// 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 ( "bytes" "encoding/binary" "math/rand" "strconv" "testing" "github.com/golang/protobuf/proto" "github.com/milvus-io/milvus/internal/mq/msgstream" "github.com/milvus-io/milvus/internal/proto/internalpb" "github.com/milvus-io/milvus/internal/proto/schemapb" "github.com/milvus-io/milvus/internal/proto/commonpb" "github.com/milvus-io/milvus/internal/common" "github.com/stretchr/testify/assert" "github.com/stretchr/testify/require" ) func TestCheckTsField(t *testing.T) { data := &InsertData{ Data: make(map[FieldID]FieldData), } assert.False(t, checkTsField(data)) data.Data[common.TimeStampField] = &BoolFieldData{} assert.False(t, checkTsField(data)) data.Data[common.TimeStampField] = &Int64FieldData{} assert.True(t, checkTsField(data)) } func TestCheckRowIDField(t *testing.T) { data := &InsertData{ Data: make(map[FieldID]FieldData), } assert.False(t, checkRowIDField(data)) data.Data[common.RowIDField] = &BoolFieldData{} assert.False(t, checkRowIDField(data)) data.Data[common.RowIDField] = &Int64FieldData{} assert.True(t, checkRowIDField(data)) } func TestCheckNumRows(t *testing.T) { assert.True(t, checkNumRows()) f1 := &Int64FieldData{ NumRows: nil, Data: []int64{1, 2, 3}, } f2 := &Int64FieldData{ NumRows: nil, Data: []int64{1, 2, 3}, } f3 := &Int64FieldData{ NumRows: nil, Data: []int64{1, 2, 3, 4}, } assert.True(t, checkNumRows(f1, f2)) assert.False(t, checkNumRows(f1, f3)) assert.False(t, checkNumRows(f2, f3)) assert.False(t, checkNumRows(f1, f2, f3)) } func TestSortFieldDataList(t *testing.T) { f1 := &Int16FieldData{ NumRows: nil, Data: []int16{1, 2, 3}, } f2 := &Int32FieldData{ NumRows: nil, Data: []int32{4, 5, 6}, } f3 := &Int64FieldData{ NumRows: nil, Data: []int64{7, 8, 9}, } ls := fieldDataList{ IDs: []FieldID{1, 3, 2}, datas: []FieldData{f1, f3, f2}, } assert.Equal(t, 3, ls.Len()) sortFieldDataList(ls) assert.ElementsMatch(t, []FieldID{1, 2, 3}, ls.IDs) assert.ElementsMatch(t, []FieldData{f1, f2, f3}, ls.datas) } func TestTransferColumnBasedInsertDataToRowBased(t *testing.T) { var err error data := &InsertData{ Data: make(map[FieldID]FieldData), } // no ts _, _, _, err = TransferColumnBasedInsertDataToRowBased(data) assert.Error(t, err) tss := &Int64FieldData{ Data: []int64{1, 2, 3}, } data.Data[common.TimeStampField] = tss // no row ids _, _, _, err = TransferColumnBasedInsertDataToRowBased(data) assert.Error(t, err) rowIdsF := &Int64FieldData{ Data: []int64{1, 2, 3, 4}, } data.Data[common.RowIDField] = rowIdsF // row num mismatch _, _, _, err = TransferColumnBasedInsertDataToRowBased(data) assert.Error(t, err) data.Data[common.RowIDField] = &Int64FieldData{ Data: []int64{1, 2, 3}, } f1 := &BoolFieldData{ Data: []bool{true, false, true}, } f2 := &Int8FieldData{ Data: []int8{0, 0xf, 0x1f}, } f3 := &Int16FieldData{ Data: []int16{0, 0xff, 0x1fff}, } f4 := &Int32FieldData{ Data: []int32{0, 0xffff, 0x1fffffff}, } f5 := &Int64FieldData{ Data: []int64{0, 0xffffffff, 0x1fffffffffffffff}, } f6 := &FloatFieldData{ Data: []float32{0, 0, 0}, } f7 := &DoubleFieldData{ Data: []float64{0, 0, 0}, } // maybe we cannot support string now, no matter what the length of string is fixed or not. // f8 := &StringFieldData{ // Data: []string{"1", "2", "3"}, // } f9 := &BinaryVectorFieldData{ Dim: 8, Data: []byte{1, 2, 3}, } f10 := &FloatVectorFieldData{ Dim: 1, Data: []float32{0, 0, 0}, } data.Data[101] = f1 data.Data[102] = f2 data.Data[103] = f3 data.Data[104] = f4 data.Data[105] = f5 data.Data[106] = f6 data.Data[107] = f7 // data.Data[108] = f8 data.Data[109] = f9 