// 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" "math/rand" "os" "strings" "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/internalpb" "github.com/milvus-io/milvus/internal/util/importutilv2" "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/tests/integration" ) func (s *BulkInsertSuite) testImportDynamicField() { const ( rowCount = 10000 ) c := s.Cluster ctx, cancel := context.WithTimeout(c.GetContext(), 120*time.Second) defer cancel() collectionName := "TestBulkInsert_B_" + funcutil.GenRandomStr() schema := integration.ConstructSchema(collectionName, dim, true, &schemapb.FieldSchema{ FieldID: 100, Name: integration.Int64Field, IsPrimaryKey: true, DataType: schemapb.DataType_Int64, AutoID: true, }, &schemapb.FieldSchema{ FieldID: 101, Name: integration.FloatVecField, DataType: schemapb.DataType_FloatVector, TypeParams: []*commonpb.KeyValuePair{ { Key: common.DimKey, Value: fmt.Sprintf("%d", dim), }, }, }) schema.EnableDynamicField = true marshaledSchema, err := proto.Marshal(schema) s.NoError(err) createCollectionStatus, err := c.Proxy.CreateCollection(ctx, &milvuspb.CreateCollectionRequest{ DbName: "", CollectionName: collectionName, Schema: marshaledSchema, ShardsNum: common.DefaultShardsNum, }) s.NoError(err) s.Equal(int32(0), createCollectionStatus.GetCode()) // 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(err) s.Equal(int32(0), createIndexStatus.GetCode()) s.WaitForIndexBuilt(ctx, collectionName, integration.FloatVecField) // import var files []*internalpb.ImportFile err = os.MkdirAll(c.ChunkManager.RootPath(), os.ModePerm) s.NoError(err) options := []*commonpb.KeyValuePair{} switch s.fileType { case importutilv2.Numpy: importFile, err := GenerateNumpyFiles(c.ChunkManager, schema, rowCount) s.NoError(err) importFile.Paths = lo.Filter(importFile.Paths, func(path string, _ int) bool { return !strings.Contains(path, "$meta") }) files = []*internalpb.ImportFile{importFile} case importutilv2.JSON: rowBasedFile := c.ChunkManager.RootPath() + "/" + "test.json" GenerateJSONFile(s.T(), rowBasedFile, schema, rowCount) defer os.Remove(rowBasedFile) files = []*internalpb.ImportFile{ { Paths: []string{ rowBasedFile, }, }, } case importutilv2.Parquet: filePath := fmt.Sprintf("/tmp/test_%d.parquet", rand.Int()) err = GenerateParquetFile(filePath, schema, rowCount) s.NoError(err) defer os.Remove(filePath) files = []*internalpb.ImportFile{ { Paths: []string{ filePath, }, }, } case importutilv2.CSV: filePath := fmt.Sprintf("/tmp/test_%d.csv", rand.Int()) sep := GenerateCSVFile(s.T(), filePath, schema, rowCount) defer os.Remove(filePath) options = []*commonpb.KeyValuePair{{Key: "sep", Value: string(sep)}} s.NoError(err) files = []*internalpb.ImportFile{ { Paths: []string{ filePath, }, }, } } importResp, err := c.Proxy.ImportV2(ctx, &internalpb.ImportRequest{ CollectionName: collectionName, Files: files, Options: options, }) s.NoError(err) s.Equal(int32(0), importResp.GetStatus().GetCode()) log.Info("Import result", zap.Any("importResp", importResp)) jobID := importResp.GetJobID() err = WaitForImportDone(ctx, c, jobID) s.NoError(err) // load loadStatus, err := c.Proxy.LoadCollection(ctx, &milvuspb.LoadCollectionRequest{ CollectionName: collectionName, }) s.NoError(err) s.Equal(commonpb.ErrorCode_Success, loadStatus.GetErrorCode()) s.WaitForLoad(ctx, collectionName) segments, err := c.MetaWatcher.ShowSegments() s.NoError(err) s.NotEmpty(segments) log.Info("Show segments", zap.Any("segments", segments)) // load refresh loadStatus, err = c.Proxy.LoadCollection(ctx, &milvuspb.LoadCollectionRequest{ CollectionName: collectionName, Refresh: true, }) s.NoError(err) s.Equal(commonpb.ErrorCode_Success, loadStatus.GetErrorCode()) s.WaitForLoadRefresh(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())) } func (s *BulkInsertSuite) TestImportDynamicField_JSON() { s.fileType = importutilv2.JSON s.testImportDynamicField() } func (s *BulkInsertSuite) TestImportDynamicField_Numpy() { s.fileType = importutilv2.Numpy s.testImportDynamicField() } func (s *BulkInsertSuite) TestImportDynamicField_Parquet() { s.fileType = importutilv2.Parquet s.testImportDynamicField() } func (s *BulkInsertSuite) TestImportDynamicField_CSV() { s.fileType = importutilv2.CSV s.testImportDynamicField() }