package testcases import ( "encoding/json" "fmt" "testing" "time" "github.com/stretchr/testify/require" "go.uber.org/zap" "github.com/milvus-io/milvus/client/v2/column" "github.com/milvus-io/milvus/client/v2/entity" client "github.com/milvus-io/milvus/client/v2/milvusclient" "github.com/milvus-io/milvus/pkg/v2/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 := hp.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), hp.TNewDataOption()) // flush -> index -> load prepare.FlushData(ctx, t, mc, schema.CollectionName) prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // query expr := fmt.Sprintf("%s < %d", common.DefaultInt64FieldName, 100) queryRes, err := mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter(expr)) common.CheckErr(t, err, true) common.CheckQueryResult(t, queryRes.Fields, []column.Column{insertRes.IDs.Slice(0, 100)}) // query with limit LimitRes, err := mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter(expr).WithLimit(10)) common.CheckErr(t, err, true) require.Equal(t, 10, LimitRes.ResultCount) require.Equal(t, 10, LimitRes.GetColumn(common.DefaultInt64FieldName).Len()) // get ids -> same result with query ids := hp.GenColumnData(100, entity.FieldTypeInt64, *hp.TNewDataOption().TWithFieldName(common.DefaultInt64FieldName)) getRes, errGet := mc.Get(ctx, client.NewQueryOption(schema.CollectionName).WithIDs(ids)) common.CheckErr(t, errGet, true) common.CheckQueryResult(t, getRes.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 := hp.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), hp.TNewDataOption()) // flush -> index -> load prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(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, client.NewQueryOption(schema.CollectionName).WithFilter(expr).WithConsistencyLevel(entity.ClStrong)) common.CheckErr(t, err, true) common.CheckQueryResult(t, queryRes.Fields, []column.Column{insertRes.IDs.Slice(0, 5)}) // get ids -> same result with query varcharValues := []string{"0", "1", "2", "3", "4"} ids := column.NewColumnVarChar(common.DefaultVarcharFieldName, varcharValues) getRes, errGet := mc.Get(ctx, client.NewQueryOption(schema.CollectionName).WithIDs(ids).WithConsistencyLevel(entity.ClStrong)) common.CheckErr(t, errGet, true) common.CheckQueryResult(t, getRes.Fields, []column.Column{insertRes.IDs.Slice(0, 5)}) } // test get with invalid ids func TestGetInvalid(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := hp.CreateDefaultMilvusClient(ctx, t) // create and insert prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec), hp.TNewFieldsOption(), hp.TNewSchemaOption()) prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema), hp.TNewDataOption()) // flush -> index -> load prepare.FlushData(ctx, t, mc, schema.CollectionName) prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // get ids with varchar ids -> error varcharValues := []string{"0", "1", "2", "3", "4"} ids := column.NewColumnVarChar(common.DefaultVarcharFieldName, varcharValues) _, errGet := mc.Get(ctx, client.NewQueryOption(schema.CollectionName).WithIDs(ids)) common.CheckErr(t, errGet, false, "field varchar not exist: invalid parameter") // get ids with varchar ids -> error ids = column.NewColumnVarChar(common.DefaultInt64FieldName, varcharValues) _, errGet = mc.Get(ctx, client.NewQueryOption(schema.CollectionName).WithIDs(ids)) common.CheckErr(t, errGet, false, "cannot parse expression: int64 in") // get ids with non-pk column -> error for empty filter t.Log("https://github.com/milvus-io/milvus/issues/38859") values := []float32{0.0, 1.0} ids2 := column.NewColumnFloat(common.DefaultInt64FieldName, values) _, errGet = mc.Get(ctx, client.NewQueryOption(schema.CollectionName).WithIDs(ids2)) common.CheckErr(t, errGet, false, "empty expression should be used with limit") } // query from not existed collection name and partition name func TestQueryNotExistName(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := hp.CreateDefaultMilvusClient(ctx, t) // query with not existed collection expr := fmt.Sprintf("%s < %d", common.DefaultInt64FieldName, 100) _, errCol := mc.Query(ctx, client.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.TNewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // query with not existed partition _, errPar := mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions("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 := hp.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, client.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions(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 := hp.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, client.