mirror of
https://gitee.com/milvus-io/milvus.git
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eb793531b9
Ref https://github.com/milvus-io/milvus/issues/42148 --------- Signed-off-by: SpadeA <tangchenjie1210@gmail.com>
1239 lines
44 KiB
Go
1239 lines
44 KiB
Go
package testutil
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import (
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"fmt"
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"math"
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"math/rand"
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"strconv"
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"github.com/apache/arrow/go/v17/arrow"
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"github.com/apache/arrow/go/v17/arrow/array"
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"github.com/apache/arrow/go/v17/arrow/memory"
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"github.com/samber/lo"
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"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
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"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
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"github.com/milvus-io/milvus/internal/json"
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"github.com/milvus-io/milvus/internal/storage"
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"github.com/milvus-io/milvus/pkg/v2/common"
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"github.com/milvus-io/milvus/pkg/v2/util/merr"
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"github.com/milvus-io/milvus/pkg/v2/util/testutils"
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"github.com/milvus-io/milvus/pkg/v2/util/typeutil"
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)
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const (
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testMaxVarCharLength = 100
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)
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func ConstructCollectionSchemaWithKeys(collectionName string,
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fieldName2DataType map[string]schemapb.DataType,
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primaryFieldName string,
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partitionKeyFieldName string,
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clusteringKeyFieldName string,
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autoID bool,
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dim int,
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) *schemapb.CollectionSchema {
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schema := ConstructCollectionSchemaByDataType(collectionName,
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fieldName2DataType,
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primaryFieldName,
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autoID,
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dim)
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for _, field := range schema.Fields {
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if field.Name == partitionKeyFieldName {
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field.IsPartitionKey = true
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}
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if field.Name == clusteringKeyFieldName {
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field.IsClusteringKey = true
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}
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}
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return schema
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}
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func ConstructCollectionSchemaByDataType(collectionName string,
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fieldName2DataType map[string]schemapb.DataType,
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primaryFieldName string,
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autoID bool,
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dim int,
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) *schemapb.CollectionSchema {
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fieldsSchema := make([]*schemapb.FieldSchema, 0)
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fieldIdx := int64(0)
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for fieldName, dataType := range fieldName2DataType {
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fieldSchema := &schemapb.FieldSchema{
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Name: fieldName,
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DataType: dataType,
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FieldID: fieldIdx,
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}
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fieldIdx += 1
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if typeutil.IsVectorType(dataType) {
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fieldSchema.TypeParams = []*commonpb.KeyValuePair{
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{
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Key: common.DimKey,
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Value: strconv.Itoa(dim),
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},
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}
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}
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if dataType == schemapb.DataType_VarChar {
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fieldSchema.TypeParams = []*commonpb.KeyValuePair{
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{
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Key: common.MaxLengthKey,
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Value: strconv.Itoa(testMaxVarCharLength),
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},
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}
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}
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if fieldName == primaryFieldName {
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fieldSchema.IsPrimaryKey = true
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fieldSchema.AutoID = autoID
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}
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fieldsSchema = append(fieldsSchema, fieldSchema)
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}
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return &schemapb.CollectionSchema{
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Name: collectionName,
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Fields: fieldsSchema,
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}
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}
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func randomString(length int) string {
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letterRunes := []rune("abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ")
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b := make([]rune, length)
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for i := range b {
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b[i] = letterRunes[rand.Intn(len(letterRunes))]
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}
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return string(b)
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}
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func CreateInsertData(schema *schemapb.CollectionSchema, rows int, nullPercent ...int) (*storage.InsertData, error) {
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insertData, err := storage.NewInsertData(schema)
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if err != nil {
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return nil, err
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}
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allFields := typeutil.GetAllFieldSchemas(schema)
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for _, f := range allFields {
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if f.GetAutoID() || f.IsFunctionOutput {
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continue
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}
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switch f.GetDataType() {
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case schemapb.DataType_Bool:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateBoolArray(rows))
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case schemapb.DataType_Int8:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateInt8Array(rows))
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case schemapb.DataType_Int16:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateInt16Array(rows))
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case schemapb.DataType_Int32:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateInt32Array(rows))
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case schemapb.DataType_Int64:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateInt64Array(rows))
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case schemapb.DataType_Float:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateFloat32Array(rows))
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case schemapb.DataType_Double:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateFloat64Array(rows))
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case schemapb.DataType_BinaryVector:
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dim, err := typeutil.GetDim(f)
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if err != nil {
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return nil, err
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}
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insertData.Data[f.FieldID] = &storage.BinaryVectorFieldData{
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Data: testutils.GenerateBinaryVectors(rows, int(dim)),
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Dim: int(dim),
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}
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case schemapb.DataType_FloatVector:
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dim, err := typeutil.GetDim(f)
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if err != nil {
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return nil, err
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}
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insertData.Data[f.GetFieldID()] = &storage.FloatVectorFieldData{
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Data: testutils.GenerateFloatVectors(rows, int(dim)),
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Dim: int(dim),
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}
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case schemapb.DataType_Float16Vector:
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dim, err := typeutil.GetDim(f)
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if err != nil {
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return nil, err
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}
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insertData.Data[f.FieldID] = &storage.Float16VectorFieldData{
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Data: testutils.GenerateFloat16Vectors(rows, int(dim)),
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Dim: int(dim),
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}
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case schemapb.DataType_BFloat16Vector:
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dim, err := typeutil.GetDim(f)
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if err != nil {
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return nil, err
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}
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insertData.Data[f.FieldID] = &storage.BFloat16VectorFieldData{
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Data: testutils.GenerateBFloat16Vectors(rows, int(dim)),
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Dim: int(dim),
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}
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case schemapb.DataType_SparseFloatVector:
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data, dim := testutils.GenerateSparseFloatVectorsData(rows)
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insertData.Data[f.FieldID] = &storage.SparseFloatVectorFieldData{
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SparseFloatArray: schemapb.SparseFloatArray{
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Contents: data,
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Dim: dim,
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},
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}
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case schemapb.DataType_Int8Vector:
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dim, err := typeutil.GetDim(f)
