// Licensed to the LF AI & Data foundation under one // or more contributor license agreements. See the NOTICE file // distributed with this work for additional information // regarding copyright ownership. The ASF licenses this file // to you under the Apache License, Version 2.0 (the // "License"); you may not use this file except in compliance // with the License. You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. package storage import ( "encoding/binary" "fmt" "testing" "github.com/stretchr/testify/assert" "go.uber.org/zap" "github.com/milvus-io/milvus-proto/go-api/v2/commonpb" "github.com/milvus-io/milvus-proto/go-api/v2/schemapb" "github.com/milvus-io/milvus/internal/proto/etcdpb" "github.com/milvus-io/milvus/pkg/common" "github.com/milvus-io/milvus/pkg/log" ) const ( CollectionID = 1 PartitionID = 1 SegmentID = 1 RowIDField = 0 TimestampField = 1 BoolField = 100 Int8Field = 101 Int16Field = 102 Int32Field = 103 Int64Field = 104 FloatField = 105 DoubleField = 106 StringField = 107 BinaryVectorField = 108 FloatVectorField = 109 ArrayField = 110 JSONField = 111 Float16VectorField = 112 ) func genTestCollectionMeta() *etcdpb.CollectionMeta { return &etcdpb.CollectionMeta{ ID: CollectionID, CreateTime: 1, SegmentIDs: []int64{SegmentID}, PartitionTags: []string{"partition_0", "partition_1"}, Schema: &schemapb.CollectionSchema{ Name: "schema", Description: "schema", AutoID: true, Fields: []*schemapb.FieldSchema{ { FieldID: RowIDField, Name: "row_id", Description: "row_id", DataType: schemapb.DataType_Int64, }, { FieldID: TimestampField, Name: "Timestamp", Description: "Timestamp", DataType: schemapb.DataType_Int64, }, { FieldID: BoolField, Name: "field_bool", Description: "bool", DataType: schemapb.DataType_Bool, }, { FieldID: Int8Field, Name: "field_int8", Description: "int8", DataType: schemapb.DataType_Int8, }, { FieldID: Int16Field, Name: "field_int16", Description: "int16", DataType: schemapb.DataType_Int16, }, { FieldID: Int32Field, Name: "field_int32", Description: "int32", DataType: schemapb.DataType_Int32, }, { FieldID: Int64Field, Name: "field_int64", IsPrimaryKey: true, Description: "int64", DataType: schemapb.DataType_Int64, }, { FieldID: FloatField, Name: "field_float", Description: "float", DataType: schemapb.DataType_Float, }, { FieldID: DoubleField, Name: "field_double", Description: "double", DataType: schemapb.DataType_Double, }, { FieldID: StringField, Name: "field_string", Description: "string", DataType: schemapb.DataType_String, }, { FieldID: ArrayField, Name: "field_int32_array", Description: "int32 array", DataType: schemapb.DataType_Array, ElementType: schemapb.DataType_Int32, }, { FieldID: JSONField, Name: "field_json", Description: "json", DataType: schemapb.DataType_JSON, }, { FieldID: BinaryVectorField, Name: "field_binary_vector", Description: "binary_vector", DataType: schemapb.DataType_BinaryVector, TypeParams: []*commonpb.KeyValuePair{ { Key: common.DimKey, Value: "8", }, }, }, { FieldID: FloatVectorField, Name: "field_float_vector", Description: "float_vector", DataType: schemapb.DataType_FloatVector, TypeParams: []*commonpb.KeyValuePair{ { Key: common.DimKey, Value: "4", }, }, }, { FieldID: Float16VectorField, Name: "field_float16_vector", Description: "float16_vector", DataType: schemapb.DataType_Float16Vector, TypeParams: []*commonpb.KeyValuePair{ { Key: common.DimKey, Value: "4", }, }, }, }, }, } } func TestInsertCodec(t *testing.T) { schema := genTestCollectionMeta() insertCodec := NewInsertCodecWithSchema(schema) insertData1 := &InsertData{ Data: map[int64]FieldData{ RowIDField: &Int64FieldData{ Data: []int64{3, 4}, }, TimestampField: &Int64FieldData{ Data: []int64{3, 4}, }, BoolField: &BoolFieldData{ Data: []bool{true, false}, }, Int8Field: &Int8FieldData{ Data: []int8{3, 4}, }, Int16Field: &Int16FieldData{ Data: []int16{3, 4}, }, Int32Field: &Int32FieldData{ Data: []int32{3, 4}, }, Int64Field: &Int64FieldData{ Data: []int64{3, 4}, }, FloatField: &FloatFieldData{ Data: []float32{3, 4}, }, DoubleField: &DoubleFieldData{ Data: []float64{3, 4}, }, StringField: &StringFieldData{ Data: []string{"3", "4"}, }, BinaryVectorField: &BinaryVectorFieldData{ Data: []byte{0, 255}, Dim: 8, }, FloatVectorField: &FloatVectorFieldData{ Data: []float32{4, 5, 6, 7, 4, 5, 6, 7}, Dim: 4, }, ArrayField: &ArrayFieldData{ ElementType: schemapb.DataType_Int32, Data: []*schemapb.ScalarField{ { Data: &schemapb.ScalarField_IntData{ IntData: &schemapb.IntArray{Data: []int32{3, 2, 1}}, }, }, { Data: &schemapb.ScalarField_IntData{ IntData: &schemapb.IntArray{Data: []int32{6, 5, 4}}, }, }, }, }, JSONField: &JSONFieldData{ Data: [][]byte{ []byte(`{"batch":2}`), []byte(`{"key":"world"}`), }, }, Float16VectorField: &Float16VectorFieldData{ // length = 2 * Dim * numRows(2) = 16 Data: []byte{0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255}, Dim: 4, }, }, } insertData2 := &InsertData{ Data: map[int64]FieldData{ RowIDField: &Int64FieldData{ Data: []int64{1, 2}, }, TimestampField: &Int64FieldData{ Data: []int64{1, 2}, }, BoolField: &BoolFieldData{ Data: []bool{true, false}, }, Int8Field: &Int8FieldData{ Data: []int8{1, 2}, }, Int16Field: &Int16FieldData{ Data: []int16{1, 2}, }, Int32Field: &Int32FieldData{ Data: []int32{1, 2}, }, Int64Field: &Int64FieldData{ Data: []int64{1, 2}, }, FloatField: &FloatFieldData{ Data: []float32{1, 2}, }, DoubleField: &DoubleFieldData{ Data: []float64{1, 2}, }, StringField: &StringFieldData{ Data: []string{"1", "2"}, }, BinaryVectorField: &BinaryVectorFieldData{ Data: []byte{0, 255}, Dim: 8, }, FloatVectorField: &FloatVectorFieldData{ Data: []float32{0, 1, 2, 3, 0, 1, 2, 3}, Dim: 4, }, Float16VectorField: &Float16VectorFieldData{ // length = 2 * Dim * numRows(2) = 16 Data: []byte{0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255}, Dim: 4, }, ArrayField: &ArrayFieldData{ ElementType: schemapb.DataType_Int32, Data: []*schemapb.ScalarField{ { Data: &schemapb.ScalarField_IntData{ IntData: &schemapb.IntArray{Data: []int32{1, 2, 3}}, }, }, { Data: &schemapb.ScalarField_IntData{ IntData: &schemapb.IntArray{Data: []int32{4, 5, 6}}, }, }, }, }, JSONField: &JSONFieldData{ Data: [][]byte{ []byte(`{"batch":1}`), []byte(`{"key":"hello"}`), }, }, }, } insertDataEmpty := &InsertData{ Data: map[int64]FieldData{ RowIDField: &Int64FieldData{[]int64{}}, TimestampField: &Int64FieldData{[]int64{}}, BoolField: &BoolFieldData{[]bool{}}, Int8Field: &Int8FieldData{[]int8{}}, Int16Field: &Int16FieldData{[]int16{}}, Int32Field: &Int32FieldData{[]int32{}}, Int64Field: &Int64FieldData{[]int64{}}, FloatField: &FloatFieldData{[]float32{}}, DoubleField: &DoubleFieldData{[]float64{}}, StringField: &StringFieldData{[]string{}, schemapb.DataType_VarChar}, BinaryVectorField: &BinaryVectorFieldData{[]byte{}, 8}, FloatVectorField: &FloatVectorFieldData{[]float32{}, 4}, Float16VectorField: &Float16VectorFieldData{[]byte{}, 4}, ArrayField: &ArrayFieldData{schemapb.DataType_Int32, []*schemapb.ScalarField{}}, JSONField: &JSONFieldData{[][]byte{}}, }, } b, err := insertCodec.Serialize(PartitionID, SegmentID, insertDataEmpty) assert.Error(t, err) assert.Empty(t, b) s, err := insertCodec.SerializePkStatsByData(insertDataEmpty) assert.Error(t, err) assert.Empty(t, s) Blobs1, err := insertCodec.Serialize(PartitionID, SegmentID, insertData1) assert.NoError(t, err) for _, blob := range Blobs1 { blob.Key = fmt.Sprintf("1/insert_log/2/3/4/5/%d", 100) assert.Equal(t, blob.GetKey(), blob.Key) } Blobs2, err := insertCodec.Serialize(PartitionID, SegmentID, insertData2) assert.NoError(t, err) for _, blob := range Blobs2 { blob.Key = fmt.Sprintf("1/insert_log/2/3/4/5/%d", 99) assert.Equal(t, blob.GetKey(), blob.Key) } resultBlobs := append(Blobs1, Blobs2...) collID, partID, segID, resultData, err := insertCodec.DeserializeAll(resultBlobs) assert.NoError(t, err) assert.Equal(t, UniqueID(CollectionID), collID) assert.Equal(t, UniqueID(PartitionID), partID) assert.Equal(t, UniqueID(SegmentID), segID) assert.Equal(t, []int64{1, 2, 3, 4}, resultData.Data[RowIDField].(*Int64FieldData).Data) assert.Equal(t, []int64{1, 2, 3, 4}, resultData.Data[TimestampField].(*Int64FieldData).Data) assert.Equal(t, []bool{true, false, true, false}, resultData.Data[BoolField].(*BoolFieldData).Data) assert.Equal(t, []int8{1, 2, 3, 4}, resultData.Data[Int8Field].(*Int8FieldData).Data) assert.Equal(t, []int16{1, 2, 3, 4}, resultData.Data[Int16Field].(*Int16FieldData).Data) assert.Equal(t, []int32{1, 2, 3, 4}, resultData.Data[Int32Field].(*Int32FieldData).Data) assert.Equal(t, []int64{1, 2, 3, 4}, resultData.Data[Int64Field].(*Int64FieldData).Data) assert.Equal(t, []float32{1, 2, 3, 4}, resultData.Data[FloatField].(*FloatFieldData).Data) assert.Equal(t, []float64{1, 2, 3, 4}, resultData.Data[DoubleField].(*DoubleFieldData).Data) assert.Equal(t, []string{"1", "2", "3", "4"}, resultData.Data[StringField].(*StringFieldData).Data) assert.Equal(t, []byte{0, 255, 0, 255}, resultData.Data[BinaryVectorField].(*BinaryVectorFieldData).Data) assert.Equal(t, []float32{0, 1, 2, 3, 0, 1, 2, 3, 4, 5, 6, 7, 4, 5, 6, 7}, resultData.Data[FloatVectorField].(*FloatVectorFieldData).Data) assert.Equal(t, []byte{ 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, 0, 255, }, resultData.Data[Float16VectorField].(*Float16VectorFieldData).Data) int32ArrayList := [][]int32{{1, 2, 3}, {4, 5, 6}, {3, 2, 1}, {6, 5, 4}} resultArrayList := [][]int32{} for _, v := range resultData.Data[ArrayField].(*ArrayFieldData).Data { resultArrayList = append(resultArrayList, v.GetIntData().GetData()) } assert.EqualValues(t, int32ArrayList, resultArrayList) assert.Equal(t, [][]byte{ []byte(`{"batch":1}`), []byte(`{"key":"hello"}`), []byte(`{"batch":2}`), []byte(`{"key":"world"}`), }, resultData.Data[JSONField].