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), hp.TNewDataOption()) _, i2Res := prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema).TWithPartitionName(parName), hp.TNewDataOption().TWithStart(common.DefaultNb)) // flush -> index -> load prepare.FlushData(ctx, t, mc, schema.CollectionName) prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(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, client.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, client.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions().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, client.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions(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, client.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions(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, client.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions(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 := hp.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, client.NewQueryOption(schema.CollectionName)) common.CheckErr(t, err, false, "empty expression should be used with limit") // query with empty expr _, err = mc.Query(ctx, client.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.Parallel() ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := hp.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), hp.TNewDataOption()) prepare.FlushData(ctx, t, mc, schema.CollectionName) prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(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, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields()) 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, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields("")) 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 empty data field as dynamic or error fakeName := "aaa" res2, err2 := mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields(fakeName)) if enableDynamic { common.CheckErr(t, err2, true) for _, c := range res2.Fields { log.Info("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, []column.Column{}, common.DefaultDynamicFieldName) // 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", "$meat"]: error or as dynamic field res3, err3 := mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields(fakeName, common.DefaultDynamicFieldName)) if enableDynamic { common.CheckErr(t, err3, true) common.CheckOutputFields(t, []string{common.DefaultInt64FieldName, fakeName, common.DefaultDynamicFieldName}, res3.Fields) } else { common.CheckErr(t, err3, false, "not exist") } // query with repeated field: ["*", "$meat"], ["floatVec", floatVec"] unique field res4, err4 := mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields("*", 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, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields(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) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := hp.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.TNewIndexParams(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 := client.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, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong). WithFilter(fmt.Sprintf("%s < %d", common.DefaultInt64FieldName, pos)).WithOutputFields("*")) 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 := hp.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, client.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.TNewIndexParams(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, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong). WithFilter(fmt.Sprintf("%s < %d", common.DefaultInt64FieldName, 10)).WithOutputFields("*")) 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 := hp.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.TNewIndexParams(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, client.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, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong). WithFilter(expr).WithOutputFields("*")) 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 := hp.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.TNewIndexParams(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, client.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, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields("*")) 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 := hp.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.TNewIndexParams(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, client.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, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields(common.QueryCountFieldName)) common.CheckErr(t, err, true) count, _ := countRes.Fields[0].GetAsInt64(0) require.Equal(t, int64(0), count) countRes, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields("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, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr2).WithOutputFields(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 := hp.