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if err != nil {
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return nil, err
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}
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insertData.Data[f.FieldID] = &storage.Int8VectorFieldData{
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Data: testutils.GenerateInt8Vectors(rows, int(dim)),
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Dim: int(dim),
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}
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case schemapb.DataType_String, schemapb.DataType_VarChar:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateStringArray(rows))
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case schemapb.DataType_JSON:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateJSONArray(rows))
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case schemapb.DataType_Array:
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switch f.GetElementType() {
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case schemapb.DataType_Bool:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateArrayOfBoolArray(rows))
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case schemapb.DataType_Int8, schemapb.DataType_Int16, schemapb.DataType_Int32:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateArrayOfIntArray(rows))
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case schemapb.DataType_Int64:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateArrayOfLongArray(rows))
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case schemapb.DataType_Float:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateArrayOfFloatArray(rows))
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case schemapb.DataType_Double:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateArrayOfDoubleArray(rows))
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case schemapb.DataType_String, schemapb.DataType_VarChar:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateArrayOfStringArray(rows))
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}
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case schemapb.DataType_ArrayOfVector:
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dim, err := typeutil.GetDim(f)
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if err != nil {
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return nil, err
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}
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switch f.GetElementType() {
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case schemapb.DataType_FloatVector:
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insertData.Data[f.FieldID].AppendDataRows(testutils.GenerateArrayOfFloatVectorArray(rows, int(dim)))
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default:
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panic(fmt.Sprintf("unimplemented data type: %s", f.GetElementType().String()))
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}
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default:
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panic(fmt.Sprintf("unsupported data type: %s", f.GetDataType().String()))
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}
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if f.GetNullable() {
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if len(nullPercent) > 1 {
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return nil, merr.WrapErrParameterInvalidMsg("the length of nullPercent is wrong")
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}
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if len(nullPercent) == 0 || nullPercent[0] == 50 {
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insertData.Data[f.FieldID].AppendValidDataRows(testutils.GenerateBoolArray(rows))
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} else if len(nullPercent) == 1 && nullPercent[0] == 100 {
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insertData.Data[f.FieldID].AppendValidDataRows(make([]bool, rows))
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} else if len(nullPercent) == 1 && nullPercent[0] == 0 {
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validData := make([]bool, rows)
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for i := range validData {
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validData[i] = true
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}
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insertData.Data[f.FieldID].AppendValidDataRows(validData)
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} else {
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return nil, merr.WrapErrParameterInvalidMsg(fmt.Sprintf("not support the number of nullPercent(%d)", nullPercent))
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}
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}
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}
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return insertData, nil
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}
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func CreateFieldWithDefaultValue(dataType schemapb.DataType, id int64, nullable bool) (*schemapb.FieldSchema, error) {
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field := &schemapb.FieldSchema{
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FieldID: 102,
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Name: dataType.String(),
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DataType: dataType,
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TypeParams: []*commonpb.KeyValuePair{
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{
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Key: common.MaxLengthKey,
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Value: "128",
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},
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{
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Key: common.MaxCapacityKey,
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Value: "128",
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},
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},
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Nullable: nullable,
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}
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switch field.GetDataType() {
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case schemapb.DataType_Bool:
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field.DefaultValue = &schemapb.ValueField{
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Data: &schemapb.ValueField_BoolData{
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BoolData: ([]bool{true, false})[rand.Intn(2)],
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},
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}
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case schemapb.DataType_Int8, schemapb.DataType_Int16, schemapb.DataType_Int32:
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field.DefaultValue = &schemapb.ValueField{
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Data: &schemapb.ValueField_IntData{
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IntData: ([]int32{1, 10, 100, 1000})[rand.Intn(4)],
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},
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}
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case schemapb.DataType_Int64:
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field.DefaultValue = &schemapb.ValueField{
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Data: &schemapb.ValueField_LongData{
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LongData: rand.Int63(),
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},
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}
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case schemapb.DataType_Float:
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field.DefaultValue = &schemapb.ValueField{
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Data: &schemapb.ValueField_FloatData{
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FloatData: rand.Float32(),
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},
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}
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case schemapb.DataType_Double:
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field.DefaultValue = &schemapb.ValueField{
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Data: &schemapb.ValueField_DoubleData{
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DoubleData: rand.Float64(),
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},
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}
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case schemapb.DataType_String, schemapb.DataType_VarChar:
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field.DefaultValue = &schemapb.ValueField{
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Data: &schemapb.ValueField_StringData{
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StringData: randomString(10),
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},
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}
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default:
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msg := fmt.Sprintf("type (%s) not support default_value", field.GetDataType().String())
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return nil, merr.WrapErrParameterInvalidMsg(msg)
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}
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return field, nil
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}
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func BuildSparseVectorData(mem *memory.GoAllocator, contents [][]byte, arrowType arrow.DataType) (arrow.Array, error) {
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if arrowType == nil || arrowType.ID() == arrow.STRING {
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// build sparse vector as JSON-format string
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builder := array.NewStringBuilder(mem)
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rows := len(contents)
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jsonBytesData := make([][]byte, 0)
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for i := 0; i < rows; i++ {
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rowVecData := contents[i]
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mapData := typeutil.SparseFloatBytesToMap(rowVecData)
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// convert to JSON format
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jsonBytes, err := json.Marshal(mapData)
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if err != nil {
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return nil, err
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}
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jsonBytesData = append(jsonBytesData, jsonBytes)
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}
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builder.AppendValues(lo.Map(jsonBytesData, func(bs []byte, _ int) string {
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return string(bs)
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}), nil)
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return builder.NewStringArray(), nil
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} else if arrowType.ID() == arrow.STRUCT {
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// build sparse vector as parquet struct
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stType, _ := arrowType.(*arrow.StructType)
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indicesField, ok1 := stType.FieldByName("indices")
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valuesField, ok2 := stType.FieldByName("values")
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if !ok1 || !ok2 {
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return nil, merr.WrapErrParameterInvalidMsg("Indices type or values type is missed for sparse vector")
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}
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indicesList, ok1 := indicesField.Type.(*arrow.ListType)
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valuesList, ok2 := valuesField.Type.(*arrow.ListType)
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if !ok1 || !ok2 {
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return nil, merr.WrapErrParameterInvalidMsg("Indices type and values type of sparse vector should be list")
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}
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indexType := indicesList.Elem().ID()
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valueType := valuesList.Elem().ID()
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fields := []arrow.Field{indicesField, valuesField}
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structType := arrow.StructOf(fields...)