data.Data[110] = f10 utss, rowIds, rows, err := TransferColumnBasedInsertDataToRowBased(data) assert.NoError(t, err) assert.ElementsMatch(t, []uint64{1, 2, 3}, utss) assert.ElementsMatch(t, []int64{1, 2, 3}, rowIds) assert.Equal(t, 3, len(rows)) // b := []byte("1")[0] if common.Endian == binary.LittleEndian { // low byte in high address assert.ElementsMatch(t, []byte{ 1, // true 0, // 0 0, 0, // 0 0, 0, 0, 0, // 0 0, 0, 0, 0, 0, 0, 0, 0, // 0 0, 0, 0, 0, // 0 0, 0, 0, 0, 0, 0, 0, 0, // 0 // b + 1, // "1" 1, // 1 0, 0, 0, 0, // 0 }, rows[0].Value) assert.ElementsMatch(t, []byte{ 0, // false 0xf, // 0xf 0, 0xff, // 0xff 0, 0, 0xff, 0xff, // 0xffff 0, 0, 0, 0, 0xff, 0xff, 0xff, 0xff, // 0xffffffff 0, 0, 0, 0, // 0 0, 0, 0, 0, 0, 0, 0, 0, // 0 // b + 2, // "2" 2, // 2 0, 0, 0, 0, // 0 }, rows[1].Value) assert.ElementsMatch(t, []byte{ 1, // true 0x1f, // 0x1f 0xff, 0x1f, // 0x1fff 0xff, 0xff, 0xff, 0x1f, // 0x1fffffff 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0x1f, // 0x1fffffffffffffff 0, 0, 0, 0, // 0 0, 0, 0, 0, 0, 0, 0, 0, // 0 // b + 3, // "3" 3, // 3 0, 0, 0, 0, // 0 }, rows[2].Value) } } func TestGetDimFromParams(t *testing.T) { dim := 8 params1 := []*commonpb.KeyValuePair{ { Key: "dim", Value: strconv.Itoa(dim), }, } got, err := GetDimFromParams(params1) assert.NoError(t, err) assert.Equal(t, dim, got) params2 := []*commonpb.KeyValuePair{ { Key: "dim", Value: "not in int format", }, } _, err = GetDimFromParams(params2) assert.Error(t, err) params3 := []*commonpb.KeyValuePair{ { Key: "not dim", Value: strconv.Itoa(dim), }, } _, err = GetDimFromParams(params3) assert.Error(t, err) } func TestReadBinary(t *testing.T) { reader := bytes.NewReader( []byte{ 1, // true 0x1f, // 0x1f 0xff, 0x1f, // 0x1fff 0xff, 0xff, 0xff, 0x1f, // 0x1fffffff 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0x1f, // 0x1fffffffffffffff // hard to compare float value // 0, 0, 0, 0, // 0 // 0, 0, 0, 0, 0, 0, 0, 0, // 0 // b + 3, // "3" 3, // 3 // 0, 0, 0, 0, // 0 }, ) if common.Endian == binary.LittleEndian { var b bool ReadBinary(reader, &b, schemapb.DataType_Bool) assert.True(t, b) var i8 int8 ReadBinary(reader, &i8, schemapb.DataType_Int8) assert.Equal(t, int8(0x1f), i8) var i16 int16 ReadBinary(reader, &i16, schemapb.DataType_Int16) assert.Equal(t, int16(0x1fff), i16) var i32 int32 ReadBinary(reader, &i32, schemapb.DataType_Int32) assert.Equal(t, int32(0x1fffffff), i32) var i64 int64 ReadBinary(reader, &i64, schemapb.DataType_Int64) assert.Equal(t, int64(0x1fffffffffffffff), i64) bvec := make([]byte, 1) ReadBinary(reader, &bvec, schemapb.DataType_BinaryVector) assert.Equal(t, []byte{3}, bvec) // should print error here, no content in reader. ReadBinary(reader, &bvec, schemapb.DataType_BinaryVector) } } func genAllFieldsSchema(fVecDim, bVecDim int) (schema *schemapb.CollectionSchema, pkFieldID UniqueID, fieldIDs []UniqueID) { schema = &schemapb.CollectionSchema{ Name: "all_fields_schema", Description: "all_fields_schema", AutoID: false, Fields: []*schemapb.FieldSchema{ { DataType: schemapb.DataType_Int64, IsPrimaryKey: true, }, { DataType: schemapb.DataType_Bool, }, { DataType: schemapb.DataType_Int8, }, { DataType: schemapb.DataType_Int16, }, { DataType: schemapb.DataType_Int32, }, { DataType: schemapb.DataType_Float, }, { DataType: schemapb.DataType_Double, }, { DataType: schemapb.DataType_FloatVector, TypeParams: []*commonpb.KeyValuePair{ { Key: "dim", Value: strconv.Itoa(fVecDim), }, }, }, { DataType: schemapb.DataType_BinaryVector, TypeParams: []*commonpb.KeyValuePair{ { Key: "dim", Value: