package testcases import ( "fmt" "testing" "time" "github.com/stretchr/testify/require" "go.uber.org/zap" clientv2 "github.com/milvus-io/milvus/client/v2" "github.com/milvus-io/milvus/client/v2/column" "github.com/milvus-io/milvus/client/v2/entity" "github.com/milvus-io/milvus/pkg/log" "github.com/milvus-io/milvus/tests/go_client/common" hp "github.com/milvus-io/milvus/tests/go_client/testcases/helper" ) // test query from default partition func TestQueryDefault(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) // create and insert prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec), hp.TNewFieldsOption(), hp.TNewSchemaOption()) _, insertRes := prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption()) // flush -> index -> load prepare.FlushData(ctx, t, mc, schema.CollectionName) prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // query expr := fmt.Sprintf("%s < %d", common.DefaultInt64FieldName, 100) queryRes, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr)) common.CheckErr(t, err, true) common.CheckQueryResult(t, queryRes.Fields, []column.Column{insertRes.IDs.Slice(0, 100)}) } // test query with varchar field filter func TestQueryVarcharPkDefault(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) // create and insert prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.VarcharBinary), hp.TNewFieldsOption(), hp.TNewSchemaOption()) _, insertRes := prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption()) // flush -> index -> load prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // query expr := fmt.Sprintf("%s in ['0', '1', '2', '3', '4']", common.DefaultVarcharFieldName) queryRes, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr)) common.CheckErr(t, err, true) common.CheckQueryResult(t, queryRes.Fields, []column.Column{insertRes.IDs.Slice(0, 5)}) } // query from not existed collection name and partition name func TestQueryNotExistName(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) // query with not existed collection expr := fmt.Sprintf("%s < %d", common.DefaultInt64FieldName, 100) _, errCol := mc.Query(ctx, clientv2.NewQueryOption("aaa").WithFilter(expr)) common.CheckErr(t, errCol, false, "can't find collection") // create -> index -> load prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec), hp.TNewFieldsOption(), hp.TNewSchemaOption()) prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // query with not existed partition _, errPar := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions([]string{"aaa"})) common.CheckErr(t, errPar, false, "partition name aaa not found") } // test query with invalid partition name func TestQueryInvalidPartitionName(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) // create collection and partition _, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true)) expr := fmt.Sprintf("%s >= %d", common.DefaultInt64FieldName, 0) emptyPartitionName := "" // query from "" partitions, expect to query from default partition _, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions([]string{emptyPartitionName})) common.CheckErr(t, err, false, "Partition name should not be empty") } // test query with empty partition name func TestQueryPartition(t *testing.T) { parName := "p1" ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) // create collection and partition prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true)) err := mc.CreatePartition(ctx, clientv2.NewCreatePartitionOption(schema.CollectionName, parName)) common.CheckErr(t, err, true) // insert [0, 3000) into default, insert [3000, 6000) into parName _, i1Res := prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption()) _, i2Res := prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb).TWithPartitionName(parName), hp.TNewDataOption().TWithStart(common.DefaultNb)) // flush -> index -> load prepare.FlushData(ctx, t, mc, schema.CollectionName) prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) expr := fmt.Sprintf("%s >= %d", common.DefaultInt64FieldName, 0) expColumn := hp.GenColumnData(common.DefaultNb*2, entity.FieldTypeInt64, *hp.TNewDataOption().TWithStart(0)) // query with default params, expect to query from all partitions queryRes, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithConsistencyLevel(entity.ClStrong)) common.CheckErr(t, err, true) common.CheckQueryResult(t, queryRes.Fields, []column.Column{expColumn}) // query with empty partition names queryRes, err = mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions([]string{}).WithConsistencyLevel(entity.ClStrong)) common.CheckErr(t, err, true) common.CheckQueryResult(t, queryRes.Fields, []column.Column{expColumn}) // query with default partition queryRes, err = mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions([]string{common.DefaultPartition}).WithConsistencyLevel(entity.ClStrong)) common.CheckErr(t, err, true) common.CheckQueryResult(t, queryRes.Fields, []column.Column{i1Res.IDs}) // query with specify partition queryRes, err = mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions([]string{parName}).WithConsistencyLevel(entity.ClStrong)) common.CheckErr(t, err, true) common.CheckQueryResult(t, queryRes.Fields, []column.Column{i2Res.IDs}) // query with all partitions queryRes, err = mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions([]string{common.DefaultPartition, parName}).WithConsistencyLevel(entity.ClStrong)) common.CheckErr(t, err, true) common.CheckQueryResult(t, queryRes.Fields, []column.Column{expColumn}) } // test query with invalid partition name func TestQueryWithoutExpr(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) // create collection and partition _, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec), hp.TNewFieldsOption(), hp.TNewSchemaOption()) // query without expr _, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName)) common.CheckErr(t, err, false, "empty expression should be used with limit") // query with empty expr _, err = mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter("")) common.CheckErr(t, err, false, "empty expression should be used with limit") } // test query empty output fields: []string{} -> default pk // test query empty output fields: []string{""} -> error // test query with not existed field ["aa"]: error or as dynamic field // test query with part not existed field ["aa", "$meat"]: error or as dynamic field // test query with repeated field: ["*", "$meat"], ["floatVec", floatVec"] unique field func TestQueryOutputFields(t *testing.T) { t.Skip("verify TODO") t.Parallel() ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) for _, enableDynamic := range [2]bool{true, false} { // create -> insert -> flush -> index -> load prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(enableDynamic)) prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption()) prepare.FlushData(ctx, t, mc, schema.CollectionName) prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) expr := fmt.Sprintf("%s < %d", common.DefaultInt64FieldName, 10) // query with empty output fields []string{}-> output "int64" queryNilOutputs, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{})) common.CheckErr(t, err, true) common.CheckOutputFields(t, []string{common.DefaultInt64FieldName}, queryNilOutputs.Fields) // query with empty output fields []string{""}-> output "int64" and dynamic field _, err1 := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{""})) if enableDynamic { common.CheckErr(t, err1, false, "parse output field name failed") } else { common.CheckErr(t, err1, false, "not exist") } // query with not existed field -> output field as dynamic or error fakeName := "aaa" res2, err2 := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{fakeName})) if enableDynamic { common.CheckErr(t, err2, true) for _, c := range res2.Fields { log.Debug("data", zap.String("name", c.Name()), zap.Any("type", c.Type()), zap.Any("data", c.FieldData())) } common.CheckOutputFields(t, []string{common.DefaultInt64FieldName, fakeName}, res2.Fields) dynamicColumn := hp.MergeColumnsToDynamic(10, hp.GenDynamicColumnData(0, 10), common.DefaultDynamicFieldName) expColumns := []column.Column{ hp.GenColumnData(10, entity.FieldTypeInt64, *hp.TNewDataOption()), column.NewColumnDynamic(dynamicColumn, fakeName), } common.CheckQueryResult(t, expColumns, res2.Fields) } else { common.CheckErr(t, err2, false, fmt.Sprintf("%s not exist", fakeName)) } // query with part not existed field ["aa", "$meat"]: error or as dynamic field res3, err3 := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{fakeName, common.DefaultDynamicFieldName})) if enableDynamic { common.CheckErr(t, err3, true) common.CheckOutputFields(t, []string{common.DefaultInt64FieldName, fakeName, common.DefaultDynamicFieldName}, res3.Fields) } else { common.CheckErr(t, err3, false, "not exist") } // query with repeated field: ["*", "$meat"], ["floatVec", floatVec"] unique field res4, err4 := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{"*", common.DefaultDynamicFieldName})) if enableDynamic { common.CheckErr(t, err4, true) common.CheckOutputFields(t, []string{common.DefaultInt64FieldName, common.DefaultFloatVecFieldName, common.DefaultDynamicFieldName}, res4.Fields) } else { common.CheckErr(t, err4, false, "$meta not exist") } res5, err5 := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields( []string{common.DefaultFloatVecFieldName, common.DefaultFloatVecFieldName, common.DefaultInt64FieldName})) common.CheckErr(t, err5, true) common.CheckOutputFields(t, []string{common.DefaultInt64FieldName, common.DefaultFloatVecFieldName}, res5.Fields) } } // test query output all fields and verify data func TestQueryOutputAllFieldsColumn(t *testing.T) { t.Skip("https://github.com/milvus-io/milvus/issues/33848") ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) // create collection for _, isDynamic := range [2]bool{true, false} { prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.AllFields), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(isDynamic)) prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // insert columns := make([]column.Column, 0, len(schema.Fields)+1) dynamicColumns := hp.GenDynamicColumnData(0, common.DefaultNb) genDataOpt := hp.TNewDataOption().TWithMaxCapacity(common.TestCapacity) insertOpt := clientv2.NewColumnBasedInsertOption(schema.CollectionName) for _, field := range schema.Fields { if field.DataType == entity.FieldTypeArray { genDataOpt.TWithElementType(field.ElementType) } columns = append(columns, hp.GenColumnData(common.DefaultNb, field.DataType, *genDataOpt.TWithDim(common.DefaultDim))) } if isDynamic { insertOpt.WithColumns(dynamicColumns...) } ids, err := mc.Insert(ctx, insertOpt.WithColumns(columns...)) common.CheckErr(t, err, true) require.Equal(t, int64(common.DefaultNb), ids.InsertCount) prepare.FlushData(ctx, t, mc, schema.CollectionName) // query output all fields -> output all fields, includes vector and $meta field pos := 10 allFieldsName := make([]string, 0, len(schema.Fields)) for _, field := range schema.Fields { allFieldsName = append(allFieldsName, field.Name) } if isDynamic { allFieldsName = append(allFieldsName, common.DefaultDynamicFieldName) } queryResultAll, errQuery := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong). WithFilter(fmt.Sprintf("%s < %d", common.DefaultInt64FieldName, pos)).WithOutputFields([]string{"*"})) common.CheckErr(t, errQuery, true) common.CheckOutputFields(t, allFieldsName, queryResultAll.Fields) expColumns := make([]column.Column, 0, len(columns)+1) for _, _column := range columns { expColumns = append(expColumns, _column.Slice(0, pos)) } if isDynamic { expColumns = append(expColumns, hp.MergeColumnsToDynamic(pos, dynamicColumns, common.DefaultDynamicFieldName)) } common.CheckQueryResult(t, expColumns, queryResultAll.Fields) } } // test query output all fields func TestQueryOutputAllFieldsRows(t *testing.T) { t.Skip("https://github.com/milvus-io/milvus/issues/33459") ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) // create collection prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.AllFields), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true)) // prepare and insert data rows := hp.GenAllFieldsRows(common.DefaultNb, false, *hp.TNewDataOption().TWithMaxCapacity(common.TestCapacity)) ids, err := mc.Insert(ctx, clientv2.NewRowBasedInsertOption(schema.CollectionName, rows...)) common.CheckErr(t, err, true) require.Equal(t, int64(common.DefaultNb), ids.InsertCount) prepare.FlushData(ctx, t, mc, schema.CollectionName) prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // query output all fields -> output all fields, includes vector and $meta field allFieldsName := []string{common.DefaultDynamicFieldName} for _, field := range schema.Fields { allFieldsName = append(allFieldsName, field.Name) } queryResultAll, errQuery := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong). WithFilter(fmt.Sprintf("%s < %d", common.DefaultInt64FieldName, 10)).WithOutputFields([]string{"*"})) common.CheckErr(t, errQuery, true) common.CheckOutputFields(t, allFieldsName, queryResultAll.Fields) } // test query output varchar and binaryVector fields func TestQueryOutputBinaryAndVarchar(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.VarcharBinary), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true)) prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // insert columns := make([]column.Column, 0, len(schema.Fields)+1) dynamicColumns := hp.GenDynamicColumnData(0, common.DefaultNb) for _, field := range schema.Fields { columns = append(columns, hp.GenColumnData(common.DefaultNb, field.DataType, *hp.TNewDataOption().TWithDim(common.DefaultDim))) } ids, err := mc.Insert(ctx, clientv2.NewColumnBasedInsertOption(schema.CollectionName, columns...).WithColumns(dynamicColumns...)) common.CheckErr(t, err, true) require.Equal(t, int64(common.DefaultNb), ids.InsertCount) prepare.FlushData(ctx, t, mc, schema.CollectionName) // query output all fields -> output all fields, includes vector and $meta field expr := fmt.Sprintf("%s in ['0', '1', '2', '3', '4', '5'] ", common.DefaultVarcharFieldName) allFieldsName := []string{common.DefaultVarcharFieldName, common.DefaultBinaryVecFieldName, common.DefaultDynamicFieldName} queryResultAll, errQuery := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong). WithFilter(expr).WithOutputFields([]string{"*"})) common.CheckErr(t, errQuery, true) common.CheckOutputFields(t, allFieldsName, queryResultAll.Fields) expColumns := []column.Column{hp.MergeColumnsToDynamic(6, dynamicColumns, common.DefaultDynamicFieldName)} for _, _column := range columns { expColumns = append(expColumns, _column.Slice(0, 6)) } common.CheckQueryResult(t, expColumns, queryResultAll.Fields) } func TestQueryOutputSparse(t *testing.T) { t.Skip("https://github.com/milvus-io/milvus-sdk-go/issues/769") t.Parallel() ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64VarcharSparseVec), hp.TNewFieldsOption(), hp.TNewSchemaOption()) prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // insert columns := make([]column.Column, 0, len(schema.Fields)) for _, field := range schema.Fields { columns = append(columns, hp.GenColumnData(common.DefaultNb, field.DataType, *hp.TNewDataOption().TWithSparseMaxLen(10))) } ids, err := mc.Insert(ctx, clientv2.NewColumnBasedInsertOption(schema.CollectionName, columns...)) common.CheckErr(t, err, true) require.Equal(t, int64(common.DefaultNb), ids.InsertCount) prepare.FlushData(ctx, t, mc, schema.CollectionName) // query output all fields -> output all fields, includes vector and $meta field expr := fmt.Sprintf("%s < 100 ", common.DefaultInt64FieldName) expFieldsName := []string{common.DefaultInt64FieldName, common.DefaultVarcharFieldName, common.DefaultSparseVecFieldName} queryResultAll, errQuery := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{"*"})) common.CheckErr(t, errQuery, true) common.CheckOutputFields(t, expFieldsName, queryResultAll.Fields) expColumns := make([]column.Column, 0, len(columns)) for _, _column := range columns { expColumns = append(expColumns, _column.Slice(0, 100)) } common.CheckQueryResult(t, expColumns, queryResultAll.Fields) } // test query different array rows has different element length func TestQueryArrayDifferentLenBetweenRows(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64VecAllScalar), hp.TNewFieldsOption().TWithMaxCapacity(common.TestCapacity*2), hp.TNewSchemaOption()) prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // insert 2 batch with array capacity 100 and 200 for i := 0; i < 2; i++ { columns := make([]column.Column, 0, len(schema.Fields)) // each batch has different array capacity genDataOpt := hp.TNewDataOption().TWithMaxCapacity(common.TestCapacity * (i + 1)).TWithStart(common.DefaultNb * i) for _, field := range schema.Fields { if field.DataType == entity.FieldTypeArray { genDataOpt.TWithElementType(field.ElementType) } columns = append(columns, hp.GenColumnData(common.DefaultNb, field.DataType, *genDataOpt)) } ids, err := mc.Insert(ctx, clientv2.NewColumnBasedInsertOption(schema.CollectionName, columns...)) common.CheckErr(t, err, true) require.Equal(t, int64(common.DefaultNb), ids.InsertCount) } prepare.FlushData(ctx, t, mc, schema.CollectionName) // query array idx exceeds max capacity, array[200] expr := fmt.Sprintf("%s[%d] > 0", common.DefaultInt64ArrayField, common.TestCapacity*2) countRes, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{common.QueryCountFieldName})) common.CheckErr(t, err, true) count, _ := countRes.Fields[0].GetAsInt64(0) require.Equal(t, int64(0), count) countRes, err = mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{"Count(*)"})) common.CheckErr(t, err, true) count, _ = countRes.Fields[0].GetAsInt64(0) require.Equal(t, int64(0), count) // query: some rows has element greater than expr index array[100] expr2 := fmt.Sprintf("%s[%d] > 0", common.DefaultInt64ArrayField, common.TestCapacity) countRes2, err2 := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr2).WithOutputFields([]string{common.QueryCountFieldName})) common.CheckErr(t, err2, true) count2, _ := countRes2.Fields[0].GetAsInt64(0) require.Equal(t, int64(common.DefaultNb), count2) } // test query with expr and verify output dynamic field data func TestQueryJsonDynamicExpr(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64VecJSON), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true)) prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption()) prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // query with different expr and count expr := fmt.Sprintf("%s['number'] < 10 || %s < 10", common.DefaultJSONFieldName, common.DefaultDynamicNumberField) queryRes, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithConsistencyLevel(entity.ClStrong). WithOutputFields([]string{common.DefaultJSONFieldName, common.DefaultDynamicFieldName})) // verify output fields and count, dynamicNumber value common.CheckErr(t, err, true) common.CheckOutputFields(t, []string{common.DefaultInt64FieldName, common.DefaultJSONFieldName, common.DefaultDynamicFieldName}, queryRes.Fields) require.Equal(t, 10, queryRes.ResultCount) for _, _column := range queryRes.Fields { if _column.Name() == common.DefaultDynamicNumberField { var numberData []int64 for i := 0; i < _column.Len(); i++ { line, _ := _column.GetAsInt64(i) numberData = append(numberData, line) } require.Equal(t, numberData, []int64{0, 1, 2, 3, 4, 5, 6, 7, 8, 9}) } } } // test query with invalid expr func TestQueryInvalidExpr(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64VecJSON), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true)) prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, 100), hp.TNewDataOption()) prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) for _, _invalidExpr := range common.InvalidExpressions { _, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(_invalidExpr.Expr)) common.CheckErr(t, err, _invalidExpr.ErrNil, _invalidExpr.ErrMsg) } } // Test query json and dynamic collection with string expr func TestQueryCountJsonDynamicExpr(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.AllFields), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true)) prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption()) prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // query with different expr and count type exprCount struct { expr string count int64 } exprCounts := []exprCount{ {expr: "", count: common.DefaultNb}, // pk int64 field expr: < in && || {expr: fmt.Sprintf("%s < 1000", common.DefaultInt64FieldName), count: 1000}, {expr: fmt.Sprintf("%s in [0, 1, 2]", common.DefaultInt64FieldName), count: 3}, {expr: fmt.Sprintf("%s >= 1000 && %s < 2000", common.DefaultInt64FieldName, common.DefaultInt64FieldName), count: 1000}, {expr: fmt.Sprintf("%s >= 1000 || %s > 2000", common.DefaultInt64FieldName, common.DefaultInt64FieldName), count: 2000}, {expr: fmt.Sprintf("%s < 1000", common.DefaultFloatFieldName), count: 1000}, // json and dynamic field filter expr: == < in bool/ list/ int {expr: fmt.Sprintf("%s['number'] == 0", common.DefaultJSONFieldName), count: 0}, {expr: fmt.Sprintf("%s['number'] < 100 and %s['number'] != 0", common.DefaultJSONFieldName, common.DefaultJSONFieldName), count: 50}, {expr: fmt.Sprintf("%s < 100", common.DefaultDynamicNumberField), count: 100}, {expr: "dynamicNumber % 2 == 0", count: 1500}, {expr: fmt.Sprintf("%s['bool'] == true", common.DefaultJSONFieldName), count: 1500 / 2}, {expr: fmt.Sprintf("%s == false", common.DefaultDynamicBoolField), count: 2000}, {expr: fmt.Sprintf("%s in ['1', '2'] ", common.DefaultDynamicStringField), count: 2}, {expr: fmt.Sprintf("%s['string'] in ['1', '2', '5'] ", common.DefaultJSONFieldName), count: 3}, {expr: fmt.Sprintf("%s['list'] == [1, 2] ", common.DefaultJSONFieldName), count: 1}, {expr: fmt.Sprintf("%s['list'] == [0, 1] ", common.DefaultJSONFieldName), count: 0}, {expr: fmt.Sprintf("%s['list'][0] < 10 ", common.DefaultJSONFieldName), count: 5}, {expr: fmt.Sprintf("%s[\"dynamicList\"] != [2, 3]", common.DefaultDynamicFieldName), count: 0}, // json contains {expr: fmt.Sprintf("json_contains (%s['list'], 2)", common.DefaultJSONFieldName), count: 1}, {expr: fmt.Sprintf("json_contains (%s['number'], 0)", common.DefaultJSONFieldName), count: 0}, {expr: fmt.Sprintf("json_contains_all (%s['list'], [1, 2])", common.DefaultJSONFieldName), count: 1}, {expr: fmt.Sprintf("JSON_CONTAINS_ANY (%s['list'], [1, 3])", common.DefaultJSONFieldName), count: 2}, // string like {expr: "dynamicString like '1%' ", count: 1111}, // key exist {expr: fmt.Sprintf("exists %s['list']", common.DefaultJSONFieldName), count: common.DefaultNb / 4}, {expr: "exists a ", count: 0}, {expr: fmt.Sprintf("exists %s ", common.DefaultDynamicListField), count: common.DefaultNb}, {expr: fmt.Sprintf("exists %s ", common.DefaultDynamicStringField), count: common.DefaultNb}, // data type not match and no error {expr: fmt.Sprintf("%s['number'] == '0' ", common.DefaultJSONFieldName), count: 0}, // json field {expr: fmt.Sprintf("%s >= 1500", common.DefaultJSONFieldName), count: 1500 / 2}, // json >= 1500 {expr: fmt.Sprintf("%s > 1499.5", common.DefaultJSONFieldName), count: 1500 / 2}, // json >= 1500.0 {expr: fmt.Sprintf("%s like '21%%'", common.DefaultJSONFieldName), count: 100 / 4}, // json like '21%' {expr: fmt.Sprintf("%s == [1503, 1504]", common.DefaultJSONFieldName), count: 1}, // json == [1,2] {expr: fmt.Sprintf("%s[0] > 1", common.DefaultJSONFieldName), count: 1500 / 4}, // json[0] > 1 {expr: fmt.Sprintf("%s[0][0] > 1", common.DefaultJSONFieldName), count: 0}, // json == [1,2] } for _, _exprCount := range exprCounts { log.Debug("TestQueryCountJsonDynamicExpr", zap.String("expr", _exprCount.expr)) countRes, _ := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(_exprCount.expr).WithOutputFields([]string{common.QueryCountFieldName})) count, _ := countRes.Fields[0].GetAsInt64(0) require.Equal(t, _exprCount.count, count) } } // test query with all kinds of array expr func TestQueryArrayFieldExpr(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.AllFields), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true)) prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption()) prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // create collection capacity := int64(common.TestCapacity) type exprCount struct { expr string count int64 } exprCounts := []exprCount{ {expr: fmt.Sprintf("%s[0] == false", common.DefaultBoolArrayField), count: common.DefaultNb / 2}, // array[0] == {expr: fmt.Sprintf("%s[0] > 0", common.DefaultInt64ArrayField), count: common.DefaultNb - 1}, // array[0] > {expr: fmt.Sprintf("%s[0] > 0", common.DefaultInt8ArrayField), count: 1524}, // array[0] > int8 range: [-128, 127] {expr: fmt.Sprintf("json_contains (%s, %d)", common.DefaultInt16ArrayField, capacity), count: capacity}, // json_contains(array, 1) {expr: fmt.Sprintf("array_contains (%s, %d)", common.DefaultInt16ArrayField, capacity), count: capacity}, // array_contains(array, 1) {expr: fmt.Sprintf("array_contains (%s, 1)", common.DefaultInt32ArrayField), count: 2}, // array_contains(array, 1) {expr: fmt.Sprintf("json_contains (%s, 1)", common.DefaultInt32ArrayField), count: 2}, // json_contains(array, 1) {expr: fmt.Sprintf("array_contains (%s, 1000000)", common.DefaultInt32ArrayField), count: 0}, // array_contains(array, 1) {expr: fmt.Sprintf("json_contains_all (%s, [90, 91])", common.DefaultInt64ArrayField), count: 91}, // json_contains_all(array, [x]) {expr: fmt.Sprintf("array_contains_all (%s, [1, 2])", common.DefaultInt64ArrayField), count: 2}, // array_contains_all(array, [x]) {expr: fmt.Sprintf("array_contains_any (%s, [0, 100, 10000])", common.DefaultFloatArrayField), count: 101}, // array_contains_any(array, [x]) {expr: fmt.Sprintf("json_contains_any (%s, [0, 100, 10])", common.DefaultFloatArrayField), count: 101}, // json_contains_any (array, [x]) {expr: fmt.Sprintf("%s == [0, 1]", common.DefaultDoubleArrayField), count: 0}, // array == {expr: fmt.Sprintf("array_length(%s) == 10", common.DefaultVarcharArrayField), count: 0}, // array_length {expr: fmt.Sprintf("array_length(%s) == %d", common.DefaultDoubleArrayField, capacity), count: common.DefaultNb}, // array_length } for _, _exprCount := range exprCounts { log.Debug("TestQueryCountJsonDynamicExpr", zap.String("expr", _exprCount.expr)) countRes, _ := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(_exprCount.expr).WithOutputFields([]string{common.QueryCountFieldName})) count, _ := countRes.Fields[0].GetAsInt64(0) require.Equal(t, _exprCount.count, count) } } // test query output invalid count(*) fields func TestQueryOutputInvalidOutputFieldCount(t *testing.T) { type invalidCountStruct struct { countField string errMsg string } ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := createDefaultMilvusClient(ctx, t) prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(false)) prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption()) prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // invalid expr invalidOutputFieldCount := []invalidCountStruct{ {countField: "ccount(*)", errMsg: "field ccount(*) not exist"}, {countField: "count[*]", errMsg: "field count[*] not exist"}, {countField: "count", errMsg: "field count not exist"}, {countField: "count(**)", errMsg: "field count(**) not exist"}, } for _, invalidCount := range invalidOutputFieldCount { queryExpr := fmt.Sprintf("%s >= 0", common.DefaultInt64FieldName) // query with empty output fields []string{}-> output "int64" _, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(queryExpr).WithOutputFields([]string{invalidCount.countField})) common.CheckErr(t, err, false, invalidCount.errMsg) } }