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builder := array.NewStructBuilder(mem, structType)
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indicesBuilder := builder.FieldBuilder(0).(*array.ListBuilder)
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valuesBuilder := builder.FieldBuilder(1).(*array.ListBuilder)
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// The array.Uint32Builder/array.Int64Builder/array.Float32Builder/array.Float64Builder
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// are derived from array.Builder, but array.Builder doesn't have Append() interface
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// To call array.Uint32Builder.Value(uint32), we need to explicitly cast the indicesBuilder.ValueBuilder()
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// to array.Uint32Builder
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// So, we declare two methods here to avoid type casting in the "for" loop
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type AppendIndex func(index uint32)
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type AppendValue func(value float32)
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var appendIndexFunc AppendIndex
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switch indexType {
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case arrow.INT32:
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indicesArrayBuilder := indicesBuilder.ValueBuilder().(*array.Int32Builder)
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appendIndexFunc = func(index uint32) {
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indicesArrayBuilder.Append((int32)(index))
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}
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case arrow.UINT32:
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indicesArrayBuilder := indicesBuilder.ValueBuilder().(*array.Uint32Builder)
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appendIndexFunc = func(index uint32) {
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indicesArrayBuilder.Append(index)
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}
|
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case arrow.INT64:
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indicesArrayBuilder := indicesBuilder.ValueBuilder().(*array.Int64Builder)
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appendIndexFunc = func(index uint32) {
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indicesArrayBuilder.Append((int64)(index))
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}
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case arrow.UINT64:
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indicesArrayBuilder := indicesBuilder.ValueBuilder().(*array.Uint64Builder)
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appendIndexFunc = func(index uint32) {
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indicesArrayBuilder.Append((uint64)(index))
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}
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default:
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msg := fmt.Sprintf("Not able to write this type (%s) for sparse vector index", indexType.String())
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return nil, merr.WrapErrImportFailed(msg)
|
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}
|
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|
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var appendValueFunc AppendValue
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switch valueType {
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case arrow.FLOAT32:
|
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valuesArrayBuilder := valuesBuilder.ValueBuilder().(*array.Float32Builder)
|
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appendValueFunc = func(value float32) {
|
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valuesArrayBuilder.Append(value)
|
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}
|
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case arrow.FLOAT64:
|
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valuesArrayBuilder := valuesBuilder.ValueBuilder().(*array.Float64Builder)
|
|
appendValueFunc = func(value float32) {
|
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valuesArrayBuilder.Append((float64)(value))
|
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}
|
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default:
|
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msg := fmt.Sprintf("Not able to write this type (%s) for sparse vector index", indexType.String())
|
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return nil, merr.WrapErrImportFailed(msg)
|
|
}
|
|
|
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for i := 0; i < len(contents); i++ {
|
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builder.Append(true)
|
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indicesBuilder.Append(true)
|
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valuesBuilder.Append(true)
|
|
rowVecData := contents[i]
|
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elemCount := len(rowVecData) / 8
|
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for j := 0; j < elemCount; j++ {
|
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appendIndexFunc(common.Endian.Uint32(rowVecData[j*8:]))
|
|
appendValueFunc(math.Float32frombits(common.Endian.Uint32(rowVecData[j*8+4:])))
|
|
}
|
|
}
|
|
return builder.NewStructArray(), nil
|
|
}
|
|
|
|
return nil, merr.WrapErrParameterInvalidMsg("Invalid arrow data type for sparse vector")
|
|
}
|
|
|
|
func BuildArrayData(schema *schemapb.CollectionSchema, insertData *storage.InsertData, useNullType bool) ([]arrow.Array, error) {
|
|
mem := memory.NewGoAllocator()
|
|
// Get all fields including struct sub-fields
|
|
allFields := typeutil.GetAllFieldSchemas(schema)
|
|
// Filter out auto-generated and function output fields
|
|
fields := lo.Filter(allFields, func(field *schemapb.FieldSchema, _ int) bool {
|
|