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), hp.TNewDataOption()) prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(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, client.NewQueryOption(schema.CollectionName).WithFilter(expr).WithConsistencyLevel(entity.ClStrong). WithOutputFields(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 := hp.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), hp.TNewDataOption().TWithNb(100)) prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) for _, _invalidExpr := range common.InvalidExpressions { _, err := mc.Query(ctx, client.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 := hp.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), hp.TNewDataOption()) prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(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] // Key and value types do not match {expr: fmt.Sprintf("%s['float'] <= 3000", common.DefaultJSONFieldName), count: common.DefaultNb / 4}, {expr: fmt.Sprintf("%s['float'] <= 3000.0", common.DefaultJSONFieldName), count: common.DefaultNb / 4}, {expr: fmt.Sprintf("%s['string'] > 0", common.DefaultJSONFieldName), count: 0}, {expr: fmt.Sprintf("%s['floatArray'][0] < 1000.0", common.DefaultJSONFieldName), count: 500}, {expr: fmt.Sprintf("%s['stringArray'][0] == '00100'", common.DefaultJSONFieldName), count: 1}, } for _, _exprCount := range exprCounts { log.Debug("TestQueryCountJsonDynamicExpr", zap.String("expr", _exprCount.expr)) countRes, _ := mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(_exprCount.expr).WithOutputFields(common.QueryCountFieldName)) count, _ := countRes.Fields[0].GetAsInt64(0) require.Equal(t, _exprCount.count, count) } } func TestQueryNestedJsonExpr(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := hp.CreateDefaultMilvusClient(ctx, t) prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64VecJSON), hp.TNewFieldsOption(), hp.TNewSchemaOption()) prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) pkColumn := hp.GenColumnData(common.DefaultNb, entity.FieldTypeInt64, *hp.TNewDataOption()) vecColumn := hp.GenColumnData(common.DefaultNb, entity.FieldTypeFloatVector, *hp.TNewDataOption()) jsonValues := make([][]byte, 0, common.DefaultNb) nestedDepth := 100 for i := 0; i < common.DefaultNb; i++ { var m map[string]interface{} if i%2 == 0 { m = make(map[string]interface{}) } else { m = hp.GenNestedJSON(nestedDepth, i) } bs, _ := json.Marshal(&m) jsonValues = append(jsonValues, bs) } jsonColumn := column.NewColumnJSONBytes(common.DefaultJSONFieldName, jsonValues) _, err := mc.Insert(ctx, client.NewColumnBasedInsertOption(schema.CollectionName, pkColumn, vecColumn, jsonColumn)) common.CheckErr(t, err, true) type exprCount struct { expr string count int64 } exprKey := hp.GenNestedJSONExprKey(nestedDepth, common.DefaultJSONFieldName) nestedExpr := exprKey + " < 1000 " t.Log("https://github.com/milvus-io/milvus/issues/39822") exprCounts := []exprCount{ //{expr: fmt.Sprintf("json_length(%s) == 0", common.DefaultJSONFieldName), count: common.DefaultNb / 2}, {expr: nestedExpr, count: 500}, } for _, _exprCount := range exprCounts { log.Info("TestQueryCountJsonDynamicExpr", zap.String("expr", _exprCount.expr)) countRes, _ := mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(_exprCount.expr).WithOutputFields(common.QueryCountFieldName)) count, _ := countRes.Fields[0].GetAsInt64(0) require.Equal(t, _exprCount.count, count) } } func TestQueryNumberJsonExpr(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := hp.CreateDefaultMilvusClient(ctx, t) prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64VecJSON), hp.TNewFieldsOption(), hp.TNewSchemaOption()) // Generate test data with boundary values pkColumn := hp.GenColumnData(common.DefaultNb, entity.FieldTypeInt64, *hp.TNewDataOption()) vecColumn := hp.GenColumnData(common.DefaultNb, entity.FieldTypeFloatVector, *hp.TNewDataOption()) jsonValues := make([][]byte, 0, common.DefaultNb) // Define boundary values for different numeric types boundaryValues := map[string]interface{}{ "int8_min": int8(-128), "int8_max": int8(127), "int16_min": int16(-32768), "int16_max": int16(32767), "int32_min": int32(-2147483648), "int32_max": int32(2147483647), "int64_min": int64(-9223372036854775808), "int64_max": int64(9223372036854775807), "float_min": float32(-3.402823e+38), "float_max": float32(3.402823e+38), "double_min": float64(-1.7976931348623157e+308), "double_max": float64(1.7976931348623157e+308), "array_int8": []int8{-128, 127}, "array_int16": []int16{-32768, 