strconv.Itoa(bVecDim), }, }, }, }, } fieldIDs = make([]UniqueID, 0) for idx := range schema.Fields { fID := int64(common.StartOfUserFieldID + idx) schema.Fields[idx].FieldID = fID if schema.Fields[idx].IsPrimaryKey { pkFieldID = fID } fieldIDs = append(fieldIDs, fID) } schema.Fields = append(schema.Fields, &schemapb.FieldSchema{ FieldID: common.RowIDField, Name: common.RowIDFieldName, IsPrimaryKey: false, Description: "", DataType: schemapb.DataType_Int64, }) schema.Fields = append(schema.Fields, &schemapb.FieldSchema{ FieldID: common.TimeStampField, Name: common.TimeStampFieldName, IsPrimaryKey: false, Description: "", DataType: schemapb.DataType_Int64, }) return schema, pkFieldID, fieldIDs } func generateFloatVectors(numRows, dim int) []float32 { total := numRows * dim ret := make([]float32, 0, total) for i := 0; i < total; i++ { ret = append(ret, rand.Float32()) } return ret } func generateBinaryVectors(numRows, dim int) []byte { total := (numRows * dim) / 8 ret := make([]byte, total) _, err := rand.Read(ret) if err != nil { panic(err) } return ret } func generateBoolArray(numRows int) []bool { ret := make([]bool, 0, numRows) for i := 0; i < numRows; i++ { ret = append(ret, rand.Int()%2 == 0) } return ret } func generateInt32Array(numRows int) []int32 { ret := make([]int32, 0, numRows) for i := 0; i < numRows; i++ { ret = append(ret, int32(rand.Int())) } return ret } func generateInt64Array(numRows int) []int64 { ret := make([]int64, 0, numRows) for i := 0; i < numRows; i++ { ret = append(ret, int64(rand.Int())) } return ret } func generateFloat32Array(numRows int) []float32 { ret := make([]float32, 0, numRows) for i := 0; i < numRows; i++ { ret = append(ret, rand.Float32()) } return ret } func generateFloat64Array(numRows int) []float64 { ret := make([]float64, 0, numRows) for i := 0; i < numRows; i++ { ret = append(ret, rand.Float64()) } return ret } func genRowWithAllFields(fVecDim, bVecDim int) (blob *commonpb.Blob, pk int64, row []interface{}) { schema, _, _ := genAllFieldsSchema(fVecDim, bVecDim) ret := &commonpb.Blob{ Value: nil, } row = make([]interface{}, 0) for _, field := range schema.Fields { var buffer bytes.Buffer switch field.DataType { case schemapb.DataType_FloatVector: fVec := generateFloatVectors(1, fVecDim) _ = binary.Write(&buffer, common.Endian, fVec) ret.Value = append(ret.Value, buffer.Bytes()...) row = append(row, fVec) case schemapb.DataType_BinaryVector: bVec := generateBinaryVectors(1, bVecDim) _ = binary.Write(&buffer, common.Endian, bVec) ret.Value = append(ret.Value, buffer.Bytes()...) row = append(row, bVec) case schemapb.DataType_Bool: data := rand.Int()%2 == 0 _ = binary.Write(&buffer, common.Endian, data) ret.Value = append(ret.Value, buffer.Bytes()...) row = append(row, data) case schemapb.DataType_Int8: data := int8(rand.Int()) _ = binary.Write(&buffer, common.Endian, data) ret.Value = append(ret.Value, buffer.Bytes()...) row = append(row, data) case schemapb.DataType_Int16: data := int16(rand.Int()) _ = binary.Write(&buffer, common.Endian, data) ret.Value = append(ret.Value, buffer.Bytes()...) row = append(row, data) case schemapb.DataType_Int32: data := int32(rand.Int()) _ = binary.Write(&buffer, common.Endian, data) ret.Value = append(ret.Value, buffer.Bytes()...) row = append(row, data) case schemapb.DataType_Int64: pk = int64(rand.Int()) _ = binary.Write(&buffer, common.Endian, pk) ret.Value = append(ret.Value, buffer.Bytes()...) row = append(row, pk) case schemapb.DataType_Float: data := rand.Float32() _ = binary.Write(&buffer, common.Endian, data) ret.Value = append(ret.Value, buffer.Bytes()...) row = append(row, data) case schemapb.DataType_Double: data := rand.Float64() _ = binary.Write(&buffer, common.Endian, data) ret.Value = append(ret.Value, buffer.Bytes()...) row = append(row, data) } } return ret, pk, row } func genRowBasedInsertMsg(numRows, fVecDim, bVecDim int) (msg *msgstream.InsertMsg, pks []int64, columns [][]interface{}) { msg = &msgstream.InsertMsg{ BaseMsg: msgstream.BaseMsg{ Ctx: nil, BeginTimestamp: 0, EndTimestamp: 0, HashValues: nil, MsgPosition: nil, }, InsertRequest: internalpb.InsertRequest{ Base: &commonpb.MsgBase{ MsgType: commonpb.MsgType_Insert, MsgID: 0, Timestamp: 0, SourceID: 0, }, RowData: nil, Version: internalpb.InsertDataVersion_RowBased, }, } pks = make([]int64, 0) raws := make([][]interface{}, 0) for i := 0; i < numRows; i++ { row, pk, raw := genRowWithAllFields(fVecDim, bVecDim) msg.InsertRequest.RowData = append(msg.InsertRequest.RowData, row) pks = append(pks, pk) raws = append(raws, raw) } numColumns := len(raws[0]) columns = make([][]interface{}, numColumns) for _, raw := range raws { for j, data := range raw { columns[j] = append(columns[j], data) } } return msg, pks, columns } func genColumnBasedInsertMsg(schema *schemapb.CollectionSchema, numRows, fVecDim, bVecDim int) (msg *msgstream.InsertMsg, pks []int64, columns [][]interface{}) { msg = &msgstream.InsertMsg{ BaseMsg: msgstream.BaseMsg{ Ctx: nil, BeginTimestamp: 0, EndTimestamp: 0, HashValues: nil, MsgPosition: nil, }, InsertRequest: internalpb.InsertRequest{ Base: &commonpb.MsgBase{ MsgType: commonpb.MsgType_Insert, MsgID: 0, Timestamp: 0, SourceID: 0, }, FieldsData: nil, NumRows: uint64(numRows), Version: internalpb.InsertDataVersion_ColumnBased, }, } pks = make([]int64, 0) columns = make([][]interface{}, len(schema.Fields)) for idx, field := range schema.Fields { switch field.DataType { case schemapb.DataType_Bool: data := generateBoolArray(numRows) f := &schemapb.FieldData{ Type: field.DataType, FieldName: field.Name, Field: &schemapb.FieldData_Scalars{ Scalars: &schemapb.ScalarField{ Data: &schemapb.ScalarField_BoolData{ BoolData: &schemapb.BoolArray{ Data: data, }, }, }, }, FieldId: field.FieldID, } msg.FieldsData = append(msg.FieldsData, f) for _, d := range data { columns[idx] = append(columns[idx], d) } case schemapb.DataType_Int8: data := generateInt32Array(numRows) f := &schemapb.FieldData{ Type: field.DataType, FieldName: field.Name, Field: &schemapb.FieldData_Scalars{ Scalars: &schemapb.ScalarField{ Data: &schemapb.ScalarField_IntData{ IntData: &schemapb.IntArray{ Data: data, }, }, }, }, FieldId: field.FieldID, } msg.FieldsData = append(msg.FieldsData, f) for _, d := range data { columns[idx] = append(columns[idx], int8(d)) } case schemapb.DataType_Int16: data := generateInt32Array(numRows) f := &schemapb.FieldData{ Type: field.DataType, FieldName: field.Name, Field: &schemapb.FieldData_Scalars{ Scalars: &schemapb.ScalarField{ Data: &schemapb.ScalarField_IntData{ IntData: &schemapb.IntArray{ Data: data, }, }, }, }, FieldId: field.FieldID, } msg.FieldsData = append(msg.FieldsData, f) for _, d := range data { columns[idx] = append(columns[idx], int16(d)) } case schemapb.DataType_Int32: data := generateInt32Array(numRows) f := &schemapb.FieldData{ Type: field.DataType, FieldName: field.Name, Field: &schemapb.FieldData_Scalars{ Scalars: &schemapb.ScalarField{ Data: &schemapb.ScalarField_IntData{ IntData: &schemapb.IntArray{ Data: data, }, }, }, }, FieldId: field.FieldID, } msg.FieldsData = append(msg.FieldsData, f) for _, d := range data { columns[idx] = append(columns[idx], d) } case schemapb.DataType_Int64: data := generateInt64Array(numRows) f := &schemapb.FieldData{ Type: field.DataType, FieldName: field.Name, Field: &schemapb.FieldData_Scalars{ Scalars: &schemapb.ScalarField{ Data: &schemapb.ScalarField_LongData{ LongData: &schemapb.LongArray{ Data: data, }, }, }, }, FieldId: field.FieldID, } msg.FieldsData = append(msg.FieldsData, f) for _, d := range data { columns[idx] = append(columns[idx], d) } pks = data case schemapb.DataType_Float: data := generateFloat32Array(numRows) f := &schemapb.FieldData{ Type: field.DataType, FieldName: field.Name, Field: &schemapb.FieldData_Scalars{ Scalars: &schemapb.ScalarField{ Data: &schemapb.ScalarField_FloatData{ FloatData: &schemapb.FloatArray{ Data: data, }, }, }, }, FieldId: field.FieldID, } msg.FieldsData = append(msg.FieldsData, f) for _, d := range data { columns[idx] = append(columns[idx], d) } case schemapb.DataType_Double: data := generateFloat64Array(numRows) f := &schemapb.FieldData{ Type: field.DataType, FieldName: field.Name, Field: &schemapb.FieldData_Scalars{ Scalars: &schemapb.ScalarField{ Data: &schemapb.ScalarField_DoubleData{ DoubleData: &schemapb.DoubleArray{ Data: data, }, }, }, }, FieldId: field.FieldID, } msg.FieldsData = append(msg.FieldsData, f) for _, d := range data { columns[idx] = append(columns[idx], d) } case schemapb.DataType_FloatVector: data := generateFloatVectors(numRows, fVecDim) f := &schemapb.FieldData{ Type: schemapb.DataType_FloatVector, FieldName: field.Name, Field: &schemapb.FieldData_Vectors{ Vectors: &schemapb.VectorField{ Dim: int64(fVecDim), Data: &schemapb.VectorField_FloatVector{ FloatVector: &schemapb.FloatArray{ Data: data, }, }, }, }, FieldId: field.FieldID, } msg.FieldsData = append(msg.FieldsData, f) for nrows := 0; nrows < numRows; nrows++ { columns[idx] = append(columns[idx], data[nrows*fVecDim:(nrows+1)*fVecDim]) } case schemapb.DataType_BinaryVector: data := generateBinaryVectors(numRows, bVecDim) f := &schemapb.FieldData{ Type: schemapb.DataType_BinaryVector, FieldName: field.Name, Field: &schemapb.FieldData_Vectors{ Vectors: &schemapb.VectorField{ Dim: int64(bVecDim), Data: &schemapb.VectorField_BinaryVector{ BinaryVector: data, }, }, }, FieldId: field.FieldID, } msg.FieldsData = append(msg.FieldsData, f) for nrows := 0; nrows < numRows; nrows++ { columns[idx] = append(columns[idx], data[nrows*bVecDim/8:(nrows+1)*bVecDim/8]) } } } return msg, pks, columns } func TestRowBasedInsertMsgToInsertData(t *testing.T) { numRows, fVecDim, bVecDim := 10, 8, 8 schema, _, fieldIDs := genAllFieldsSchema(fVecDim, bVecDim) msg, _, columns := genRowBasedInsertMsg(numRows, fVecDim, bVecDim) idata, err := RowBasedInsertMsgToInsertData(msg, schema) assert.Nil(t, err) for idx, fID := range fieldIDs { column := columns[idx] fData, ok := idata.Data[fID] assert.True(t, ok) assert.Equal(t, len(column), fData.RowNum()) for j := range column { assert.Equal(t, fData.GetRow(j), column[j]) } } } func TestColumnBasedInsertMsgToInsertData(t *testing.T) { numRows, fVecDim, bVecDim := 2, 2, 8 schema, _, fieldIDs := genAllFieldsSchema(fVecDim, bVecDim) msg, _, columns := genColumnBasedInsertMsg(schema, numRows, fVecDim, bVecDim) idata, err := ColumnBasedInsertMsgToInsertData(msg, schema) assert.Nil(t, err) for idx, fID := range fieldIDs { column := columns[idx] fData, ok := idata.Data[fID] assert.True(t, ok) assert.Equal(t, len(column), fData.RowNum()) for j := range column { assert.Equal(t, fData.GetRow(j), column[j]) } } } func TestInsertMsgToInsertData(t *testing.T) { numRows, fVecDim, bVecDim := 10, 8, 8 schema, _, fieldIDs := genAllFieldsSchema(fVecDim, bVecDim) msg, _, columns := genRowBasedInsertMsg(numRows, fVecDim, bVecDim) idata, err := InsertMsgToInsertData(msg, schema) assert.Nil(t, err) for idx, fID := range fieldIDs { column := columns[idx] fData, ok := idata.Data[fID] assert.True(t, ok) assert.Equal(t, len(column), fData.RowNum()) for j := range column { assert.Equal(t, fData.GetRow(j), column[j]) } } } func TestInsertMsgToInsertData2(t *testing.T) { numRows, fVecDim, bVecDim := 2, 2, 8 schema, _, fieldIDs := genAllFieldsSchema(fVecDim, bVecDim) msg, _, columns := genColumnBasedInsertMsg(schema, numRows, fVecDim, bVecDim) idata, err := InsertMsgToInsertData(msg, schema) assert.Nil(t, err) for idx, fID := range fieldIDs { column := columns[idx] fData, ok := idata.Data[fID] assert.True(t, ok) assert.Equal(t, len(column), fData.RowNum()) for j := range column { assert.Equal(t, fData.GetRow(j), column[j]) } } } func TestMergeInsertData(t *testing.T) { d1 := &InsertData{ Data: map[int64]FieldData{ common.RowIDField: &Int64FieldData{ NumRows: []int64{1}, Data: []int64{1}, }, common.TimeStampField: &Int64FieldData{ NumRows: []int64{1}, Data: []int64{1}, }, BoolField: &BoolFieldData{ NumRows: []int64{1}, Data: []bool{true}, }, Int8Field: &Int8FieldData{ NumRows: []int64{1}, Data: []int8{1}, }, Int16Field: &Int16FieldData{ NumRows: []int64{1}, Data: []int16{1}, }, Int32Field: &Int32FieldData{ NumRows: []int64{1}, Data: []int32{1}, }, Int64Field: &Int64FieldData{ NumRows: []int64{1}, Data: []int64{1}, }, FloatField: &FloatFieldData{ NumRows: []int64{1}, Data: []float32{0}, }, DoubleField: &DoubleFieldData{ NumRows: []int64{1}, Data: []float64{0}, }, StringField: &StringFieldData{ NumRows: []int64{1}, Data: []string{"1"}, }, BinaryVectorField: &BinaryVectorFieldData{ NumRows: []int64{1}, Data: []byte{0}, Dim: 8, }, FloatVectorField: &FloatVectorFieldData{ NumRows: []int64{1}, Data: []float32{0}, Dim: 1, }, }, Infos: nil, } d2 := &InsertData{ Data: map[int64]FieldData{ common.RowIDField: &Int64FieldData{ NumRows: []int64{1}, Data: []int64{2}, }, common.TimeStampField: &Int64FieldData{ NumRows: []int64{1}, Data: []int64{2}, }, BoolField: &BoolFieldData{ NumRows: []int64{1}, Data: []bool{false}, }, Int8Field: &Int8FieldData{ NumRows: []int64{1}, Data: []int8{2}, }, Int16Field: &Int16FieldData{ NumRows: []int64{1}, Data: []int16{2}, }, Int32Field: &Int32FieldData{ NumRows: []int64{1}, Data: []int32{2}, }, Int64Field: &Int64FieldData{ NumRows: []int64{1}, Data: []int64{2}, }, FloatField: &FloatFieldData{ NumRows: []int64{1}, Data: []float32{0}, }, DoubleField: &DoubleFieldData{ NumRows: []int64{1}, Data: []float64{0}, }, StringField: &StringFieldData{ NumRows: []int64{1}, Data: []string{"2"}, }, BinaryVectorField: &BinaryVectorFieldData{ NumRows: []int64{1}, Data: []byte{0}, Dim: 8, }, FloatVectorField: &FloatVectorFieldData{ NumRows: []int64{1}, Data: []float32{0}, Dim: 1, }, }, Infos: nil, } merged := MergeInsertData(d1, d2) f, ok := merged.Data[common.RowIDField] assert.True(t, ok) assert.Equal(t, []int64{2}, f.(*Int64FieldData).NumRows) assert.Equal(t, []int64{1, 2}, f.(*Int64FieldData).Data) f, ok = merged.Data[common.TimeStampField] assert.True(t, ok) assert.Equal(t, []int64{2}, f.(*Int64FieldData).NumRows) assert.Equal(t, []int64{1, 2}, f.(*Int64FieldData).Data) f, ok = merged.Data[BoolField] assert.True(t, ok) assert.Equal(t, []int64{2}, f.(*BoolFieldData).NumRows) assert.Equal(t, []bool{true, false}, f.(*BoolFieldData).Data) f, ok = merged.Data[Int8Field] assert.True(t, ok) assert.Equal(t, []int64{2}, f.