return !(field.GetIsPrimaryKey() && field.GetAutoID()) && !field.GetIsFunctionOutput()
|
|
})
|
|
|
|
columns := make([]arrow.Array, 0, len(fields))
|
|
for _, field := range fields {
|
|
fieldID := field.GetFieldID()
|
|
dataType := field.GetDataType()
|
|
elementType := field.GetElementType()
|
|
if field.GetNullable() && useNullType {
|
|
columns = append(columns, array.NewNull(insertData.Data[fieldID].RowNum()))
|
|
continue
|
|
}
|
|
switch dataType {
|
|
case schemapb.DataType_Bool:
|
|
builder := array.NewBooleanBuilder(mem)
|
|
boolData := insertData.Data[fieldID].(*storage.BoolFieldData).Data
|
|
validData := insertData.Data[fieldID].(*storage.BoolFieldData).ValidData
|
|
builder.AppendValues(boolData, validData)
|
|
|
|
columns = append(columns, builder.NewBooleanArray())
|
|
case schemapb.DataType_Int8:
|
|
builder := array.NewInt8Builder(mem)
|
|
int8Data := insertData.Data[fieldID].(*storage.Int8FieldData).Data
|
|
validData := insertData.Data[fieldID].(*storage.Int8FieldData).ValidData
|
|
builder.AppendValues(int8Data, validData)
|
|
columns = append(columns, builder.NewInt8Array())
|
|
case schemapb.DataType_Int16:
|
|
builder := array.NewInt16Builder(mem)
|
|
int16Data := insertData.Data[fieldID].(*storage.Int16FieldData).Data
|
|
validData := insertData.Data[fieldID].(*storage.Int16FieldData).ValidData
|
|
builder.AppendValues(int16Data, validData)
|
|
columns = append(columns, builder.NewInt16Array())
|
|
case schemapb.DataType_Int32:
|
|
builder := array.NewInt32Builder(mem)
|
|
int32Data := insertData.Data[fieldID].(*storage.Int32FieldData).Data
|
|
validData := insertData.Data[fieldID].(*storage.Int32FieldData).ValidData
|
|
builder.AppendValues(int32Data, validData)
|
|
columns = append(columns, builder.NewInt32Array())
|
|
case schemapb.DataType_Int64:
|
|
builder := array.NewInt64Builder(mem)
|
|
int64Data := insertData.Data[fieldID].(*storage.Int64FieldData).Data
|
|
validData := insertData.Data[fieldID].(*storage.Int64FieldData).ValidData
|
|
builder.AppendValues(int64Data, validData)
|
|
columns = append(columns, builder.NewInt64Array())
|
|
case schemapb.DataType_Float:
|
|
builder := array.NewFloat32Builder(mem)
|
|
floatData := insertData.Data[fieldID].(*storage.FloatFieldData).Data
|
|
validData := insertData.Data[fieldID].(*storage.FloatFieldData).ValidData
|
|
builder.AppendValues(floatData, validData)
|
|
columns = append(columns, builder.NewFloat32Array())
|
|
case schemapb.DataType_Double:
|
|
builder := array.NewFloat64Builder(mem)
|
|
doubleData := insertData.Data[fieldID].(*storage.DoubleFieldData).Data
|
|
validData := insertData.Data[fieldID].(*storage.DoubleFieldData).ValidData
|
|
builder.AppendValues(doubleData, validData)
|
|
columns = append(columns, builder.NewFloat64Array())
|
|
case schemapb.DataType_String, schemapb.DataType_VarChar:
|
|
builder := array.NewStringBuilder(mem)
|
|
stringData := insertData.Data[fieldID].(*storage.StringFieldData).Data
|
|
validData := insertData.Data[fieldID].(*storage.StringFieldData).ValidData
|
|
builder.AppendValues(stringData, validData)
|
|
columns = append(columns, builder.NewStringArray())
|
|
case schemapb.DataType_BinaryVector:
|
|
builder := array.NewListBuilder(mem, &arrow.Uint8Type{})
|
|
dim := insertData.Data[fieldID].(*storage.BinaryVectorFieldData).Dim
|
|
binVecData := insertData.Data[fieldID].(*storage.BinaryVectorFieldData).Data
|
|
rowBytes := dim / 8
|
|
rows := len(binVecData) / rowBytes
|
|
offsets := make([]int32, 0, rows)
|
|
valid := make([]bool, 0)
|
|
for i := 0; i < rows; i++ {
|
|
offsets = append(offsets, int32(i*rowBytes))
|
|
valid = append(valid, true)
|
|
}
|
|
builder.ValueBuilder().(*array.Uint8Builder).AppendValues(binVecData, nil)
|
|
builder.AppendValues(offsets, valid)
|
|
columns = append(columns, builder.NewListArray())
|
|
case schemapb.DataType_FloatVector:
|
|
builder := array.NewListBuilder(mem, &arrow.Float32Type{})
|
|
dim := insertData.Data[fieldID].(*storage.FloatVectorFieldData).Dim
|
|
floatVecData := insertData.Data[fieldID].(*storage.FloatVectorFieldData).Data
|
|
rows := len(floatVecData) / dim
|
|
offsets := make([]int32, 0, rows)
|
|
valid := make([]bool, 0, rows)
|
|
for i := 0; i < rows; i++ {
|
|
offsets = append(offsets, int32(i*dim))
|
|
valid = append(valid, true)
|
|
}
|
|
builder.ValueBuilder().(*array.Float32Builder).AppendValues(floatVecData, nil)
|
|
builder.AppendValues(offsets, valid)
|
|
columns = append(columns, builder.NewListArray())
|
|
case schemapb.DataType_Float16Vector:
|
|
builder := array.NewListBuilder(mem, &arrow.Uint8Type{})
|
|
dim := insertData.Data[fieldID].(*storage.Float16VectorFieldData).Dim
|
|
float16VecData := insertData.Data[fieldID].(*storage.Float16VectorFieldData).Data
|
|
rowBytes := dim * 2
|
|
rows := len(float16VecData) / rowBytes
|
|
offsets := make([]int32, 0, rows)
|
|
valid := make([]bool, 0, rows)
|
|
for i := 0; i < rows; i++ {
|
|
offsets = append(offsets, int32(i*rowBytes))
|
|
valid = append(valid, true)
|
|
}
|
|
builder.ValueBuilder().(*array.Uint8Builder).AppendValues(float16VecData, nil)
|
|
builder.AppendValues(offsets, valid)
|
|
columns = append(columns, builder.NewListArray())
|
|
case schemapb.DataType_BFloat16Vector:
|
|
builder := array.NewListBuilder(mem, &arrow.Uint8Type{})
|
|
dim := insertData.Data[fieldID].(*storage.BFloat16VectorFieldData).Dim
|
|
bfloat16VecData := insertData.Data[fieldID].(*storage.BFloat16VectorFieldData).Data
|
|
rowBytes := dim * 2
|
|
rows := len(bfloat16VecData) / rowBytes
|
|
offsets := make([]int32, 0, rows)
|
|
valid := make([]bool, 0, rows)
|
|
for i := 0; i < rows; i++ {
|
|
offsets = append(offsets, int32(i*rowBytes))
|
|
valid = append(valid, true)
|
|
}
|
|
builder.ValueBuilder().(*array.Uint8Builder).AppendValues(bfloat16VecData, nil)
|
|
builder.AppendValues(offsets, valid)
|
|
columns = append(columns, builder.NewListArray())
|
|
case schemapb.DataType_SparseFloatVector:
|
|
contents := insertData.Data[fieldID].(*storage.SparseFloatVectorFieldData).GetContents()
|
|
arr, err := BuildSparseVectorData(mem, contents, nil)
|
|
if err != nil {
|
|
return nil, err
|
|
}
|
|
columns = append(columns, arr)