(*JSONFieldData).Data) log.Debug("Data", zap.Any("Data", resultData.Data)) log.Debug("Infos", zap.Any("Infos", resultData.Infos)) blobs := []*Blob{} _, _, _, err = insertCodec.Deserialize(blobs) assert.Error(t, err) _, _, _, _, err = insertCodec.DeserializeAll(blobs) assert.Error(t, err) statsBlob1, err := insertCodec.SerializePkStatsByData(insertData1) assert.NoError(t, err) _, err = DeserializeStats([]*Blob{statsBlob1}) assert.NoError(t, err) statsBlob2, err := insertCodec.SerializePkStatsByData(insertData2) assert.NoError(t, err) _, err = DeserializeStats([]*Blob{statsBlob2}) assert.NoError(t, err) _, err = insertCodec.SerializePkStatsList([]*PrimaryKeyStats{}, 0) assert.Error(t, err, "SerializePkStatsList zero length pkstats list shall return error") } func TestDeleteCodec(t *testing.T) { t.Run("int64 pk", func(t *testing.T) { deleteCodec := NewDeleteCodec() pk1 := &Int64PrimaryKey{ Value: 1, } deleteData := &DeleteData{ Pks: []PrimaryKey{pk1}, Tss: []uint64{43757345}, RowCount: int64(1), } pk2 := &Int64PrimaryKey{ Value: 2, } deleteData.Append(pk2, 23578294723) blob, err := deleteCodec.Serialize(CollectionID, 1, 1, deleteData) assert.NoError(t, err) pid, sid, data, err := deleteCodec.Deserialize([]*Blob{blob}) assert.NoError(t, err) assert.Equal(t, pid, int64(1)) assert.Equal(t, sid, int64(1)) assert.Equal(t, data, deleteData) }) t.Run("string pk", func(t *testing.T) { deleteCodec := NewDeleteCodec() pk1 := NewVarCharPrimaryKey("test1") deleteData := &DeleteData{ Pks: []PrimaryKey{pk1}, Tss: []uint64{43757345}, RowCount: int64(1), } pk2 := NewVarCharPrimaryKey("test2") deleteData.Append(pk2, 23578294723) blob, err := deleteCodec.Serialize(CollectionID, 1, 1, deleteData) assert.NoError(t, err) pid, sid, data, err := deleteCodec.Deserialize([]*Blob{blob}) assert.NoError(t, err) assert.Equal(t, pid, int64(1)) assert.Equal(t, sid, int64(1)) assert.Equal(t, data, deleteData) }) t.Run("merge", func(t *testing.T) { first := &DeleteData{ Pks: []PrimaryKey{NewInt64PrimaryKey(1)}, Tss: []uint64{100}, RowCount: 1, } second := &DeleteData{ Pks: []PrimaryKey{NewInt64PrimaryKey(2)}, Tss: []uint64{100}, RowCount: 1, } first.Merge(second) assert.Equal(t, len(first.Pks), 2) assert.Equal(t, len(first.Tss), 2) assert.Equal(t, first.RowCount, int64(2)) }) } func TestUpgradeDeleteLog(t *testing.T) { binlogWriter := NewDeleteBinlogWriter(schemapb.DataType_String, CollectionID, 1, 1) eventWriter, err := binlogWriter.NextDeleteEventWriter() assert.NoError(t, err) dData := &DeleteData{ Pks: []PrimaryKey{&Int64PrimaryKey{Value: 1}, &Int64PrimaryKey{Value: 2}}, Tss: []Timestamp{100, 200}, RowCount: 2, } sizeTotal := 0 for i := int64(0); i < dData.RowCount; i++ { int64PkValue := dData.Pks[i].