(*Int8FieldData).NumRows) assert.Equal(t, []int8{1, 2}, f.(*Int8FieldData).Data) f, ok = merged.Data[Int16Field] assert.True(t, ok) assert.Equal(t, []int64{2}, f.(*Int16FieldData).NumRows) assert.Equal(t, []int16{1, 2}, f.(*Int16FieldData).Data) f, ok = merged.Data[Int32Field] assert.True(t, ok) assert.Equal(t, []int64{2}, f.(*Int32FieldData).NumRows) assert.Equal(t, []int32{1, 2}, f.(*Int32FieldData).Data) f, ok = merged.Data[Int64Field] assert.True(t, ok) assert.Equal(t, []int64{2}, f.(*Int64FieldData).NumRows) assert.Equal(t, []int64{1, 2}, f.(*Int64FieldData).Data) f, ok = merged.Data[FloatField] assert.True(t, ok) assert.Equal(t, []int64{2}, f.(*FloatFieldData).NumRows) assert.Equal(t, []float32{0, 0}, f.(*FloatFieldData).Data) f, ok = merged.Data[DoubleField] assert.True(t, ok) assert.Equal(t, []int64{2}, f.(*DoubleFieldData).NumRows) assert.Equal(t, []float64{0, 0}, f.(*DoubleFieldData).Data) f, ok = merged.Data[StringField] assert.True(t, ok) assert.Equal(t, []int64{2}, f.(*StringFieldData).NumRows) assert.Equal(t, []string{"1", "2"}, f.(*StringFieldData).Data) f, ok = merged.Data[BinaryVectorField] assert.True(t, ok) assert.Equal(t, []int64{2}, f.(*BinaryVectorFieldData).NumRows) assert.Equal(t, []byte{0, 0}, f.(*BinaryVectorFieldData).Data) f, ok = merged.Data[FloatVectorField] assert.True(t, ok) assert.Equal(t, []int64{2}, f.(*FloatVectorFieldData).NumRows) assert.Equal(t, []float32{0, 0}, f.(*FloatVectorFieldData).Data) } func TestGetPkFromInsertData(t *testing.T) { var nilSchema *schemapb.CollectionSchema _, err := GetPkFromInsertData(nilSchema, nil) assert.Error(t, err) noPfSchema := &schemapb.CollectionSchema{ Fields: []*schemapb.FieldSchema{ { FieldID: common.StartOfUserFieldID, Name: "no_pf_schema", IsPrimaryKey: false, Description: "no pf schema", DataType: schemapb.DataType_Int64, AutoID: false, }, }, } _, err = GetPkFromInsertData(noPfSchema, nil) assert.Error(t, err) pfSchema := &schemapb.CollectionSchema{ Fields: []*schemapb.FieldSchema{ { FieldID: common.StartOfUserFieldID, Name: "pf_schema", IsPrimaryKey: true, Description: "pf schema", DataType: schemapb.DataType_Int64, AutoID: false, }, }, } noPfData := &InsertData{ Data: map[FieldID]FieldData{}, Infos: nil, } _, err = GetPkFromInsertData(pfSchema, noPfData) assert.Error(t, err) notInt64Data := &InsertData{ Data: map[FieldID]FieldData{ common.StartOfUserFieldID: &BoolFieldData{}, }, Infos: nil, } _, err = GetPkFromInsertData(pfSchema, notInt64Data) assert.Error(t, err) realInt64Data := &InsertData{ Data: map[FieldID]FieldData{ common.StartOfUserFieldID: &Int64FieldData{ Data: []int64{1, 2, 3}, }, }, Infos: nil, } d, err := GetPkFromInsertData(pfSchema, realInt64Data) assert.NoError(t, err) assert.Equal(t, []int64{1, 2, 3}, d.(*Int64FieldData).Data) } func Test_GetTimestampFromInsertData(t *testing.T) { type testCase struct { tag string data *InsertData expectError bool expectData *Int64FieldData } cases := []testCase{ { tag: "nil data", expectError: true, }, { tag: "no timestamp", expectError: true, data: &InsertData{ Data: map[FieldID]FieldData{ common.StartOfUserFieldID: &Int64FieldData{Data: []int64{1, 2, 3}}, }, }, }, { tag: "timestamp wrong type", expectError: true, data: &InsertData{ Data: map[FieldID]FieldData{ common.TimeStampField: &Int32FieldData{Data: []int32{1, 2, 3}}, }, }, }, { tag: "normal insert data", data: &InsertData{ Data: map[FieldID]FieldData{ common.TimeStampField: &Int64FieldData{Data: []int64{1, 2, 3}}, common.StartOfUserFieldID: &Int32FieldData{Data: []int32{1, 2, 