|
|
case schemapb.DataType_Int8Vector:
|
|
builder := array.NewListBuilder(mem, &arrow.Int8Type{})
|
|
dim := insertData.Data[fieldID].(*storage.Int8VectorFieldData).Dim
|
|
int8VecData := insertData.Data[fieldID].(*storage.Int8VectorFieldData).Data
|
|
rows := len(int8VecData) / dim
|
|
offsets := make([]int32, 0, rows)
|
|
valid := make([]bool, 0, rows)
|
|
for i := 0; i < rows; i++ {
|
|
offsets = append(offsets, int32(i*dim))
|
|
valid = append(valid, true)
|
|
}
|
|
builder.ValueBuilder().(*array.Int8Builder).AppendValues(int8VecData, nil)
|
|
builder.AppendValues(offsets, valid)
|
|
columns = append(columns, builder.NewListArray())
|
|
case schemapb.DataType_JSON:
|
|
builder := array.NewStringBuilder(mem)
|
|
jsonData := insertData.Data[fieldID].(*storage.JSONFieldData).Data
|
|
validData := insertData.Data[fieldID].(*storage.JSONFieldData).ValidData
|
|
builder.AppendValues(lo.Map(jsonData, func(bs []byte, _ int) string {
|
|
return string(bs)
|
|
}), validData)
|
|
columns = append(columns, builder.NewStringArray())
|
|
case schemapb.DataType_Array:
|
|
data := insertData.Data[fieldID].(*storage.ArrayFieldData).Data
|
|
validData := insertData.Data[fieldID].(*storage.ArrayFieldData).ValidData
|
|
rows := len(data)
|
|
offsets := make([]int32, 0, rows)
|
|
valid := make([]bool, 0, rows)
|
|
currOffset := int32(0)
|
|
|
|
switch elementType {
|
|
case schemapb.DataType_Bool:
|
|
builder := array.NewListBuilder(mem, &arrow.BooleanType{})
|
|
valueBuilder := builder.ValueBuilder().(*array.BooleanBuilder)
|
|
for i := 0; i < rows; i++ {
|
|
if field.GetNullable() && !validData[i] {
|
|
offsets = append(offsets, currOffset)
|
|
valid = append(valid, false)
|
|
} else {
|
|
boolData := data[i].Data.(*schemapb.ScalarField_BoolData).BoolData.GetData()
|
|
valueBuilder.AppendValues(boolData, nil)
|
|
offsets = append(offsets, currOffset)
|
|
currOffset = currOffset + int32(len(boolData))
|
|
valid = append(valid, true)
|
|
}
|
|
}
|
|
builder.AppendValues(offsets, valid)
|
|
columns = append(columns, builder.NewListArray())
|
|
case schemapb.DataType_Int8:
|
|
builder := array.NewListBuilder(mem, &arrow.Int8Type{})
|
|
valueBuilder := builder.ValueBuilder().(*array.Int8Builder)
|
|
for i := 0; i < rows; i++ {
|
|
if field.GetNullable() && !validData[i] {
|
|
offsets = append(offsets, currOffset)
|
|
valid = append(valid, false)
|
|
} else {
|
|
intData := data[i].Data.(*schemapb.ScalarField_IntData).IntData.GetData()
|
|
int8Data := make([]int8, 0)
|
|
for j := 0; j < len(intData); j++ {
|
|
int8Data = append(int8Data, int8(intData[j]))
|
|
}
|
|
valueBuilder.AppendValues(int8Data, nil)
|
|
offsets = append(offsets, currOffset)
|
|
currOffset = currOffset + int32(len(int8Data))
|
|
valid = append(valid, true)
|
|
}
|
|
}
|
|
builder.AppendValues(offsets, valid)
|
|
columns = append(columns, builder.NewListArray())
|
|
case schemapb.DataType_Int16:
|
|
builder := array.NewListBuilder(mem, &arrow.Int16Type{})
|
|
valueBuilder := builder.ValueBuilder().(*array.Int16Builder)
|
|
for i := 0; i < rows; i++ {
|
|
if field.GetNullable() && !validData[i] {
|
|
offsets = append(offsets, currOffset)
|
|
valid = append(valid, false)
|
|
} else {
|
|
intData := data[i].Data.(*schemapb.ScalarField_IntData).IntData.GetData()
|
|
int16Data := make([]int16, 0)
|
|
for j := 0; j < len(intData); j++ {
|
|
int16Data = append(int16Data, int16(intData[j]))
|
|
}
|
|
valueBuilder.AppendValues(int16Data, nil)
|
|
offsets = append(offsets, currOffset)
|
|
currOffset = currOffset + int32(len(int16Data))
|
|
valid = append(valid, true)
|
|
}
|
|
}
|
|
builder.AppendValues(offsets, valid)
|
|
columns = append(columns, builder.NewListArray())
|
|
case schemapb.DataType_Int32:
|
|
builder := array.NewListBuilder(mem, &arrow.Int32Type{})
|
|
valueBuilder := builder.ValueBuilder().(*array.Int32Builder)
|
|
for i := 0; i < rows; i++ {
|
|
if field.GetNullable() && !validData[i] {
|
|
offsets = append(offsets, currOffset)
|
|
valid = append(valid, false)
|
|
} else {
|
|
intData := data[i].Data.(*schemapb.ScalarField_IntData).IntData.GetData()
|
|
valueBuilder.AppendValues(intData, nil)
|
|
offsets = append(offsets, currOffset)
|
|
currOffset = currOffset + int32(len(intData))
|
|
valid = append(valid, true)
|
|
}
|
|
}
|
|
builder.AppendValues(offsets, valid)
|
|
columns = append(columns, builder.NewListArray())
|
|
case schemapb.DataType_Int64:
|
|
builder := array.NewListBuilder(mem, &arrow.Int64Type{})
|
|
valueBuilder := builder.ValueBuilder().(*array.Int64Builder)
|
|
for i := 0; i < rows; i++ {
|
|
if field.GetNullable() && !validData[i] {
|
|
offsets = append(offsets, currOffset)
|
|
valid = append(valid, false)
|
|
} else {
|
|
longData := data[i].Data.(*schemapb.ScalarField_LongData).LongData.GetData()
|
|
valueBuilder.AppendValues(longData, nil)
|
|
offsets = append(offsets, currOffset)
|
|
currOffset = currOffset + int32(len(longData))
|
|
valid = append(valid, true)
|
|
}
|
|
}
|
|
builder.AppendValues(offsets, valid)
|
|
columns = append(columns, builder.NewListArray())
|
|
case schemapb.DataType_Float:
|
|
builder := array.NewListBuilder(mem, &arrow.Float32Type{})
|
|
valueBuilder := builder.ValueBuilder().(*array.Float32Builder)
|
|
for i := 0; i < rows; i++ {
|
|
if field.GetNullable() && !validData[i] {
|
|
offsets = append(offsets, currOffset)
|
|
valid = append(valid, false)
|
|
} else {
|
|
floatData := data[i].Data.(*schemapb.ScalarField_FloatData).FloatData.GetData()
|
|
valueBuilder.AppendValues(floatData, nil)
|
|
offsets = append(offsets, currOffset)
|
|
currOffset = currOffset + int32(len(floatData))
|
|
valid = append(valid, true)
|
|
}
|
|
}
|
|
builder.AppendValues(offsets, valid)
|
|
columns = append(columns, builder.NewListArray())
|
|
case schemapb.DataType_Double:
|
|
builder := array.NewListBuilder(mem, &arrow.Float64Type{})
|
|
valueBuilder := builder.ValueBuilder().(*array.Float64Builder)
|
|
for i := 0; i < rows; i++ {
|
|
if field.GetNullable() && !validData[i] {
|
|
offsets = append(offsets, currOffset)
|
|
valid = append(valid, false)
|
|
} else {
|
|
doubleData := data[i].Data.(*schemapb.ScalarField_DoubleData).DoubleData.GetData()