(*Int64PrimaryKey).Value ts := dData.Tss[i] err = eventWriter.AddOneStringToPayload(fmt.Sprintf("%d,%d", int64PkValue, ts)) assert.NoError(t, err) sizeTotal += binary.Size(int64PkValue) sizeTotal += binary.Size(ts) } eventWriter.SetEventTimestamp(100, 200) binlogWriter.SetEventTimeStamp(100, 200) binlogWriter.AddExtra(originalSizeKey, fmt.Sprintf("%v", sizeTotal)) err = binlogWriter.Finish() assert.NoError(t, err) buffer, err := binlogWriter.GetBuffer() assert.NoError(t, err) blob := &Blob{Value: buffer} dCodec := NewDeleteCodec() parID, segID, deleteData, err := dCodec.Deserialize([]*Blob{blob}) assert.NoError(t, err) assert.Equal(t, int64(1), parID) assert.Equal(t, int64(1), segID) assert.ElementsMatch(t, dData.Pks, deleteData.Pks) assert.ElementsMatch(t, dData.Tss, deleteData.Tss) } func TestDDCodec(t *testing.T) { dataDefinitionCodec := NewDataDefinitionCodec(int64(1)) ts := []Timestamp{1, 2, 3, 4} ddRequests := []string{ "CreateCollection", "DropCollection", "CreatePartition", "DropPartition", } eventTypeCodes := []EventTypeCode{ CreateCollectionEventType, DropCollectionEventType, CreatePartitionEventType, DropPartitionEventType, } blobs, err := dataDefinitionCodec.Serialize(ts, ddRequests, eventTypeCodes) assert.NoError(t, err) for _, blob := range blobs { blob.Key = fmt.Sprintf("1/data_definition/3/4/5/%d", 99) } resultTs, resultRequests, err := dataDefinitionCodec.Deserialize(blobs) assert.NoError(t, err) assert.Equal(t, resultTs, ts) assert.Equal(t, resultRequests, ddRequests) blobs = []*Blob{} _, _, err = dataDefinitionCodec.Deserialize(blobs) assert.Error(t, err) } func TestTsError(t *testing.T) { insertData := &InsertData{} insertCodec := NewInsertCodecWithSchema(nil) blobs, err := insertCodec.Serialize(1, 1, insertData) assert.Nil(t, blobs) assert.Error(t, err) } func TestMemorySize(t *testing.T) { insertData1 := &InsertData{ Data: map[int64]FieldData{ RowIDField: &Int64FieldData{ Data: []int64{3}, }, TimestampField: &Int64FieldData{ Data: []int64{3}, }, BoolField: &BoolFieldData{ Data: []bool{true}, }, Int8Field: &Int8FieldData{ Data: []int8{3}, }, Int16Field: &Int16FieldData{ Data: []int16{3}, }, Int32Field: &Int32FieldData{ Data: []int32{3}, }, Int64Field: &Int64FieldData{ Data: []int64{3}, }, FloatField: &FloatFieldData{ Data: []float32{3}, }, DoubleField: &DoubleFieldData{ Data: []float64{3}, }, StringField: &StringFieldData{ Data: []string{"3"}, }, BinaryVectorField: &BinaryVectorFieldData{ Data: []byte{0}, Dim: 8, }, FloatVectorField: &FloatVectorFieldData{ Data: []float32{4, 5, 6, 7}, Dim: 4, }, ArrayField: &ArrayFieldData{ ElementType: schemapb.DataType_Int32, Data: []*schemapb.ScalarField{ { Data: &schemapb.ScalarField_IntData{ IntData: &schemapb.IntArray{Data: []int32{1, 2, 3}}, }, }, }, }, JSONField: &JSONFieldData{ Data: [][]byte{ []byte(`{"batch":1}`), }, }, }, } assert.Equal(t, insertData1.Data[RowIDField].GetMemorySize(), 8) assert.Equal(t, insertData1.Data[TimestampField].GetMemorySize(), 8) assert.Equal(t, insertData1.Data[BoolField].GetMemorySize(), 1) assert.Equal(t, insertData1.Data[Int8Field].GetMemorySize(), 1) assert.Equal(t, insertData1.Data[Int16Field].GetMemorySize(), 2) assert.Equal(t, insertData1.Data[Int32Field].GetMemorySize(), 4) assert.Equal(t, insertData1.Data[Int64Field].GetMemorySize(), 8) assert.Equal(t, insertData1.Data[FloatField].GetMemorySize(), 4) assert.Equal(t, insertData1.Data[DoubleField].GetMemorySize(), 8) assert.Equal(t, insertData1.Data[StringField].GetMemorySize(), 17) assert.Equal(t, insertData1.Data[BinaryVectorField].GetMemorySize(), 5) assert.Equal(t, insertData1.Data[FloatField].GetMemorySize(), 