3}}, }, }, expectData: &Int64FieldData{Data: []int64{1, 2, 3}}, }, } for _, tc := range cases { t.Run(tc.tag, func(t *testing.T) { result, err := GetTimestampFromInsertData(tc.data) if tc.expectError { assert.Error(t, err) } else { require.NoError(t, err) assert.Equal(t, tc.expectData, result) } }) } } func Test_boolFieldDataToBytes(t *testing.T) { field := &BoolFieldData{Data: []bool{true, false}} bs, err := boolFieldDataToPbBytes(field) assert.NoError(t, err) var arr schemapb.BoolArray err = proto.Unmarshal(bs, &arr) assert.NoError(t, err) assert.ElementsMatch(t, field.Data, arr.Data) } func Test_stringFieldDataToBytes(t *testing.T) { field := &StringFieldData{Data: []string{"true", "false"}} bs, err := stringFieldDataToPbBytes(field) assert.NoError(t, err) var arr schemapb.StringArray err = proto.Unmarshal(bs, &arr) assert.NoError(t, err) assert.ElementsMatch(t, field.Data, arr.Data) } func binaryRead(endian binary.ByteOrder, bs []byte, receiver interface{}) error { reader := bytes.NewReader(bs) return binary.Read(reader, endian, receiver) } func TestFieldDataToBytes(t *testing.T) { // TODO: test big endian. endian := common.Endian var bs []byte var err error var receiver interface{} f1 := &BoolFieldData{Data: []bool{true, false}} bs, err = FieldDataToBytes(endian, f1) assert.NoError(t, err) var barr schemapb.BoolArray err = proto.Unmarshal(bs, &barr) assert.NoError(t, err) assert.ElementsMatch(t, f1.Data, barr.Data) f2 := &StringFieldData{Data: []string{"true", "false"}} bs, err = FieldDataToBytes(endian, f2) assert.NoError(t, err) var sarr schemapb.StringArray err = proto.Unmarshal(bs, &sarr) assert.NoError(t, err) assert.ElementsMatch(t, f2.Data, sarr.Data) f3 := &Int8FieldData{Data: []int8{0, 1}} bs, err = FieldDataToBytes(endian, f3) assert.NoError(t, err) receiver = make([]int8, 2) err = binaryRead(endian, bs, receiver) assert.NoError(t, err) assert.ElementsMatch(t, f3.Data, receiver) f4 := &Int16FieldData{Data: []int16{0, 1}} bs, err = FieldDataToBytes(endian, f4) assert.NoError(t, err) receiver = make([]int16, 2) err = binaryRead(endian, bs, receiver) assert.NoError(t, err) assert.ElementsMatch(t, f4.Data, receiver) f5 := &Int32FieldData{Data: []int32{0, 1}} bs, err = FieldDataToBytes(endian, f5) assert.NoError(t, err) receiver = make([]int32, 2) err = binaryRead(endian, bs, receiver) assert.NoError(t, err) assert.ElementsMatch(t, f5.Data, receiver) f6 := &Int64FieldData{Data: []int64{0, 1}} bs, err = FieldDataToBytes(endian, f6) assert.NoError(t, err) receiver = make([]int64, 2) err = binaryRead(endian, bs, receiver) assert.NoError(t, err) assert.ElementsMatch(t, f6.Data, receiver) // in fact, hard to compare float point value. f7 := &FloatFieldData{Data: []float32{0, 1}} bs, err = FieldDataToBytes(endian, f7) assert.NoError(t, err) receiver = make([]float32, 2) err = binaryRead(endian, bs, receiver) assert.NoError(t, err) assert.ElementsMatch(t, f7.Data, receiver) f8 := &DoubleFieldData{Data: []float64{0, 1}} bs, err = FieldDataToBytes(endian, f8) assert.NoError(t, err) receiver = make([]float64, 2) err = binaryRead(endian, bs, receiver) assert.NoError(t, err) assert.ElementsMatch(t, f8.Data, receiver) f9 := &BinaryVectorFieldData{Data: []byte{0, 1, 0}} bs, err = FieldDataToBytes(endian, f9) assert.NoError(t, err) assert.ElementsMatch(t, f9.Data, bs) f10 := &FloatVectorFieldData{Data: []float32{0, 1}} bs, err = FieldDataToBytes(endian, f10) assert.NoError(t, err) receiver = make([]float32, 2) err = binaryRead(endian, bs, receiver) assert.NoError(t, err) assert.ElementsMatch(t, f10.Data, receiver) }