|
|
valueBuilder.AppendValues(doubleData, nil)
|
|
offsets = append(offsets, currOffset)
|
|
currOffset = currOffset + int32(len(doubleData))
|
|
valid = append(valid, true)
|
|
}
|
|
}
|
|
builder.AppendValues(offsets, valid)
|
|
columns = append(columns, builder.NewListArray())
|
|
case schemapb.DataType_VarChar, schemapb.DataType_String:
|
|
builder := array.NewListBuilder(mem, &arrow.StringType{})
|
|
valueBuilder := builder.ValueBuilder().(*array.StringBuilder)
|
|
for i := 0; i < rows; i++ {
|
|
if field.GetNullable() && !validData[i] {
|
|
offsets = append(offsets, currOffset)
|
|
valid = append(valid, false)
|
|
} else {
|
|
stringData := data[i].Data.(*schemapb.ScalarField_StringData).StringData.GetData()
|
|
valueBuilder.AppendValues(stringData, nil)
|
|
offsets = append(offsets, currOffset)
|
|
currOffset = currOffset + int32(len(stringData))
|
|
valid = append(valid, true)
|
|
}
|
|
}
|
|
builder.AppendValues(offsets, valid)
|
|
columns = append(columns, builder.NewListArray())
|
|
}
|
|
case schemapb.DataType_ArrayOfVector:
|
|
data := insertData.Data[fieldID].(*storage.VectorArrayFieldData).Data
|
|
rows := len(data)
|
|
|
|
switch elementType {
|
|
case schemapb.DataType_FloatVector:
|
|
// ArrayOfVector is flattened in Arrow - just a list of floats
|
|
// where total floats = dim * num_vectors
|
|
builder := array.NewListBuilder(mem, &arrow.Float32Type{})
|
|
valueBuilder := builder.ValueBuilder().(*array.Float32Builder)
|
|
|
|
for i := 0; i < rows; i++ {
|
|
vectorArray := data[i].GetFloatVector()
|
|
if vectorArray == nil || len(vectorArray.GetData()) == 0 {
|
|
builder.AppendNull()
|
|
continue
|
|
}
|
|
builder.Append(true)
|
|
// Append all flattened vector data
|
|
valueBuilder.AppendValues(vectorArray.GetData(), nil)
|
|
}
|
|
columns = append(columns, builder.NewListArray())
|
|
default:
|
|
return nil, fmt.Errorf("unsupported element type in VectorArray: %s", elementType.String())
|
|
}
|
|
}
|
|
}
|
|
return columns, nil
|
|
}
|
|
|
|
// reconstructStructArrayForJSON reconstructs struct array data for JSON format
|
|
// Returns an array of maps where each element represents a struct
|
|
func reconstructStructArrayForJSON(structField *schemapb.StructArrayFieldSchema, insertData *storage.InsertData, rowIndex int) ([]map[string]any, error) {
|
|
subFields := structField.GetFields()
|
|
if len(subFields) == 0 {
|
|
return []map[string]any{}, nil
|
|
}
|
|
|
|
// Determine the array length from the first sub-field's data
|
|
var arrayLen int
|
|
for _, subField := range subFields {
|
|
if fieldData, ok := insertData.Data[subField.GetFieldID()]; ok {
|
|
rowData := fieldData.GetRow(rowIndex)
|
|
if rowData == nil {
|
|
continue
|
|
}
|
|
|
|
switch subField.GetDataType() {
|
|
case schemapb.DataType_Array:
|
|
if scalarField, ok := rowData.(*schemapb.ScalarField); ok {
|
|
switch subField.GetElementType() {
|
|
case schemapb.DataType_Bool:
|
|
if data := scalarField.GetBoolData(); data != nil {
|
|
arrayLen = len(data.GetData())
|
|
}
|
|
case schemapb.DataType_Int8, schemapb.DataType_Int16, schemapb.DataType_Int32:
|
|
if data := scalarField.GetIntData(); data != nil {
|
|
arrayLen = len(data.GetData())
|
|
}
|
|
case schemapb.DataType_Int64:
|
|
if data := scalarField.GetLongData(); data != nil {
|
|
arrayLen = len(data.GetData())
|
|
}
|
|
case schemapb.DataType_Float:
|
|
if data := scalarField.GetFloatData(); data != nil {
|
|
arrayLen = len(data.GetData())
|
|
}
|
|
case schemapb.DataType_Double:
|
|
if data := scalarField.GetDoubleData(); data != nil {
|
|
arrayLen = len(data.GetData())
|
|
}
|
|
case schemapb.DataType_String, schemapb.DataType_VarChar:
|
|
if data := scalarField.GetStringData(); data != nil {
|
|
arrayLen = len(data.GetData())
|
|
}
|
|
}
|
|
}
|
|
case schemapb.DataType_ArrayOfVector:
|
|
if vectorField, ok := rowData.(*schemapb.VectorField); ok {
|
|
switch subField.GetElementType() {
|
|
case schemapb.DataType_FloatVector:
|
|
if data := vectorField.GetFloatVector(); data != nil {
|
|
dim, _ := typeutil.GetDim(subField)
|
|
if dim > 0 {
|
|
arrayLen = len(data.GetData()) / int(dim)
|
|
}
|
|
}
|
|
case schemapb.DataType_BinaryVector:
|
|
if data := vectorField.GetBinaryVector(); data != nil {
|
|
dim, _ := typeutil.GetDim(subField)
|
|
if dim > 0 {
|
|
bytesPerVector := int(dim) / 8
|
|
arrayLen = len(data) / bytesPerVector
|
|
}
|
|
}
|
|
case schemapb.DataType_Float16Vector:
|
|
if data := vectorField.GetFloat16Vector(); data != nil {
|
|
dim, _ := typeutil.GetDim(subField)
|
|
if dim > 0 {
|
|
bytesPerVector := int(dim) * 2
|
|
arrayLen = len(data) / bytesPerVector
|
|
}
|
|
}
|
|
case schemapb.DataType_BFloat16Vector:
|
|
if data := vectorField.GetBfloat16Vector(); data != nil {
|
|
dim, _ := typeutil.GetDim(subField)
|
|
if dim > 0 {
|
|
bytesPerVector := int(dim) * 2
|
|
arrayLen = len(data) / bytesPerVector
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
if arrayLen > 0 {
|
|
break
|
|
}
|
|
}
|
|
}
|
|
|
|
// Build the struct array
|
|
structArray := make([]map[string]any, arrayLen)
|
|
for j := 0; j < arrayLen; j++ {
|
|
structElem := make(map[string]any)
|
|
|
|
for _, subField := range subFields {
|
|
if fieldData, ok := insertData.Data[subField.GetFieldID()]; ok {
|
|
rowData := fieldData.GetRow(rowIndex)
|
|
if rowData == nil {
|
|
continue
|
|
}
|
|
|
|
// Extract the j-th element
|
|
switch subField.GetDataType() {
|
|
case schemapb.DataType_Array:
|
|
if scalarField, ok := rowData.(*schemapb.ScalarField); ok {
|
|
switch subField.GetElementType() {
|
|
case schemapb.DataType_Bool:
|
|
if data := scalarField.GetBoolData(); data != nil && j < len(data.GetData()) {
|
|
structElem[subField.GetName()] = data.GetData()[j]
|
|
}
|
|
case schemapb.DataType_Int8, schemapb.DataType_Int16, schemapb.DataType_Int32:
|
|
if data := scalarField.GetIntData(); data != nil && j < len(data.GetData()) {
|
|
structElem[subField.GetName()] = data.GetData()[j]
|
|
}
|
|
case schemapb.DataType_Int64:
|
|
if data := scalarField.GetLongData(); data != nil && j < len(data.GetData()) {
|
|
structElem[subField.GetName()] = data.GetData()[j]
|
|
}
|
|
case schemapb.DataType_Float:
|
|