4) assert.Equal(t, insertData1.Data[ArrayField].GetMemorySize(), 3*4) assert.Equal(t, insertData1.Data[JSONField].GetMemorySize(), len([]byte(`{"batch":1}`))+16) insertData2 := &InsertData{ Data: map[int64]FieldData{ RowIDField: &Int64FieldData{ Data: []int64{1, 2}, }, TimestampField: &Int64FieldData{ Data: []int64{1, 2}, }, BoolField: &BoolFieldData{ Data: []bool{true, false}, }, Int8Field: &Int8FieldData{ Data: []int8{1, 2}, }, Int16Field: &Int16FieldData{ Data: []int16{1, 2}, }, Int32Field: &Int32FieldData{ Data: []int32{1, 2}, }, Int64Field: &Int64FieldData{ Data: []int64{1, 2}, }, FloatField: &FloatFieldData{ Data: []float32{1, 2}, }, DoubleField: &DoubleFieldData{ Data: []float64{1, 2}, }, StringField: &StringFieldData{ Data: []string{"1", "23"}, }, BinaryVectorField: &BinaryVectorFieldData{ Data: []byte{0, 255}, Dim: 8, }, FloatVectorField: &FloatVectorFieldData{ Data: []float32{0, 1, 2, 3, 0, 1, 2, 3}, Dim: 4, }, }, } assert.Equal(t, insertData2.Data[RowIDField].GetMemorySize(), 16) assert.Equal(t, insertData2.Data[TimestampField].GetMemorySize(), 16) assert.Equal(t, insertData2.Data[BoolField].GetMemorySize(), 2) assert.Equal(t, insertData2.Data[Int8Field].GetMemorySize(), 2) assert.Equal(t, insertData2.Data[Int16Field].GetMemorySize(), 4) assert.Equal(t, insertData2.Data[Int32Field].GetMemorySize(), 8) assert.Equal(t, insertData2.Data[Int64Field].GetMemorySize(), 16) assert.Equal(t, insertData2.Data[FloatField].GetMemorySize(), 8) assert.Equal(t, insertData2.Data[DoubleField].GetMemorySize(), 16) assert.Equal(t, insertData2.Data[StringField].GetMemorySize(), 35) assert.Equal(t, insertData2.Data[BinaryVectorField].GetMemorySize(), 6) assert.Equal(t, insertData2.Data[FloatField].GetMemorySize(), 8) insertDataEmpty := &InsertData{ Data: map[int64]FieldData{ RowIDField: &Int64FieldData{[]int64{}}, TimestampField: &Int64FieldData{[]int64{}}, BoolField: &BoolFieldData{[]bool{}}, Int8Field: &Int8FieldData{[]int8{}}, Int16Field: &Int16FieldData{[]int16{}}, Int32Field: &Int32FieldData{[]int32{}}, Int64Field: &Int64FieldData{[]int64{}}, FloatField: &FloatFieldData{[]float32{}}, DoubleField: &DoubleFieldData{[]float64{}}, StringField: &StringFieldData{[]string{}, schemapb.DataType_VarChar}, BinaryVectorField: &BinaryVectorFieldData{[]byte{}, 8}, FloatVectorField: &FloatVectorFieldData{[]float32{}, 4}, }, } assert.Equal(t, insertDataEmpty.Data[RowIDField].GetMemorySize(), 0) assert.Equal(t, insertDataEmpty.Data[TimestampField].GetMemorySize(), 0) assert.Equal(t, insertDataEmpty.Data[BoolField].GetMemorySize(), 0) assert.Equal(t, insertDataEmpty.Data[Int8Field].GetMemorySize(), 0) assert.Equal(t, insertDataEmpty.Data[Int16Field].GetMemorySize(), 0) assert.Equal(t, insertDataEmpty.Data[Int32Field].GetMemorySize(), 0) assert.Equal(t, insertDataEmpty.Data[Int64Field].GetMemorySize(), 0) assert.Equal(t, insertDataEmpty.Data[FloatField].GetMemorySize(), 0) assert.Equal(t, insertDataEmpty.Data[DoubleField].GetMemorySize(), 0) assert.Equal(t, insertDataEmpty.Data[StringField].GetMemorySize(), 0) assert.Equal(t, insertDataEmpty.Data[BinaryVectorField].GetMemorySize(), 4) assert.Equal(t, insertDataEmpty.Data[FloatVectorField].GetMemorySize(), 4) }