32767}, "array_int32": []int32{-2147483648, 2147483647}, "array_int64": []int64{-9223372036854775808, 9223372036854775807}, "array_float": []float64{-3.402823e+38, 3.402823e+38}, "array_double": []float64{-1.7976931348623157e+308, 1.7976931348623157e+308}, } // Generate JSON documents expCount := 100 for i := 0; i < common.DefaultNb; i++ { m := make(map[string]interface{}) if i < expCount { for k, v := range boundaryValues { m[k] = v } } else { // Rest documents contain regular values m["val1"] = 0e+1 m["val2"] = 1e22 m["val3"] = -0.000000000000000000000000000000000000000000000000000000000000000000000000000001 m["val4"] = -0 m["val5"] = -123 m["val6"] = 123.456e78 m["val7"] = 123.456789 } bs, _ := json.Marshal(&m) jsonValues = append(jsonValues, bs) } jsonColumn := column.NewColumnJSONBytes(common.DefaultJSONFieldName, jsonValues) _, err := mc.Insert(ctx, client.NewColumnBasedInsertOption(schema.CollectionName, pkColumn, vecColumn, jsonColumn)) common.CheckErr(t, err, true) prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // Test queries with boundary values t.Log("https://github.com/milvus-io/milvus/issues/40707") t.Log("https://github.com/milvus-io/milvus/issues/40729") testCases := []struct { expr string count int }{ // Test int8 boundary values {expr: fmt.Sprintf("%s['int8_min'] == -128", common.DefaultJSONFieldName), count: expCount}, {expr: fmt.Sprintf("%s['int8_max'] == 127", common.DefaultJSONFieldName), count: expCount}, {expr: fmt.Sprintf("%s['array_int8'][0] < 0", common.DefaultJSONFieldName), count: expCount}, {expr: fmt.Sprintf("%s['array_int8'][0] == -128", common.DefaultJSONFieldName), count: expCount}, // Test int16 boundary values {expr: fmt.Sprintf("%s['int16_min'] == -32768", common.DefaultJSONFieldName), count: expCount}, {expr: fmt.Sprintf("%s['int16_max'] == 32767", common.DefaultJSONFieldName), count: expCount}, {expr: fmt.Sprintf("%s['array_int16'][0] == -32768", common.DefaultJSONFieldName), count: expCount}, // Test int32 boundary values {expr: fmt.Sprintf("%s['int32_min'] == -2147483648", common.DefaultJSONFieldName), count: expCount}, {expr: fmt.Sprintf("%s['int32_max'] == 2147483647", common.DefaultJSONFieldName), count: expCount}, {expr: fmt.Sprintf("%s['array_int32'][0] == -2147483648", common.DefaultJSONFieldName), count: expCount}, // Test int64 boundary values //{expr: fmt.Sprintf("%s['int64_min'] == -9223372036854775808", common.DefaultJSONFieldName), count: expCount}, {expr: fmt.Sprintf("%s['int64_max'] == 9223372036854775807", common.DefaultJSONFieldName), count: expCount}, //{expr: fmt.Sprintf("%s['array_int64'][0] == -9223372036854775808", common.DefaultJSONFieldName), count: expCount}, {expr: fmt.Sprintf("%s['array_int64'][1] == 9223372036854775807", common.DefaultJSONFieldName), count: expCount}, // Test float boundary values (approximate comparison due to floating point precision) {expr: fmt.Sprintf("%s['float_min'] <= -3.402823e+38", common.DefaultJSONFieldName), count: expCount}, {expr: fmt.Sprintf("%s['float_max'] >= 3.402823e+38", common.DefaultJSONFieldName), count: expCount}, {expr: fmt.Sprintf("%s['array_float'][0] == -3.402823e+38", common.DefaultJSONFieldName), count: expCount}, // Test double boundary values (approximate comparison due to floating point precision) {expr: fmt.Sprintf("%s['double_min'] <= -1.7976931348623157e+308", common.DefaultJSONFieldName), count: expCount}, {expr: fmt.Sprintf("%s['double_max'] >= 1.7976931348623157e+308", common.DefaultJSONFieldName), count: expCount}, {expr: fmt.Sprintf("%s['array_double'][0] == -1.7976931348623157e+308", common.DefaultJSONFieldName), count: expCount}, {expr: fmt.Sprintf("%s['array_double'][1] == 1.7976931348623157e+308", common.DefaultJSONFieldName), count: expCount}, // Test regular value queries {expr: fmt.Sprintf("%s['val1'] == 0e+1", common.DefaultJSONFieldName), count: common.DefaultNb - expCount}, {expr: fmt.Sprintf("%s['val2'] == 1e22", common.DefaultJSONFieldName), count: common.DefaultNb - expCount}, {expr: fmt.Sprintf("%s['val3'] < 0", common.DefaultJSONFieldName), count: common.DefaultNb - expCount}, {expr: fmt.Sprintf("%s['val4'] == 0", common.DefaultJSONFieldName), count: common.DefaultNb - expCount}, {expr: fmt.Sprintf("%s['val5'] == -123", common.DefaultJSONFieldName), count: common.DefaultNb - expCount}, {expr: fmt.Sprintf("%s['val6'] == 123.456e78", common.DefaultJSONFieldName), count: common.DefaultNb - expCount}, {expr: fmt.Sprintf("%s['val7'] == 123.456789", common.DefaultJSONFieldName), count: common.DefaultNb - expCount}, } for _, tc := range testCases { t.Run(tc.expr, func(t *testing.T) { countRes, err := mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong). WithFilter(tc.expr).WithOutputFields(common.QueryCountFieldName)) common.CheckErr(t, err, true) count, _ := countRes.Fields[0].GetAsInt64(0) require.EqualValues(t, tc.count, count, "Query expression: %s", tc.expr) }) } } func TestQueryObjectJsonExpr(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := hp.CreateDefaultMilvusClient(ctx, t) prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64VecJSON), hp.TNewFieldsOption(), hp.TNewSchemaOption()) // Generate test data with boundary values pkColumn := hp.GenColumnData(common.DefaultNb, entity.FieldTypeInt64, *hp.TNewDataOption()) vecColumn := hp.GenColumnData(common.DefaultNb, entity.FieldTypeFloatVector, *hp.TNewDataOption()) jsonValues := make([][]byte, 0, common.DefaultNb) // Define boundary values for different numeric types boundaryValues := map[string]interface{}{ "varchar": map[string]string{ "a": "b", "π": "π", "asd ": " ", //nolint "utf8": "€𝄞", "comments": "a/*b*/c/*d//e", "unicode": "\u041f\u043e\u043b\u0442\u043e\u0440\u0430", // "Полтора" }, "escape": map[string]string{ "allowed_escape": "\"\\/\b\f\n\n\t", "double_escape": "aa\n", "null_escape": "\u0000", "uescaped_newline": "new\u000Aline", }, "int64": map[string]int64{ "": 1, "foo\u0000bar": 42, "min": -9223372036854775808, "max": 9223372036854775807, }, "interface": []map[string]interface{}{ {"string": []map[string]interface{}{{"id": "xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx"}}, "id": "xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx"}, {"int8": []int8{1, -128, 127}}, {"int16": []int16{-1, 1, -32768, 32767}}, {"int32": []int32{-1, 1, -2147483648, 2147483647}}, {"int64": []int64{-1, 1, -9223372036854775808, 9223372036854775807}}, {"float32": []float32{-1.0, 1.0, -3.402823e+38, 3.402823e+38}}, {"double": []float64{-1.0, 1.0, -1.7976931348623157e+308, 1.7976931348623157e+308}}, {"bool": []bool{true, false}}, {"empty_array": []float32{}}, }, "language": []map[string]interface{}{ {"中文": "月亮"}, {"English": "moon"}, {"중국인": "달"}, {"日本語": "シャオミン"}, }, } // Generate JSON documents for i := 0; i < common.DefaultNb; i++ { m := make(map[string]interface{}) for k, v := range boundaryValues { m[k] = v } bs, _ := json.Marshal(&m) jsonValues = append(jsonValues, bs) } jsonColumn := column.NewColumnJSONBytes(common.DefaultJSONFieldName, jsonValues) _, err := mc.Insert(ctx, client.NewColumnBasedInsertOption(schema.CollectionName, pkColumn, vecColumn, jsonColumn)) common.CheckErr(t, err, true) prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // Test queries with boundary values t.Log("https://github.com/milvus-io/milvus/issues/40729") testCases := []struct { expr string count int }{ // Test varchar // Test varchar {expr: fmt.Sprintf("%s['varchar']['a'] == 'b'", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['varchar']['π'] == 'π'", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['varchar']['asd '] == ' '", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['varchar']['utf8'] == '€𝄞'", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['varchar']['comments'] == 'a/*b*/c/*d//e'", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['varchar']['unicode'] == 'Полтора' ", common.DefaultJSONFieldName), count: common.DefaultNb}, // Test escape boundary values {expr: fmt.Sprintf("%s['escape']['allowed_escape'] == '\\\"\\\\/\\b\\f\\n\\n\\t'", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['escape']['double_escape'] == 'aa\\n'", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['escape']['null_escape'] == '\u0000'", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['escape']['uescaped_newline'] == 'new\\nline'", common.DefaultJSONFieldName), count: common.DefaultNb}, // Test int64 boundary values //{expr: fmt.Sprintf("%s['int64'][''] == 1", common.DefaultJSONFieldName), count: common.DefaultNb}, //{expr: fmt.Sprintf("%s['int64']['foo\\u0000bar'] == 42", common.DefaultJSONFieldName), count: common.DefaultNb}, //{expr: fmt.Sprintf("%s['int64']['min'] == -9223372036854775808", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['int64']['max'] == 9223372036854775807", common.DefaultJSONFieldName), count: common.DefaultNb}, // Test interface boundary values {expr: fmt.Sprintf("%s['interface'][0]['id'] == 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx'", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][0]['string'][0]['id'] == 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx'", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][1]['int8'][0] == 1", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][1]['int8'][1] == -128", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][1]['int8'][2] == 127", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][2]['int16'][0] == -1", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][2]['int16'][1] == 1", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][2]['int16'][2] == -32768", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][2]['int16'][3] == 32767", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][3]['int32'][0] == -1", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][3]['int32'][1] == 1", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][3]['int32'][2] == -2147483648", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][3]['int32'][3] == 2147483647", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][4]['int64'][0] == -1", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][4]['int64'][1] == 1", common.DefaultJSONFieldName), count: common.DefaultNb}, //{expr: fmt.Sprintf("%s['interface'][4]['int64'][2] == -9223372036854775808", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][4]['int64'][3] == 9223372036854775807", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][5]['float32'][0] == -1.0", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][5]['float32'][1] == 1.0", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][5]['float32'][2] == -3.402823e+38", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][5]['float32'][3] == 3.402823e+38", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][6]['double'][0] == -1.0", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][6]['double'][1] == 1.0", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][6]['double'][2] == -1.7976931348623157e+308", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][6]['double'][3] == 1.7976931348623157e+308", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][7]['bool'][0] == true", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['interface'][7]['bool'][1] == false", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("array_length(%s['interface'][0]['empty_array']) == 0", common.DefaultJSONFieldName), count: common.DefaultNb}, // language {expr: fmt.Sprintf("%s['language'][0]['中文'] == '月亮'", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['language'][1]['English'] == 'moon'", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['language'][2]['중국인'] == '달'", common.DefaultJSONFieldName), count: common.DefaultNb}, {expr: fmt.Sprintf("%s['language'][3]['日本語'] == 'シャオミン'", common.DefaultJSONFieldName), count: common.DefaultNb}, } for _, tc := range testCases { t.Run(tc.expr, func(t *testing.T) { countRes, err := mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong). WithFilter(tc.expr).WithOutputFields(common.QueryCountFieldName)) common.CheckErr(t, err, true) count, _ := countRes.Fields[0].GetAsInt64(0) require.EqualValues(t, tc.count, count, "Query expression: %s", tc.expr) }) } } func TestQueryNullJsonExpr(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := hp.CreateDefaultMilvusClient(ctx, t) pkField := entity.NewField().WithName(common.DefaultInt64FieldName).WithDataType(entity.FieldTypeInt64).WithIsPrimaryKey(true) vecField := entity.NewField().WithName(common.DefaultFloatVecFieldName).WithDataType(entity.FieldTypeFloatVector).WithDim(common.DefaultDim) jsonField := entity.NewField().WithName(common.DefaultJSONFieldName).WithDataType(entity.FieldTypeJSON).WithNullable(true) schema := entity.NewSchema().WithName(common.GenRandomString("null_json", 10)).WithField(pkField).WithField(vecField).WithField(jsonField) mc.CreateCollection(ctx, client.NewCreateCollectionOption(schema.CollectionName, schema)) prepare := hp.CollPrepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // Generate test data with boundary values pkColumn := hp.GenColumnData(common.DefaultNb, entity.FieldTypeInt64, *hp.TNewDataOption()) vecColumn := hp.GenColumnData(common.DefaultNb, entity.FieldTypeFloatVector, *hp.TNewDataOption()) jsonValues := make([][]byte, 0, common.DefaultNb) validData := make([]bool, 0, common.DefaultNb) // Generate JSON documents for i := 0; i < common.DefaultNb; i++ { _mod := i % 3 var m interface{} if _mod == 0 { m = map[string][]float32{"value": {0.1, 0.1, 0.1, 0.1, 0.1}} bs, _ := json.Marshal(&m) jsonValues = append(jsonValues, bs) validData = append(validData, true) } else if _mod == 1 { m = map[string][]string{"value": {"zz0", "zz0", "zz0", "zz0"}} bs, _ := json.Marshal(&m) jsonValues = append(jsonValues, bs) validData = append(validData, true) } else { validData = append(validData, false) } } nullColumn, err := column.NewNullableColumnJSONBytes(common.DefaultJSONFieldName, jsonValues, validData) common.CheckErr(t, err, true) _, err = mc.Insert(ctx, client.NewColumnBasedInsertOption(schema.CollectionName, pkColumn, vecColumn, nullColumn)) common.CheckErr(t, err, true) // Test queries with boundary values testCases := []struct { expr string count int }{ // Test null boundary values {expr: fmt.Sprintf("%s is null", common.DefaultJSONFieldName), count: common.DefaultNb / 3}, {expr: fmt.Sprintf("%s IS NULL", common.DefaultJSONFieldName), count: common.DefaultNb / 3}, {expr: fmt.Sprintf("%s IS NOT NULL", common.DefaultJSONFieldName), count: common.DefaultNb * 2 / 3}, {expr: fmt.Sprintf("%s is not null", common.DefaultJSONFieldName), count: common.DefaultNb * 2 / 3}, {expr: fmt.Sprintf("%s['value'][0] == 'zz0' ", common.DefaultJSONFieldName), count: common.DefaultNb / 3}, {expr: fmt.Sprintf("%s['value'][0] == 0.1 ", common.DefaultJSONFieldName), count: common.DefaultNb / 3}, } for _, tc := range testCases { t.Run(tc.expr, func(t *testing.T) { countRes, err := mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong). WithFilter(tc.expr).WithOutputFields(common.QueryCountFieldName)) common.CheckErr(t, err, true) count, _ := countRes.Fields[0].GetAsInt64(0) require.EqualValues(t, tc.count, count, "Query expression: %s", tc.expr) }) } for _, invalidExpr := range []string{ fmt.Sprintf("%s is NOT NULL", common.DefaultJSONFieldName), fmt.Sprintf("%s IS not NULL", common.DefaultJSONFieldName), } { _, err := mc.Query(ctx, client.NewQueryOption(schema.CollectionName). WithConsistencyLevel(entity.ClStrong). WithFilter(invalidExpr). WithOutputFields(common.QueryCountFieldName)) common.CheckErr(t, err, false, "cannot parse expression") } } // test query with all kinds of array expr func TestQueryArrayFieldExpr(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := hp.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), hp.TNewDataOption()) prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(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, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(_exprCount.expr).WithOutputFields(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 := hp.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), hp.TNewDataOption()) prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(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, client.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(queryExpr).WithOutputFields(invalidCount.countField)) common.CheckErr(t, err, false, invalidCount.errMsg) } } func TestQueryWithTemplateParam(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := hp.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), hp.TNewDataOption()) prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // query int64Values := make([]int64, 0, 1000) for i := 10; i < 10+1000; i++ { int64Values = append(int64Values, int64(i)) } // default queryRes, err := mc.Query(ctx, client.NewQueryOption(schema.CollectionName). WithFilter(fmt.Sprintf("%s in {int64Values}", common.DefaultInt64FieldName)).WithTemplateParam("int64Values", int64Values).WithConsistencyLevel(entity.ClStrong)) common.CheckErr(t, err, true) common.CheckQueryResult(t, queryRes.Fields, []column.Column{column.NewColumnInt64(common.DefaultInt64FieldName, int64Values)}) // cover keys res, err := mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter("int64 < {k2}").WithTemplateParam("k2", 10).WithTemplateParam("k2", 5).WithConsistencyLevel(entity.ClStrong)) common.CheckErr(t, err, true) require.Equal(t, 5, res.ResultCount) // array contains anyValues := []int64{0.0, 100.0, 10000.0} countRes, err := mc.Query(ctx, client.NewQueryOption(schema.CollectionName). WithFilter(fmt.Sprintf("json_contains_any (%s, {any_values})", common.DefaultFloatArrayField)).WithTemplateParam("any_values", anyValues). WithOutputFields(common.QueryCountFieldName).WithConsistencyLevel(entity.ClStrong)) common.CheckErr(t, err, true) count, _ := countRes.Fields[0].GetAsInt64(0) require.EqualValues(t, 101, count) // dynamic countRes, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName). WithFilter("dynamicNumber % 2 == {v}").WithTemplateParam("v", 0).WithOutputFields(common.QueryCountFieldName).WithConsistencyLevel(entity.ClStrong)) common.CheckErr(t, err, true) count, _ = countRes.Fields[0].GetAsInt64(0) require.EqualValues(t, 1500, count) // json['bool'] countRes, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName). WithFilter(fmt.Sprintf("%s['bool'] == {v}", common.DefaultJSONFieldName)). WithTemplateParam("v", false). WithOutputFields(common.QueryCountFieldName). WithConsistencyLevel(entity.ClStrong)) common.CheckErr(t, err, true) count, _ = countRes.Fields[0].GetAsInt64(0) require.EqualValues(t, 1500/2, count) // bool countRes, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName). WithFilter(fmt.Sprintf("%s == {v}", common.DefaultBoolFieldName)). WithTemplateParam("v", true). WithOutputFields(common.QueryCountFieldName). WithConsistencyLevel(entity.ClStrong)) common.CheckErr(t, err, true) count, _ = countRes.Fields[0].GetAsInt64(0) require.EqualValues(t, common.DefaultNb/2, count) // and {expr: fmt.Sprintf("%s >= 1000 && %s < 2000", common.DefaultInt64FieldName, common.DefaultInt64FieldName), count: 1000}, res, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName). WithFilter(fmt.Sprintf("%s >= {k1} && %s < {k2}", common.DefaultInt64FieldName, common.DefaultInt64FieldName)). WithTemplateParam("v", 0).WithTemplateParam("k1", 1000). WithTemplateParam("k2", 2000). WithConsistencyLevel(entity.ClStrong)) common.CheckErr(t, err, true) require.EqualValues(t, 1000, res.ResultCount) } func TestQueryWithTemplateParamInvalid(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := hp.CreateDefaultMilvusClient(ctx, t) prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64VarcharSparseVec), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true)) prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema), hp.TNewDataOption()) prepare.CreateIndex(ctx, t, mc, hp.TNewIndexParams(schema)) prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName)) // query with invalid template // expr := "varchar like 'a%' " _, err2 := mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter("varchar like {key1}").WithTemplateParam("key1", "'a%'")) common.CheckErr(t, err2, false, "mismatched input '{' expecting StringLiteral") // no template param _, err := mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter("int64 in {key1}")) common.CheckErr(t, err, false, "the value of expression template variable name {key1} is not found") // template param with empty expr _, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter("").WithTemplateParam("a", 12)) common.CheckErr(t, err, false, "empty expression should be used with limit") // *** template param with field name key -> error *** _, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter("{field} < 10").WithTemplateParam("field", "int64")) common.CheckErr(t, err, false, "cannot parse expression") _, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter("{field} < {v}").WithTemplateParam("field", "int64").WithTemplateParam("v", 10)) common.CheckErr(t, err, false, "placeholder was not supported between two constants with operator") // exists x _, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter("exists {x}").WithTemplateParam("x", "json")) common.CheckErr(t, err, false, "exists operations are only supported on single fields now") // compare two fields _, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter("{f1} > {f2}").WithTemplateParam("f1", "f1").WithTemplateParam("f2", "f2")) common.CheckErr(t, err, false, "placeholder was not supported between two constants with operator") // expr key != template key _, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter("int64 in {key1}").WithTemplateParam("key2", []int64{0, 1, 2})) common.CheckErr(t, err, false, "the value of expression template variable name {key1} is not found") // template missing some keys _, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter("{k1} < int64 < {k2}").WithTemplateParam("k1", 10)) common.CheckErr(t, err, false, "the upper value of expression template variable name {k2} is not found") // template value type is valid _, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter("int64 < {k1}").WithTemplateParam("k1", []int64{0, 1, 3})) common.CheckErr(t, err, false, "cannot cast value to Int64") _, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter("int64 < {k1}").WithTemplateParam("k1", "10")) common.CheckErr(t, err, false, "cannot cast value to Int64") // invalid expr _, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter("{name} == 'O'Reilly'").WithTemplateParam("name", common.DefaultVarcharFieldName)) common.CheckErr(t, err, false, "cannot parse expression") // invalid expr _, err = mc.Query(ctx, client.NewQueryOption(schema.CollectionName).WithFilter("{_123} > 10").WithTemplateParam("_123", common.DefaultInt64FieldName)) common.CheckErr(t, err, false, "cannot parse expression") } func TestRunAnalyzer(t *testing.T) { ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout) mc := hp.CreateDefaultMilvusClient(ctx, t) // run analyzer with default analyzer tokens, err := mc.RunAnalyzer(ctx, client.NewRunAnalyzerOption("test doc")) require.NoError(t, err) for i, text := range []string{"test", "doc"} { require.Equal(t, text, tokens[0].Tokens[i].Text) } // run analyzer with invalid params _, err = mc.RunAnalyzer(ctx, client.NewRunAnalyzerOption("text doc").WithAnalyzerParamsStr("invalid params}")) common.CheckErr(t, err, false, "JsonError") // run analyzer with custom analyzer tokens, err = mc.RunAnalyzer(ctx, client.NewRunAnalyzerOption("test doc"). WithAnalyzerParamsStr(`{"type": "standard", "stop_words": ["test"]}`)) require.NoError(t, err) for i, text := range []string{"doc"} { require.Equal(t, text, tokens[0].Tokens[i].Text) } }