if data := scalarField.GetFloatData(); data != nil && j < len(data.GetData()) {
|
|
structElem[subField.GetName()] = data.GetData()[j]
|
|
}
|
|
case schemapb.DataType_Double:
|
|
if data := scalarField.GetDoubleData(); data != nil && j < len(data.GetData()) {
|
|
structElem[subField.GetName()] = data.GetData()[j]
|
|
}
|
|
case schemapb.DataType_String, schemapb.DataType_VarChar:
|
|
if data := scalarField.GetStringData(); data != nil && j < len(data.GetData()) {
|
|
structElem[subField.GetName()] = data.GetData()[j]
|
|
}
|
|
}
|
|
}
|
|
case schemapb.DataType_ArrayOfVector:
|
|
if vectorField, ok := rowData.(*schemapb.VectorField); ok {
|
|
switch subField.GetElementType() {
|
|
case schemapb.DataType_FloatVector:
|
|
if data := vectorField.GetFloatVector(); data != nil {
|
|
dim, _ := typeutil.GetDim(subField)
|
|
if dim > 0 {
|
|
startIdx := j * int(dim)
|
|
endIdx := startIdx + int(dim)
|
|
if endIdx <= len(data.GetData()) {
|
|
structElem[subField.GetName()] = data.GetData()[startIdx:endIdx]
|
|
}
|
|
}
|
|
}
|
|
case schemapb.DataType_BinaryVector:
|
|
if data := vectorField.GetBinaryVector(); data != nil {
|
|
dim, _ := typeutil.GetDim(subField)
|
|
if dim > 0 {
|
|
bytesPerVector := int(dim) / 8
|
|
startIdx := j * bytesPerVector
|
|
endIdx := startIdx + bytesPerVector
|
|
if endIdx <= len(data) {
|
|
structElem[subField.GetName()] = data[startIdx:endIdx]
|
|
}
|
|
}
|
|
}
|
|
case schemapb.DataType_Float16Vector:
|
|
if data := vectorField.GetFloat16Vector(); data != nil {
|
|
dim, _ := typeutil.GetDim(subField)
|
|
if dim > 0 {
|
|
bytesPerVector := int(dim) * 2
|
|
startIdx := j * bytesPerVector
|
|
endIdx := startIdx + bytesPerVector
|
|
if endIdx <= len(data) {
|
|
// Convert Float16 bytes to float32 for JSON representation
|
|
structElem[subField.GetName()] = typeutil.Float16BytesToFloat32Vector(data[startIdx:endIdx])
|
|
}
|
|
}
|
|
}
|
|
case schemapb.DataType_BFloat16Vector:
|
|
if data := vectorField.GetBfloat16Vector(); data != nil {
|
|
dim, _ := typeutil.GetDim(subField)
|
|
if dim > 0 {
|
|
bytesPerVector := int(dim) * 2
|
|
startIdx := j * bytesPerVector
|
|
endIdx := startIdx + bytesPerVector
|
|
if endIdx <= len(data) {
|
|
// Convert BFloat16 bytes to float32 for JSON representation
|
|
structElem[subField.GetName()] = typeutil.BFloat16BytesToFloat32Vector(data[startIdx:endIdx])
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
structArray[j] = structElem
|
|
}
|
|
|
|
return structArray, nil
|
|
}
|
|
|
|
func CreateInsertDataRowsForJSON(schema *schemapb.CollectionSchema, insertData *storage.InsertData) ([]map[string]any, error) {
|
|
fieldIDToField := lo.KeyBy(schema.GetFields(), func(field *schemapb.FieldSchema) int64 {
|
|
return field.GetFieldID()
|
|
})
|
|
|
|
// Track which field IDs belong to struct array sub-fields
|
|
structSubFieldIDs := make(map[int64]bool)
|
|
for _, structField := range schema.GetStructArrayFields() {
|
|
for _, subField := range structField.GetFields() {
|
|
structSubFieldIDs[subField.GetFieldID()] = true
|
|
}
|
|
}
|
|
|
|
rowNum := insertData.GetRowNum()
|
|
rows := make([]map[string]any, 0, rowNum)
|
|
for i := 0; i < rowNum; i++ {
|
|
data := make(map[int64]interface{})
|
|
|
|
// First process regular fields
|
|
for fieldID, v := range insertData.Data {
|
|
// Skip if this is a sub-field of a struct array
|
|
if structSubFieldIDs[fieldID] {
|
|
continue
|
|
}
|
|
|
|
field, ok := fieldIDToField[fieldID]
|
|
if !ok {
|
|
continue
|
|
}
|
|
|
|
dataType := field.GetDataType()
|
|
elemType := field.GetElementType()
|
|
if field.GetAutoID() || field.IsFunctionOutput {
|
|
continue
|
|
}
|
|
if v.GetRow(i) == nil {
|
|
data[fieldID] = nil
|
|
continue
|
|
}
|
|
switch dataType {
|
|
case schemapb.DataType_Array:
|
|
switch elemType {
|
|
case schemapb.DataType_Bool:
|
|
data[fieldID] = v.GetRow(i).(*schemapb.ScalarField).GetBoolData().GetData()
|
|
case schemapb.DataType_Int8, schemapb.DataType_Int16, schemapb.DataType_Int32:
|
|
data[fieldID] = v.GetRow(i).(*schemapb.ScalarField).GetIntData().GetData()
|
|
case schemapb.DataType_Int64:
|
|
data[fieldID] = v.GetRow(i).(*schemapb.ScalarField).GetLongData().GetData()
|
|
case schemapb.DataType_Float:
|
|
data[fieldID] = v.GetRow(i).(*schemapb.ScalarField).GetFloatData().GetData()
|
|
case schemapb.DataType_Double:
|
|
data[fieldID] = v.GetRow(i).(*schemapb.ScalarField).GetDoubleData().GetData()
|
|
case schemapb.DataType_String, schemapb.DataType_VarChar:
|
|
data[fieldID] = v.GetRow(i).(*schemapb.ScalarField).GetStringData().GetData()
|
|
}
|
|
case schemapb.DataType_ArrayOfVector:
|
|
panic("unreachable")
|
|
case schemapb.DataType_JSON:
|
|
data[fieldID] = string(v.GetRow(i).([]byte))
|
|
case schemapb.DataType_BinaryVector:
|
|
bytes := v.GetRow(i).([]byte)
|
|
ints := make([]int, 0, len(bytes))
|
|
for _, b := range bytes {
|
|
ints = append(ints, int(b))
|
|
}
|
|
data[fieldID] = ints
|
|
case schemapb.DataType_Float16Vector:
|
|
bytes := v.GetRow(i).([]byte)
|
|
data[fieldID] = typeutil.Float16BytesToFloat32Vector(bytes)
|
|
case schemapb.DataType_BFloat16Vector:
|
|
bytes := v.GetRow(i).([]byte)
|
|
data[fieldID] = typeutil.BFloat16BytesToFloat32Vector(bytes)
|
|
case schemapb.DataType_SparseFloatVector:
|
|
bytes := v.GetRow(i).([]byte)
|
|
data[fieldID] = typeutil.SparseFloatBytesToMap(bytes)
|
|
default:
|
|
data[fieldID] = v.GetRow(i)
|
|
}
|
|
}
|
|
|
|
// Now process struct array fields - reconstruct the nested structure
|
|
for _, structField := range schema.GetStructArrayFields() {
|
|
structArray, err := reconstructStructArrayForJSON(structField, insertData, i)
|
|
if err != nil {
|
|
return nil, err
|
|
}
|
|
data[structField.GetFieldID()] = structArray
|
|
}
|
|
|
|
// Convert field IDs to field names
|
|
row := make(map[string]any)
|
|
for fieldID, value := range data {
|
|
if field, ok := fieldIDToField[fieldID]; ok {
|
|
row[field.GetName()] = value
|
|
} else {
|
|
// Check if it's a struct array field
|
|
for _, structField := range schema.GetStructArrayFields() {
|
|
if structField.GetFieldID() == fieldID {
|
|
row[structField.GetName()] = value
|
|
break
|
|
}
|
|
}
|
|
}
|
|
}
|
|
rows = append(rows, row)
|
|
}
