeleteRequest{ DbName: dbName, CollectionName: collectionName, Expr: integration.Int64Field + " < 2000 && pid == 10", }) if deleteResult.GetStatus().GetErrorCode() != commonpb.ErrorCode_Success { log.Warn("deleteResult fail reason", zap.String("reason", deleteResult.GetStatus().GetReason())) } s.NoError(err) s.Equal(commonpb.ErrorCode_Success, deleteResult.GetStatus().GetErrorCode()) } }