|
|
|
|
return rows, nil
|
|
}
|
|
|
|
// reconstructStructArrayForCSV reconstructs struct array data for CSV format
|
|
// Returns a JSON string where each sub-field value is also a JSON string
|
|
func reconstructStructArrayForCSV(structField *schemapb.StructArrayFieldSchema, insertData *storage.InsertData, rowIndex int) (string, error) {
|
|
// Use the JSON reconstruction function to get the struct array
|
|
structArray, err := reconstructStructArrayForJSON(structField, insertData, rowIndex)
|
|
if err != nil {
|
|
return "", err
|
|
}
|
|
|
|
// Convert to CSV format: each sub-field value needs to be JSON-encoded
|
|
csvArray := make([]map[string]string, len(structArray))
|
|
for i, elem := range structArray {
|
|
csvElem := make(map[string]string)
|
|
for key, value := range elem {
|
|
// Convert each value to JSON string for CSV
|
|
jsonBytes, err := json.Marshal(value)
|
|
if err != nil {
|
|
return "", err
|
|
}
|
|
csvElem[key] = string(jsonBytes)
|
|
}
|
|
csvArray[i] = csvElem
|
|
}
|
|
|
|
// Convert the entire struct array to JSON string
|
|
jsonBytes, err := json.Marshal(csvArray)
|
|
if err != nil {
|
|
return "", err
|
|
}
|
|
return string(jsonBytes), nil
|
|
}
|
|
|
|
func CreateInsertDataForCSV(schema *schemapb.CollectionSchema, insertData *storage.InsertData, nullkey string) ([][]string, error) {
|
|
rowNum := insertData.GetRowNum()
|
|
csvData := make([][]string, 0, rowNum+1)
|
|
|
|
// Build header - regular fields and struct array fields (not sub-fields)
|
|
header := make([]string, 0)
|
|
|
|
// Track which field IDs belong to struct array sub-fields
|
|
structSubFieldIDs := make(map[int64]bool)
|
|
for _, structField := range schema.GetStructArrayFields() {
|
|
for _, subField := range structField.GetFields() {
|
|
structSubFieldIDs[subField.GetFieldID()] = true
|
|
}
|
|
}
|
|
|
|
// Add regular fields to header (excluding struct array sub-fields)
|
|
allFields := typeutil.GetAllFieldSchemas(schema)
|
|
fields := lo.Filter(allFields, func(field *schemapb.FieldSchema, _ int) bool {
|
|
return !field.GetAutoID() && !field.IsFunctionOutput && !structSubFieldIDs[field.GetFieldID()]
|
|
})
|
|
nameToFields := lo.KeyBy(fields, func(field *schemapb.FieldSchema) string {
|
|
name := field.GetName()
|
|
header = append(header, name)
|
|
return name
|
|
})
|
|
|
|
// Build map for struct array fields for quick lookup
|
|
structArrayFields := make(map[string]*schemapb.StructArrayFieldSchema)
|
|
for _, structField := range schema.GetStructArrayFields() {
|
|
structArrayFields[structField.GetName()] = structField
|
|
header = append(header, structField.GetName())
|
|
}
|
|
|
|
csvData = append(csvData, header)
|
|
|
|
for i := 0; i < rowNum; i++ {
|
|
data := make([]string, 0)
|
|
for _, name := range header {
|
|
if structArrayField, ok := structArrayFields[name]; ok {
|
|
structArrayData, err := reconstructStructArrayForCSV(structArrayField, insertData, i)
|
|
if err != nil {
|
|
return nil, err
|
|
}
|
|
data = append(data, structArrayData)
|
|
continue
|
|
}
|
|
|
|
// Handle regular field
|
|
field := nameToFields[name]
|
|
value := insertData.Data[field.FieldID]
|
|
dataType := field.GetDataType()
|
|
elemType := field.GetElementType()
|
|
// deal with null value
|
|
if field.GetNullable() && value.GetRow(i) == nil {
|
|
data = append(data, nullkey)
|
|
continue
|
|
}
|
|
switch dataType {
|
|
case schemapb.DataType_Array:
|
|
var arr any
|
|
switch elemType {
|
|
case schemapb.DataType_Bool:
|
|
arr = value.GetRow(i).(*schemapb.ScalarField).GetBoolData().GetData()
|
|
case schemapb.DataType_Int8, schemapb.DataType_Int16, schemapb.DataType_Int32:
|
|
arr = value.GetRow(i).(*schemapb.ScalarField).GetIntData().GetData()
|
|
case schemapb.DataType_Int64:
|
|
arr = value.GetRow(i).(*schemapb.ScalarField).GetLongData().GetData()
|
|
case schemapb.DataType_Float:
|
|
arr = value.GetRow(i).(*schemapb.ScalarField).GetFloatData().GetData()
|
|
case schemapb.DataType_Double:
|
|
arr = value.GetRow(i).(*schemapb.ScalarField).GetDoubleData().GetData()
|
|
case schemapb.DataType_String:
|
|
arr = value.GetRow(i).(*schemapb.ScalarField).GetStringData().GetData()
|
|
}
|
|
j, err := json.Marshal(arr)
|
|
if err != nil {
|
|
return nil, err
|
|
}
|
|
data = append(data, string(j))
|
|
case schemapb.DataType_JSON:
|
|
data = append(data, string(value.GetRow(i).([]byte)))
|
|
case schemapb.DataType_FloatVector:
|
|
vec := value.GetRow(i).([]float32)
|
|
j, err := json.Marshal(vec)
|
|
if err != nil {
|
|
return nil, err
|
|
}
|
|
data = append(data, string(j))
|
|
case schemapb.DataType_BinaryVector:
|
|
bytes := value.GetRow(i).([]byte)
|
|
vec := make([]int, 0, len(bytes))
|
|
for _, b := range bytes {
|
|
vec = append(vec, int(b))
|
|
}
|
|
j, err := json.Marshal(vec)
|
|
if err != nil {
|
|
return nil, err
|
|
}
|
|
data = append(data, string(j))
|
|
case schemapb.DataType_Float16Vector:
|
|
bytes := value.GetRow(i).([]byte)
|
|
vec := typeutil.Float16BytesToFloat32Vector(bytes)
|
|
j, err := json.Marshal(vec)
|
|
if err != nil {
|
|
return nil, err
|
|
}
|
|
data = append(data, string(j))
|
|
case schemapb.DataType_BFloat16Vector:
|
|
bytes := value.GetRow(i).([]byte)
|
|
vec := typeutil.BFloat16BytesToFloat32Vector(bytes)
|
|
j, err := json.Marshal(vec)
|
|
if err != nil {
|
|
return nil, err
|
|
}
|
|
data = append(data, string(j))
|
|
case schemapb.DataType_SparseFloatVector:
|
|
bytes := value.GetRow(i).([]byte)
|
|
m := typeutil.SparseFloatBytesToMap(bytes)
|
|
j, err := json.Marshal(m)
|
|
if err != nil {
|
|
return nil, err
|
|
}
|
|
data = append(data, string(j))
|
|
case schemapb.DataType_Int8Vector:
|
|
vec := value.GetRow(i).([]int8)
|
|
j, err := json.Marshal(vec)
|
|
if err != nil {
|
|
return nil, err
|
|
}
|
|
data = append(data, string(j))
|
|
case schemapb.DataType_ArrayOfVector:
|
|
// ArrayOfVector should not appear as a top-level field
|
|
// It can only be a sub-field in struct arrays
|
|
panic("ArrayOfVector cannot be a top-level field")
|
|
default:
|
|
str := fmt.Sprintf("%v", value.GetRow(i))
|
|
data = append(data, str)
|
|
}
|
|
}
|
|
csvData = append(csvData, data)
|
|
}
|
|
|
|
return csvData, nil
|
|
}
|